diff --git a/README-fa-ir.md b/README-fa-ir.md
index 8b8020f3e..50a1cca3a 100644
--- a/README-fa-ir.md
+++ b/README-fa-ir.md
@@ -565,6 +565,7 @@
- [lamemind/mcp-server-multiverse](https://github.com/lamemind/mcp-server-multiverse) 📇 🏠 🛠️ - یک سرور میانافزار که به چندین نمونه ایزوله از یک سرور MCP اجازه میدهد تا به طور مستقل با فضاهای نام و پیکربندیهای منحصر به فرد همزیستی کنند.
- [langfuse/mcp-server-langfuse](https://github.com/langfuse/mcp-server-langfuse) 🐍 🏠 - سرور MCP برای دسترسی و مدیریت پرامپتهای برنامه LLM ایجاد شده با مدیریت پرامپت [Langfuse]([https://langfuse.com/](https://langfuse.com/docs/prompts/get-started)).
- [linw1995/nvim-mcp](https://github.com/linw1995/nvim-mcp) 🦀 🏠 🍎 🪟 🐧 - یک سرور MCP برای تعامل با Neovim
+- [logisky/logisheets-mcp](https://github.com/logisky/logisheets-mcp) [](https://glama.ai/mcp/servers/logisky/logisheets-mcp) 🎖️ 📇 🏠 🍎 🪟 🐧 - یک موتور صفحهگسترده واقعی و سازگار با اکسل برای عاملها، بر پایه [LogiSheets](https://github.com/logisky/LogiSheets) (نوشتهشده با Rust و اجراشده با WASM). فرمولهای قطعی که مدل لازم نیست خودش حساب کند، بلوکهای نامدار که بهجای مختصات با (بلوک، کلید، فیلد) آدرسدهی میشوند و با درج سطر خراب نمیشوند، قواعد فرمول در سطح کل ستون، پویش دستهای سناریوها و حل معکوس در یک فراخوان، و در پایان یک `.xlsx` واقعی. بهصورت محلی اجرا میشود و هیچ سوکتی باز نمیکند. `npx logisheets-mcp`
- [lpigeon/ros-mcp-server](https://github.com/lpigeon/ros-mcp-server) 🐍 🏠 🍎 🪟 🐧 - سرور ROS MCP از کنترل ربات با تبدیل دستورات زبان طبیعی صادر شده توسط کاربر به دستورات کنترل ROS یا ROS2 پشتیبانی میکند.
- [lpigeon/unitree-go2-mcp-server](https://github.com/lpigeon/unitree-go2-mcp-server) 🐍 🏠 🐧 - سرور Unitree Go2 MCP یک سرور ساخته شده بر روی MCP است که به کاربران امکان میدهد ربات Unitree Go2 را با استفاده از دستورات زبان طبیعی که توسط یک LLM تفسیر میشود، کنترل کنند.
- [ukkit/memcord](https://github.com/ukkit/memcord) 🐍 🏠 🐧 🍎 - یک سرور MCP که تاریخچه چت شما را سازماندهی و قابل جستجو نگه میدارد—با خلاصههای مبتنی بر هوش مصنوعی، حافظه امن و کنترل کامل.
@@ -882,6 +883,7 @@
- [marketplaceadpros/amazon-ads-mcp-server](https://github.com/MarketplaceAdPros/amazon-ads-mcp-server) 📇 ☁️ - به ابزارها امکان تعامل با Amazon Advertising، تحلیل معیارهای کمپین و پیکربندیها را میدهد.
- [open-strategy-partners/osp_marketing_tools](https://github.com/open-strategy-partners/osp_marketing_tools) 🐍 🏠 - مجموعهای از ابزارهای بازاریابی از Open Strategy Partners شامل سبک نگارش، کدهای ویرایش و ایجاد نقشه ارزش بازاریابی محصول.
- [pipeboard-co/meta-ads-mcp](https://github.com/pipeboard-co/meta-ads-mcp) 🐍 ☁️ 🏠 - اتوماسیون Meta Ads که فقط کار میکند. مورد اعتماد بیش از ۱۰۰۰۰ کسب و کار برای تحلیل عملکرد، تست خلاقیتها، بهینهسازی هزینهها و مقیاسبندی نتایج — به سادگی و با اطمینان.
+- [rooquiz/rooquiz-mcp](https://github.com/rooquiz/rooquiz-mcp) [](https://glama.ai/mcp/servers/rooquiz/rooquiz-mcp) 🎖️ 📇 ☁️ - ساخت و اجرای ارزیابیها در [RooQuiz](https://rooquiz.com) — آزمونهای دانشی، آزمونهای امتیازی و آزمونهای نتیجهمحور («شما کدام X هستید») با نگارش به کمک هوش مصنوعی و ترجمههای آینهای؛ و سپس مدیریت کل قیف: سرنخهای بهدستآمده از صفحات نتیجه (برچسبگذاری، تخصیص، نظر)، پاسخدهندگان، ارسالها، رزروها و آمار تبدیل. نقطه پایانی میزبانیشده Streamable HTTP در `https://payload.rooquiz.com/api/mcp`، با OAuth 2.1 و ثبت پویای کلاینت، بدون نیاز به کلید API.
- [stape-io/stape-mcp-server](https://github.com/stape-io/stape-mcp-server) 📇 ☁️ – این پروژه یک سرور MCP (Model Context Protocol) برای پلتفرم Stape پیادهسازی میکند. این سرور امکان تعامل با Stape API را با استفاده از دستیاران هوش مصنوعی مانند Claude یا IDEهای مبتنی بر هوش مصنوعی مانند Cursor فراهم میکند.
- [stape-io/google-tag-manager-mcp-server](https://github.com/stape-io/google-tag-manager-mcp-server) 📇 ☁️ – این سرور از اتصالات MCP راه دور پشتیبانی میکند، شامل Google OAuth داخلی است و یک رابط به Google Tag Manager API فراهم میکند.
diff --git a/README-ja.md b/README-ja.md
index 10a792db3..fddab1920 100644
--- a/README-ja.md
+++ b/README-ja.md
@@ -145,6 +145,7 @@
- [8enSmith/mcp-open-library](https://github.com/8enSmith/mcp-open-library) 📇 ☁️ - AIアシスタントが書籍情報を検索できるOpen Library API用MCPサーバー
- [PatrickPalmer/MayaMCP](https://github.com/PatrickPalmer/MayaMCP) 🐍 🏠 - Autodesk Maya用MCPサーバー
- [cantian-ai/bazi-mcp](https://github.com/cantian-ai/bazi-mcp) 📇 🏠 ☁️ 🍎 🪟 - 包括的で正確な八字（四柱推命）の命式作成と占い情報を提供
+- [fatenava/fatenava-mcp](https://github.com/fatenava/fatenava-mcp) [](https://glama.ai/mcp/servers/fatenava/fatenava-mcp) 🎖️ 📇 🏠 ☁️ 🍎 🪟 🐧 - オールインワン命式作成:四柱推命(八字)・紫微斗数・西洋占星術の出生図を一つのツールで——真太陽時補正、多言語入力(中・英・日・韓)対応、無料・アカウント不要。`npx -y fatenava-mcp`
### 🧬 生物学、医学、バイオインフォマティクス
@@ -341,6 +342,7 @@ aliyun/alibabacloud-tablestore-mcp-server ☕ 🐍 ☁️ - 阿里云表格存
- [gitkraken/gk-cli](https://github.com/gitkraken/gk-cli) 🎖️ 🏎️ 🏠 ☁️ 🍎 🪟 🐧 - GitKraken の API とやり取りするための CLI。gk mcp 経由で MCP サーバーも含まれており、GitKraken の API だけでなく、Jira、GitHub、GitLab などもラップします。ローカルツールやリモートサービスとも連携可能です。
- [lpigeon/unitree-go2-mcp-server](https://github.com/lpigeon/unitree-go2-mcp-server) 🐍 🏠 🐧 - Unitree Go2 MCPサーバーは、MCP上に構築されたサーバーで、大規模言語モデル（LLM）によって解釈された自然言語コマンドを使用して、ユーザーがUnitree Go2ロボットを制御できるようにします。
- [veelenga/claude-mermaid](https://github.com/veelenga/claude-mermaid/) 📇 🏠 🍎 🪟 🐧 - Claude Code向けのMermaid図レンダリングMCPサーバー。ライブリロード機能を備え、複数のエクスポート形式（SVG、PNG、PDF）とテーマをサポート。
+- [logisky/logisheets-mcp](https://github.com/logisky/logisheets-mcp) [](https://glama.ai/mcp/servers/logisky/logisheets-mcp) 🎖️ 📇 🏠 🍎 🪟 🐧 - エージェント向けの本物のExcel互換スプレッドシートエンジン（[LogiSheets](https://github.com/logisky/LogiSheets)、RustをWASMで実行）。モデルが暗算せずに済む決定論的な数式、座標ではなく（ブロック・キー・フィールド）で参照する名前付きブロックにより行を挿入しても参照が壊れない、列全体に対する数式ルール、シナリオの一括計算とゴールシークを1回の呼び出しで実行、そして最後に本物の `.xlsx` を出力。ローカルで動作し、ソケットを一切開きません。`npx logisheets-mcp`
### 🧮 データサイエンスツール
@@ -471,6 +473,7 @@ aliyun/alibabacloud-tablestore-mcp-server ☕ 🐍 ☁️ - 阿里云表格存
- [open-strategy-partners/osp_marketing_tools](https://github.com/open-strategy-partners/osp_marketing_tools) 🐍 🏠 - Open Strategy Partnersからの マーケティングツールスイートで、文章スタイル、編集コード、製品マーケティング価値マップ作成を含む。
- [nictuku/meta-ads-mcp](https://github.com/nictuku/meta-ads-mcp) 🐍 ☁️ 🏠 - AIエージェントがMeta広告のパフォーマンスを監視・最適化し、キャンペーンメトリクスを分析し、オーディエンスターゲティングを調整し、クリエイティブアセットを管理し、シームレスなGraph API統合を通じて広告費とキャンペーン設定についてデータ主導の推奨事項を作成できるようにします。
- [marketplaceadpros/amazon-ads-mcp-server](https://github.com/MarketplaceAdPros/amazon-ads-mcp-server) 📇 ☁️ - Amazon Advertisingと対話し、キャンペーンメトリクスと設定を分析するツールを有効にします。
+- [rooquiz/rooquiz-mcp](https://github.com/rooquiz/rooquiz-mcp) [](https://glama.ai/mcp/servers/rooquiz/rooquiz-mcp) 🎖️ 📇 ☁️ - [RooQuiz](https://rooquiz.com) でアセスメントを作成・運用できます。知識クイズ、スコア型クイズ、「あなたはどの X タイプ？」の診断型クイズを AI 支援で作成し、多言語のミラー翻訳にも対応。結果ページで獲得したリード（タグ付け、担当割り当て、コメント）、回答者、送信記録、予約、コンバージョン統計までファネル全体を扱えます。ホスト型の Streamable HTTP エンドポイント `https://payload.rooquiz.com/api/mcp`、OAuth 2.1 の動的クライアント登録に対応し、API キーは不要です。
### 📊 監視
diff --git a/README-ko.md b/README-ko.md
index c56b46d5f..2df52348a 100644
--- a/README-ko.md
+++ b/README-ko.md
@@ -131,6 +131,7 @@
예술 컬렉션, 문화 유산 및 박물관 데이터베이스에 접근하고 탐색합니다. AI 모델이 예술 및 문화 콘텐츠를 검색하고 분석할 수 있게 합니다.
- [cantian-ai/bazi-mcp](https://github.com/cantian-ai/bazi-mcp) 📇 🏠 ☁️ 🍎 🪟 - 포괄적이고 정확한 사주팔자(八字) 분석과 해석 제공
+- [fatenava/fatenava-mcp](https://github.com/fatenava/fatenava-mcp) [](https://glama.ai/mcp/servers/fatenava/fatenava-mcp) 🎖️ 📇 🏠 ☁️ 🍎 🪟 🐧 - 올인원 운명 차트: 사주(팔자)·자미두수·서양 점성술 출생 차트를 하나의 도구로 — 진태양시 보정, 다국어 입력(中/EN/日/한국어), 무료·계정 불필요. `npx -y fatenava-mcp`
- [burningion/video-editing-mcp](https://github.com/burningion/video-editing-mcp) 📹🎬 - Video Jungle 컬렉션에서 비디오 편집 추가, 분석, 검색 및 생성
- [gavxm/ani-mcp](https://github.com/gavxm/ani-mcp) [glama](https://glama.ai/mcp/servers/gavxm/ani-mcp) 📇 🏠 - 취향 기반 추천, 시청 분석, 소셜 도구 및 전체 목록 관리를 제공하는 AniList MCP 서버
- [r-huijts/rijksmuseum-mcp](https://github.com/r-huijts/rijksmuseum-mcp) 📇 ☁️ - 작품 검색, 세부 정보 및 컬렉션을 위한 Rijksmuseum API 통합
@@ -334,6 +335,7 @@
- [gitkraken/gk-cli](https://github.com/gitkraken/gk-cli) 🎖️ 🏎️ 🏠 ☁️ 🍎 🪟 🐧 - GitKraken API와 상호작용하기 위한 CLI입니다. gk mcp를 통해 MCP 서버를 포함하고 있으며, GitKraken API뿐만 아니라 Jira, GitHub, GitLab 등도 래핑합니다. 로컬 도구 및 원격 서비스와 함께 작동합니다.
- [lpigeon/unitree-go2-mcp-server](https://github.com/lpigeon/unitree-go2-mcp-server) 🐍 🏠 🐧 - Unitree Go2 MCP 서버는 MCP 기반으로 구축된 서버로, 사용자가 LLM이 해석한 자연어 명령을 통해 Unitree Go2 로봇을 제어할 수 있도록 해줍니다.
- [veelenga/claude-mermaid](https://github.com/veelenga/claude-mermaid/) 📇 🏠 🍎 🪟 🐧 - Claude Code용 Mermaid 다이어그램 렌더링 MCP 서버. 라이브 리로드 기능을 갖추고 있으며 여러 내보내기 형식(SVG, PNG, PDF) 및 테마를 지원합니다.
+- [logisky/logisheets-mcp](https://github.com/logisky/logisheets-mcp) [](https://glama.ai/mcp/servers/logisky/logisheets-mcp) 🎖️ 📇 🏠 🍎 🪟 🐧 - 에이전트를 위한 진짜 Excel 호환 스프레드시트 엔진([LogiSheets](https://github.com/logisky/LogiSheets), Rust로 작성되어 WASM으로 실행). 모델이 암산할 필요 없는 결정론적 수식, 좌표 대신 (블록, 키, 필드)로 주소를 지정해 행을 삽입해도 깨지지 않는 이름 있는 블록, 열 전체에 적용되는 수식 규칙, 시나리오 일괄 계산과 목표값 찾기를 한 번의 호출로 처리, 그리고 마지막에 진짜 `.xlsx` 출력. 로컬에서 실행되며 소켓을 열지 않습니다. `npx logisheets-mcp`
### 🧮 데이터 과학 도구
@@ -443,6 +445,7 @@
- [AdsMCP/tiktok-ads-mcp-server](https://github.com/AdsMCP/tiktok-ads-mcp-server) 🐍 ☁️ - TikTok Ads API 통합을 위한 Model Context Protocol 서버로, AI 어시스턴트가 OAuth 인증 플로우를 통해 캠페인 관리, 성능 분석, 오디언스 및 크리에이티브 처리를 수행할 수 있습니다.
- [Open Strategy Partners 마케팅 도구](https://github.com/open-strategy-partners/osp_marketing_tools) 🐍 🏠 - 글쓰기 스타일, 편집 코드, 제품 마케팅 가치 맵 생성을 포함한 Open Strategy Partners의 마케팅 도구 모음.
+- [rooquiz/rooquiz-mcp](https://github.com/rooquiz/rooquiz-mcp) [](https://glama.ai/mcp/servers/rooquiz/rooquiz-mcp) 🎖️ 📇 ☁️ - [RooQuiz](https://rooquiz.com)에서 평가를 만들고 운영합니다. 지식 퀴즈, 점수형 퀴즈, "당신은 어떤 X인가요" 결과형 퀴즈를 AI 지원으로 작성하고 다국어 미러 번역을 제공하며, 결과 페이지에서 수집한 리드(태그, 담당자 지정, 댓글), 응답자, 제출 기록, 예약, 전환 통계까지 퍼널 전체를 다룹니다. 호스팅되는 Streamable HTTP 엔드포인트 `https://payload.rooquiz.com/api/mcp`, OAuth 2.1 동적 클라이언트 등록 지원, API 키 불필요.
### 📊 모니터링
diff --git a/README-pt_BR.md b/README-pt_BR.md
index af1678db8..215319499 100644
--- a/README-pt_BR.md
+++ b/README-pt_BR.md
@@ -308,6 +308,7 @@ Ferramentas e integrações que aprimoram o fluxo de trabalho de desenvolvimento
- [lpigeon/unitree-go2-mcp-server](https://github.com/lpigeon/unitree-go2-mcp-server) 🐍 🏠 🐧 - O servidor Unitree Go2 MCP é um servidor construído sobre o MCP que permite aos usuários controlar o robô Unitree Go2 usando comandos em linguagem natural interpretados por um modelo de linguagem grande (LLM).
- [veelenga/claude-mermaid](https://github.com/veelenga/claude-mermaid/) 📇 🏠 🍎 🪟 🐧 - Servidor MCP de renderização de diagramas Mermaid para Claude Code com funcionalidade de recarga ao vivo, suportando múltiplos formatos de exportação (SVG, PNG, PDF) e temas.
- [selvage-lab/selvage](https://github.com/selvage-lab/selvage) 🐍 🏠 - Servidor MCP de revisão de código baseado em LLM com extração inteligente de contexto baseada em AST. Suporta Claude, GPT, Gemini e mais de 20 modelos via OpenRouter.
+- [logisky/logisheets-mcp](https://github.com/logisky/logisheets-mcp) [](https://glama.ai/mcp/servers/logisky/logisheets-mcp) 🎖️ 📇 🏠 🍎 🪟 🐧 - Um motor de planilhas real e compatível com Excel para agentes, sobre o [LogiSheets](https://github.com/logisky/LogiSheets) (Rust, via WASM). Fórmulas determinísticas que o modelo não precisa calcular de cabeça, blocos nomeados endereçados por (bloco, chave, campo) em vez de coordenadas — as referências sobrevivem à inserção de linhas —, regras de fórmula para a coluna inteira, varredura de cenários em lote e atingir meta em uma única chamada, e um `.xlsx` de verdade no final. Roda localmente e não abre sockets. `npx logisheets-mcp`
### 🧮 Ferramentas de Ciência de Dados
@@ -422,6 +423,7 @@ Ferramentas para criar e editar conteúdo de marketing, trabalhar com meta dados
- [AdsMCP/tiktok-ads-mcp-server](https://github.com/AdsMCP/tiktok-ads-mcp-server) 🐍 ☁️ - Um servidor Model Context Protocol para integração com a API do TikTok Ads, permitindo que assistentes de IA gerenciem campanhas, analisem métricas de desempenho, lidem com audiências e criativos através do fluxo de autenticação OAuth.
- [Open Strategy Partners Marketing Tools](https://github.com/open-strategy-partners/osp_marketing_tools) 🐍 🏠 - Um conjunto de ferramentas de marketing da Open Strategy Partners, incluindo estilo de escrita, códigos de edição e criação de mapa de valor de marketing de produto.
+- [rooquiz/rooquiz-mcp](https://github.com/rooquiz/rooquiz-mcp) [](https://glama.ai/mcp/servers/rooquiz/rooquiz-mcp) 🎖️ 📇 ☁️ - Crie e opere avaliações no [RooQuiz](https://rooquiz.com) — quizzes de conhecimento, quizzes pontuados e quizzes de resultado ("qual X você é") com autoria assistida por IA e traduções espelhadas — e trabalhe o funil completo: leads capturados nas páginas de resultado (marcar, atribuir, comentar), respondentes, envios, agendamentos e estatísticas de conversão. Endpoint Streamable HTTP hospedado em `https://payload.rooquiz.com/api/mcp`, OAuth 2.1 com registro dinâmico de cliente, sem chave de API.
### 📊 Monitoramento
diff --git a/README-th.md b/README-th.md
index a3ea204f8..c0b242301 100644
--- a/README-th.md
+++ b/README-th.md
@@ -346,6 +346,7 @@
- [gitkraken/gk-cli](https://github.com/gitkraken/gk-cli) 🎖️ 🏎️ 🏠 ☁️ 🍎 🪟 🐧 - CLI สำหรับโต้ตอบกับ GitKraken API โดยมีเซิร์ฟเวอร์ MCP ผ่าน gk mcp ซึ่งไม่เพียงแต่ครอบคลุม GitKraken API เท่านั้น แต่ยังรวมถึง Jira, GitHub, GitLab และอื่น ๆ อีกมากมาย รองรับการทำงานร่วมกับเครื่องมือในเครื่องและบริการระยะไกล.
- [lpigeon/unitree-go2-mcp-server](https://github.com/lpigeon/unitree-go2-mcp-server) 🐍 🏠 🐧 - เซิร์ฟเวอร์ Unitree Go2 MCP เป็นเซิร์ฟเวอร์ที่พัฒนาขึ้นบน MCP ซึ่งช่วยให้ผู้ใช้สามารถควบคุมหุ่นยนต์ Unitree Go2 ได้โดยใช้คำสั่งภาษาธรรมชาติที่แปลโดยโมเดลภาษาขนาดใหญ่ (LLM)
- [veelenga/claude-mermaid](https://github.com/veelenga/claude-mermaid/) 📇 🏠 🍎 🪟 🐧 - เซิร์ฟเวอร์ MCP สำหรับการเรนเดอร์ไดอะแกรม Mermaid สำหรับ Claude Code พร้อมฟังก์ชันการโหลดสดและรองรับรูปแบบการส่งออกหลายแบบ (SVG, PNG, PDF) และธีม
+- [logisky/logisheets-mcp](https://github.com/logisky/logisheets-mcp) [](https://glama.ai/mcp/servers/logisky/logisheets-mcp) 🎖️ 📇 🏠 🍎 🪟 🐧 - เอนจินสเปรดชีตที่เข้ากันได้กับ Excel จริง ๆ สำหรับเอเจนต์ สร้างบน [LogiSheets](https://github.com/logisky/LogiSheets) (เขียนด้วย Rust ทำงานผ่าน WASM) มีสูตรคำนวณที่ให้ผลแน่นอนโดยโมเดลไม่ต้องคิดเลขเอง บล็อกที่มีชื่อซึ่งอ้างอิงด้วย (บล็อก, คีย์, ฟิลด์) แทนพิกัด การอ้างอิงจึงไม่พังเมื่อแทรกแถว กฎสูตรระดับทั้งคอลัมน์ คำนวณหลายสถานการณ์และหาค่าเป้าหมายย้อนกลับได้ในคำสั่งเดียว และได้ไฟล์ `.xlsx` จริงเมื่อเสร็จ ทำงานบนเครื่องและไม่เปิดซ็อกเก็ต `npx logisheets-mcp`
### 🧮 เครื่องมือวิทยาศาสตร์ข้อมูล
@@ -484,6 +485,7 @@
- [AdsMCP/tiktok-ads-mcp-server](https://github.com/AdsMCP/tiktok-ads-mcp-server) 🐍 ☁️ - เซิร์ฟเวอร์ Model Context Protocol สำหรับการผสานรวม TikTok Ads API ช่วยให้ผู้ช่วย AI สามารถจัดการแคมเปญ วิเคราะห์เมตริกประสิทธิภาพ จัดการกลุ่มเป้าหมายและสร้างสรรค์ผ่านการรับรองตัวตน OAuth
- [Open Strategy Partners Marketing Tools](https://github.com/open-strategy-partners/osp_marketing_tools) 🐍 🏠 - ชุดเครื่องมือทางการตลาดจาก Open Strategy Partners รวมถึงรูปแบบการเขียน รหัสการแก้ไข และการสร้างแผนที่มูลค่าการตลาดผลิตภัณฑ์
+- [rooquiz/rooquiz-mcp](https://github.com/rooquiz/rooquiz-mcp) [](https://glama.ai/mcp/servers/rooquiz/rooquiz-mcp) 🎖️ 📇 ☁️ - สร้างและใช้งานแบบประเมินบน [RooQuiz](https://rooquiz.com) — แบบทดสอบความรู้ แบบทดสอบให้คะแนน และแบบทดสอบผลลัพธ์ ("คุณเป็น X แบบไหน") พร้อมการเขียนโดยมี AI ช่วย และการแปลหลายภาษาแบบมิเรอร์ จากนั้นจัดการฟันเนลทั้งหมด: ลีดที่เก็บจากหน้าผลลัพธ์ (ติดแท็ก มอบหมาย แสดงความคิดเห็น) ผู้ตอบ การส่งแบบทดสอบ การจอง และสถิติการแปลง เอนด์พอยต์ Streamable HTTP แบบโฮสต์ที่ `https://payload.rooquiz.com/api/mcp` รองรับ OAuth 2.1 พร้อมการลงทะเบียนไคลเอนต์แบบไดนามิก ไม่ต้องใช้ API key
### 📊 การตรวจสอบ
diff --git a/README-zh.md b/README-zh.md
index dbf012e55..56481f479 100644
--- a/README-zh.md
+++ b/README-zh.md
@@ -145,6 +145,7 @@ Web 内容访问和自动化功能。支持以 AI 友好格式搜索、抓取和
提供艺术收藏、文化遗产和博物馆数据库的访问与探索。让 AI 模型能够搜索和分析艺术文化内容。
- [cantian-ai/bazi-mcp](https://github.com/cantian-ai/bazi-mcp) 📇 🏠 ☁️ 🍎 🪟 - 提供全面精准的八字排盘和测算信息
+- [fatenava/fatenava-mcp](https://github.com/fatenava/fatenava-mcp) [](https://glama.ai/mcp/servers/fatenava/fatenava-mcp) 🎖️ 📇 🏠 ☁️ 🍎 🪟 🐧 - 一站式命理排盘:八字(四柱)、紫微斗数、西洋占星本命盘三合一——真太阳时校正,多语言输入(中/英/日/韩),免费、无需注册。`npx -y fatenava-mcp`
- [burningion/video-editing-mcp](https://github.com/burningion/video-editing-mcp) 📹🎬 - 从您的视频集合中添加、分析、搜索和生成视频剪辑
- [gavxm/ani-mcp](https://github.com/gavxm/ani-mcp) [glama](https://glama.ai/mcp/servers/gavxm/ani-mcp) 📇 🏠 - AniList MCP 服务器，提供品味感知推荐、观看分析、社交工具和完整的列表管理。
- [r-huijts/rijksmuseum-mcp](https://github.com/r-huijts/rijksmuseum-mcp) 📇 ☁️ - 荷兰国立博物馆 API 集成，支持艺术品搜索、详情查询和收藏品浏览
@@ -368,6 +369,7 @@ Web 内容访问和自动化功能。支持以 AI 友好格式搜索、抓取和
- [lpigeon/unitree-go2-mcp-server](https://github.com/lpigeon/unitree-go2-mcp-server) 🐍 🏠 🐧 - Unitree Go2 MCP服务器是一个基于MCP构建的服务器，允许用户通过由大语言模型解释的自然语言指令来控制Unitree Go2机器人。
- [zaizaizhao/mcp-swagger-server](https://github.com/zaizaizhao/mcp-swagger-server) 📇 ☁️ 🏠 - mcp-swagger-server将任何符合 OpenAPI/Swagger 规范的 REST API 转换为 Model Context Protocol (MCP) 格式,以支持ai客户端调用。
- [veelenga/claude-mermaid](https://github.com/veelenga/claude-mermaid/) 📇 🏠 🍎 🪟 🐧 - Claude Code的Mermaid图表渲染MCP服务器，具有实时重新加载功能，支持多种导出格式（SVG、PNG、PDF）和主题。
+- [logisky/logisheets-mcp](https://github.com/logisky/logisheets-mcp) [](https://glama.ai/mcp/servers/logisky/logisheets-mcp) 🎖️ 📇 🏠 🍎 🪟 🐧 - 面向智能体的真正 Excel 兼容电子表格引擎，基于 [LogiSheets](https://github.com/logisky/LogiSheets)（Rust 编写，通过 WASM 运行）。确定性公式，模型无需心算；命名区块以（区块、键、字段）寻址而非坐标，插入行后引用依然指向原来的含义；字段公式按整列声明一次；批量情景扫描与反解目标值都可一次调用完成；最终产出可直接打开的真实 `.xlsx`。本地运行，不开任何网络端口。`npx logisheets-mcp`
### 🧮 数据科学工具
@@ -484,6 +486,7 @@ Web 内容访问和自动化功能。支持以 AI 友好格式搜索、抓取和
- [AdsMCP/tiktok-ads-mcp-server](https://github.com/AdsMCP/tiktok-ads-mcp-server) 🐍 ☁️ - TikTok Ads API 集成的模型上下文协议服务器，让 AI 助手能够通过 OAuth 认证流程管理广告活动、分析性能指标、处理受众和创意内容
- [Open Strategy Partners Marketing Tools](https://github.com/open-strategy-partners/osp_marketing_tools) 🐍 🏠 - Open Strategy Partners 提供的营销工具套件，包含写作风格指南、编辑规范和产品营销价值图谱创建工具
+- [rooquiz/rooquiz-mcp](https://github.com/rooquiz/rooquiz-mcp) [](https://glama.ai/mcp/servers/rooquiz/rooquiz-mcp) 🎖️ 📇 ☁️ - 在 [RooQuiz](https://rooquiz.com) 上创建和运营测评——知识问答、计分测验以及“你是哪种 X”结果型测验，支持 AI 辅助出题和多语言镜像翻译；并打通转化漏斗：管理结果页捕获的销售线索（打标签、分配、评论）、答题者、提交记录、预约和转化统计。托管的 Streamable HTTP 端点 `https://payload.rooquiz.com/api/mcp`，OAuth 2.1 动态客户端注册，无需 API 密钥。
### 📊 监测
diff --git a/README-zh_TW.md b/README-zh_TW.md
index be4e57900..3307960a3 100644
--- a/README-zh_TW.md
+++ b/README-zh_TW.md
@@ -130,6 +130,7 @@ Web 內容訪問和自動化功能。支援以 AI 友好格式搜尋、抓取和
提供藝術收藏、文化遺產和博物館資料庫的訪問與探索。讓 AI 模型能夠搜尋和分析藝術文化內容。
- [cantian-ai/bazi-mcp](https://github.com/cantian-ai/bazi-mcp) 📇 🏠 ☁️ 🍎 🪟 - 提供全面精準的八字排盤和測算信息
+- [fatenava/fatenava-mcp](https://github.com/fatenava/fatenava-mcp) [](https://glama.ai/mcp/servers/fatenava/fatenava-mcp) 🎖️ 📇 🏠 ☁️ 🍎 🪟 🐧 - 一站式命理排盤:八字(四柱)、紫微斗數、西洋占星本命盤三合一——真太陽時校正,多語言輸入(中/英/日/韓),免費、無需註冊。`npx -y fatenava-mcp`
- [burningion/video-editing-mcp](https://github.com/burningion/video-editing-mcp) 📹🎬 - 從您的影片集合中添加、分析、搜尋和生成影片剪輯
- [gavxm/ani-mcp](https://github.com/gavxm/ani-mcp) [glama](https://glama.ai/mcp/servers/gavxm/ani-mcp) 📇 🏠 - AniList MCP 伺服器，提供品味感知推薦、觀看分析、社交工具和完整的清單管理。
- [r-huijts/rijksmuseum-mcp](https://github.com/r-huijts/rijksmuseum-mcp) 📇 ☁️ - 荷蘭國立博物館 API 整合，支援藝術品搜尋、詳情查詢和收藏品瀏覽
@@ -291,6 +292,7 @@ Web 內容訪問和自動化功能。支援以 AI 友好格式搜尋、抓取和
- [gitkraken/gk-cli](https://github.com/gitkraken/gk-cli) 🎖️ 🏎️ 🏠 ☁️ 🍎 🪟 🐧 - 一個用於與 GitKraken API 互動的 CLI。透過 gk mcp 包含一個 MCP 伺服器，不僅包裝了 GitKraken API，還支援 Jira、GitHub、GitLab 等等。可搭配本地工具與遠端服務使用。
- [lpigeon/unitree-go2-mcp-server](https://github.com/lpigeon/unitree-go2-mcp-server) 🐍 🏠 🐧 - Unitree Go2 MCP伺服器是一個基於MCP構建的伺服器，允許使用者透過由大型語言模型解讀的自然語言指令來控制Unitree Go2機器人。
- [veelenga/claude-mermaid](https://github.com/veelenga/claude-mermaid/) 📇 🏠 🍎 🪟 🐧 - Claude Code的Mermaid圖表渲染MCP伺服器，具有即時重新載入功能，支援多種匯出格式（SVG、PNG、PDF）和主題。
+- [logisky/logisheets-mcp](https://github.com/logisky/logisheets-mcp) [](https://glama.ai/mcp/servers/logisky/logisheets-mcp) 🎖️ 📇 🏠 🍎 🪟 🐧 - 面向智慧代理的真正 Excel 相容試算表引擎，基於 [LogiSheets](https://github.com/logisky/LogiSheets)（Rust 撰寫，透過 WASM 執行）。確定性公式，模型無需心算；具名區塊以（區塊、鍵、欄位）定址而非座標，插入列後參照仍指向原本的意義；欄位公式按整欄宣告一次；批次情境掃描與反解目標值皆可一次呼叫完成；最終產出可直接開啟的真實 `.xlsx`。本機執行，不開任何網路連接埠。`npx logisheets-mcp`
### 🧮 數據科學工具
@@ -387,6 +389,7 @@ Web 內容訪問和自動化功能。支援以 AI 友好格式搜尋、抓取和
- [AdsMCP/tiktok-ads-mcp-server](https://github.com/AdsMCP/tiktok-ads-mcp-server) 🐍 ☁️ - TikTok Ads API 整合的模型上下文協議伺服器，讓 AI 助手能夠透過 OAuth 認證流程管理廣告活動、分析績效指標、處理受眾和創意內容
- [Open Strategy Partners Marketing Tools](https://github.com/open-strategy-partners/osp_marketing_tools) 🐍 🏠 - Open Strategy Partners 提供的行銷工具套件，包含寫作風格指南、編輯規範和產品行銷價值圖譜創建工具
+- [rooquiz/rooquiz-mcp](https://github.com/rooquiz/rooquiz-mcp) [](https://glama.ai/mcp/servers/rooquiz/rooquiz-mcp) 🎖️ 📇 ☁️ - 在 [RooQuiz](https://rooquiz.com) 上建立和營運測驗——知識問答、計分測驗以及「你是哪種 X」結果型測驗，支援 AI 輔助出題和多語言鏡像翻譯；並打通轉換漏斗：管理結果頁擷取的潛在客戶（標籤、指派、留言）、作答者、提交紀錄、預約和轉換統計。託管的 Streamable HTTP 端點 `https://payload.rooquiz.com/api/mcp`，OAuth 2.1 動態用戶端註冊，無需 API 金鑰。
### 📊 監測
diff --git a/README.md b/README.md
index 81756d1a2..dfc3d4f5d 100644
--- a/README.md
+++ b/README.md
@@ -9,7 +9,9 @@
[](https://www.reddit.com/r/mcp/)
> [!IMPORTANT]
-> [Awesome MCP Servers](https://glama.ai/mcp/servers) web directory.
+> [ray.run](https://ray.run/) – from idea to a production-grade MCP server in under a minute! 🦜
+
+Ad
A curated list of awesome Model Context Protocol (MCP) servers.
@@ -101,6 +103,7 @@ Checkout [awesome-mcp-clients](https://github.com/punkpeye/awesome-mcp-clients/)
* 💰 - [Finance & Fintech](#finance--fintech)
* 🎮 - [Gaming](#gaming)
* 🏠 - [Home Automation](#home-automation)
+* 🪪 - [Identity](#identity)
* 🏭 - [Industrial & IoT](#industrial--iot)
* 🧠 - [Knowledge & Memory](#knowledge--memory)
* ⚖️ - [Legal](#legal)
@@ -130,7 +133,7 @@ Checkout [awesome-mcp-clients](https://github.com/punkpeye/awesome-mcp-clients/)
### 🔗 Aggregators
Servers for accessing many apps and tools through a single MCP server.
-
+- [team886/findagent-mcp](https://github.com/team886/findagent-mcp) [](https://glama.ai/mcp/servers/team886/findagent-mcp) 📇 ☁️ - Cross-LLM marketplace of vetted "doer" agents — itself an MCP server. Automated security scan + human review, credential-to-host binding, and sandboxed hosted code with default-deny egress. Remote endpoint `https://mcp.findagent.cloud/mcp`.
- [Correctover/mcp-server](https://github.com/Correctover/mcp-server) [](https://glama.ai/mcp/servers/Correctover/mcp-server) 📇 ☁️ 🏠 🍎 🪟 🐧 - Contract validation and self-healing failover for LLM APIs. 6-dimension verification (structure, schema, latency, cost, identity, integrity) in 22μs P50. 87 self-healing rules with MAPE-K autonomic loop. BYOK direct connect to 9 providers (OpenAI, Anthropic, DeepSeek, Moonshot, Zhipu AI, Qwen, SiliconFlow, Groq, Together AI). L3 failover in 949ms E2E. Install: `npx -y correctover-mcp-server`.
- [daedalusdevelopmentgroup/ddg-agent-payable-services](https://github.com/daedalusdevelopmentgroup/ddg-agent-payable-services) [](https://glama.ai/mcp/servers/daedalusdevelopmentgroup/ddg-agent-payable-services) 🐍 ☁️ - Pay-per-call x402 gateway: one MCP server for 90+ agent tools (utilities, DNS/WHOIS, blockchain RPC, market data, prediction markets, DEX data, security audits) plus an OpenAI-compatible LLM gateway. USDC on Base, free-trial calls per agent. `pip install ddg-agent-services-mcp` or remote `https://mcp.daedalusdevelopmentgroup.com/mcp`.
- [forgemeshlabs/coinopai-mcp](https://github.com/forgemeshlabs/coinopai-mcp) [](https://glama.ai/mcp/servers/forgemeshlabs/coinopai-mcp) 📇 - Local stdio MCP server for x402-powered paid crypto intelligence: preflight checks, trade decisions with `decision_id`, later audit against real prices, risk state, signal history, and agent automation search over USDC micropayments on Base.
@@ -138,6 +141,7 @@ Servers for accessing many apps and tools through a single MCP server.
- [1mcp/agent](https://github.com/1mcp-app/agent) 📇 ☁️ 🏠 🍎 🪟 🐧 - A unified Model Context Protocol server implementation that aggregates multiple MCP servers into one.
- [2s-io/sdk](https://github.com/2s-io/sdk) [](https://glama.ai/mcp/servers/2s-io/sdk) 📇 ☁️ 🍎 🪟 🐧 - Unified API for AI agents — 180+ tools across geocoding, weather (NWS), climate stations (NOAA), earthquakes (USGS), tides (NOAA), points of interest (OpenStreetMap), patents (USPTO ODP), US case law (CourtListener / Free Law Project), Federal Register, Wikipedia, scientific papers (arXiv / PubMed / Semantic Scholar), AI summarize / translate / extract / screenshot / image-describe, image compression, DNS / WHOIS, crypto address-validate + EVM gas oracle, OFAC sanctions screening, US Census ACS demographics, airport / ZIP lookup. Sub-cent to a few cents per call in USDC on Base via x402 — no API keys, no signup. `npx -y @2sio/mcp`
- [8randonpickart5/alderpost-mcp](https://github.com/8randonpickart5/alderpost-mcp) [](https://glama.ai/mcp/servers/8randonpickart5/alderpost-mcp) 📇 ☁️ - 8 bundled intelligence endpoints (security, company, threat, compliance, sales, sports, property, health) via x402 micropayments on Base.
+- [forgemeshlabs/utility-grid-mcp](https://github.com/forgemeshlabs/utility-grid-mcp) [](https://glama.ai/mcp/servers/forgemeshlabs/utility-grid-mcp) 📇 ☁️ - Discover and call 400+ practical APIs through six MCP tools: search OCR, image, audio, web, math, conversion, and geodata utilities for free, then pay per call with x402 USDC on Base — no account or API key. `npx -y @forgemeshlabs/utility-grid-mcp`
- [GTCC777/pulsenetwork-mcp](https://github.com/GTCC777/pulsenetwork-mcp) [](https://glama.ai/mcp/servers/GTCC777/pulsenetwork-mcp) 📇 - One MCP server exposing 66 specialized intelligence APIs (660+ endpoints) — finance, crypto, legal, immigration, healthcare cost, real estate, tax, climate, sports, science, and more — each an x402 pay-per-call tool in USDC on Base and Solana. Includes a `discover` meta-tool over the whole network and a cross-vertical referral graph. No API keys. `npx mcp-pulsenetwork`
- [mcpqueen/mcpqueen](https://github.com/mcpqueen/mcpqueen) [](https://glama.ai/mcp/servers/mcpqueen/mcpqueen) 🎖️ 📇 ☁️ - The graded MCP registry: live-probes every remote server in the official registry (initialize, tools/list, schema quality, latency, provenance) and publishes evidence-backed grades — searchable by agents via its own MCP endpoint at [mcpqueen.com](https://mcpqueen.com).
- [szp2005/llm-prices-cn](https://github.com/szp2005/llm-prices-cn) [](https://glama.ai/mcp/servers/szp2005/llm-prices-cn) 🐍 ☁️ - Daily-verified LLM API pricing dataset (44+ models, CN & global) with a hosted MCP server for live price queries and token cost estimation.
@@ -146,6 +150,7 @@ Servers for accessing many apps and tools through a single MCP server.
- [agentbodegastore/agentbodega](https://github.com/agentbodegastore/agentbodega) [](https://glama.ai/mcp/servers/agentbodegastore/agentbodega) 📇 ☁️ - AgentBodega MCP gives agents a live catalog of 65 x402-payable HTTP tools across search, public data, social media, status checks, media conversion, and agent-readiness checks. No API keys; install with `npx -y @agentbodega/mcp`.
- [elisymlabs/elisym](https://github.com/elisymlabs/elisym) [](https://glama.ai/mcp/servers/elisymlabs/elisym) 📇 ☁️ 🍎 🪟 🐧 - AI agent discovery and marketplace on Nostr with Solana payments (SOL, USDC). NIP-89 discovery, NIP-90 jobs, NIP-44 v2 encryption, on-chain micropayments.
- [espadaw/Agent47](https://github.com/espadaw/Agent47) 📇 ☁️ - Unified job aggregator for AI agents across 9+ platforms (x402, RentAHuman, Virtuals, etc).
+- [gzchenhao/openhire](https://github.com/gzchenhao/openhire) [](https://glama.ai/mcp/servers/gzchenhao/openhire) 🐍 🏠 🍎 🪟 🐧 - Agent-native job search over employer ATS APIs (Greenhouse, Lever, Ashby, Beisen) — 125 companies and ~15k live postings with freshness verification, ghost-job scoring and deep-link apply channels. Résumés never transit the server; matching runs client-side.
- [doggychip/agentforge](https://github.com/doggychip/agentforge) [](https://glama.ai/mcp/servers/doggychip/agentforge) 📇 ☁️ - Unified API gateway and marketplace for 300+ AI agents. One API key, REST + streaming, 90% creator revenue share, health monitoring. Self-hostable (MIT).
- [AgentHotspot](https://github.com/AgentHotspot/agenthotspot-mcp) 🐍 ☁️ 🏠 🍎 🪟 🐧 - Search, integrate and monetize MCP connectors on the AgentHotspot MCP marketplace
- [aidevelopers2/remoteopenclaw-mcp](https://github.com/aidevelopers2/remoteopenclaw-mcp) [](https://glama.ai/mcp/servers/aidevelopers2/remoteopenclaw-mcp) 📇 🏠 - MCP server and CLI to search the Remote OpenClaw directory of 13,870+ MCP servers, 4,384+ agent skills, and plugins. Returns names, links, and install commands. Install: `claude mcp add remoteopenclaw -- npx -y remoteopenclaw`. CLI: `npx remoteopenclaw search `. Free, no API key.
@@ -154,6 +159,7 @@ Servers for accessing many apps and tools through a single MCP server.
- [Work90210/APIFold](https://github.com/Work90210/APIFold) [](https://glama.ai/mcp/servers/Work90210/APIFold) 📇 ☁️ - Turn any REST API into a hosted MCP server. 18 free public servers (GitHub, Stripe, Slack, OpenAI, Notion, and more) — no setup required, bring your own API key.
- [alexar76/aimarket-plugins](https://github.com/alexar76/aimarket-plugins) [](https://glama.ai/mcp/servers/alexar76/aimarket-plugins) 📇 ☁️ 🏠 🍎 🪟 🐧 - **aimarket-mcp-packager** hub plugin: turn AIMarket capabilities into self-hosted MCP servers (Docker image + `mcp_manifest` + Claude Desktop `mcpServers` config). Part of 15-plugin AIMarket Hub ([modelmarket.dev](https://modelmarket.dev)); protocol discovery at `/.well-known/ai-market.json`. Install: `pip install aimarket-mcp-packager`.
- [Alepha188838884/context-firewall](https://github.com/Alepha188838884/context-firewall) [](https://glama.ai/mcp/servers/Alepha188838884/context-firewall) 📇 🏠 🍎 🪟 🐧 - Local proxy that collapses N downstream MCP servers into 4 meta-tools with progressive tool discovery (measured: 122 tools → 4, ~28.6K tokens of definitions saved), compresses large tool outputs (HTML→Markdown, JSON structure summarization, base64 stripping — 60–95% measured on real pages/APIs) with full-output retrieval via `read_more`, and prints a per-session token-savings report. Security-relevant outputs are never silently compressed. Install: `npx -y context-firewall --config config.json`
+- [api7/aisix](https://github.com/api7/aisix) [](https://glama.ai/mcp/servers/api7/aisix) 🦀 🏠 - MCP gateway that registers upstream MCP servers and fronts them behind one governed Streamable HTTP endpoint (`/mcp`): per-tool access control by caller API key, guardrails over tool arguments and results, rate limits, and usage logs. The same self-hosted gateway also proxies LLM and A2A agent traffic.
- [reefapi/reefapi-mcp](https://github.com/reefapi/reefapi-mcp) [](https://glama.ai/mcp/servers/reefapi/reefapi-mcp) 🐍 ☁️ - One MCP for 160+ live web-data APIs — search engines, social (Reddit, TikTok, Threads, Bluesky), e-commerce (Amazon, eBay, AliExpress, Etsy), real estate (Zillow, Redfin), jobs, travel, news, finance and company/people intel. Clean JSON from sites that block scrapers; one key, one shared credit pool, free tier. Remote streamable-http at api.reefapi.com/mcp.
- [RightOnPar-LLC/mesh-connector](https://github.com/RightOnPar-LLC/mesh-connector) [](https://glama.ai/mcp/servers/RightOnPar-LLC/mesh-connector) 📇 ☁️ - Agent-to-agent capability exchange (MeshMarket): agents browse keylessly, self-onboard via mesh_signup, rent memory/reasoning/safety per call, list their own tools with mesh_publish, and settle in closed-loop credits on a debit-first ledger.
- [rhein1/agoragentic-integrations](https://github.com/rhein1/agoragentic-integrations) [](https://glama.ai/mcp/servers/@rhein1/agoragentic-integrations) 📇 ☁️ - Agent-to-agent marketplace where AI agents discover, invoke, and pay for services from other agents using USDC on Base L2.
@@ -182,6 +188,7 @@ Servers for accessing many apps and tools through a single MCP server.
- [HelpCode-ai/anythingmcp](https://github.com/HelpCode-ai/anythingmcp) [](https://glama.ai/mcp/servers/HelpCode-ai/anythingmcp) 📇 🏠 ☁️ 🍎 🪟 🐧 - Self-hosted source-available MCP gateway and API-to-MCP bridge. Converts REST, SOAP/WSDL, GraphQL, and SQL/NoSQL databases (PostgreSQL, MySQL, MariaDB, MSSQL, Oracle, MongoDB, SQLite) into MCP tools — no SDK, no code. Imports OpenAPI / Postman / WSDL / GraphQL specs; bridges multiple MCP servers behind one endpoint. Ships with 29 pre-built adapters (DHL, DATEV, Weclapp, Personio, Handelsregister, Shopware 6, VIES, OpenPLZ, Bundesbank, etc.). OAuth2 (PKCE + Client Credentials), Bearer, API Key, WS-Security, TLS certs. AES-256-GCM credential encryption, full audit log, per-user MCP API keys, tool-level RBAC.
- [isaac-levine/forage](https://github.com/isaac-levine/forage) 📇 🏠 🍎 🪟 🐧 - Self-improving tool discovery for AI agents. Searches registries, installs MCP servers as subprocesses, and persists tool knowledge across sessions — no restarts needed.
- [jabbawocky/proposalcraft](https://github.com/jabbawocky/proposalcraft) [](https://glama.ai/mcp/servers/jabbawocky/proposalcraft) 📇 🏠 🍎 🪟 🐧 - MCP server that drafts client proposals in your own voice. Save 2-3 of your winning proposals, paste a new brief, and Claude generates a ready-to-send draft. No API key, no cloud — local storage only. `npx -y github:jabbawocky/proposalcraft`
+- [Jackalope-Dev/allmcps-server](https://github.com/Jackalope-Dev/allmcps-server) [](https://glama.ai/mcp/servers/@Jackalope-Dev/allmcps-server) 📇 ☁️ 🍎 🪟 🐧 - Official MCP server for the [AllMCPs.com](https://allmcps.com) registry: search and browse MCP servers, get ready-to-use install configs for Claude Desktop/Cursor/etc., and submit or claim listings directly from your agent. Install: `npx -y allmcps-server`.
- [jaspertvdm/mcp-server-gemini-bridge](https://github.com/jaspertvdm/mcp-server-gemini-bridge) 🐍 ☁️ - Bridge to Google Gemini API. Access Gemini Pro and Flash models through MCP.
- [jaspertvdm/mcp-server-ollama-bridge](https://github.com/jaspertvdm/mcp-server-ollama-bridge) 🐍 🏠 - Bridge to local Ollama LLM server. Run Llama, Mistral, Qwen and other local models through MCP.
- [jaspertvdm/mcp-server-openai-bridge](https://github.com/jaspertvdm/mcp-server-openai-bridge) 🐍 ☁️ - Bridge to OpenAI API. Access GPT-4, GPT-4o and other OpenAI models through MCP.
@@ -199,9 +206,12 @@ Servers for accessing many apps and tools through a single MCP server.
- [mediiiiium/mcp-jp](https://github.com/mediiiiium/mcp-jp) [](https://glama.ai/mcp/servers/mediiiiium/mcp-jp) 🐍 ☁️ - Collection of MCP servers for Japanese SMB SaaS that have no official MCP (KING OF TIME, SmartHR, kaonavi, Smaregi, LINE Lstep, CloudSign, and 30+ more). Each connector is an independent pip-installable package.
- [merterbak/Grok-MCP](https://github.com/merterbak/Grok-MCP) 🐍 ☁️ 🍎 🪟 🐧 - MCP server for xAI's [Grok API](https://docs.x.ai/docs/overview) with agentic tool calling, image generation, vision, and file support.
- [metatool-ai/metatool-app](https://github.com/metatool-ai/metatool-app) 📇 ☁️ 🏠 🍎 🪟 🐧 - MetaMCP is the one unified middleware MCP server that manages your MCP connections with GUI.
+- [MikeyPetrillo/Agent402](https://github.com/MikeyPetrillo/Agent402) [](https://glama.ai/mcp/servers/MikeyPetrillo/Agent402) 📇 ☁️ 🏠 - The headless browser, live web search, OCR, and durable wallet-keyed memory an agent's sandbox doesn't have - a catalog of 500+: 400+ pay-per-call tools + 100+ curated skill packs, every one tested, priced, and settled on-chain - rented per call via x402 (USDC on Base + 10 more chains (Solana, Polygon, Arbitrum, Monad, Celo, Avalanche, Sei, Optimism, Stellar, Algorand), or USDG on Robinhood Chain - 12 chains) or free with proof-of-work on the 200+ pure-CPU tools. Also an x402 Index + Smart Order Router that finds the cheapest healthy tool across the whole ecosystem. Hosted remote connector at agent402.tools/mcp. Every paid endpoint answers x402 and MPP (Machine Payments Protocol) on the same 402.
- [MikkoParkkola/mcp-gateway](https://github.com/MikkoParkkola/mcp-gateway) [](https://glama.ai/mcp/servers/MikkoParkkola/mcp-gateway) 🏎️ 🏠 🍎 🪟 🐧 - Universal MCP gateway with single-port multiplexing and Meta-MCP. 4 meta-tools replace 100+ registrations, saving 95% context window. Hot-reloadable capabilities, OpenAPI auto-import, 42 starter capabilities (25 zero-config).
- [mindsdb/mindsdb](https://github.com/mindsdb/mindsdb) - Connect and unify data across various platforms and databases with [MindsDB as a single MCP server](https://docs.mindsdb.com/mcp/overview).
+- [mirastacklabs-ai/mirastack-redfish-mcp](https://github.com/mirastacklabs-ai/mirastack-redfish-mcp) [](https://glama.ai/mcp/servers/mirastacklabs-ai/mirastack-redfish-mcp) 🎖️ 🐍 ☁️ 📟 - Governed MCP access to DMTF Redfish BMCs (iDRAC, iLO, XCC, OpenBMC) for power, thermal, firmware, and BIOS management. Read-only by default with tiered write modes.
- [mroops0111/openapi-mcp-gateway](https://github.com/mroops0111/openapi-mcp-gateway) [](https://glama.ai/mcp/servers/mroops0111/openapi-mcp-gateway) 🐍 ☁️ 🏠 🍎 🪟 🐧 - Mount many OpenAPI specs (or your existing FastAPI app) as MCP servers in one process. Auto-promotes eligible GETs to MCP resources, exposes huge specs via three `list/get/call` meta-tools instead of N tool schemas, and ships per-user OAuth2 token relay with audience-bound tokens.
+- [nimbus-agent/Nimbus](https://github.com/nimbus-agent/Nimbus) [](https://glama.ai/mcp/servers/nimbus-agent/Nimbus) 🎖️ 📇 🏠 🍎 🪟 🐧 - Read-only access to a local index of your engineering stack: full-text search plus recent incidents, pull requests, deployments, DORA metrics and connector status. The index is built on your own machine from 94 developer and infrastructure services (GitHub, GitLab, Jira, Slack, PagerDuty, Datadog, Sentry, Snowflake and more) through first-party MCP connectors; credentials stay in the OS keystore. 21 tools (9 index reads, 12 agent briefs). Requires the Nimbus gateway (Homebrew/Scoop/winget/apt); run via `npx -y @nimbus-dev/mcp` or `nimbus mcp-server --stdio`.
- [Octodamus/octodamus-core](https://github.com/Octodamus/octodamus-core) [](https://glama.ai/mcp/servers/Octodamus/octodamus-core) 🐍 - AI consensus market oracle for crypto traders and autonomous agents. 11-signal BUY/SELL/HOLD consensus (RSI, MACD, funding rate, L/S ratio, on-chain flow, Fear & Greed, congressional trading), Polymarket prediction market edges with EV scoring, Grok X crowd sentiment divergence. Ed25519-signed, on-chain verifiable. x402 micropayments at $0.01/call on Base, or 500 req/day free.
- [opentabs-dev/opentabs](https://github.com/opentabs-dev/opentabs) [](https://glama.ai/mcp/servers/opentabs-dev/opentabs) 📇 🏠 🍎 🪟 🐧 - Plugin-based MCP server + Chrome extension that gives AI agents access to web applications through the user's authenticated browser session. 100+ plugins with a plugin SDK for building new ones.
- [oxgeneral/agentnet](https://github.com/oxgeneral/agentnet) 🐍 ☁️ 🍎 🪟 🐧 - Agent-to-agent referral network where AI agents discover, recommend, and refer users to each other. Features bilateral trust model, credit economy, and 7 MCP tools for agent registration, discovery, and referral tracking.
@@ -211,6 +221,7 @@ Servers for accessing many apps and tools through a single MCP server.
- [profullstack/mcp-server](https://github.com/profullstack/mcp-server) 📇 ☁️ 🏠 🍎 🪟 🐧 - A comprehensive MCP server aggregating 20+ tools including SEO optimization, document conversion, domain lookup, email validation, QR generation, weather data, social media posting, security scanning, and more developer utilities.
- [RipperMercs/tensorfeed](https://github.com/RipperMercs/tensorfeed/tree/main/mcp-server) [](https://glama.ai/mcp/servers/RipperMercs/tensorfeed) 📇 ☁️ - Real-time AI industry intelligence MCP server. 6 free tools (AI news, service status, model pricing, today summary, agent activity, MCP registry snapshot) and 13 paid premium tools (routing recommendations, news search, history series, cost projection, provider deep-dive, model comparison, agents directory, what's new brief, MCP registry series, webhook watches with daily/weekly digest tier). Pay-per-call in USDC on Base mainnet, no accounts. `npx -y @tensorfeed/mcp-server`
- [robhunter/agentdeals](https://github.com/robhunter/agentdeals) [](https://glama.ai/mcp/servers/robhunter/agentdeals) 📇 ☁️ - 1,500+ developer infrastructure deals, free tiers, and startup programs across 54 categories. Search deals, compare vendors, plan stacks, and track pricing changes. REST API and web browser at [agentdeals.dev](https://agentdeals.dev).
+- [doteyeso-ops/mcp-server-vibes-coded](https://github.com/doteyeso-ops/mcp-server-vibes-coded) [](https://glama.ai/mcp/servers/doteyeso-ops/mcp-server-vibes-coded) 🐍 ☁️ - Remote MCP server with 26 curated tools for agent supply-chain security, scanner consensus, x402 reliability, and access to Vibes-Coded's 344-resource commerce catalog. Live at `https://vibes-coded-mcp-production.up.railway.app/mcp`; no API key required.
- [rupinder2/mcp-orchestrator](https://github.com/rupinder2/mcp-orchestrator) 🐍 🏠 🍎 🪩 🐧 - Central hub that aggregates tools from multiple MCP servers with unified BM25/regex search and deferred loading.
- [Rendeverance/toolfunnel](https://github.com/Rendeverance/toolfunnel) [](https://glama.ai/mcp/servers/Rendeverance/toolfunnel) 📇 🏠 🍎 🪟 🐧 - Zero-dependency gateway that funnels multiple MCP servers through one endpoint, with live attach/detach, tool filtering/gating and hiding, hot config reload, and an optional OAuth-protected HTTP transport.
- [sF1nX/x402station](https://github.com/sF1nX/x402station-mcp) [](https://glama.ai/mcp/servers/@sF1nX/x402station-mcp) 📇 ☁️ - Preflight by [x402station.io](https://x402station.io) — infrastructure for x402 agentic commerce. Six capability directions (Discover/Evaluate/Pay/Monitor/Recover/Analyze). Agents call it before every `PAYMENT-SIGNATURE` to detect decoys, zombie endpoints, dead services, and price traps. Tools: `preflight` ($0.001), `forensics` ($0.001), `catalog_decoys` ($0.005), `alternatives` ($0.005), `whats_new` ($0.001), `buy_credits` ($0.50 = 1000 prepaid), `watch_subscribe` ($0.01) + free `credits_status`/`watch_status`/`watch_unsubscribe`. Plus free anonymous `preflight-trial` for self-test. Probes ~50k endpoints on agentic.market every 10 min. Open dataset: [huggingface.co/datasets/x402station/preflight-dataset-v0_1](https://huggingface.co/datasets/x402station/preflight-dataset-v0_1). `npx -y x402station-mcp`.
@@ -222,6 +233,7 @@ Servers for accessing many apps and tools through a single MCP server.
- [SureScaleAI/openai-gpt-image-mcp](https://github.com/SureScaleAI/openai-gpt-image-mcp) 📇 ☁️ - OpenAI GPT image generation/editing MCP server.
- [sxhxliang/mcp-access-point](https://github.com/sxhxliang/mcp-access-point) 📇 ☁️ 🏠 🍎 🪟 🐧 - Turn a web service into an MCP server in one click without making any code changes.
- [thebrierfox/the-stall](https://github.com/thebrierfox/the-stall) [](https://glama.ai/mcp/servers/thebrierfox/the-stall) 📇 ☁️ - 209 pay-per-call AI capabilities via x402 USDC micropayments on Base mainnet. Covers US/global equities, crypto/DeFi analytics, options chains, dealer GEX, macro indicators, congressional trades, prediction markets, on-chain intelligence, EVM & Solana analysis, SEC filings, weather, aviation, and more. No API key — pay per call from $0.001 USDC.
+- [swaltersjrtest/microtap-mcp](https://github.com/swaltersjrtest/microtap-mcp) [](https://glama.ai/mcp/servers/swaltersjrtest/microtap-mcp) 📇 ☁️ - 19 pay-per-call APIs for AI agents via x402 USDC micropayments on Base — prediction markets (Polymarket, Kalshi), DeFi/crypto data, multi-chain on-chain reads across 5 EVM chains, live weather, and real-time web search. No API key or signup — from $0.001/call. `npx -y microtap-mcp`
- [TheLunarCompany/lunar#mcpx](https://github.com/TheLunarCompany/lunar/tree/main/mcpx) 📇 🏠 ☁️ 🍎 🪟 🐧 - MCPX is a production-ready, open-source gateway to manage MCP servers at scale—centralize tool discovery, access controls, call prioritization, and usage tracking to simplify agent workflows.
- [thinkchainai/mcpbundles](https://github.com/thinkchainai/mcpbundles) - MCP Bundles: Create custom bundles of tools and connect providers with OAuth or API keys. Use one MCP server across thousands of integrations, with programmatic tool calling and MCP UI for managing bundles and credentials.
- [tigranbs/mcgravity](https://github.com/tigranbs/mcgravity) 📇 🏠 - A proxy tool for composing multiple MCP servers into one unified endpoint. Scale your AI tools by load balancing requests across multiple MCP servers, similar to how Nginx works for web servers.
@@ -231,6 +243,7 @@ Servers for accessing many apps and tools through a single MCP server.
- [WayStation-ai/mcp](https://github.com/waystation-ai/mcp) ☁️ 🍎 🪟 - Seamlessly and securely connect Claude Desktop and other MCP hosts to your favorite apps (Notion, Slack, Monday, Airtable, etc.). Takes less than 90 secs.
- [wegotdocs/open-mcp](https://github.com/wegotdocs/open-mcp) 📇 🏠 🍎 🪟 🐧 - Turn a web API into an MCP server in 10 seconds and add it to the open source registry: https://open-mcp.org
- [whiteknightonhorse/APIbase](https://github.com/whiteknightonhorse/APIbase) [](https://glama.ai/mcp/servers/whiteknightonhorse/APIbase) 📇 ☁️ - Unified API hub for AI agents with 56+ tools across travel (Amadeus, Sabre), prediction markets (Polymarket), crypto, and weather. Pay-per-call via x402 micropayments in USDC.
+- [withoneai/mcp](https://github.com/withoneai/mcp) [](https://glama.ai/mcp/servers/withoneai/mcp) 🎖️ 📇 ☁️ - Search, document and execute authenticated API calls across all your apps (Gmail, Slack, Stripe, Notion, GitHub, and more) through 4 universal tools whose context footprint stays constant no matter how many connections you add. Hosted remote server with OAuth at `https://mcp.withone.ai/mcp`, or run locally via `npx @withone/mcp`. By [One](https://withone.ai).
- [Wolido/OpenAaaS](https://github.com/Wolido/OpenAaaS) [](https://glama.ai/mcp/servers/Wolido/OpenAaaS) 🐍 🏠 ☁️ 🍎 🪟 🐧 - Python MCP adapter connecting Claude/Cursor/Cline to the OpenAaaS scientific agent network. Submit tasks to remote research agents (literature analysis, materials databases, etc.) — data stays local, only KB~MB results flow. Install: `uvx openaaas-mcp-adapter`.
- [rplryan/x402-discovery-mcp](https://github.com/rplryan/x402-discovery-mcp) [](https://glama.ai/mcp/servers/@rplryan/x402-discovery-mcp) 🐍 ☁️ - Runtime discovery layer for x402-payable APIs. Agents discover and route to pay-per-call x402 endpoints by capability, get quality-ranked results with trust scores (0-100), and pay per query via x402. Includes MCP server, Python SDK, and CLI (npm install -g x402scout).
- [x402-index/x402search-mcp](https://github.com/x402-index/x402search-mcp) [](https://glama.ai/mcp/servers/x402-index/x402search-mcp) 📇 ☁️ 🍎 🪟 🐧 - Search 14,000+ x402-enabled HTTP APIs by keyword. Agents pay $0.01 USDC per search via x402 micropayments on Base mainnet — no API keys required. Larger index than any other x402 discovery layer.
@@ -242,6 +255,7 @@ Servers for accessing many apps and tools through a single MCP server.
- [skillselion/skillselion-mcp](https://github.com/skillselion/skillselion-mcp) [](https://glama.ai/mcp/servers/skillselion/skillselion-mcp) 📇 ☁️ - Search thousands of community-vetted Claude Code skills, MCP servers and marketplaces from the [Skillselion](https://skillselion.com) catalog, ranked by real install counts + GitHub stars. `load_skill` fetches a real SKILL.md mid-task. Install: `npx -y skillselion-mcp`.
- [singhpratech/crimson-crab-mcp-template](https://github.com/singhpratech/crimson-crab-mcp-template) [](https://glama.ai/mcp/servers/singhpratech/crimson-crab-mcp-template) 🦀 🏠 🍎 🪟 🐧 - A ready-to-clone Rust MCP server that calls Anthropic's Claude API via the crimson-crab SDK. Exposes an `ask_claude` tool. MIT/Apache-2.0.
- [forcedreamai/forcedream-mcp](https://github.com/forcedreamai/forcedream-mcp) [](https://glama.ai/mcp/servers/forcedreamai/forcedream-mcp) 🎖️ 📇 ☁️ - Discover, invoke, and cryptographically verify AI agents on a paid agent marketplace. 13 tools spanning code generation (6-module engineering verification), security scanning (OSV.dev + GitGuardian), and lead scoring (8 real sources). Every result is Ed25519-signed and independently verifiable -- no trust in the platform required. Install: `npx -y @forcedream/mcp-server`.
+- [mcccsm/x402-list-mcp](https://github.com/mcccsm/x402-list-mcp) [](https://glama.ai/mcp/servers/mcccsm/x402-list-mcp) 📇 ☁️ - Find and vet x402 payment APIs before your agent pays one: search and rank listed services, live uptime and health windows, per-endpoint USD pricing, and on-chain-verified facilitator settlement volume, over the public x402-list directory. Free REST API, no auth for reads. `npx -y x402-list-mcp`. Web: [x402-list.com](https://x402-list.com).
### 🚀 Aerospace & Astrodynamics
@@ -255,7 +269,9 @@ MCP servers for creating, coordinating, and executing agreements: commitments, e
- [CNSLabs/agreements-api-sdk](https://github.com/CNSLabs/agreements-api-sdk) [](https://glama.ai/mcp/servers/CNSLabs/agreements-api-sdk) 📇 ☁️ 🏠 - Remote Streamable HTTP and local stdio MCP server for defining, validating, deploying, and operating machine-readable agreements with EIP-712 permit preparation, signed participant inputs, state reads, and input history.
- [decision-anchor/mcp-server](https://github.com/decision-anchor/mcp-server) [](https://glama.ai/mcp/servers/decision-anchor/mcp-server) 📇 ☁️ - External anchoring layer that records AI agent accountability boundaries on both sides — content-blind, non-judgmental. Remote streamable HTTP at https://mcp.decision-anchor.com/mcp; free trial, then pay-per-call USDC (x402) on Base.
+- [Vladimir-Human/humanizer-ru](https://github.com/Vladimir-Human/humanizer-ru) [](https://glama.ai/mcp/servers/Vladimir-Human/humanizer-ru) 🏠 🪟 🍎 🐧 - MCP server (stdio, JSON-RPC 2.0, standard library only) for detecting and normalizing machine-generation traces in Russian text: four tools (scan, markers, polish, detect), schemas generated from the contract, no authorship verdicts.
- [humanforai/humanforai-mcp](https://github.com/humanforai/humanforai-mcp) [](https://glama.ai/mcp/servers/humanforai/humanforai-mcp) 🎖️ 📇 ☁️ - Hire a real human operator for tasks that need physical presence, perception, or judgment: real-world verification, product testing, AI output review, data collection, and local errands. Remote streamable HTTP at https://humanforai.dev/mcp or local stdio via `npx -y humanforai`.
+- [gofrantic/frantic-mcp](https://github.com/gofrantic/frantic-mcp) [](https://glama.ai/mcp/servers/gofrantic/frantic-mcp) 📇 ☁️ - A public bounty board where AI agents do paid work. Claim funded bounties, deliver artifacts in the open, and get paid in USDC on Base only when a delivery is accepted, with every claim, judgment, and payout sealed to a public receipt ledger anyone can verify. Vendors hire the Town from the other side: post a task with its acceptance criteria and fund it in the same call. 14 tools across onboarding, posting, funding, claiming, delivery, and judgment. Remote Streamable HTTP at https://api.gofrantic.com/mcp, or local stdio via `npx -y frantic-mcp`.
### ♿ Accessibility
@@ -270,6 +286,7 @@ Access and explore art collections, cultural heritage, and museum databases. Ena
- [AceDataCloud/MCPSeedream](https://github.com/AceDataCloud/SeedreamMCP) [](https://glama.ai/mcp/servers/AceDataCloud/MCPSeedream) 🐍 ☁️ - ByteDance Seedream image generation and editing via Ace Data Cloud API.
- [AIDataNordic/alexandria-mcp](https://github.com/AIDataNordic/alexandria-mcp) [](https://glama.ai/mcp/servers/AIDataNordic/alexandria-mcp) 🐍 ☁️ -
- [8enSmith/mcp-open-library](https://github.com/8enSmith/mcp-open-library) 📇 ☁️ - A MCP server for the Open Library API that enables AI assistants to search for book information.
+- [fgbytes/sansfiction-mcp](https://github.com/fgbytes/sansfiction-mcp) [](https://glama.ai/mcp/servers/fgbytes/sansfiction-mcp) 📇 ☁️ - Search a books catalog (titles, authors, series, ISBNs, collections) and manage a personal reading library — status, reading progress, ratings, reviews, collections, stats. Public catalog needs no auth; personal library uses a bearer token. Hosted MCP: https://sansfiction.com/api/mcp
- [abhiemj/manim-mcp-server](https://github.com/abhiemj/manim-mcp-server) 🐍 🏠 🪟 🐧 - A local MCP server that generates animations using Manim.
- [austenstone/myinstants-mcp](https://github.com/austenstone/myinstants-mcp) 📇 ☁️ 🏠 🍎 🪟 🐧 - A soundboard MCP server with millions of meme sounds from myinstants.com. Search, play, and browse categories — let your AI agent play vine boom when code compiles. `npx myinstants-mcp`
- [ahujasid/blender-mcp](https://github.com/ahujasid/blender-mcp) 🐍 - MCP server for working with Blender
@@ -280,6 +297,7 @@ Access and explore art collections, cultural heritage, and museum databases. Ena
- [ArturLys/ao3-mcp](https://github.com/ArturLys/ao3-mcp) [](https://glama.ai/mcp/servers/ArturLys/ao3-mcp) 🐍 🏠 - Search the Archive of Our Own (AO3) and delegate full-fic reading to a secondary model (Gemini), so the agent recommends from the actual text, not the author's blurb. `pip install ao3-mcp`
- [asmith26/jupytercad-mcp](https://github.com/asmith26/jupytercad-mcp) 🐍 🏠 🍎 🪟 🐧 - An MCP server for [JupyterCAD](https://github.com/jupytercad/JupyterCAD) that allows you to control it using LLMs/natural language.
- [attalla1/photopea-mcp-server](https://github.com/attalla1/photopea-mcp-server) [](https://glama.ai/mcp/servers/attalla1/photopea-mcp-server) 📇 🏠 🍎 🪟 🐧 - AI-powered image editing through Photopea with 34 tools for documents, layers, text, shapes, filters, effects, and export. `npx photopea-mcp-server`
+- [krupalghori44-dev/infyicon-mcp](https://github.com/krupalghori44-dev/infyicon-mcp) [](https://glama.ai/mcp/servers/krupalghori44-dev/infyicon-mcp) 📇 ☁️ - Search 161,000+ free hand-drawn Infyicon icons in four matching styles and fetch ready-to-embed SVG markup or PNG URLs. Hosted remote server (https://infyicon.com/mcp), no auth required.
- [quokkapix/quokkapix-mcp](https://github.com/quokkapix/quokkapix-mcp) [](https://glama.ai/mcp/servers/quokkapix/quokkapix-mcp) 📇 🏠 🍎 🪟 🐧 - Local MCP adapter/server for browser-only image workflows. Resize, compress, convert, remove backgrounds, strip metadata, watermark and export image packs through QuokkaPix without uploading source images to a processing server. `npx quokkapix-mcp`
- [BluesPrince/thiri-mcp](https://github.com/BluesPrince/thiri-mcp) [](https://glama.ai/mcp/servers/BluesPrince/thiri-mcp) 📇 ☁️ 🏠 - Deterministic music-theory server: chord & Roman-numeral analysis, voicing, and reharmonization — computed, not hallucinated. Hosted at mcp.thiri.ai, no third-party account required. `npx @bluesprincemedia/thiri-mcp`
- [burningion/video-editing-mcp](https://github.com/burningion/video-editing-mcp) 🐍 - Add, Analyze, Search, and Generate Video Edits from your Video Jungle Collection
@@ -290,12 +308,15 @@ Access and explore art collections, cultural heritage, and museum databases. Ena
- [ConstantineB6/comfy-pilot](https://github.com/ConstantineB6/comfy-pilot) 🐍 🏠 - MCP server for ComfyUI that lets AI agents view, edit, and run node-based image generation workflows with an embedded terminal.
- [cswkim/discogs-mcp-server](https://github.com/cswkim/discogs-mcp-server) 📇 ☁️ - MCP server to interact with the Discogs API
- [clanker-records/crompton-network](https://github.com/clanker-records/crompton-network) [](https://glama.ai/mcp/servers/clanker-records/crompton-network) 📇 ☁️ 🍎 🪟 🐧 - Machine-native listening platform for C.W.A.'s Straight Outta Crompton - the first album released to machines before humans. Your agent can listen. For real. `npx @clanker-records/crompton-network`
+- [DataCraftsmanAU/vineverse-mcp](https://github.com/DataCraftsmanAU/vineverse-mcp) [](https://glama.ai/mcp/servers/DataCraftsmanAU/vineverse-mcp) 📇 ☁️ 🍎 🪟 🐧 - The Bible as a knowledge graph: 31,102 verses of the Berean Standard Bible, ~3,000 people, ~1,300 places with coordinates, ~3,000 Nave's topical themes, ~2,900 Strong's Hebrew lexemes, the 613 commandments, and 90,564 connections between them. 15 tools for scripture search, passage and interlinear lookup, cross references, genealogy, places near a point, and graph traversal. Public-domain sources, no API key. Hosted at `https://vineverse.bible/api/mcp`, or `npx -y github:DataCraftsmanAU/vineverse-mcp` for stdio clients.
- [delmas41/gradusnotation](https://github.com/delmas41/gradusnotation) [](https://glama.ai/mcp/servers/delmas41/gradusnotation) 📇 ☁️ 🍎 🪟 🐧 - Render music notation (SVG + MusicXML + MIDI) from a JSON score, validate input, analyze MusicXML harmonically, and search a curated music-theory knowledge base. Free, no auth. `npx -y @gradusmusic/notation-mcp`
- [diivi/aseprite-mcp](https://github.com/diivi/aseprite-mcp) 🐍 🏠 - MCP server using the Aseprite API to create pixel art
- [djalal/quran-mcp-server](https://github.com/djalal/quran-mcp-server) 📇 ☁️ MCP server to interact with Quran.com corpus via the official REST API v4.
- [drakonkat/wizzy-mcp-tmdb](https://github.com/drakonkat/wizzy-mcp-tmdb) 📇 ☁️ - A MCP server for The Movie Database API that enables AI assistants to search and retrieve movie, TV show, and person information.
+- [fatenava/fatenava-mcp](https://github.com/fatenava/fatenava-mcp) [](https://glama.ai/mcp/servers/fatenava/fatenava-mcp) 🎖️ 📇 🏠 ☁️ 🍎 🪟 🐧 - All-in-one destiny charting: BaZi (八字/四柱推命/사주), Zi Wei Dou Shu (紫微斗數), and Western astrology natal charts in one tool — true solar time correction, multilingual input (中文/EN/日本語/한국어), free, no account required. `npx -y fatenava-mcp`
- [gavxm/ani-mcp](https://github.com/gavxm/ani-mcp) [](https://glama.ai/mcp/servers/gavxm/ani-mcp) 📇 🏠 - MCP server for AniList with taste-aware recommendations, watch analytics, social tools, and full list management.
- [GenWaveLLC/svgmaker-mcp](https://github.com/GenWaveLLC/svgmaker-mcp) 📇 ☁️ - Provides AI-driven SVG generation and editing via natural language, with real-time updates and secure file handling.
+- [gokimedia/tarot-mcp-server](https://github.com/gokimedia/tarot-mcp-server) [](https://glama.ai/mcp/servers/gokimedia/tarot-mcp-server) 📇 🏠 🍎 🪟 🐧 - Complete 78-card tarot meanings, upright and reversed interpretations, love and career readings, yes-or-no answers, random draws, and three-card spreads. `npx -y @deckaura/tarot-mcp-server`
- [gupta-kush/spotify-mcp](https://github.com/gupta-kush/spotify-mcp) 🐍 ☁️ 🍎 🪟 🐧 - 93-tool Spotify server with smart shuffle, natural language song search, vibe analysis, artist network mapping, taste evolution, and playlist power tools. Works after Spotify's Feb 2026 API changes.
- [hanshs474/kavel-mcp](https://github.com/hanshs474/kavel-mcp) [](https://glama.ai/mcp/servers/@hanshs474/kavel-mcp) 📇 🏠 🍎 🪟 🐧 - Discover Kavel’s AI photo/video generators (hairstyle, figurine, pet portrait, wedding, 90s yearbook, dance video, HD restore), get model-tuned prompts, and open the right tool to generate on www.kavel.ai. `npx kavel-mcp`
- [jau123/MeiGen-AI-Design-MCP](https://github.com/jau123/MeiGen-AI-Design-MCP) [](https://glama.ai/mcp/servers/@jau123/mei-gen-ai-design-mcp) 📇 ☁️ 🏠 - AI image generation & editing MCP server with 1,500+ curated prompt library, smart prompt enhancement, and multi-provider routing (local ComfyUI, MeiGen Cloud, OpenAI-compatible APIs).
@@ -317,6 +338,7 @@ Access and explore art collections, cultural heritage, and museum databases. Ena
- [PatrickPalmer/MayaMCP](https://github.com/PatrickPalmer/MayaMCP) 🐍 🏠 - MCP server for Autodesk Maya
- [peek-travel/mcp-intro](https://github.com/peek-travel/mcp-intro) ☁️ 🍎 🪟 🐧 - Remote MCP Server for discovering and planning experiences, at home and on vacation
- [pzfreo/build123d-mcp](https://github.com/pzfreo/build123d-mcp) [](https://glama.ai/mcp/servers/pzfreo/build123d-mcp) 🐍 🏠 🍎 🪟 🐧 - MCP server that exposes build123d parametric CAD operations as tools, enabling AI assistants to create, inspect, and iterate on 3D geometry interactively. Renders PNG/SVG views, measures geometry, and exports STEP/STL.
+- [Psalmustrack/lambdacad-mcp](https://github.com/Psalmustrack/lambdacad-mcp) [](https://glama.ai/mcp/servers/Psalmustrack/lambdacad-mcp) 🐍 🏠 🐧 - Drive a professional DWG CAD with AI on Linux: 100 tools for BricsCAD via a pure AutoLISP bridge (no COM, no SDK) — 2D drafting with dimensions and hatches, 3D solids with booleans, auto-generated 2D drawing views, PDF export. Portable to any AutoLISP-capable CAD.
- [doctorm333/promptpilot-mcp-server](https://github.com/doctorm333/promptpilot-mcp-server) [](https://glama.ai/mcp/servers/doctorm333/promptpilot-mcp-server) 📇 ☁️ - Generate images, video, and audio via 20+ AI models (Flux, GPT-Image-1, Imagen 4, Grok, Seedance, ElevenLabs). Prompt builder with styles, lighting, camera, mood presets. Batch generation support.
- [r-huijts/oorlogsbronnen-mcp](https://github.com/r-huijts/oorlogsbronnen-mcp) 📇 ☁️ - Oorlogsbronnen (War Sources) API integration for accessing historical WWII records, photographs, and documents from the Netherlands (1940-1945)
- [r-huijts/rijksmuseum-mcp](https://github.com/r-huijts/rijksmuseum-mcp) 📇 ☁️ - Rijksmuseum API integration for artwork search, details, and collections
@@ -325,14 +347,17 @@ Access and explore art collections, cultural heritage, and museum databases. Ena
- [rosasynthesiz/flstudio-mcp](https://github.com/rosasynthesiz/flstudio-mcp) [](https://glama.ai/mcp/servers/rosasynthesiz/flstudio-mcp) 🐍 🏠 🪟 - Control FL Studio with AI: in-DAW mixing (Mix Doctor, gain staging, EQ/comp/reverb, reference matching), routing, and composition. 67 tools.
- [samuelgursky/davinci-resolve-mcp](https://github.com/samuelgursky/davinci-resolve-mcp) 🐍 - MCP server integration for DaVinci Resolve providing powerful tools for video editing, color grading, media management, and project control
- [shunshi-ai/bazi-reader-mcp](https://github.com/shunshi-ai/bazi-reader-mcp) [](https://glama.ai/mcp/servers/shunshi-ai/bazi-reader-mcp) 📇 🏠 🍎 🪟 🐧 - Bazi (Four Pillars / 四柱推命 / 사주팔자) charting MCP server with true solar time correction and multilingual output (中文/EN/日本語/한국어). `npx shunshi-bazi-mcp`
+- [slshults/shakespeare-monologues-mcp](https://github.com/slshults/shakespeare-monologues-mcp) [](https://glama.ai/mcp/servers/slshults/shakespeare-monologues-mcp) 📇 ☁️ - Search Shakespeare monologues by character, play, or first line; fetch full text, modern-English paraphrases, and scene/play summaries from shakespeare-monologues.org. Remote server at `https://mcp.shakespeare-monologues.org/mcp`
- [smeet666/mcp-books](https://github.com/smeet666/mcp-books) [](https://glama.ai/mcp/servers/smeet666/mcp-books) 📇 ☁️ - Asks the Internet Archive, the Library of Congress and the Bibliothèque nationale de France at once, inside scanned text and across catalogues. Counts are never added and no source's absence is read as evidence about another. Install via `npx mcp-books`.
- [tasopen/mcp-alphabanana](https://github.com/tasopen/mcp-alphabanana) [](https://glama.ai/mcp/servers/@tasopen/mcp-alphabanana) 📇 🏠 🍎 🪟 🐧 - Local MCP server for generating image assets with Google Gemini (Nano Banana 2 / Pro). Supports transparent PNG/WebP output, exact resizing/cropping, up to 14 reference images, and Google Search grounding.
+- [TOBYCAI/image-mcp](https://github.com/TOBYCAI/image-mcp) [](https://glama.ai/mcp/servers/TOBYCAI/image-mcp) 🐍 🏠 🍎 🪟 🐧 - Local Pillow-based image-processing MCP server: info / resize / crop / convert / compress / rotate / flip / thumbnail / watermark / effects / placeholder / overlay (12 tools). Offline, no API key. Install: `pip install pillow && python3 image_mcp.py`.
- [TwelveTake-Studios/reaper-mcp](https://github.com/TwelveTake-Studios/reaper-mcp) 🐍 🏠 🍎 🪟 🐧 - MCP server enabling AI assistants to control REAPER DAW for mixing, mastering, MIDI composition, and full music production with 129 tools
- [vicseeai/vicsee-mcp-server](https://github.com/vicseeai/vicsee-mcp-server) [](https://glama.ai/mcp/servers/vicseeai/vicsee-mcp-server) 📇 ☁️ - Generate, edit, and upscale AI video & images (Seedance, Veo, Kling, FLUX, Nano Banana) from any agent via VicSee.
- [XavierFabregat/spotify-mcp](https://github.com/XavierFabregat/spotify-mcp) [](https://glama.ai/mcp/servers/XavierFabregat/spotify-mcp) 📇 🏠 🍎 🪟 🐧 - Conversational Spotify control with intent-shaped tools: play by description, queue, devices, playlists, and library, plus a 2-minute PKCE setup wizard. Built for the post-Feb-2026 Spotify Web API. `npx -y @xavifabregat/spotify-mcp`
- [yonlandwu/chinese-almanac-mcp](https://github.com/yonlandwu/chinese-almanac-mcp) [](https://glama.ai/mcp/servers/yonlandwu/chinese-almanac-mcp) 📇 🏠 🍎 🪟 🐧 - Chinese almanac (Tung Shing / 通勝) MCP server with NASA JPL solar-term precision: daily almanac readings, 12 hour-pillar luck ratings, solar terms, auspicious-date picking across 8 life activities (wedding, moving, grand opening...), zodiac horoscopes and personal lucky hours. Yi-Ji arbitration follows the 1739 imperial canon *Xie Ji Bian Fang Shu*. `npx -y chinese-almanac-mcp`
- [yuna0x0/anilist-mcp](https://github.com/yuna0x0/anilist-mcp) 📇 ☁️ - A MCP server integrating AniList API for anime and manga information
- [yuvalsuede/agent-media](https://github.com/yuvalsuede/agent-media) 📇 ☁️ 🍎 🪟 🐧 - CLI and MCP server for AI video and image generation with unified access to 7 models (Kling, Veo, Sora, Seedance, Flux, Grok Imagine). Provides 9 tools for generating, managing, and browsing media.
+- [smeet666/mcp-bideetmusique](https://github.com/smeet666/mcp-bideetmusique) [](https://glama.ai/mcp/servers/smeet666/mcp-bideetmusique) 📇 ☁️ 🍎 🪟 🐧 - Search the Bide & Musique collection of forgotten French songs, catalogued by hand by the volunteer association that runs the station. Search along one axis at a time: performer, title, writer, a word of the lyrics, label or year. Read a record with its credits, its sleeve and its transcription, or draw a random one. No API key. `npx -y mcp-bideetmusique`
### 📐 Architecture & Design
@@ -354,6 +379,7 @@ Design and visualize software architecture, system diagrams, and technical docum
- [Kentucky-ai/opentakeoff](https://github.com/Kentucky-ai/opentakeoff) [](https://glama.ai/mcp/servers/Kentucky-ai/opentakeoff) 📇 🏠 🍎 🪟 🐧 - Construction plan takeoff on stdio — load a plan PDF, read the title block, adopt the drawing scale (never applied silently), one-click trace rooms, and export real-world quantities (square footage, linear feet, counts) with provenance receipts. Install via NPM: `npx -y opentakeoff-mcp`
- [Narasimhaponnada/mermaid-mcp](https://github.com/Narasimhaponnada/mermaid-mcp) 📇 ☁️ 🍎 🪟 🐧 - AI-powered Mermaid diagram generation with 22+ diagram types including flowcharts, sequence diagrams, class diagrams, ER diagrams, architecture diagrams, state machines, and more. Features 50+ pre-built templates, advanced layout engines, SVG/PNG/PDF exports, and seamless integration with GitHub Copilot, Claude, and any MCP-compatible client. Install via NPM: `npm install -g @narasimhaponnada/mermaid-mcp-server`
- [ng-galien/maket](https://github.com/ng-galien/maket) [](https://glama.ai/mcp/servers/ng-galien/maket) 📇 🏠 🍎 🪟 🐧 - Local-first visual design workspace for AI assistants. Compose wireframes and branded multi-page HTML/CSS documents with live preview, annotations, brand and asset libraries, typed data collections, layout validation, PDF export, and draft-only Gmail handoff. Install: `npx -y @ng-galien/maket`.
+- [odd-Innocent/den_archi_mcp](https://github.com/odd-Innocent/den_archi_mcp) [](https://glama.ai/mcp/servers/odd-Innocent/den_archi_mcp) 🎖️ 🐍 ☁️ - Curated Korean AEC knowledge — not just code lookup. Standards (KDS · KCS · KS · statutes) and domain expertise sit on one graph, so it answers **why** a figure holds, **what order** work goes in, and **how** two methods differ — each with the clause or the evidence attached. Abstains when it has no grounds. Remote endpoint `https://mcp.den.archi/mcp`, free beta at https://den.archi.
- [posecode-dev/posecode](https://github.com/posecode-dev/posecode) [](https://glama.ai/mcp/servers/posecode-dev/posecode) 📇 🏠 🍎 🪟 🐧 - "Mermaid for human movement" — a text language any LLM can write, rendered as a safe, anatomically-clamped 3D human figure in the browser.
- [rdanieli/tentra-mcp](https://github.com/rdanieli/tentra-mcp) [](https://glama.ai/mcp/servers/rdanieli/tentra-mcp) 📇 ☁️ 🏠 🍎 🪟 🐧 - AI-native architecture platform for engineering teams. Describe a system in natural language (e.g. "payment service with Stripe, Kafka, PostgreSQL") → get an interactive typed diagram with 167 cloud components → export to 14 production frameworks (Java Spring Boot, Python FastAPI, Go chi, Rust Axum, .NET, Kotlin Ktor, Ruby Rails, Elixir Phoenix, Docker Compose, Terraform, Mermaid, ADR, and more). Drift detection (`sync_architecture`) scores saved diagrams against live code 0–100 with a structured diff. 9 quality-lint rules catch orphans, SPOFs, god services. Also includes a secondary persistent code-graph layer for AI coding agents (free offline via `npx tentra-mcp --local init`). Agent-as-LLM pattern — zero LLM cost on our side, zero API key on yours. 35 MCP tools. Works in Cursor, Claude Code, Codex, Windsurf.
- [RedHold/diagrams-mcp-app-core](https://github.com/RedHold/diagrams-mcp-app-core) [](https://glama.ai/mcp/servers/RedHold/diagrams-mcp-app-core) 🎖️ 📇 ☁️ 🍎 🪟 🐧 - Generate and edit cloud architecture diagrams as native draw.io files. 23 tools: draw from a prompt or from Terraform and Kubernetes manifests, edit an existing diagram in place, pull Well-Architected warnings and repair them one at a time, then export .drawio or SVG. 30 icon packs for AWS, Azure, GCP and Kubernetes. Connect with a browser login, no API key to copy. Install via NPM: `npx -y @diagrams-so/mcp`
@@ -362,12 +388,15 @@ Design and visualize software architecture, system diagrams, and technical docum
- [yenchieh/diagramzu-mcp](https://github.com/yenchieh/diagramzu-mcp) 📇 ☁️ - Let your AI author Mermaid diagrams (flowchart, sequence, ER, mindmap) in a shared workspace, then read, comment on, embed, and present them at a clean URL — instead of pasting back hundreds of lines of prose. Hosted endpoint `https://mcp.diagramzu.ai/mcp` or local `npx -y @diagramzu/mcp`. 14 tools incl. diagram CRUD, version history, comments, presentation decks, and `analyze_diagram` lints.
### Biology, Medicine and Bioinformatics
+- [ajibadedapo/flowproof-mcp](https://github.com/ajibadedapo/flowproof-mcp) [](https://glama.ai/mcp/servers/ajibadedapo/flowproof-mcp) 🐍 🏠 ☁️ - Run reproducible bioinformatics pipelines (Nextflow) from an AI assistant, with verifiable Workflow Run RO-Crate provenance (container digests, tool versions, input/output checksums). `pip install flowproof-mcp`
- [ammawla/encode-toolkit](https://github.com/ammawla/encode-toolkit) [](https://glama.ai/mcp/servers/ammawla/encode-toolkit) 🐧 - MCP server and Claude Plugin for a full ENCODE Project genomic data and analysis toolkit — search, download, track, and analyze functional genomics experiments.
- [cafferychen777/ChatSpatial](https://github.com/cafferychen777/ChatSpatial) 🐍 🏠 - MCP server for spatial transcriptomics analysis with 60+ integrated methods covering cell annotation, deconvolution, spatial statistics, and visualization.
- [Crindo2/gph-mcp-server](https://github.com/Crindo2/gph-mcp-server) [](https://glama.ai/mcp/servers/Crindo2/gph-mcp-server) 📇 ☁️ - Healthcare service vendor matching for medical practices: 76,000+ curated vendors across 25 categories (billing, credentialing, EHR, compliance, legal) in all 50 US states.
+- [davidmosiah/google-health-mcp](https://github.com/davidmosiah/google-health-mcp) [](https://glama.ai/mcp/servers/davidmosiah/google-health-mcp) 📇 🏠 ☁️ 🍎 🪟 🐧 - Local-first Google Health API v4 MCP server for Fitbit, Pixel Watch, activity, sleep, heart, nutrition and reconciled health streams.
- [davidmosiah/wellness-cgm-mcp](https://github.com/davidmosiah/wellness-cgm-mcp) [](https://glama.ai/mcp/servers/davidmosiah/wellness-cgm-mcp) 📇 🏠 ☁️ 🍎 🪟 🐧 - Local-first continuous glucose monitor MCP server for Dexcom Developer API and FreeStyle Libre via LibreLink Up.
- [davidmosiah/wellness-nourish](https://github.com/davidmosiah/wellness-nourish) [](https://glama.ai/mcp/servers/davidmosiah/wellness-nourish) 📇 🏠 🍎 🪟 🐧 - Zero-credential nutrition and hydration MCP server with food search, barcode lookup, meal estimation, intake logs and daily summaries.
- [dnaerys/onekgpd-mcp](https://github.com/dnaerys/onekgpd-mcp) ☕ ☁️ 🍎 🪟 🐧- real-time access to 1000 Genomes Project dataset
+- [ericblair1903/nutrients-mcp](https://github.com/ericblair1903/nutrients-mcp) [](https://glama.ai/mcp/servers/ericblair1903/nutrients-mcp) 📇 ☁️ 🍎 🪟 🐧 - Nutrition analysis from a food photo or a plain-text description. Returns calories, macros, vitamins, minerals, allergens, and dietary flags in about a second. Install via `npx -y nutrients-mcp`.
- [fulcradynamics/fulcra-context-mcp](https://github.com/fulcradynamics/fulcra-context-mcp) [](https://glama.ai/mcp/servers/fulcradynamics/fulcra-context-mcp) 🐍 ☁️ - MCP server for accessing personal health and biometric data including sleep stages, heart rate, HRV, glucose, workouts, calendar, and location via the Fulcra Life API with OAuth2 consent.
- [genomoncology/biomcp](https://github.com/genomoncology/biomcp) 🐍 ☁️ - Biomedical research MCP server providing access to PubMed, ClinicalTrials.gov, and MyVariant.info.
- [healthchainai/HealthChain](https://github.com/healthchainai/HealthChain) [](https://glama.ai/mcp/servers/healthchainai/HealthChain) 🐍 🏠 - Typed, validated FHIR tools for healthcare AI agents — build, read, validate, and code FHIR resources from a patient bundle, with terminology lookup and machine-readable validation reports built for fix-and-retry. `pip install healthchain[mcp]`
@@ -411,6 +440,7 @@ Web content access and automation capabilities. Enables searching, scraping, and
- [achiya-automation/safari-mcp](https://github.com/achiya-automation/safari-mcp) [](https://glama.ai/mcp/servers/achiya-automation/safari-mcp) 📇 🏠 🍎 - Native Safari browser automation for AI agents with 80+ tools. No Chrome dependency, optimized for Apple Silicon with 60% less CPU overhead.
- [aethynio/aethyn-browser-mcp](https://github.com/aethynio/aethyn-browser-mcp) [](https://glama.ai/mcp/servers/aethynio/aethyn-browser-mcp) 📇 🏠 - Drive a local Playwright browser through residential proxies with the agent choosing the exit country/city and holding one sticky identity per task. 10 tools: launch, navigate, accessibility snapshot, click, type, content extraction, exit-IP verification, and per-task identity rotation. Free trial, no card.
- [agent-infra/mcp-server-browser](https://github.com/bytedance/UI-TARS-desktop/tree/main/packages/agent-infra/mcp-servers/browser) 📇 🏠 - Browser automation capabilities using Puppeteer, both support local and remote browser connection.
+- [Agent360dk/browser-mcp](https://github.com/Agent360dk/browser-mcp) [](https://glama.ai/mcp/servers/Agent360dk/browser-mcp) 📇 🏠 - Chrome extension + MCP server that gives AI agents control of your real, logged-in Chrome browser (not headless). 34 tools, up to 10 concurrent color-coded sessions. Works with Claude Code, Cursor, VS Code, Codex CLI, and ZCode.
- [alex-on-ai/WebReaper](https://github.com/alex-on-ai/WebReaper) [](https://glama.ai/mcp/servers/alex-on-ai/WebReaper) #️⃣ 🏠 🍎 🪟 🐧 - AI-native web scraper MCP server. Single binary, returns clean markdown, MIT-licensed Firecrawl alternative.
- [andresolbach/nodriver-mcp-server](https://github.com/andresolbach/nodriver-mcp-server) [](https://glama.ai/mcp/servers/andresolbach/nodriver-mcp-server) 🐍 🏠 🍎 🪟 🐧 - Undetected Chrome automation via nodriver, for sites behind Cloudflare, DataDome and similar anti-bot systems. Direct CDP with no ChromeDriver binary, so `navigator.webdriver` stays undefined. 57 tools whose names match chrome-devtools-mcp, so switching is a config change: accessibility-tree snapshots, input automation, network/console inspection, device emulation, persistent profiles and session save/restore.
- [aparajithn/agent-scraper-mcp](https://github.com/aparajithn/agent-scraper-mcp) [](https://glama.ai/mcp/servers/@aparajithn/agent-scraper-mcp) 🐍 ☁️ - Web scraping MCP server for AI agents. 6 tools: clean content extraction, structured scraping with CSS selectors, full-page screenshots via Playwright, link extraction, metadata extraction (OG/Twitter cards), and Google search. Free tier with x402 micropayments.
@@ -483,6 +513,7 @@ Web content access and automation capabilities. Enables searching, scraping, and
- [screenshotscout/screenshotscout-mcp](https://github.com/screenshotscout/screenshotscout-mcp) [](https://glama.ai/mcp/servers/screenshotscout/screenshotscout-mcp) 📇 ☁️ - Capture webpages as images or PDFs with full-page and element targeting, device and viewport controls, location selection, page interactions, blocking options, and configurable output.
- [seleniumboot/selenium-mcp](https://github.com/seleniumboot/selenium-mcp) [](https://glama.ai/mcp/servers/seleniumboot/selenium-mcp) 🐍 🏠 🍎 🪟 🐧 - Python MCP server for Selenium WebDriver — 84 tools for browser automation, element interactions, assertions, and self-healing locators, plus codegen for Java TestNG / JUnit 5 / Cucumber / pytest / C# NUnit / Playwright and CI pipelines (GitHub Actions / Jenkins / GitLab CI). No ChromeDriver setup needed.
- [serkan-ozal/browser-devtools-mcp](https://github.com/serkan-ozal/browser-devtools-mcp) 📇 - An MCP Server enables AI assistants to autonomously test, debug, and validate web applications.
+- [Silbercue/public-browser](https://github.com/Silbercue/public-browser) [](https://glama.ai/mcp/servers/Silbercue/public-browser) 📇 🐍 🏠 🍎 🪟 🐧 - Chrome automation over raw CDP — no Playwright, no extension bridge, no single-tab limit. Accessibility-tree refs cached across calls survive rerenders, so a page snapshot costs 1,124 chars against Playwright MCP's 6,084. Server-side plan executor runs multi-step flows in one tool call. Ships a Python API for LLM-free scripting. MIT.
- [site-shot/site-shot-mcp](https://github.com/site-shot/site-shot-mcp) [](https://glama.ai/mcp/servers/site-shot/site-shot-mcp) 📇 ☁️ - Website screenshot API for AI agents. Real Chromium rendering, full-page capture up to 20,000px, country/geo proxies, and automatic ad & cookie-banner removal (cleaner images, fewer vision tokens). Two tools: `capture_screenshot`, `capture_full_page`. Install: `npx -y site-shot-mcp`.
- [softvoyagers/pageshot-api](https://github.com/softvoyagers/pageshot-api) 📇 ☁️ - Free webpage screenshot capture API with format, viewport, and dark mode options. No API key required.
- [SolveGate/solvegate-mcp](https://github.com/SolveGate/solvegate-mcp) [](https://glama.ai/mcp/servers/SolveGate/solvegate-mcp) 🎖️ 📇 ☁️ - Deal with Cloudflare Turnstile from an agent. `inspect_page` reports whether a page actually uses Turnstile and what its sitekey is — free, no API key — so the agent can look before it acts, and it says plainly when a page carries reCAPTCHA or hCaptcha instead, or is a full-page Cloudflare interstitial rather than an embedded widget. `solve_turnstile` and `get_solve` clear the challenge and return a token when one is genuinely needed. `npx -y solvegate-mcp`
@@ -493,8 +524,10 @@ Web content access and automation capabilities. Enables searching, scraping, and
- [vincentvella/devloop](https://github.com/vincentvella/devloop) [](https://glama.ai/mcp/servers/vincentvella/devloop) 📇 🏠 🍎 🪟 🐧 - Drives a browser (or a native Expo/React Native app on iOS/Android) and your dev server onto one correlated timeline, so a browser console error and the backend stack trace from the same moment line up. Includes `repro` action sequences, a unified log/network query API, and an Electron cockpit.
- [webdriverio/mcp](https://github.com/webdriverio/mcp) [](https://glama.ai/mcp/servers/webdriverio/mcp) 📇 🏠 - Browser and mobile app automation using WebdriverIO, enabling AI agents to control browsers, interact with web elements, and automate native Android and iOS apps via the WebDriver and Appium protocols.
- [xspadex/bilibili-mcp](https://github.com/xspadex/bilibili-mcp.git) 📇 🏠 - A FastMCP-based tool that fetches Bilibili's trending videos and exposes them via a standard MCP interface.
+- [yinnho/aginxbrowser](https://github.com/yinnho/aginxbrowser) [](https://glama.ai/mcp/servers/yinnho/aginxbrowser) 🦀 🏠 🍎 🪟 🐧 - A browser built for AI agents as a single Rust binary with built-in V8 — no Chromium. Fetch with render-fallback tiers, multi-engine search, screenshots, and persistent login-state sessions (cookies/localStorage export/import), behind HTTP, native MCP (27 tools), and CDP — existing Playwright/Puppeteer code attaches directly. Stealth TLS fingerprints (Chrome/Firefox/Safari/Edge) for risk-controlled sites. Apache-2.0.
- [ymw0407/auth-fetch-mcp](https://github.com/ymw0407/auth-fetch-mcp) [](https://glama.ai/mcp/servers/ymw0407/auth-fetch-mcp) 📇 🏠 🍎 🪟 🐧 - Fetch content from login-protected web pages (Notion, Google Docs, Jira, Confluence, etc.) by opening a real browser for authentication with persistent session caching.
- [PrinceGabriel-lgtm/freshcontext-mcp](https://github.com/PrinceGabriel-lgtm/freshcontext-mcp) [](https://glama.ai/mcp/servers/@PrinceGabriel-lgtm/freshcontext-mcp) ☁️ 🏠 - Real-time web intelligence with freshness timestamps. GitHub, HN, Scholar, arXiv, YC, jobs, finance, package trends — every result stamped with how old it is.
+- [zumerlab/snapsurf](https://github.com/zumerlab/snapsurf) [](https://glama.ai/mcp/servers/zumerlab/snapsurf) 📇 🏠 🍎 🪟 🐧 - Browser navigation and verification for agents: a ~2 KB semantic page digest, ranked whole-page text search, a typed diff after each action (added/removed/state/covered, with a faithful `changed: false`), and assertions over that diff. Local Playwright Chromium; also embeddable in-page via SnapDOM.
### ☁️ Cloud Platforms
@@ -547,11 +580,14 @@ Cloud platform service integration. Enables management and interaction with clou
- [johnneerdael/netskope-mcp](https://github.com/johnneerdael/netskope-mcp) 🔒 ☁️ - An MCP to give access to all Netskope Private Access components within a Netskope Private Access environments including detailed setup information and LLM examples on usage.
- [kaka-milan-22/kops](https://github.com/kaka-milan-22/kops) [](https://glama.ai/mcp/servers/kaka-milan-22/kops) 🐍 🏠 - Read-only `kubectl` for Claude Code: returns structured JSON, hardcoded safe verbs (no mutation path even with malicious input), Secret/ConfigMap values never returned, plus one-shot cluster triage & inventory.
- [kestra-io/mcp-server-python](https://github.com/kestra-io/mcp-server-python) 🐍 ☁️ - Implementation of MCP server for [Kestra](https://kestra.io) workflow orchestration platform.
+- [krovacloud/krova-node](https://github.com/krovacloud/krova-node) [](https://glama.ai/mcp/servers/krovacloud/krova-node) 🎖️ 📇 ☁️ 🍎 🪟 🐧 - Provision and manage Krova Cloud Cubes — Firecracker microVMs with their own kernel, full root access, and no public IP until you open a port — plus custom domains, TCP port mappings, and snapshots. Billed by the minute. Install with `npx -y @krovacloud/mcp`.
- [L337-org/docker-mcp](https://github.com/L337-org/docker-mcp) [](https://glama.ai/mcp/servers/L337-org/docker-mcp) 🐍 🏠 ☁️ 🍎 🪟 🐧 - Manages one or more Docker daemons (local socket or remote over TCP/TLS/SSH) with 156 tools spanning containers, images, Compose, Swarm, Buildx, Scout, and OCI registries. Mark hosts as read-only for safe monitoring; logs and stats exposed as MCP resources.
- [Labs64/NetLicensing-MCP](https://github.com/Labs64/NetLicensing-MCP) [](https://glama.ai/mcp/servers/Labs64/NetLicensing-MCP) 🎖️ 🐍 ☁️ - The official NetLicensing MCP Server is a natural language interface that enables agentic applications to manage the full software licensing lifecycle in Labs64 NetLicensing without writing a single API call.
- [liquidmetal-ai/raindrop-mcp](https://docs.liquidmetal.ai/tutorials/claude-code-mcp-setup/) 📇 ☁️ - The best way to deploy cloud infrastructure using Claude Code and MCP.
- [liveblocks/liveblocks-mcp-server](https://github.com/liveblocks/liveblocks-mcp-server) 🎖️ 📇 ☁️ - Create, modify, and delete different aspects of [Liveblocks](https://liveblocks.io) such as rooms, threads, comments, notifications, and more. Additionally, it has read access to Storage and Yjs.
+- [lizard-build/lizard-mcp](https://github.com/lizard-build/lizard-mcp) [](https://glama.ai/mcp/servers/lizard-build/lizard-mcp) 🎖️ 📇 ☁️ - Lizard, the AI-native deployment platform for coding agents: ship services, add managed Postgres, Redis and S3, stream logs and metrics, set secrets, scale and attach domains. 33 tools, OAuth 2.1, destructive actions require confirmation.
- [localstack/localstack-mcp-server](https://github.com/localstack/localstack-mcp-server) 🎖️ 📇 🏠 - A MCP server for LocalStack to manage local AWS environments, including lifecycle operations, infra deployments, log analysis, fault injection, and state management.
+- [luno-cms/mcp](https://github.com/luno-cms/mcp) [](https://glama.ai/mcp/servers/luno-cms/mcp) 🎖️ 📇 ☁️ - **LUNO — AI Backend Platform** ([luno.rest](https://luno.rest)): hosted SaaS backend (CMS, Forms, Auth, Storage) for Claude Code, Cursor, and Codex. Not the cryptocurrency Luno exchange MCP. Registry: `io.github.luno-cms/mcp`.
- [manusa/Kubernetes MCP Server](https://github.com/manusa/kubernetes-mcp-server) 🏎️ 🏠 A - powerful Kubernetes MCP server with additional support for OpenShift. Besides providing CRUD operations for **any** Kubernetes resource, this server provides specialized tools to interact with your cluster.
- [mikusnuz/dynadot-mcp](https://github.com/mikusnuz/dynadot-mcp) [](https://glama.ai/mcp/servers/mikusnuz/dynadot-mcp) 📇 ☁️ - MCP server for the Dynadot domain registrar API — 60 tools for domain search, registration, DNS, contacts, transfers, and marketplace.
- [mctlhq/mctl-mcp](https://github.com/mctlhq/mctl-mcp) [](https://glama.ai/mcp/servers/mctlhq/mctl-mcp) ☁️ - AI-native platform for Kubernetes management and automated GitOps (30+ tools).
@@ -609,6 +645,7 @@ Cloud platform service integration. Enables management and interaction with clou
- [zw008/VMware-NSX-Security](https://github.com/zw008/VMware-NSX-Security) [](https://glama.ai/mcp/servers/zw008/vmware-nsx-security) 🐍 ☁️ - VMware NSX security — Distributed Firewall policies/rules, Security Groups, Traceflow troubleshooting, and IDS/IPS profiles. 20 tools with active-rule checks before policy deletion and reference-count validation for security groups.
- [zw008/VMware-Storage](https://github.com/zw008/VMware-Storage) [](https://glama.ai/mcp/servers/zw008/vmware-storage) 🐍 ☁️ - VMware vSphere storage management — datastores (NFS/VMFS), iSCSI software adapter and dynamic targets, and vSAN cluster operations. 11 tools with dry-run preview and double-confirmation for iSCSI configuration changes.
- [zw008/VMware-VKS](https://github.com/zw008/VMware-VKS) [](https://glama.ai/mcp/servers/zw008/vmware-vks) 🐍 ☁️ - VMware Tanzu / vSphere Kubernetes Service — Supervisor cluster, Namespace, and TKC (Tanzu Kubernetes Cluster) lifecycle management. 20 tools with dry-run mode, kubeconfig export, and double-confirmation for namespace/TKC deletion.
+- [zyli5313/dochost-mcp](https://github.com/zyli5313/dochost-mcp) [](https://glama.ai/mcp/servers/zyli5313/dochost-mcp) 📇 ☁️ - Publish Markdown or HTML to a public shareable link straight from your assistant. Streamable HTTP with OAuth, no API keys; published pages are served script-free from a separate cookieless origin.
### 👨💻 Code Execution
@@ -633,6 +670,7 @@ Code execution servers. Allow LLMs to execute code in a secure environment, e.g.
- [SebastianGilPinzon/colab-mcp](https://github.com/SebastianGilPinzon/colab-mcp) [](https://glama.ai/mcp/servers/SebastianGilPinzon/colab-mcp) 🐍 🏠 🍎 🪟 🐧 - Control Google Colab notebooks and assign GPUs (T4/L4/A100) from any AI agent. Enhanced fork of Google's colab-mcp with all tools visible at startup, OAuth GPU control, and Windows support.
- [Sowiedu/Edict](https://github.com/Sowiedu/Edict) [](https://glama.ai/mcp/servers/sowiedu/edict) 📇 🏠 – Agent-first programming language: agents produce JSON AST, the compiler validates, type-checks, effect-checks, verifies contracts via Z3/SMT, and compiles to WASM. 19 MCP tools for the full compile-and-execute loop.
- [telleroutlook/agentkit-js/mcp-server](https://github.com/telleroutlook/agentkit-js/tree/main/packages/mcp-server) [](https://glama.ai/mcp/servers/telleroutlook/agentkit-js) 📇 ☁️ 🏠 🐧 🍎 🪟 – Code-mode MCP server: collapses N user-defined tools into a two-tool surface (`execute_code` + `docs_search`). Backed by a unified capability manifest (`allowedHosts` / `cpuMs` / `memoryLimitBytes`) honoured across three sandbox kernels — in-process node:vm, WASM (QuickJS / Pyodide / Wasmtime), and remote microVM (E2B / Cloudflare Sandbox). Token-saving benchmark in repo CI.
+- [The-40-Thieves/codecalc](https://github.com/The-40-Thieves/codecalc) [](https://glama.ai/mcp/servers/The-40-Thieves/codecalc) 🐍 🏠 🍎 🪟 🐧 - Offline-core code & logic calculator for AI agents — run code in 31 languages, exact symbolic math, SMT/logic, complexity analysis, and cross-language/optimization verification, with an opt-in strict gVisor/AppContainer sandbox for untrusted code.
- [yepcode/mcp-server-js](https://github.com/yepcode/mcp-server-js) 🎖️ 📇 ☁️ - Execute any LLM-generated code in a secure and scalable sandbox environment and create your own MCP tools using JavaScript or Python, with full support for NPM and PyPI packages
### 🤖 Coding Agents
@@ -652,9 +690,11 @@ Full coding agents that enable LLMs to read, edit, and execute code and solve ge
- [aybelatchane/mcp-server-terminal](https://github.com/aybelatchane/mcp-server-terminal) 🦀 🏠 🍎 🪟 🐧 - Playwright for terminals - interact with TUI/CLI applications through structured Terminal State Tree representation with element detection.
- [aymericzip/intlayer](https://github.com/aymericzip/intlayer) 📇 ☁️ 🏠 - A MCP Server that enhance your IDE with AI-powered assistance for Intlayer i18n / CMS tool: smart CLI access, access to the docs.
- [lawrencehui/Citio](https://github.com/lawrencehui/Citio) [](https://glama.ai/mcp/servers/lawrencehui/Citio) 📇 ☁️ - Self-hosted AI teammate in Slack: @mention it and Claude Code or Codex investigates CloudWatch logs, runs tests, and opens pull requests. The bundled MCP server holds all credentials (GitHub, AWS, Slack) so the agent never sees keys. One-command deploy to your own AWS. MIT.
+- [claimidx/claimidx](https://github.com/claimidx/claimidx) [](https://glama.ai/mcp/servers/claimidx/claimidx) 🐍 🏠 🍎 🪟 🐧 - Prior art for coding agents: a signed claim index of failures other agents have already paid to solve. Ask before you retry. Ingest after you learn. pip install "git+https://github.com/claimidx/claimidx.git#egg=claimidx" then claimidx-mcp.
- [spyrae/claude-concilium](https://github.com/spyrae/claude-concilium) 📇 🏠 🍎 🪟 🐧 - Multi-agent AI consultation framework for Claude Code. Three MCP servers wrapping CLI tools (Codex, Gemini, Qwen) for parallel code review and problem-solving with fallback chains and error detection. Includes ready-to-use Claude Code skill.
- [blakerouse/ssh-mcp](https://github.com/blakerouse/ssh-mcp) 🏎️ 🏠 🍎 🪟 🐧 - MCP server exposing SSH control for Linux and Windows servers. Allows long running commands and the ability to perform commands on multiple hosts at the same time.
- [sipyourdrink-ltd/bernstein](https://github.com/sipyourdrink-ltd/bernstein) [](https://glama.ai/mcp/servers/chernistry/bernstein) 🐍 🏠 ☁️ 🍎 🪟 🐧 - Deterministic multi-agent orchestrator for 37 CLI coding agents (Claude Code, Codex, Cursor, Aider, Gemini CLI, GitHub Copilot CLI, OpenHands, OpenCode, Goose, Qwen, Ollama, and more). MCP server mode (stdio + HTTP/SSE) exposes the orchestrator to any MCP client. Git worktree isolation per agent, HMAC-chained audit trail, cost-aware model routing via contextual bandit. Apache 2.0.
+- [andreilungeanu/cursor-delegate-mcp](https://github.com/andreilungeanu/cursor-delegate-mcp) [](https://glama.ai/mcp/servers/andreilungeanu/cursor-delegate-mcp) 📇 🏠 🍎 🪟 🐧 - Delegate multi-file implementation from Claude Code, Codex, or Copilot CLI to Cursor's CLI agent (Composer 2.5) over ACP. Returns a typed result — final message, agent-reported changed files, session id, and plan — instead of scraped terminal output. Plan mode drafts first, then resumes the same session to implement; clarifying questions come back as normal results rather than stalling. Ships plugin manifests for Claude Code, Codex, and Copilot. MIT.
- [danieldoderlein/llm-bus](https://github.com/danieldoderlein/llm-bus) [](https://glama.ai/mcp/servers/danieldoderlein/llm-bus) 📇 ☁️ 🏠 - Multi-agent coordination bus over MCP: atomic gap-free claims, advisory file leases, a shared event ledger, presence, prose handoffs, and a task graph, so multiple coding agents (Claude Code, Cursor, Codex) stop colliding and re-deriving each other's work. Remote Streamable HTTP; self-hostable (AGPL-3.0) or hosted at llm-bus.com.
- [polymatx/dibs](https://github.com/polymatx/dibs) [](https://glama.ai/mcp/servers/polymatx/dibs) 🏎️ 🏠 🍎 🪟 🐧 - Coordination layer for parallel coding agents: TTL file claims stored in the git common dir (visible across every worktree instantly), enforcement hooks that block colliding edits in Claude Code and at commit time, agent presence, handoff notes, and git-committed lessons searchable with BM25. Single static binary — no server, no database.
- [doggybee/mcp-server-leetcode](https://github.com/doggybee/mcp-server-leetcode) 📇 ☁️ - An MCP server that enables AI models to search, retrieve, and solve LeetCode problems. Supports metadata filtering, user profiles, submissions, and contest data access.
@@ -663,6 +703,7 @@ Full coding agents that enable LLMs to read, edit, and execute code and solve ge
- [ezyang/codemcp](https://github.com/ezyang/codemcp) 🐍 🏠 - Coding agent with basic read, write and command line tools.
- [elhamid/llm-council](https://github.com/elhamid/llm-council) 🐍 🏠 - Multi-LLM deliberation with anonymized peer review. Runs a 3-stage council: parallel responses → anonymous ranking → synthesis. Based on Andrej Karpathy's LLM Council concept.
- [freema/openclaw-mcp](https://github.com/freema/openclaw-mcp) [](https://glama.ai/mcp/servers/@freema/openclaw-mcp) 📇 ☁️ 🏠 - MCP server for [OpenClaw](https://github.com/openclaw/openclaw) AI assistant integration. Enables Claude to delegate tasks to OpenClaw agents with sync/async tools, OAuth 2.1 auth, and SSE transport for Claude.ai.
+- [Get-Concord-AI/concord-mcp](https://github.com/Get-Concord-AI/concord-mcp) [](https://glama.ai/mcp/servers/Get-Concord-AI/concord-mcp) 📇 🏠 🍎 🪟 🐧 - Cross-harness communication and shared work-state for Claude Code, Codex, Cursor, Gemini CLI, and Grok Build. Agents exchange live messages, claim scope before editing, preserve decisions, and hand off evidence through five MCP workflow tools.
- [ferrislucas/iterm-mcp](https://github.com/ferrislucas/iterm-mcp) 🖥️ 🛠️ 💬 - A Model Context Protocol server that provides access to iTerm. You can run commands and ask questions about what you see in the iTerm terminal.
- [foldwork-dev/mcp-injector](https://github.com/foldwork-dev/mcp-injector) [](https://glama.ai/mcp/servers/foldwork-dev/mcp-injector) 🏎️ 🏠 🍎 🪟 🐧 - Local MCP daemon that pre-indexes your codebase into a SQLite catalog and serves AST-compressed snapshots to Claude Code, Cursor, and VS Code on every query. Reduces token usage by 41-89% on real codebases (verified across Django, Tokio, Gin, and more). Single Go binary, zero config. Free for codebases under 100K lines.
- [TT-Wang/forge](https://github.com/TT-Wang/forge) [](https://glama.ai/mcp/servers/TT-Wang/forge) 📇 🏠 🍎 🪟 🐧 - Structured planning, parallel execution in git worktrees, and deep validation for Claude Code. Turns a one-line objective into a validated DAG of modules executed by worker agents, each self-checked and cross-module-reviewed before merge-back. 7 MCP tools: `validate`, `validate_plan`, `memory_recall`, `memory_save`, `iteration_state` (per-run scoped, with stagnation/velocity/oscillation detection), `forge_logs`, `session_state`. Stdio-only. Zero telemetry.
@@ -674,17 +715,21 @@ Full coding agents that enable LLMs to read, edit, and execute code and solve ge
- [jinzcdev/leetcode-mcp-server](https://github.com/jinzcdev/leetcode-mcp-server) 📇 ☁️ - MCP server enabling automated access to **LeetCode**'s programming problems, solutions, submissions and public data with optional authentication for user-specific features (e.g., notes), supporting both `leetcode.com` (global) and `leetcode.cn` (China) sites.
- [juehang/vscode-mcp-server](https://github.com/juehang/vscode-mcp-server) 📇 🏠 - A MCP Server that allows AI such as Claude to read from the directory structure in a VS Code workspace, see problems picked up by linter(s) and the language server, read code files, and make edits.
- [kagan-sh/kagan](https://github.com/kagan-sh/kagan) [](https://glama.ai/mcp/servers/kagan-sh/kagan) 🐍 🏠 🍎 🪟 🐧 - AI-powered Kanban TUI and MCP server for autonomous development workflows. Orchestrates 14 coding agents across task tracking, isolated git worktrees, review, and merge.
+- [Keesan12/martin-loop](https://github.com/Keesan12/martin-loop) [](https://glama.ai/mcp/servers/Keesan12/martin-loop) 📇 🏠 - Governed MCP runtime for AI coding agents with budget caps, verifier gates, runaway-loop prevention, rollback evidence, and inspectable run receipts. Install: `npx -y @martinloop/mcp`.
- [louis030195/terminator-mcp-agent](https://github.com/mediar-ai/terminator/tree/main/terminator-mcp-agent) 🦀 📇 🏠 🍎 🪟 🐧 - Desktop GUI automation using accessibility APIs. Control Windows, macOS, and Linux applications without vision models or screenshots. Supports workflow recording, structured data extraction, and browser DOM inspection.
- [maxim-saplin/mcp_safe_local_python_executor](https://github.com/maxim-saplin/mcp_safe_local_python_executor) - Safe Python interpreter based on HF Smolagents `LocalPythonExecutor`
- [micl2e2/code-to-tree](https://github.com/micl2e2/code-to-tree) 🌊 🏠 📟 🐧 🪟 🍎 - A single-binary MCP server that converts source code into AST, regardless of language.
- [misiektoja/kill-process-mcp](https://github.com/misiektoja/kill-process-mcp) 🐍 🏠 🍎 🪟 🐧 - List and terminate OS processes via natural language queries
+- [myelixlabs/synapse-mcp](https://github.com/myelixlabs/synapse-mcp) [](https://glama.ai/mcp/servers/myelixlabs/synapse-mcp) 📇 🏠 🍎 🪟 🐧 - Local AST knowledge graph for AI coding agents. 50+ languages, 14 MCP tools, 100% local. Converts any codebase into a code-knowledge graph for microsecond structural vision, 30-60% token savings, and zero-breakage refactoring. Free tier + Pro.
- [MladenSU/cli-mcp-server](https://github.com/MladenSU/cli-mcp-server) 🐍 🏠 - Command line interface with secure execution and customizable security policies
+- [nandhakumar-murugan/gemini-antigravity-bridge](https://github.com/nandhakumar-murugan/gemini-antigravity-bridge) [](https://glama.ai/mcp/servers/nandhakumar-murugan/gemini-antigravity-bridge) 🐍 ☁️ 🏠 🍎 🪟 🐧 - Bidirectional MCP bridge connecting Google Gemini Spark (cloud AI) with DeepMind Antigravity (local agentic IDE). Features 23 tools for autonomous coding subagent dispatch, cross-agent shared memory, local file operations, and orchestration of Spark connected apps (Canva, YouTube, Google Docs). `pip install gemini-antigravity-bridge`
- [natiixnt/redcon](https://github.com/natiixnt/redcon) [](https://glama.ai/mcp/servers/natiixnt/redcon) 🐍 🏠 🍎 🪟 🐧 - Deterministic repository context packing for AI coding agents: selects, compresses, caches, and budgets only the files a task needs. Measured 83% fewer input tokens at the same task coverage, no LLM in the loop. One MCP server for Claude Code, Cursor, Windsurf, Cline, and Zed. `pip install redcon`
- [nesquikm/mcp-rubber-duck](https://github.com/nesquikm/mcp-rubber-duck) 📇 🏠 ☁️ - An MCP server that bridges to multiple OpenAI-compatible LLMs - your AI rubber duck debugging panel for explaining problems to various AI "ducks" and getting different perspectives
- [nihalxkumar/arch-mcp](https://github.com/nihalxkumar/arch-mcp) 🐍 🏠 🐧 - Arch Linux MCP Server to the Arch Linux ecosystem of the Arch Wiki, AUR, and official repositories for AI-assisted Arch Linux usage on Arch and non-Arch systems. Features include searching Arch Wiki and AUR, getting package info, checking for updates, installing packages securely, and analyzing PKGBUILDs.
- [ooples/mcp-console-automation](https://github.com/ooples/mcp-console-automation) 📇 🏠 🍎 🪟 🐧 - Production-ready MCP server for AI-driven console automation and monitoring. 40 tools for session management, SSH, testing, monitoring, and background jobs. Like Playwright for terminal applications.
- [oraios/serena](https://github.com/oraios/serena) 🐍 🏠 - A fully-featured coding agent that relies on symbolic code operations by using language servers.
- [OthmaneBlial/term_mcp_deepseek](https://github.com/OthmaneBlial/term_mcp_deepseek) 🐍 🏠 - A DeepSeek MCP-like Server for Terminal
+- [Q00/ouroboros](https://github.com/Q00/ouroboros) [](https://glama.ai/mcp/servers/Q00/ouroboros) 🐍 🏠 🍎 🪟 🐧 - Local-first Agent OS for spec-first AI coding: interview → seed → execute → evaluate → evolve as a replayable, ledger-recorded workflow. MCP server exposes the full loop (interview, seed generation, seed execution, evaluation, evolve-step) so any MCP client can drive it across Claude Code, Codex, Gemini, and other CLI runtimes.
- [pdavis68/RepoMapper](https://github.com.mcas.ms/pdavis68/RepoMapper) 🐧 🪟 🍎 - An MCP server (and command-line tool) to provide a dynamic map of chat-related files from the repository with their function prototypes and related files in order of relevance. Based on the "Repo Map" functionality in Aider.chat
- [plori-ai/plori](https://github.com/plori-ai/plori) [](https://glama.ai/mcp/servers/plori-ai/plori) 🎖️ 🏎️ ☁️ - Give your AI agent its own cloud computer. Create and drive hosted plori agents (persistent disk, real tools, memory that survives between sessions) over a remote MCP server: invoke an agent and read its reply, manage the human-in-the-loop queue, and schedule deferred runs. OAuth 2.1 sign-in or API key.
- [preflight-dev/preflight](https://github.com/preflight-dev/preflight) 📇 🏠 🍎 🪟 🐧 - 24-tool MCP server for Claude Code that catches vague prompts before they waste tokens. Includes 12-category prompt scorecards, session history search with LanceDB vectors, cross-service contract awareness, correction pattern learning, and cost estimation.
@@ -716,12 +761,15 @@ Full coding agents that enable LLMs to read, edit, and execute code and solve ge
### 🖥️ Command Line
Run commands, capture output and otherwise interact with shells and command line tools.
+- [20000419/fauxnix](https://github.com/20000419/fauxnix) [](https://glama.ai/mcp/servers/20000419/fauxnix) 📇 🏠 🪟 - bash for AI agents on Windows via deterministic bash→PowerShell translation — no WSL, VM, or bash toolchain. MCP `bash` tool with GNU-style output, bash-style errors, coreutils exit codes, session-persisted cwd/env across calls, and per-file UTF-8/GBK sniffing (GBK files grep correctly, unlike Git Bash). Unsupported bash constructs fail loudly with the construct named; native commands (git/node/npm) pass through with argv quoting. `npm install -g fauxnix-cli`; verified with Claude Code, Codex, OpenCode, Kimi Code and Qwen Code.
- [bvisible/mcp-ssh-manager](https://github.com/bvisible/mcp-ssh-manager) [](https://glama.ai/mcp/servers/@bvisible/mcp-ssh-manager) 📇 🏠 🍎 🪟 🐧 - Manage multiple SSH servers from one MCP: command execution, file transfer/rsync, database dump/import/query (MySQL/PostgreSQL/MongoDB), backups & restore, health monitoring, persistent sessions, tunnels, ProxyJump/bastion, and opt-in per-server security modes (readonly/restricted) with audit log. Linux, macOS & Windows OpenSSH.
- [capsulerun/bash](https://github.com/capsulerun/bash/tree/main/packages/bash-mcp) [](https://glama.ai/mcp/servers/capsulerun/bash) 📇 🏠 🍎 🪟 🐧 - Sandboxed bash for agents. Run untrusted commands in WebAssembly sandboxes with no setup required.
- [cygnussystems/cygnus-ssh-mcp](https://github.com/cygnussystems/cygnus-ssh-mcp) [](https://glama.ai/mcp/servers/cygnussystems/cygnus-ssh-mcp) 🐍 🏠 🍎 🪟 🐧 - MCP server for SSH-based control of remote Linux, macOS, and Windows servers with 46 purpose-built tools instead of one generic command-runner: line-level file editing (no download/edit/upload round-trip), background task launch/monitor/kill, real sudo support, host aliases, recursive directory ops, archive create/extract, and full Unicode via SFTP (avoids PowerShell OEM code page corruption on Windows targets). `pip install cygnus-ssh-mcp` or `uvx cygnus-ssh-mcp`.
- [danmartuszewski/hop](https://github.com/danmartuszewski/hop) 🏎️ 🖥️ - Fast SSH connection manager with TUI dashboard and MCP server for discovering, searching, and executing commands on remote hosts.
+- [dwgx/SmartCLI](https://github.com/dwgx/SmartCLI) [](https://glama.ai/mcp/servers/dwgx/SmartCLI) 🐍 🏠 🍎 🪟 🐧 - Drive full-screen terminal programs (vim, htop, lazygit) by reading the screen, not the byte stream: a live cell grid exposes which row is reverse-video selected, cursor position and alt-screen state, so waits are screen-state predicates instead of sleeps. The emulation is differentially tested against real tmux and GNU screen (cell-by-cell grid diffs plus a generative VT fuzz), which caught 12 emulation bugs including missing alternate-screen support. pip install smartcli-toolkit then smartcli-mcp, or uvx --from smartcli-toolkit smartcli-mcp.
- [faizbawa/mcp-remote-ssh](https://github.com/faizbawa/mcp-remote-ssh) [](https://glama.ai/mcp/servers/faizbawa/mcp-remote-ssh) 🐍 🏠 🍎 🪟 🐧 - Full SSH access for AI agents with secret-safe environment injection and automatic output redaction. Persistent sessions, structured execution, SFTP, port forwarding — secrets are fed via stdin (invisible to `ps`) and scrubbed from all tool responses before reaching the LLM. `uvx mcp-remote-ssh`
- [gerard-kanters/mcp-linux-tools](https://github.com/gerard-kanters/mcp-linux-tools) [](https://glama.ai/mcp/servers/gerard-kanters/mcp-linux-tools) 🐍 🏠 🐧 - Administer a Linux server from an MCP client such as Cursor or VS Code: read files and tail logs, check/reload/restart systemd services, manage cron jobs inside a dedicated crontab section, run read-only MySQL queries, drive WP-CLI on WordPress sites, run safe Git commands, and execute sandboxed Python. Directories, services and WordPress sites are allowlisted in `config.json`, and every tool returns a uniform `{success, data, error, meta}` response. Runs as a systemd service over HTTP.
+- [hypnosis/ssh-mcp-server](https://github.com/hypnosis/ssh-mcp-server) [](https://glama.ai/mcp/servers/hypnosis/ssh-mcp-server) 📇 🏠 🍎 🐧 - Remote server work over the OpenSSH client already on your machine: run commands, move files with checksum verification, search logs and audit hosts. Destructive commands are blocked before they reach the shell; works from a cloud VPS down to a BusyBox router.
- [lacs-project/sysknife](https://github.com/lacs-project/sysknife) [](https://glama.ai/mcp/servers/lacs-project/sysknife) 🦀 🏠 🐧 - Security-hardened MCP server for Linux system administration via 189 typed actions instead of shell strings, with an Ed25519-signed hash-chain audit log, one-time TTL approval receipts, and automatic rollback. Works with Claude Code, Cursor, and Codex CLI.
- [luisgf/infrabroker](https://github.com/luisgf/infrabroker) [](https://glama.ai/mcp/servers/luisgf/infrabroker) 🏎️ 🏠 ☁️ 🍎 🐧 - SSH & Kubernetes access broker where the model never touches a credential: a separate signer mints per-operation ephemeral SSH certificates and bound ServiceAccount tokens, with a per-command allow/deny/approval firewall (POSIX-sh AST), dry-run, human-in-the-loop approvals, session recording and an Ed25519-chained audit log. Self-hosted Go binaries, GPLv3.
- [nvms/tui-mcp](https://github.com/nvms/tui-mcp) [](https://glama.ai/mcp/servers/nvms/tui-mcp) 📇 🏠 🍎 🪟 🐧 - What Chrome DevTools MCP is for the browser, tui-mcp is for the terminal. Launch, screenshot, and interact with any TUI app.
@@ -743,9 +791,11 @@ Run commands, capture output and otherwise interact with shells and command line
Integration with communication platforms for message management and channel operations. Enables AI models to interact with team communication tools.
- [AbdelStark/nostr-mcp](https://github.com/AbdelStark/nostr-mcp) ☁️ - A Nostr MCP server that allows to interact with Nostr, enabling posting notes, and more.
+- [adecubed/gigamail](https://github.com/adecubed/gigamail) [](https://glama.ai/mcp/servers/adecubed/gigamail) 🐍 ☁️ 🏠 🍎 🪟 🐧 - Your real mailbox and calendar for your agent (Microsoft 365 via Graph, or any IMAP): 24 tools for reading, search, attachment text, sender history, drafting from identity and knowledge files, and free-slot computation — with out-of-band human approval on every send, reply, delete and calendar write, so the agent cannot approve its own actions. `pip install "gigamail[all]"`.
- [adhikasp/mcp-twikit](https://github.com/adhikasp/mcp-twikit) 🐍 ☁️ - Interact with Twitter search and timeline
- [agenticmail/agenticmail](https://github.com/agenticmail/agenticmail) [](https://glama.ai/mcp/servers/agenticmail/agenticmail) 📇 🏠 🍎 🪟 🐧 - Real email and SMS for AI agents. Run a local mail server with disposable inboxes, send/receive real email, fetch verification codes, and drive a real inbox — all from your machine, no third-party email API. Install with `npx @agenticmail/mcp`.
- [agentmail-toolkit/mcp](https://github.com/agentmail-to/agentmail-toolkit/tree/main/mcp) 🐍 💬 - An MCP server to create inboxes on the fly to send, receive, and take actions on email. We aren't AI agents for email, but email for AI Agents.
+- [Albretsen/MCPEmails](https://github.com/Albretsen/MCPEmails) [](https://glama.ai/mcp/servers/Albretsen/MCPEmails) 📇 ☁️ - Hosted email MCP server for Gmail, Fastmail, iCloud, Yahoo, Zoho, Yandex and any IMAP/SMTP mailbox. 11 action-based tools to read, search, send, organize, draft, schedule and auto-triage mail. Streamable HTTP at `https://mcpemails.com/api/mcp`, OAuth 2.0 with PKCE or scoped API keys, mail fetched live and never stored. Docs at https://mcpemails.com/docs.
- [anypost/emailmd](https://github.com/anypost/emailmd) [](https://glama.ai/mcp/servers/anypost/emailmd) 📇 ☁️ 🏠 - Write and preview emails from your assistant. Renders markdown into email-safe HTML that holds up in Outlook and Gmail, lints drafts for deliverability problems, and returns a live preview link. Hosted with no API key, or run it locally with `npx emailmd mcp`.
- [arbengine/mailbox-mcp](https://github.com/arbengine/mailbox-mcp) [](https://glama.ai/mcp/servers/arbengine/mailbox-mcp) 📇 ☁️ - Physical mail API for AI agents. Send letters, certified mail, postcards, and batch mailings with cost previews, approval controls, tracking, and webhooks.
- [AutomateLab-tech/content-distribution-mcp](https://github.com/AutomateLab-tech/content-distribution-mcp) [](https://glama.ai/mcp/servers/AutomateLab-tech/content-distribution-mcp) 📇 ☁️ 🏠 - Publish one piece of content to DEV.to, Hashnode, GitHub Discussions, Reddit, Bluesky, LinkedIn, Medium and Twitter with idempotent state and per-platform adaptation.
@@ -764,6 +814,7 @@ Integration with communication platforms for message management and channel oper
- [conarti/mattermost-mcp](https://github.com/conarti/mattermost-mcp) 📇 ☁️ - MCP server for Mattermost API. List channels, read/post messages, manage threads and reactions, monitor topics. Supports flexible configuration via CLI args, environment variables, or config files.
- [Danielpeter-99/calcom-mcp](https://github.com/Danielpeter-99/calcom-mcp) 🐍 🏠 - MCP server for Calcom. Manage event types, create bookings, and access Cal.com scheduling data through LLMs.
- [desek/outlook-local-mcp](https://github.com/desek/outlook-local-mcp) [](https://glama.ai/mcp/servers/desek/outlook-local-mcp) 🏎️ 🏠 🍎 🪟 🐧 - Local-first Microsoft Outlook MCP server (calendar + mail via Microsoft Graph). Single Go binary, stdio transport, OS-keychain token storage, multi-account. 4 aggregate domain tools (`calendar`, `mail`, `account`, `system`) with progressive disclosure via a `help` verb to keep cold-start schema small.
+- [dialgoodian/clawdcall-mcp](https://github.com/dialgoodian/clawdcall-mcp) [](https://glama.ai/mcp/servers/dialgoodian/clawdcall-mcp) 🎖️ 📇 ☁️ - Let AI agents place consent-based outbound phone calls and retrieve transcripts, summaries, and outcomes. Use the hosted Streamable HTTP server or install with `npx -y clawdcall-mcp`.
- [discourse/discourse-mcp](https://github.com/discourse/discourse-mcp) 🎖️ 💎 ☁️ 🏠 💬 🍎 🪟 🐧 - Official Discourse MCP server for forum integration. Search topics, read posts, manage categories and tags, discover users, and interact with Discourse communities.
- [cseguinlz/doubletick-cli](https://github.com/cseguinlz/doubletick-cli) [](https://glama.ai/mcp/servers/cseguinlz/double-tick-mcp-server) 📇 ☁️ - Email read tracking via Gmail. Send tracked emails, check if they were opened with open count, device, and timing.
- [csitte/mailwarden](https://github.com/csitte/mailwarden) [](https://glama.ai/mcp/servers/csitte/mailwarden) 📇 🏠 🍎 🪟 🐧 - Native Gmail MCP server with full mailbox control — search, read, label, archive, trash, download attachments, and the feature no other Gmail server ships: snooze threads until a date. Every call hits the live Gmail API (no synced index that silently misses mail). Install with `npx -y mailwarden`.
@@ -777,6 +828,7 @@ Integration with communication platforms for message management and channel oper
- [gerkensm/callcenter.js-mcp](https://github.com/gerkensm/callcenter.js-mcp) 📇 ☁️ - An MCP server to make phone calls using VoIP/SIP and OpenAI's Realtime API and observe the transcript.
- [GeiserX/telegram-archive-mcp](https://github.com/GeiserX/telegram-archive-mcp) [](https://glama.ai/mcp/servers/GeiserX/telegram-archive-mcp) 🏎️ ☁️ 🍎 🪟 🐧 - Go-based MCP server for Telegram Archive. Search and browse Telegram chat history, list chats, and retrieve messages with full-text search. Docker image available.
- [getpoststack/mcp](https://github.com/getpoststack/mcp) [](https://glama.ai/mcp/servers/getpoststack/mcp) 📇 ☁️ 🍎 🪟 🐧 - EU-hosted email API exposed as MCP tools — send transactional and marketing email, manage contacts and segments, run broadcasts, render templates, and read analytics from Claude/Cursor. GDPR compliant, EU-only data residency (Germany + Finland). `npx -y @poststack.dev/mcp`.
+- [giggal-ai/giggal-mcp](https://github.com/giggal-ai/giggal-mcp) [](https://glama.ai/mcp/servers/giggal-ai/giggal-mcp) 📇 ☁️ - Runs a deep mailbox existence check on every address and verifies catch-all, accept-all, and even SEG protected emails (Proofpoint, Mimecast, Barracuda). Keeps bounce rates under 5%, single or bulk.
- [gitmotion/ntfy-me-mcp](https://github.com/gitmotion/ntfy-me-mcp) 📇 ☁️ 🏠 - An ntfy MCP server for sending/fetching ntfy notifications to your self-hosted ntfy server from AI Agents 📤 (supports secure token auth & more - use with npx or docker!)
- [googlarz/signal-mcp](https://github.com/googlarz/signal-mcp) [](https://glama.ai/mcp/servers/googlarz/signal-mcp) 🏠 - Full Signal messenger MCP server and CLI. Send/receive messages, manage groups and contacts, search history, handle attachments and reactions. Runs locally via signal-cli — no third-party servers.
- [gopalrajsuresh/covalent-bond](https://github.com/gopalrajsuresh/covalent-bond) [](https://glama.ai/mcp/servers/gopalrajsuresh/covalent-bond) 📇 🏠 🍎 🪟 🐧 - Pair two AI coding agents on different machines over an end-to-end-encrypted channel: files and messages travel through a relay that only ever sees ciphertext - it can never read your data - authenticated by a short code shared out-of-band, with human consent before any file is written. Install with `npx covalent-bond`.
@@ -787,10 +839,12 @@ Integration with communication platforms for message management and channel oper
- [hgn/mcp-server-notmuch](https://github.com/hgn/mcp-server-notmuch) [](https://glama.ai/mcp/servers/hgn/mcp-server-notmuch) 🐍 🏠 🐧 🍎 - notmuch MCP server. Wraps the notmuch CLI to give your LLM access to a local Maildir: full-text search, tag filtering, thread view, attachment reading (PDF, office docs, .ics), related-thread lookup, and unanswered-mail tracking. Optionally write plain-text drafts into a local maildir (`--allow-drafts`) or manage tags (`--allow-tags`). No SMTP, no sendmail.
- [helbertparanhos/resend-email-mcp](https://github.com/helbertparanhos/resend-email-mcp) [](https://glama.ai/mcp/servers/helbertparanhos/resend-email-mcp) 📇 ☁️ 🍎 🪟 🐧 - The most complete Resend email MCP — full API coverage (75 tools) plus a unique debug/diagnostics layer: deliverability analysis, DNS troubleshooting, email inspection, bounce explanation, and account audit. `npx -y resend-email-mcp`.
- [i-am-bee/acp-mcp](https://github.com/i-am-bee/acp-mcp) 🐍 💬 - An MCP server acting as an adapter into the [ACP](https://agentcommunicationprotocol.dev) ecosystem. Seamlessly exposes ACP agents to MCP clients, bridging the communication gap between the two protocols.
+- [ictinnovations/pbx-mcp](https://github.com/ictinnovations/pbx-mcp) [](https://glama.ai/mcp/servers/ictinnovations/pbx-mcp) 📇 🏠 🍎 🪟 🐧 - MCP server for Asterisk and FreeSWITCH. Reads live PBX state over AMI and ESL: registered extensions, active channels, trunk and SIP peer status, dialplan lookups and call history. Read-only by default, and write tools are never registered with the model at all unless `PBX_MCP_ALLOW_WRITE=true`. Zero-install via `npx -y pbx-mcp`.
- [iletimerkezi/iletimerkezi-mcp-server](https://github.com/iletimerkezi/iletimerkezi-mcp-server) [](https://glama.ai/mcp/servers/iletimerkezi/iletimerkezi-mcp-server) 🎖️ ☁️ - Send SMS, query delivery reports, manage senders / blacklists, register and check İYS (Turkish messaging consent registry) records through the [iletiMerkezi](https://www.iletimerkezi.com) BTK-licensed SMS API. 11 tools, runtime-fetched manifest stays in lock-step with the live API. Install: `npx -y @iletimerkezi/mcp-server`.
- [imdinu/apple-mail-mcp](https://github.com/imdinu/apple-mail-mcp) [](https://glama.ai/mcp/servers/@imdinu/apple-mail-mcp) 🐍 🏠 🍎 - Fast MCP server for Apple Mail — 87x faster email fetching via batch JXA and FTS5 search index for ~2ms body search. 6 tools: list accounts/mailboxes, get emails with filters, full-text search across all scopes, and attachment extraction.
- [InditexTech/mcp-teams-server](https://github.com/InditexTech/mcp-teams-server) 🐍 ☁️ - MCP server that integrates Microsoft Teams messaging (read, post, mention, list members and threads)
- [Infobip/mcp](https://github.com/infobip/mcp) 🎖️ ☁️ - Official Infobip MCP server for integrating Infobip global cloud communication platform. It equips AI agents with communication superpowers, allowing them to send and receive SMS and RCS messages, interact with WhatsApp and Viber, automate communication workflows, and manage customer data, all in a production-ready environment.
+- [markmnl/fmsg-mcp](https://github.com/markmnl/fmsg-mcp) [](https://glama.ai/mcp/servers/markmnl/fmsg-mcp) 📇 ☁️ 🏠 🍎 🪟 🐧 - Give any AI agent its own address on [fmsg](https://github.com/markmnl/fmsg), an open federated messaging protocol: inbox, threads, replies, reactions, attachments and a wait-for-message tool for agent-to-agent and human-to-agent conversations. Runs locally over stdio or as a hosted endpoint where each user brings their own API key. Install with `npx -y @markmnl/fmsg-mcp`.
- [sendchamp/ai](https://github.com/sendchamp/ai) [](https://glama.ai/mcp/servers/sendchamp/ai) 🎖️ ☁️ - Official Sendchamp docs MCP server for AI coding agents. Read-only search and retrieval over SMS, OTP verification, and Africa-specific routing documentation. Endpoint: `https://mcp.sendchamp.com/docs`. Pair with Agent Skills via `npx skills add sendchamp/ai`.
- [iprashantraj/mcp-discord-bridge](https://github.com/iprashantraj/mcp-discord-bridge) [](https://glama.ai/mcp/servers/iprashantraj/mcp-discord-bridge) 📇 🏠 🍎 🪟 🐧 - Discord MCP server with 46 tools for channels, messages, forums, webhooks, members, roles, threads, and moderation. Zero-install via `npx -y mcp-discord-bridge`. Also runs as a standalone bot with slash commands.
- [jcoulaud/shipmail-mcp](https://github.com/jcoulaud/shipmail-mcp) [](https://glama.ai/mcp/servers/jcoulaud/shipmail-mcp) 📇 ☁️ - Business email MCP server for AI agents. Manage custom-domain mailboxes, read and send messages, draft replies, inspect threads, and automate Shipmail REST API/webhook workflows.
@@ -803,6 +857,7 @@ Integration with communication platforms for message management and channel oper
- [redditapis/redditapis-mcp](https://github.com/redditapis/redditapis-mcp) [](https://glama.ai/mcp/servers/redditapis/redditapis-mcp) 📇 ☁️ - MCP server for the Reddit API: 22 read-only tools covering subreddit listings, post/comment/community/user search, comment trees, and top posts. Bearer token auth.
- [Rheopyrin/ox-mcp](https://github.com/Rheopyrin/ox-mcp) [](https://glama.ai/mcp/servers/Rheopyrin/ox-mcp) 📇 🏠 🍎 🪟 🐧 - Email (IMAP/SMTP), mail filters (Sieve), calendar (CalDAV), contacts (CardDAV), and free/busy scheduling for Open-Xchange and standards-based mail platforms. Published on the official MCP Registry.
- [virtualsms-io/mcp-server](https://github.com/virtualsms-io/mcp-server) [](https://glama.ai/mcp/servers/virtualsms-io/mcp-server) 📇 ☁️ - Receive SMS verification codes with AI agents. Get virtual phone numbers for WhatsApp, Telegram, Google, and 500+ services. Own modem infrastructure across 200+ countries with real-time WebSocket delivery. 12 tools for number discovery, purchase, and code extraction.
+- [flovoice53-tech/agent-identity-mcp](https://github.com/flovoice53-tech/agent-identity-mcp) [](https://glama.ai/mcp/servers/flovoice53-tech/agent-identity-mcp) 📇 ☁️ - Give AI agents a disposable email address and a real UK phone number to complete signup/OTP verification flows end-to-end. 5 tools covering test email inbox + SMS code retrieval.
- [jagan-shanmugam/mattermost-mcp-host](https://github.com/jagan-shanmugam/mattermost-mcp-host) 🐍 🏠 - A MCP server along with MCP host that provides access to Mattermost teams, channels and messages. MCP host is integrated as a bot in Mattermost with access to MCP servers that can be configured.
- [jaimenbell/discord-mcp](https://github.com/jaimenbell/discord-mcp) [](https://glama.ai/mcp/servers/jaimenbell/discord-mcp) 🐍 ☁️ - MCP server over the Discord REST API: read-only tools for listing channels, categories, roles, member roles and permission overwrites, plus write tools for channel, role, guild and message management that stay gated off by default. `pip install jaimenbell-discord-mcp`
- [jaipandya/producthunt-mcp-server](https://github.com/jaipandya/producthunt-mcp-server) 🐍 🏠 - MCP server for Product Hunt. Interact with trending posts, comments, collections, users, and more.
@@ -813,6 +868,7 @@ Integration with communication platforms for message management and channel oper
- [keturiosakys/bluesky-context-server](https://github.com/keturiosakys/bluesky-context-server) 📇 ☁️ - Bluesky instance integration for querying and interaction
- [khan2a/telephony-mcp-server](https://github.com/khan2a/telephony-mcp-server) 🐍 💬 - MCP Telephony server for automating voice calls with Speech-to-Text and Speech Recognition to summarize call conversations. Send and receive SMS, detect voicemail, and integrate with Vonage APIs for advanced telephony workflows.
- [korotovsky/slack-mcp-server](https://github.com/korotovsky/slack-mcp-server) 📇 ☁️ - The most powerful MCP server for Slack Workspaces.
+- [krystiangw/meet-live-assist-extension](https://github.com/krystiangw/meet-live-assist-extension) [](https://glama.ai/mcp/servers/krystiangw/meet-live-assist-extension) 📇 🏠 🍎 🪟 🐧 - Puts the agent you already run inside a live Google Meet or Zoom call. A Chrome extension reads the on-screen captions, a local server hands them over MCP, and the agent answers in a side panel while people are still talking, posts to the meeting chat, and reads screenshots of a shared screen. Transcripts and screenshots are files on your own disk; there is no hosted service and no account. Needs an MCP client attached - Claude Code is the tested one. Install with `npx meet-live-assist-server`.
- [lanchuske/local-mcp](https://github.com/lanchuske/local-mcp-releases) [](https://glama.ai/mcp/servers/lanchuske/local-mcp-releases) 📇 🏠 🍎 - Connect Claude, Cursor, Windsurf and other AI agents to macOS native apps: Mail, Calendar, Contacts, Reminders, Notes, iMessage, Finder, Safari, OmniFocus, Microsoft Teams, Outlook, OneDrive, and Office documents. 82 tools. Runs entirely on your Mac — no cloud, no tokens, no API keys.
- [leshchenko1979/fast-mcp-telegram](https://github.com/leshchenko1979/fast-mcp-telegram) [](https://glama.ai/mcp/servers/leshchenko1979/fast-mcp-telegram) 🐍 ☁️ 🏠 🍎 🪟 🐧 - Telegram MCP server with direct API/curl access, multi-user Bearer auth, HTTP-MTProto Bridge, file attachments, voice transcription, and context-optimized design
- [lharries/whatsapp-mcp](https://github.com/lharries/whatsapp-mcp) 🐍 🏎️ - An MCP server for searching your personal WhatsApp messages, contacts and sending messages to individuals or groups
@@ -822,14 +878,18 @@ Integration with communication platforms for message management and channel oper
- [littlebearapps/outlook-assistant](https://github.com/littlebearapps/outlook-assistant) [](https://glama.ai/mcp/servers/@littlebearapps/outlook-assistant) 📇 ☁️ - Ask your AI assistant to search your inbox, send emails, schedule meetings, manage contacts, and configure mailbox settings — without leaving the conversation. Works with Claude, Cursor, Windsurf, and any MCP-compatible client.
- [loicfontaine-max/qorami-sdk](https://github.com/loicfontaine-max/qorami-sdk/tree/main/mcp) [](https://glama.ai/mcp/servers/loicfontaine-max/qorami-sdk) 📇 ☁️ - Check an email before an AI agent sends it: returns send / ask-a-human / block, with machine reason codes and prompt-injection detection.
- [Leximo-AI/leximo-ai-call-assistant-mcp-server](https://github.com/Leximo-AI/leximo-ai-call-assistant-mcp-server) 📇 ☁️ - Make AI-powered phone calls on your behalf — book reservations, schedule appointments, and view call transcripts
+- [ma2no4413/outlook-mcp](https://github.com/ma2no4413/outlook-mcp) [](https://glama.ai/mcp/servers/ma2no4413/outlook-mcp) 🐍 🏠 🍎 🪟 🐧 - Restructure a large Outlook / Hotmail mailbox. `move_folder` relocates a whole folder subtree in one API call — thousands of messages change place without being moved, their IDs stay valid, and inbox rules pointing at that folder keep working. Also bulk move and bulk mark-read with dry-run previews, and server-side inbox rules as first-class tools. Replies are written to Drafts; there is no send tool and `Mail.Send` is never requested. Deletes only ever reach Deleted Items.
- [madbonez/caldav-mcp](https://github.com/madbonez/caldav-mcp) 🐍 ☁️ - Universal MCP server for CalDAV protocol integration. Works with any CalDAV-compatible calendar server including Yandex Calendar, Google Calendar (via CalDAV), Nextcloud, ownCloud, Apple iCloud, and others. Supports creating events with recurrence, categories, priority, attendees, reminders, searching events, and retrieving events by UID.
+- [MailFlat/mailflat-sdks](https://github.com/MailFlat/mailflat-sdks/tree/main/packages/mcp) [](https://glama.ai/mcp/servers/MailFlat/mailflat-sdks) 🐍 ☁️ - Email inboxes for agents, with the one-time code returned as a field instead of a regex over the message body. Addresses are permanent; only the messages expire, on a retention window you choose. `uvx mailflat-mcp`
- [marlinjai/email-mcp](https://github.com/marlinjai/email-mcp) 📇 ☁️ 🏠 - Unified MCP server for email across Gmail (REST API), Outlook (Microsoft Graph), iCloud, and generic IMAP/SMTP. 24 tools for search, send, organize, and batch-manage emails with built-in OAuth2 and encrypted credential storage.
+- [Metaverse-Cloud/engagelab-email-mcp](https://github.com/Metaverse-Cloud/engagelab-email-mcp) [](https://glama.ai/mcp/servers/Metaverse-Cloud/engagelab-email-mcp) 📇 ☁️ - Official EngageLab Email MCP server for AI agents to send, receive, monitor, and reply to email with thread context. Install with `npx -y @engagelabemail/mcp`.
- [marras0914/agent-toolbelt](https://github.com/marras0914/agent-toolbelt) [](https://glama.ai/mcp/servers/marras0914/agent-toolbelt) 📇 ☁️ - 20 focused API tools for AI agents: schema generation, text extraction, token counting, regex/cron building, prompt optimization, web summarization, document comparison, and more. TypeScript SDK + LangChain wrappers included.
- [mohitbadwal/ringback](https://github.com/mohitbadwal/ringback) [](https://glama.ai/mcp/servers/mohitbadwal/ringback) 🐍 🏠 🍎 - Lets the LLM reach you on your phone: live, interruptible voice calls and tiered alerts, using free self-hosted pieces (SIP via pjsua2/Linphone + whisper.cpp STT + macOS say TTS). No paid telephony, no extra API key for the conversation.
- [multimail-dev/mcp-server](https://github.com/multimail-dev/mcp-server) [](https://glama.ai/mcp/servers/@multimail-dev/multi-mail) 📇 ☁️ - Email for AI agents. Send and receive as markdown with configurable human oversight (monitor, gate, or fully autonomous).
- [Sequenzy/mcp](https://github.com/Sequenzy/mcp) [](https://glama.ai/mcp/servers/Sequenzy/mcp) 📇 ☁️ 🍎 🪟 🐧 - Email marketing automation MCP server for Sequenzy. Manage subscribers, lists, segments, templates, campaigns, sequences, transactional emails, analytics, and AI-generated email content. Install: `npx -y @sequenzy/mcp`.
- [aeoess/mingle-mcp](https://github.com/aeoess/mingle-mcp) [](https://glama.ai/mcp/servers/aeoess/mingle-mcp) 📇 ☁️ - Agent-to-agent networking. Your AI publishes what you need, matches with other people's agents, both humans approve before connecting. 6 tools, Ed25519 signed, shared network at api.aeoess.com.
- [mouse114514/Xadeus-QQ-MCP](https://github.com/mouse114514/Xadeus-QQ-MCP) [](https://glama.ai/mcp/servers/mouse114514/Xadeus-QQ-MCP) 🐍 🏠 🪟 🐧 - QQ MCP Server — connects to QQ via NapCatQQ (OneBot v11), giving AI agents direct control over QQ (send/receive messages, group management, auto-wake on incoming messages, and more).
+- [MrGo2/icloud-mcp](https://github.com/MrGo2/icloud-mcp) [](https://glama.ai/mcp/servers/@MrGo2/icloud-mcp) 📇 🏠 ☁️ 🍎 - Apple Mail, Calendar, Contacts, Reminders, Notes, Messages and Safari in one server with 41 tools. Talks AppleScript to the native macOS apps, or IMAP/CalDAV/CardDAV to iCloud when running off-Mac.
- [n24q02m/better-email-mcp](https://github.com/n24q02m/better-email-mcp) [](https://glama.ai/mcp/servers/@n24q02m/better-email-mcp) 📇 ☁️ 🍎 🪟 🐧 - IMAP/SMTP email MCP server with App Passwords (no OAuth2). Auto-discovers Gmail, Outlook, Yahoo, iCloud. 5 composite tools: search, read, send, reply, forward. Multi-account support.
- [openagentemail/openagentemail](https://github.com/openagentemail/openagentemail) [](https://glama.ai/mcp/servers/openagentemail/openagentemail) 📇 🏠 🍎 🪟 🐧 - Self-hosted email for AI agents: unlimited mailboxes on your own domain with a single `docker compose up`. OTP and verification-link extraction built in, long-poll `mail_wait_for`, read/unread state, plus a web dashboard for humans. Install with `npx -y @openagentemail/mcp`.
- [OrygnsCode/Omnicord](https://github.com/OrygnsCode/Omnicord) [](https://glama.ai/mcp/servers/OrygnsCode/Omnicord) 📇 🏠 🍎 🪟 🐧 - Hands your AI an entire Discord server: 148 tools covering chat, moderation, automod, events, and full administration, up to building a complete community server from one paragraph. One-command guided setup, and every destructive action previews and waits for your confirmation.
@@ -847,10 +907,12 @@ Integration with communication platforms for message management and channel oper
- [sawa-zen/vrchat-mcp](https://github.com/sawa-zen/vrchat-mcp) - 📇 🏠 This is an MCP server for interacting with the VRChat API. You can retrieve information about friends, worlds, avatars, and more in VRChat.
- [Sealjay/mcp-hey](https://github.com/Sealjay/mcp-hey) [](https://glama.ai/mcp/servers/Sealjay/mcp-hey) 📇 🏠 🍎 - Local MCP server for Hey.com email. Read, search, send, reply, and manage the screener via locally cached session from Hey's webview auth.
- [Sendmux/sendmux-sdk](https://github.com/Sendmux/sendmux-sdk/tree/main/packages/python/mcp) [](https://glama.ai/mcp/servers/Sendmux/sendmux-sdk) 🐍 ☁️ 🏠 - Email inbox API MCP server for AI agents to receive, search, and send mail through hosted or local Sendmux Product MCP.
+- [serhiizghama/viber-mcp](https://github.com/serhiizghama/viber-mcp) [](https://glama.ai/mcp/servers/serhiizghama/viber-mcp) 📇 ☁️ - MCP server for the Viber Bot REST API. Send text, pictures, videos, files, locations, and contacts; broadcast to up to 300 recipients; manage webhooks and inspect account/user state — 13 tools, fully typed, available on npm as `@serhii.zghama/viber-mcp`.
- [SirGreed808/zoho-mail-mcp](https://github.com/SirGreed808/zoho-mail-mcp) [](https://glama.ai/mcp/servers/SirGreed808/zoho-mail-mcp) 📇 🏠 - MCP server for Zoho Mail. Read, search, and send email from Claude.
- [softeria/ms-365-mcp-server](https://github.com/softeria/ms-365-mcp-server) 📇 ☁️ - MCP server that connects to Microsoft Office and the whole Microsoft 365 suite using Graph API (including Outlook, mail, files, Excel, calendar)
- [Spix-HQ/spix-mcp](https://github.com/Spix-HQ/spix-mcp) [](https://glama.ai/mcp/servers/Spix-HQ/spix-mcp) 🐍 ☁️ - Give AI agents a real phone number and voice. Make outbound calls, handle inbound calls, send email, and manage contacts via 26 MCP tools. ~500ms voice latency (Deepgram Nova-3 + Claude + Cartesia Sonic-3). Install: `pip install spix-mcp`. [Free tier available](https://spix.sh).
- [teddyzxcv/ntfy-mcp](https://github.com/teddyzxcv/ntfy-mcp) - The MCP server that keeps you informed by sending the notification on phone using ntfy
+- [textbee/textbee-mcp](https://github.com/textbee/textbee-mcp) [](https://glama.ai/mcp/servers/textbee/textbee-mcp) 📇 🏠 ☁️ 🍎 🪟 🐧 - Send and read SMS through your own Android phone via textbee.dev, the open-source SMS gateway. Three tools: send_sms, get_messages (replies, codes, delivery status), list_devices. Self-hosted friendly. `npx -y @textbee/mcp`
- [timkulbaev/mcp-gmail](https://github.com/timkulbaev/mcp-gmail) [](https://glama.ai/mcp/servers/timkulbaev/mcp-gmail) 📇 ☁️ - Full Gmail operations via Unipile API: send, reply, list, read, delete, search, manage labels, attachments, and drafts. Dry-run by default on destructive actions.
- [tlennon-ie/neurodock](https://github.com/tlennon-ie/neurodock) [](https://glama.ai/mcp/servers/tlennon-ie/neurodock) 🐍 🏠 ☁️ - Local-first cognitive substrate for neurodivergent professionals: a translator for corporate ambiguity, a planner, and a guardrail that declines to amplify rumination, hyperfocus, or sycophancy. Hosted stateless tools over OAuth.
- [trycourier/courier-mcp](https://github.com/trycourier/courier-mcp) 🎖️ 💬 ☁️ 🛠️ 📇 🤖 - Build multi-channel notifications into your product, send messages, update lists, invoke automations, all without leaving your AI coding space.
@@ -890,6 +952,7 @@ Tools for encrypting and decrypting data.
- [denismaggior8/enigma-python-mcp](https://github.com/denismaggior8/enigma-python-mcp) [](https://glama.ai/mcp/servers/denismaggior8/enigma-python-mcp) 🐍 ☁️ 🏠 🍎 🪟 🐧 - A Model Context Protocol server that brings the capabilities of [enigmapython](https://github.com/denismaggior8/enigma-python) library to LLMs, allowing them to encrypt and decrypt messages using historically accurate Enigma machine emulators.
- [ogasurfproject-jpg/horizon-shield](https://github.com/ogasurfproject-jpg/horizon-shield/tree/main/workers/hs-jidec-mcp) [](https://glama.ai/mcp/servers/ogasurfproject-jpg/horizon-shield) 📇 ☁️ - Bitcoin-anchored, trustless public verification ledger (JIDEC) for AI-agent evidence: fetch the record bytes, recompute the SHA-256, and check the OpenTimestamps/Bitcoin timestamp — no trust in the issuer required.
- [laszlopere/mcp-bytesmith](https://github.com/laszlopere/mcp-bytesmith) [](https://glama.ai/mcp/servers/laszlopere/mcp-bytesmith) 🐍 🏠 - Local byte-wrangling toolbox: encoding (hex/Base64/Base32/Base58/Base45…), cryptographic + CRC hashing, base conversion, and CSPRNG tokens/passphrases, plus an opt-in Ethereum/EVM toolset (keccak, ABI/RLP codecs, EIP-191/712 hashing, function/event selectors, EIP-55). No network calls. `uvx mcp-bytesmith`.
+- [Fulcrum-Enterprises/verify-proof](https://github.com/Fulcrum-Enterprises/verify-proof) [](https://glama.ai/mcp/servers/Fulcrum-Enterprises/verify-proof) 🐍 🏠 🍎 🪟 🐧 - Verify blockchain-anchored timestamp proofs locally: recompute a file's SHA-256, walk the Merkle path, and check the anchor on Polygon or Bitcoin. Verification makes no network call and needs no account or API key, and never asks the issuing service whether its own proof is good; an optional tool anchors a new hash through ProofLedger. `pip install "verify-proof[mcp]"`.
### 👤 Customer Data Platforms
@@ -901,6 +964,7 @@ Provides access to customer profiles inside of customer data platforms
- [azmartone67/dchub-mcp-server](https://github.com/azmartone67/dchub-mcp-server) [](https://glama.ai/mcp/servers/azmartone67/dchub-mcp-server) 📇 ☁️ - Data-center, power & gas intelligence MCP server. 33 tools covering 21,000+ data-center facilities (170+ countries), 232 US power markets scored by the DC Hub Power Index (DCPI), 2,000+ tracked M&A deals, ISO grid telemetry (PJM, ERCOT, CAISO, MISO, SPP, NYISO), fiber routes, and energy pricing. Free to cite (CC-BY-4.0).
- [antv/mcp-server-chart](https://github.com/antvis/mcp-server-chart) 🎖️ 📇 ☁️ - A Model Context Protocol server for generating visual charts using [AntV](https://github.com/antvis).
- [ckalima/pipedrive-mcp-server](https://github.com/ckalima/pipedrive-mcp-server) [](https://glama.ai/mcp/servers/ckalima/pipedrive-mcp-server) 📇 ☁️ - MCP server for [Pipedrive CRM](https://www.pipedrive.com). 155 tools covering deals, persons, organizations, activities, products, projects, tasks, leads, notes, mail, and fields. stdio transport, API-key auth, delete tools gated behind an env flag. Published on npm as `@ckalima/pipedrive-mcp-server`. MIT.
+- [echoloc-ai/echoloc-mcp](https://github.com/echoloc-ai/echoloc-mcp) [](https://glama.ai/mcp/servers/echoloc-ai/echoloc-mcp) 🎖️ 🐍 ☁️ - Company technographics from hiring data: search 760K+ companies by the technologies they use with direction of change (adopting / replacing / evaluating), enrich any domain with firmographics and hiring signals, and browse a 10,000+ technology catalog. Free tier, remote server at api.echoloc.ai/mcp.
- [hustcc/mcp-echarts](https://github.com/hustcc/mcp-echarts) 📇 🏠 - Generate visual charts using [Apache ECharts](https://echarts.apache.org) with AI MCP dynamically.
- [hustcc/mcp-mermaid](https://github.com/hustcc/mcp-mermaid) 📇 🏠 - Generate [mermaid](https://mermaid.js.org/) diagram and chart with AI MCP dynamically.
- [iaptic/mcp-server-iaptic](https://github.com/iaptic/mcp-server-iaptic) 🎖️ 📇 ☁️ - Connect with [iaptic](https://www.iaptic.com) to ask about your Customer Purchases, Transaction data and App Revenue statistics.
@@ -1018,8 +1082,10 @@ Secure database access with schema inspection capabilities. Enables querying and
- [seob717/redash-mcp](https://github.com/seob717/redash-mcp) [](https://glama.ai/mcp/servers/seob717/redash-mcp) 📇 🏠 - Connect Redash to Claude — natural-language SQL with safety guards (blocks DROP/TRUNCATE, PII detection), BIRD-based smart table selection, plus saved queries, dashboards, widgets, and alerts.
- [SidneyBissoli/ibge-br-mcp](https://github.com/SidneyBissoli/ibge-br-mcp) 📇 ☁️ - Brazilian Census Bureau (IBGE) data server with 23 tools for demographics, geography, economics, and statistics. Covers localities, SIDRA tables, Census data, population projections, and geographic meshes.
- [sirmews/mcp-pinecone](https://github.com/sirmews/mcp-pinecone) 🐍 ☁️ - Pinecone integration with vector search capabilities
+- [slotix/dbconvert-streams-public](https://github.com/slotix/dbconvert-streams-public) [](https://glama.ai/mcp/servers/slotix/dbconvert-streams-public) 🎖️ 🏎️ 🏠 🍎 🪟 🐧 - Read-only SQL across PostgreSQL, MySQL, S3-compatible buckets and folders of Parquet/CSV/JSON — and one query can join across all of them, federated in-process by DuckDB. No tool writes: they are absent rather than disabled, and every tool declares `readOnlyHint`. Runs from connection strings alone as `docker run -i --rm slotix/stream-mcp postgres://…` or as a one-click Claude extension.
- [skysqlinc/skysql-mcp](https://github.com/skysqlinc/skysql-mcp) 🎖️ ☁️ - Serverless MariaDB Cloud DB MCP server. Tools to launch, delete, execute SQL and work with DB level AI agents for accurate text-2-sql and conversations.
- [Snowflake-Labs/mcp](https://github.com/Snowflake-Labs/mcp) 🐍 ☁️ - Open-source MCP server for Snowflake from official Snowflake-Labs supports prompting Cortex Agents, querying structured & unstructured data, object management, SQL execution, semantic view querying, and more. RBAC, fine-grained CRUD controls, and all authentication methods supported.
+- [sqemo/sqemo-mcp](https://github.com/sqemo/sqemo-mcp) [](https://glama.ai/mcp/servers/sqemo/sqemo-mcp) 📇 🏠 ☁️ - Design ERDs that follow your team's naming standards. Query and edit entities, relationships and domains, generate physical names from a shared glossary, import/export SQL (7 dialects) and DBML, and diff the model against a live database. Local `.erd.json` files work without an account.
- [subnetmarco/pgmcp](https://github.com/subnetmarco/pgmcp) 🏎️ 🏠 - Natural language PostgreSQL queries with automatic streaming, read-only safety, and universal database compatibility.
- [supabase-community/supabase-mcp](https://github.com/supabase-community/supabase-mcp) 🎖️ 📇 ☁️ - Official Supabase MCP server to connect AI assistants directly with your Supabase project and allows them to perform tasks like managing tables, fetching config, and querying data.
- [SurajKGoyal/amnesic](https://github.com/SurajKGoyal/amnesic) [](https://glama.ai/mcp/servers/SurajKGoyal/amnesic) 🐍 🏠 🍎 🪟 🐧 - The MCP server that remembers your database — persists table/column annotations, an FK relationship graph, and searchable notes across sessions, so the model stops re-discovering your schema every time. PostgreSQL, MySQL, MSSQL, SQLite; read-only-enforced.
@@ -1040,11 +1106,13 @@ Secure database access with schema inspection capabilities. Enables querying and
- [yannbrrd/simple_snowflake_mcp](https://github.com/YannBrrd/simple_snowflake_mcp) 🐍 ☁️ - Simple Snowflake MCP server that works behind a corporate proxy. Read and write (optional) operations
- [ydb/ydb-mcp](https://github.com/ydb-platform/ydb-mcp) 🎖️ 🐍 ☁️ - MCP server for interacting with [YDB](https://ydb.tech) databases
- [yincongcyincong/VictoriaMetrics-mcp-server](https://github.com/yincongcyincong/VictoriaMetrics-mcp-server) 🐍 🏠 - An MCP server for interacting with VictoriaMetrics database.
+- [rafim-dev/schema-bridge-mcp](https://github.com/rafim-dev/schema-bridge-mcp) [](https://glama.ai/mcp/servers/rafim-dev/schema-bridge-mcp) 📇 🏠 🍎 🪟 🐧 - Universal schema compiler (SQL/Prisma to Zod, TypeScript, Pydantic) and realistic synthetic mock API data generator.
- [Zhwt/go-mcp-mysql](https://github.com/Zhwt/go-mcp-mysql) 🏎️ 🏠 – Easy to use, zero dependency MySQL MCP server built with Golang with configurable readonly mode and schema inspection.
- [zilliztech/mcp-server-milvus](https://github.com/zilliztech/mcp-server-milvus) 🐍 🏠 ☁️ - MCP Server for Milvus / Zilliz, making it possible to interact with your database.
- [wklee610/kafka-mcp](https://github.com/wklee610/kafka-mcp)[](https://glama.ai/mcp/servers/wklee610/kafka-mcp) 🐍 🏠 ☁️ - MCP server for Apache Kafka that allows LLM agents to inspect topics, consumer groups, and safely manage offsets (reset, rewind).
- [croc100/Litescope](https://github.com/croc100/Litescope) [](https://glama.ai/mcp/servers/croc100/Litescope) 🏎️ 🏠 ☁️ - MCP-first operations toolchain for SQLite, Cloudflare D1, and Turso. Inspect, diff, migrate, monitor, back up, and repair databases over stdio. Read-only by default; writes are opt-in, dry-run first, and auto-snapshot before applying. `npx -y litescope mcp`
+- [gulmezeren2-byte/erp-report-engine](https://github.com/gulmezeren2-byte/erp-report-engine) [](https://glama.ai/mcp/servers/gulmezeren2-byte/erp-report-engine) 🐍 🏠 - Read-only MCP over the SQL database behind an ERP (Logo Tiger, Netsis, Mikro). The agent sees canonical entities like `orders`, never raw ERP tables, through a four-layer read-only guard that checks the statement, fails closed, and blocks side-effecting functions (`pg_read_file`, `xp_cmdshell`, …) — measured by a public 28-attack benchmark and an in-browser "break it" playground running the real guard via Pyodide.
### 📊 Data Platforms
Data Platforms for data integration, transformation and pipeline orchestration.
@@ -1070,7 +1138,9 @@ Data Platforms for data integration, transformation and pipeline orchestration.
- [flexorch/flexorch-mcp](https://github.com/flexorch/flexorch-mcp) [](https://glama.ai/mcp/servers/flexorch/flexorch-mcp) 🐍 ☁️ 🏠 🍎 🪟 🐧 - Convert unstructured business documents (PDF, DOCX, invoices, contracts, payroll) into structured, LLM-ready datasets with automatic classification, field extraction, PII masking (10+ locales), and quality scoring. 6 async MCP tools covering the full pipeline: submit → poll → extract → build → export JSONL/RAG/CSV. Install: `pip install flexorch-mcp`.
- [flowcore/mcp-flowcore-platform](https://github.com/flowcore-io/mcp-flowcore-platform) 🎖️ 📇 ☁️ 🏠 - Interact with Flowcore to perform actions, ingest data, and analyse, cross reference and utilise any data in your data cores, or in public data cores; all with human language.
- [FreelexHo/power-bi-mcp](https://github.com/FreelexHo/power-bi-mcp) [](https://glama.ai/mcp/servers/FreelexHo/power-bi-mcp) 🐍 ☁️ 🪟 🍎 🐧 - Power BI MCP server with device code auth, enhanced refresh (table-level polling with retry), refresh diagnostics with root-cause error catalog, DAX queries with RLS simulation, PBIP source locating, and scheduled refresh reports.
+- [gura105/operational-ontology](https://github.com/gura105/operational-ontology) [](https://glama.ai/mcp/servers/gura105/operational-ontology) 📇 🏠 🍎 🪟 🐧 - Reference implementation of an "operational ontology": MCP tools are generated from a typed business domain model (objects, links, actions) — one tool per query shape and per action, deliberately no raw SQL tool. Writes pass business-rule preconditions, are audited, and write back to the systems of record; refusals are machine-readable. Demo scenario included (`pnpm demo` / `pnpm mcp`).
- [Hug0x0/mcp-reunion](https://github.com/Hug0x0/mcp-reunion) [](https://glama.ai/mcp/servers/Hug0x0/mcp-reunion) 📇 ☁️ 🍎 🪟 🐧 - 96 tools across 21 modules for La Réunion (French overseas region) open data: economy, demographics, geography, transport, health, education, elections, tourism, housing, environment, and more. Powered by data.regionreunion.com and data.gouv.fr. Install: `npx -y mcp-reunion`.
+- [jeremiahsay/greencalculus-mcp](https://github.com/jeremiahsay/greencalculus-mcp) [](https://glama.ai/mcp/servers/jeremiahsay/greencalculus-mcp) 🎖️ 📇 ☁️ - Sourced greenhouse-gas emission factors and audit-traced carbon calculations (activity, embodied EN 15978, PCAF financed emissions) — every value returns with its exact source cell and data version, so answers are citable and reproducible. 13,000+ factors, 11 tools. Install: `npx -y greencalculus-mcp`, or connect remotely at https://mcp.greencalculus.com. Free tier, no card.
- [JordiNei/mcp-databricks-server](https://github.com/JordiNeil/mcp-databricks-server) 🐍 ☁️ - Connect to Databricks API, allowing LLMs to run SQL queries, list jobs, and get job status.
- [jwaxman19/qlik-mcp](https://github.com/jwaxman19/qlik-mcp) 📇 ☁️ - MCP Server for Qlik Cloud API that enables querying applications, sheets, and extracting data from visualizations with comprehensive authentication and rate limiting support.
- [keboola/keboola-mcp-server](https://github.com/keboola/keboola-mcp-server) 🐍 - interact with Keboola Connection Data Platform. This server provides tools for listing and accessing data from Keboola Storage API.
@@ -1093,8 +1163,12 @@ Data Platforms for data integration, transformation and pipeline orchestration.
### 💻 Developer Tools
+- [om-tajne/pkgdiet](https://github.com/om-tajne/pkgdiet) [](https://glama.ai/mcp/servers/om-tajne/pkgdiet) 📇 🏠 🍎 🪟 🐧 - AST-based dependency analyzer that flags unused packages, calculates actual install sizes, and catches unmaintained legacy bloat. `npx pkgdiet mcp`
- [2ools/mcp-server](https://github.com/2ools/mcp-server) [](https://glama.ai/mcp/servers/2ools/mcp-server) 🎖️ 📇 ☁️ 🍎 🪟 🐧 - Turn what your assistant just built into a durable, versioned project. One free authless tool (`create_public_preview`) renders a standalone HTML document as a real shareable URL; 42 more cover projects, refinement, version comparison, separately-delegated approvals, artifacts, work assignments and source export. Build authority and review authority are deliberately separate scopes. Remote Streamable HTTP, OAuth 2.1 + PKCE. `https://2ools.app/mcp`
+- [aurumflux20/effectfence](https://github.com/aurumflux20/effectfence) [](https://glama.ai/mcp/servers/aurumflux20/effectfence) 🦀 🏠 🍎 🪟 🐧 - Causal effect fence for agent tool calls: stops double-charges and duplicate side effects. Same-instant races elect exactly one winner; late duplicates replay a sealed, content-addressed receipt (fence_prepare / fence_commit / fence_abort). Ships a 1,000-attempt storm demo enforced in CI. `npx -y effectfence` (prebuilt binaries for macOS, Windows and Linux — no Rust toolchain) or `cargo install effectfence`.
+- [baobabcat/demandscope](https://github.com/baobabcat/demandscope) [](https://glama.ai/mcp/servers/baobabcat/demandscope) 🐍 🏠 🍎 🪟 🐧 - Demand-signal scanner for validating digital-product and dev-tool ideas: query GitHub repo signals, Hacker News attention, and npm/PyPI download counts through six stdio tools with TTL caching and backoff. Dependency-free, no API keys. Listed on the official MCP Registry (`io.github.baobabcat/demandscope`).
- [hivemindunit/llmintel-mcp](https://github.com/hivemindunit/llmintel-mcp) [](https://glama.ai/mcp/servers/hivemindunit/llmintel-mcp) 📇 ☁️ - Check whether an LLM model id is deprecated, retiring, or retired, and what to migrate to. Covers OpenAI, Anthropic, Azure, Bedrock, Google, and Cohere. No API key. `npx -y @llmintel/mcp` or `https://llmintel.ai/v1/mcp`
+- [jubstaaa/hono-telescope](https://github.com/jubstaaa/hono-telescope) [](https://glama.ai/mcp/servers/Jubstaaa/hono-telescope) 📇 🏠 - Debugging for [Hono](https://hono.dev) apps whose dashboard is also an MCP server: read the running application's recent exceptions with the request that produced them and that request's logs and queries, recent requests filtered by status or duration, one request in full, and the slowest queries. Read-only, five tools, zero runtime dependencies. `npm i hono-telescope`, then `claude mcp add --transport http telescope http://localhost:3000/telescope/mcp`.
- [rm-rf-prod/GroundTruth-MCP](https://github.com/rm-rf-prod/GroundTruth-MCP) [](https://glama.ai/mcp/servers/rm-rf-prod/GroundTruth-MCP) 📇 🏠 🍎 🪟 🐧 - Self-hosted MCP for live docs, code audits, snippets, and best practices across 445+ libraries. 14 tools, 107 audit patterns with file:line precision, BM25-ranked snippets, lockfile-aware version pinning, npm/PyPI/crates.io/Go fallback. No API keys, no rate limits, Context7 alternative. `npx -y @groundtruth-mcp/gt-mcp`
- [scarletkc/vexor](https://github.com/scarletkc/vexor) [](https://glama.ai/mcp/servers/scarletkc/vexor) 🐍 🏠 ☁️ 🍎 🪟 🐧 - A semantic search engine for files and code — find files by describing what they do, not their names. Local reusable indexes, configurable embedding providers (OpenAI, Gemini, Voyage, any OpenAI-compatible API, or fully offline local models), AST-aware code chunking, optional reranking. `uvx vexor mcp` or `pip install vexor`.
- [aradar46/reuse-before-generate](https://github.com/aradar46/reuse-before-generate) [](https://glama.ai/mcp/servers/aradar46/reuse-before-generate) 📇 🏠 🍎 🪟 🐧 - Checks whether a project idea already exists before your agent scaffolds it. Searches GitHub, npm and Python repos, drops archived/inactive results, and returns at most 3 maintained alternatives with a concrete "extend this instead" suggestion for each. The calling agent does the relevance judgement itself, so no extra API key is needed. `npx -y reuse-before-generate`
@@ -1104,12 +1178,14 @@ Data Platforms for data integration, transformation and pipeline orchestration.
- [SLP-DEV1/qwen-dap-mcp](https://github.com/SLP-DEV1/qwen-dap-mcp) [](https://glama.ai/mcp/servers/SLP-DEV1/qwen-dap-mcp) 📇 🏠 🪟 - DAP-to-MCP bridge that gives coding agents structured native-debugger evidence through CodeLLDB, including stack frames, registers, locals, disassembly, memory, crash dumps, and bounded autonomous crash fix/verify workflows.
- [Vivekpatil200320/CyberRescue](https://github.com/Vivekpatil200320/cyberrescue) [](https://glama.ai/mcp/servers/Vivekpatil200320/cyberrescue) 🐍 🏠 - Secure host-level telemetry gateway enabling sandboxed AI agents to dynamically fetch container logs and track kernel resource metrics.
- [davidmosiah/delx-mcp-server](https://github.com/davidmosiah/delx-mcp-server) [](https://glama.ai/mcp/servers/davidmosiah/delx-mcp-server) 📇 🏠 ☁️ 🍎 🪟 🐧 - Native stdio bridge for the hosted Delx Protocol MCP endpoint, with one-command client install, doctor checks and live tool discovery.
+- [deed-lang/deed](https://github.com/deed-lang/deed) [](https://glama.ai/mcp/servers/deed-lang/deed) 🦀 🏠 🍎 🪟 🐧 - Contract-first programming language and local MCP server for checking types, effects, capabilities, and contracts in agent-written modules. Its review tool compares before and after source sets and returns machine-readable receipts for new authority, weaker promise tiers, and new Guarded runtime obligations. Install: `cargo install deed-lang`; run `deed mcp`.
- [DeusData/codebase-memory-mcp](https://github.com/DeusData/codebase-memory-mcp) [](https://glama.ai/mcp/servers/DeusData/codebase-memory-mcp) 🌊 🏠 🍎 🪟 🐧 - Code-intelligence engine that indexes a repo into a persistent knowledge graph — functions, classes, call chains, HTTP routes, cross-service links. 159 languages via tree-sitter + Hybrid LSP, sub-ms structural queries, ~99% fewer tokens than grep. Single static binary, zero dependencies, 100% local. `npx codebase-memory-mcp`
- [docweave/mcp](https://github.com/NicolasMartalog/docweave-mcp) [](https://glama.ai/mcp/servers/NicolasMartalog/docweave-mcp) 📇 🏠 ☁️ - Generate and read PDFs for AI agents: a `generate_pdf` tool (HTML, a URL, or a template + JSON → PDF) and a `read_pdf` tool (a PDF → text/markdown). Run locally with `npx @docweave/mcp` or use the hosted streamable-HTTP endpoint. Chromium-rendered, priced per document.
- [emailens/mcp](https://github.com/emailens/mcp) [](https://glama.ai/mcp/servers/emailens/mcp) 🎖️ 📇 ☁️ - Official MCP server for Emailens, the rendering linter for email. Lint HTML email for rendering issues across 15 clients (Gmail, Outlook, Apple Mail and more), score CSS compatibility 0-100 per client, simulate dark mode, and get framework-native fix snippets for React Email, MJML, and Maizzle. `npx -y @emailens/mcp`
- [forgemeshlabs/aso-audit-mcp](https://github.com/forgemeshlabs/aso-audit-mcp) [](https://glama.ai/mcp/servers/forgemeshlabs/aso-audit-mcp) 📇 🏠 ☁️ 🍎 🪟 🐧 - Free Agent Signal Optimization scanner for website/API agent readiness. Scores discovery, identity, trust, commerce, reputation, and memory signals; validates robots.txt AI bot rules, llms.txt, agent.json, Google A2A agent cards, MCP server cards, API catalogs, OAuth metadata, x402, pricing, security.txt, status endpoints, and cross-file identity consistency. Returns ASO maturity levels, evidence, and prioritized fix plans. Local stdio or Glama-hosted, no API key required. `npx -y @forgemeshlabs/aso-audit-mcp`.
- [KyaniteLabs/checkyourself](https://github.com/KyaniteLabs/checkyourself) [](https://glama.ai/mcp/servers/KyaniteLabs/checkyourself) 🐍 🏠 - Local-first production-readiness audit for AI-built apps: read-only checks, an evidence-based 0-100 score, and guided fixes before launch.
- [mcurmi05/vdiff](https://github.com/mcurmi05/vdiff) [](https://glama.ai/mcp/servers/mcurmi05/vdiff) 📇 ☁️ - Breaking-change diffs for npm packages so coding agents stop writing code against outdated API knowledge.
+- [minipuft/claude-prompts-mcp](https://github.com/minipuft/claude-prompts-mcp) [](https://glama.ai/mcp/servers/minipuft/claude-prompts-mcp) 📇 🏠 🍎 🪟 🐧 - Reusable prompt templates with multi-step workflow chains, quality gates, and reasoning frameworks. Compose workflows with an operator syntax (`>>prompt --> >>chain`), verify steps with blocking or advisory gates, and export prompts as native skills to Claude Code, Cursor, OpenCode, and Gemini CLI. `npx -y claude-prompts@latest`
- [modus-agendi/managed-agent-control-mcp](https://github.com/modus-agendi/managed-agent-control-mcp) [](https://glama.ai/mcp/servers/modus-agendi/managed-agent-control-mcp) 🐍 🏠 ☁️ 🍎 🪟 🐧 - Start, observe, and interact with Claude Managed Agents from any MCP client — launch an agent, poll its events to watch it work, reply, approve the tools it wants to run, and stop it. Runs over stdio, an HTTP container, or AWS Lambda, with pluggable inbound auth (bearer/OIDC/Cognito).
- [getnahook/nahook-mcp](https://github.com/getnahook/nahook-mcp) [](https://glama.ai/mcp/servers/getnahook/nahook-mcp) 🎖️ 🏎️ ☁️ - "The official MCP server for the Nahook webhook platform — trigger webhooks, inspect deliveries, retry failures, and manage endpoints from your AI assistant."
- [naveenayalla1-CS50/mcp-server-toolkit](https://github.com/naveenayalla1-CS50/mcp-server-toolkit) [](https://glama.ai/mcp/servers/naveenayalla1-CS50/mcp-server-toolkit) 📇 🏠 ☁️ 🍎 🪟 🐧 - Plug-and-play MCP server toolkit with semantic code search, natural language database queries, docs indexing, and OpenAPI introspection. One-command setup for Claude Code, Cursor, and Windsurf.
@@ -1135,6 +1211,7 @@ Data Platforms for data integration, transformation and pipeline orchestration.
- [machinegrade/validate](https://github.com/machinegrade/validate) [](https://glama.ai/mcp/servers/machinegrade/validate) 📇 ☁️ 🏠 🍎 🪟 🐧 - Deterministic validation of AI-generated artifacts before acting on them: JSON Schema conformance, OpenAPI response conformance, SQL syntax per dialect. Typed verdicts with per-error fix hints. Hosted free tier with remote MCP endpoint; MIT, self-hostable.
- [AKzar1el/mcp-web-validator](https://github.com/AKzar1el/mcp-web-validator) [](https://glama.ai/mcp/servers/AKzar1el/mcp-web-validator) 📇 ☁️ 🏠 🍎 🪟 🐧 - Web Validator by DigestSEO validates HTML and CSS, audits technical SEO and accessibility signals, checks JSON-LD and bounded public links, and captures responsive screenshots. Install locally with `npx -y mcp-web-validator`; no API keys required.
- [trakshan-mishra/Diffcontext](https://github.com/trakshan-mishra/Diffcontext) [](https://glama.ai/mcp/servers/trakshan-mishra/Diffcontext) 🐍 🏠 🍎 🪟 🐧 - Static-analysis-powered context compiler for LLM coding agents. Parses Python repos into dependency graphs, selects the minimal code context for a change (callers, callees, related functions), and packs it into a token budget with a disclosure header. Optionally biases retrieval from the bug report text. Includes `verify` which mines your repo's git history and grades retrieval — printing NULL RESULT when it doesn't fit. Zero runtime dependencies. `pip install "diffcontext[mcp]"`.
+- [alexbypa/github-projectpulse-mcp](https://github.com/alexbypa/github-projectpulse-mcp) [](https://glama.ai/mcp/servers/alexbypa/github-projectpulse-mcp) 📇 ☁️ - GitHub repository health monitoring for AI assistants. Analyze health scores (A-F grades), OpenSSF security checks, DORA metrics, code scanning alerts, and CI/CD status of any repo.
Tools and integrations that enhance the development workflow and environment management.
- [kestiny18/spring-nacos-mcp](https://github.com/kestiny18/spring-nacos-mcp) [](https://glama.ai/mcp/servers/kestiny18/spring-nacos-mcp) 🐍 🏠 ☁️ 🍎 🪟 🐧 - Project-aware, read-only Nacos config & service-discovery server for Spring Cloud repos. Zero setup: auto-discovers every environment (dev/test/prod/...) from the repo's application/bootstrap files, with cross-environment key-level config diff. Single file, zero dependencies.
@@ -1187,6 +1264,7 @@ Tools and integrations that enhance the development workflow and environment man
- [alimo7amed93/webhook-tester-mcp](https://github.com/alimo7amed93/webhook-tester-mcp) 🐍 ☁️ – A FastMCP-based server for interacting with webhook-test.com. Enables users to create, retrieve, and delete webhooks locally using Claude.
- [ambar/simctl-mcp](https://github.com/ambar/simctl-mcp) 📇 🏠 🍎 A MCP server implementation for iOS Simulator control.
- [andrewschreiber/desktopinsights-mcp](https://github.com/andrewschreiber/desktopinsights-mcp) [](https://glama.ai/mcp/servers/andrewschreiber/desktopinsights-mcp) 📇 ☁️ 🍎 🪟 🐧 - Look up SDKs, frameworks, and dependencies used by 12,000+ macOS and Windows desktop apps. Search by technology adoption, compare stacks, and discover SDK usage patterns via the Desktop Insights API.
+- [andypgray/resharper-cli-mcp](https://github.com/andypgray/resharper-cli-mcp) [](https://glama.ai/mcp/servers/andypgray/resharper-cli-mcp) #️⃣ 🏠 🍎 🪟 🐧 - ReSharper's solution-wide inspections and code cleanup for C# solutions, via JetBrains' free command-line tools. No IDE required. Unofficial, not affiliated with JetBrains.
- [api7/apisix-mcp](https://github.com/api7/apisix-mcp) 🎖️ 📇 🏠 MCP Server that support for querying and managing all resource in [Apache APISIX](https://github.com/apache/apisix).
- [ArchAI-Labs/fastmcp-sonarqube-metrics](https://github.com/ArchAI-Labs/fastmcp-sonarqube-metrics) 🐍 🏠 🪟 🐧 🍎 - A Model Context Protocol (MCP) server that provides a set of tools for retrieving information about SonarQube projects like metrics (actual and historical), issues, health status.
- [PhpCodeArcheology/PhpCodeArcheology](https://github.com/PhpCodeArcheology/PhpCodeArcheology) [](https://glama.ai/mcp/servers/PhpCodeArcheology/PhpCodeArcheology) 🏠 🍎 🪟 🐧 - PHP static analysis MCP server for architecture and maintainability. 11 tools exposing 60+ code quality metrics, problem detection, refactoring priorities, dependency graphs, git hotspots, test coverage, and impact analysis. Installable via Composer.
@@ -1245,6 +1323,7 @@ Tools and integrations that enhance the development workflow and environment man
- [endiagram/mcp](https://github.com/dushyant30suthar/endiagram-mcp) [](https://glama.ai/mcp/servers/dushyant30suthar/endiagram-mcp) 📇 ☁️ - Structural analysis for any system — 12 deterministic graph tools (topology, bottlenecks, blast radius, trace, diff, centrality) from EN syntax descriptions. No AI inside the computation. Install: `npx @endiagram/mcp`
- [ericbrown/project-context-mcp](https://github.com/ericbrown/project-context-mcp) 🐍 🏠 - Exposes `.context/` folder files as MCP resources, giving Claude Code instant access to project documentation via `@` mentions.
- [etsd-tech/mcp-pointer](https://github.com/etsd-tech/mcp-pointer) 📇 🏠 🍎 🪟 🐧 - Visual DOM element selector for agentic coding tools. Chrome extension + MCP server bridge for Claude Code, Cursor, Windsurf etc. Option+Click to capture elements.
+- [extentos/mcp-server](https://github.com/extentos/mcp-server) [](https://glama.ai/mcp/servers/extentos/mcp-server) 🎖️ 📇 🏠 🍎 🪟 🐧 - Build smart-glasses apps with AI agents — scaffold, validate, and simulate Meta smart glasses integrations (camera capture, voice, audio) in Android and iOS apps. Runs locally via `npx -y @extentos/mcp-server`.
- [eyaltoledano/claude-task-master](https://github.com/eyaltoledano/claude-task-master) 📇 ☁️ 🏠 - AI-powered task management system for AI-driven development. Features PRD parsing, task expansion, multi-provider support (Claude, OpenAI, Gemini, Perplexity, xAI), and selective tool loading for optimized context usage.
- [eyaushev/swagger-testcase-mcp](https://github.com/eyaushev/swagger-testcase-mcp) [](https://glama.ai/mcp/servers/eyaushev/swagger-testcase-mcp) 📇 🏠 - MCP server for API test case generation from Swagger/OpenAPI specs. Parses Swagger 2.0 and OpenAPI 3.x, generates test cases across 8 categories (happy path, validation, auth, error handling, boundary, security injection, idempotency, pagination/concurrency) with export to Markdown, Gherkin, Postman, k6, pytest, Allure, and TestRail.
- [fantasieleven-code/callout](https://github.com/fantasieleven-code/callout) [](https://glama.ai/mcp/servers/fantasieleven-code/callout-dev) 📇 🏠 - Multi-perspective architecture review for AI-assisted development. Nine expert viewpoints (CTO, Security, Product, DevOps, Customer, Strategy, Investor, Unicorn Founder, Solo Entrepreneur) analyze your project and produce actionable findings. Includes AI collaboration coaching and quantitative idea scoring.
@@ -1260,8 +1339,11 @@ Tools and integrations that enhance the development workflow and environment man
- [gofireflyio/firefly-mcp](https://github.com/gofireflyio/firefly-mcp) 🎖️ 📇 ☁️ - Integrates, discovers, manages, and codifies cloud resources with [Firefly](https://firefly.ai).
- [gorosun/unified-diff-mcp](https://github.com/gorosun/unified-diff-mcp) 📇 🏠 - Generate and visualize unified diff comparisons with beautiful HTML/PNG output, supporting side-by-side and line-by-line views for filesystem dry-run integration
- [ajitpratap0/GoSQLX](https://github.com/ajitpratap0/GoSQLX) [](https://glama.ai/mcp/servers/ajitpratap0/GoSQLX) 🏎️ ☁️ 🏠 - 7 SQL tools (validate, format, parse, lint, security scan, metadata extraction, full analysis) over Streamable HTTP. Public remote server at mcp.gosqlx.dev - no install needed. 1.25M+ ops/sec, 6 SQL dialects.
+- [gridproof/gridproof](https://github.com/gridproof/gridproof) [](https://glama.ai/mcp/servers/gridproof/gridproof) 📇 🏠 - Renders your frontend with Playwright and audits spacing, gaps, and element sizes against a design scale; returns structured fix hints for the agent loop. Tailwind-first, falls back to accessibility checks on other stacks.
- [Govcraft/rust-docs-mcp-server](https://github.com/Govcraft/rust-docs-mcp-server) 🦀 🏠 - Provides up-to-date documentation context for a specific Rust crate to LLMs via an MCP tool, using semantic search (embeddings) and LLM summarization.
+- [h-kazuki-pixel/layout-doctor-mcp](https://github.com/h-kazuki-pixel/layout-doctor-mcp) [](https://glama.ai/mcp/servers/h-kazuki-pixel/layout-doctor-mcp) 📇 🏠 🍎 🪟 🐧 - Renders HTML in a headless browser and detects layout defects numerically (text overlap, element overflow, placeholder leftovers) without requiring baseline images. Read-only, no API key required.
- [HainanZhao/mcp-gitlab-jira](https://github.com/HainanZhao/mcp-gitlab-jira) 📇 ☁️ 🏠 - Unified MCP server for GitLab and Jira: manage projects, merge requests, files, releases and tickets with AI agents.
+- [HakashiKatake/docorbit](https://github.com/HakashiKatake/docorbit) [](https://glama.ai/mcp/servers/HakashiKatake/docorbit) 📇 🏠 🍎 🪟 🐧 - Version-aware documentation context and verification infrastructure for AI coding agents. Discovers machine-readable specs (llms.txt, OpenAPI, skills), resolves workspace dependency versions, indexes structured ASTs into local SQLite FTS5, detects pitfalls, compiles implementation recipes, and verifies code across 14 native MCP tools. `npx -y docorbit mcp --stdio`
- [haris-musa/excel-mcp-server](https://github.com/haris-musa/excel-mcp-server) 🐍 🏠 - An Excel manipulation server providing workbook creation, data operations, formatting, and advanced features (charts, pivot tables, formulae).
- [hechtcarmel/jetbrains-debugger-mcp-plugin](https://github.com/hechtcarmel/jetbrains-debugger-mcp-plugin) ☕ 🏠 - A JetBrains IDE plugin that exposes an MCP server, giving AI coding assistants full programmatic control over the debugger.
- [hechtcarmel/jetbrains-index-mcp-plugin](https://github.com/hechtcarmel/jetbrains-index-mcp-plugin) ☕ 🏠 - A JetBrains IDE plugin that exposes an MCP server, enabling AI coding assistants to leverage the IDE's indexing and refactoring capabilities (rename, safe delete, find references, call hierarchy, type hierarchy, diagnostics and more).
@@ -1275,6 +1357,7 @@ Tools and integrations that enhance the development workflow and environment man
- [hungthai1401/bruno-mcp](https://github.com/hungthai1401/bruno-mcp) 📇 🏠 - A MCP server for interacting with [Bruno API Client](https://www.usebruno.com/).
- [hyperb1iss/droidmind](https://github.com/hyperb1iss/droidmind) 🐍 🏠 - Control Android devices with AI through MCP, enabling device control, debugging, system analysis, and UI automation with a comprehensive security framework.
- [Hypersequent/qasphere-mcp](https://github.com/Hypersequent/qasphere-mcp) 🎖️ 📇 ☁️ - Integration with [QA Sphere](https://qasphere.com/) test management system, enabling LLMs to discover, summarize, and interact with test cases directly from AI-powered IDEs
+- [icohangar-ops/codesentinel](https://github.com/icohangar-ops/codesentinel) [](https://glama.ai/mcp/servers/icohangar-ops/codesentinel) 📇 🏠 🍎 🪟 🐧 - Dead code, circular dependencies, coupling, and architectural drift as MCP tools. Official MCP Registry: `io.github.icohangar-ops/codesentinel-mcp`. `npx -y @cubiczan/codesentinel-mcp`
- [idosal/git-mcp](https://github.com/idosal/git-mcp) 📇 ☁️ - [gitmcp.io](https://gitmcp.io/) is a generic remote MCP server to connect to ANY [GitHub](https://www.github.com) repository or project for documentation
- [IgorGanapolsky/ThumbGate](https://github.com/IgorGanapolsky/ThumbGate) [](https://glama.ai/mcp/servers/IgorGanapolsky/ThumbGate) 📇 🏠 - MCP server that blocks AI coding agents from repeating mistakes — turns thumbs-up/down feedback into enforced pre-action gates via PreToolUse hooks. Install: `npx thumbgate`.
- [IlyaGulya/gradle-mcp-server](https://github.com/IlyaGulya/gradle-mcp-server) 🏠 - Gradle integration using the Gradle Tooling API to inspect projects, execute tasks, and run tests with per-test result reporting
@@ -1292,6 +1375,7 @@ Tools and integrations that enhance the development workflow and environment man
- [IvanAmador/vercel-ai-docs-mcp](https://github.com/IvanAmador/vercel-ai-docs-mcp) 📇 🏠 - A Model Context Protocol (MCP) server that provides AI-powered search and querying capabilities for the Vercel AI SDK documentation.
- [izzzzzi/codewiki-mcp](https://github.com/izzzzzi/codewiki-mcp) [](https://glama.ai/mcp/servers/izzzzzi/codewiki-mcp) 📇 ☁️ - MCP server for codewiki.google. Search repos, fetch AI-generated wiki docs, and ask questions about any open-source repository.
- [j4c0bs/mcp-server-sql-analyzer](https://github.com/j4c0bs/mcp-server-sql-analyzer) 🐍 - MCP server that provides SQL analysis, linting, and dialect conversion using [SQLGlot](https://github.com/tobymao/sqlglot)
+- [jaimenbell/mcp-factory](https://github.com/jaimenbell/mcp-factory) [](https://glama.ai/mcp/servers/jaimenbell/mcp-factory) 🐍 🏠 - Manifest-driven MCP server scaffolder and runtime hub: write a YAML manifest, get an MCP server, with batch registration and a live routing hub. `pip install jaimenbell-mcp-factory`
- [Jambozx/onlinecybertools-mcp-server](https://github.com/Jambozx/onlinecybertools-mcp-server) [](https://glama.ai/mcp/servers/Jambozx/onlinecybertools-mcp-server) 📇 ☁️ 🏠 🍎 🪟 🐧 - 280+ free developer & security tools as MCP tools — encoders/decoders, hashes (MD5/SHA/HMAC/bcrypt/argon2/scrypt), JWT decoder, regex tester, JSON/YAML/XML formatters, network diagnostics (ping/traceroute/dig/whois/SSL/SPF/DMARC), OSINT (IP geo, EXIF, vendor lookups), and more. Proxies to the public API at onlinecybertools.com — no auth required. Published to npm with SLSA v1 provenance.
- [JamesANZ/system-prompts-mcp-server](https://github.com/JamesANZ/system-prompts-mcp-server) 📇 🏠 🍎 🪟 🐧 - Exposes a large catalog of coding assistant prompts as MCP tools with model-aware suggestions and persona activation to emulate agents like Cursor or Devin.
- [James-Chahwan/repo-graph](https://github.com/James-Chahwan/repo-graph) [](https://glama.ai/mcp/servers/James-Chahwan/repo-graph) 🐍 🏠 - Structural graph map of any codebase for AI coding assistants. Scans entities, relationships, and feature flows across 13 languages so LLMs navigate by structure instead of grepping through everything.
@@ -1330,12 +1414,15 @@ Tools and integrations that enhance the development workflow and environment man
- [linuxsuren/atest-mcp-server](https://github.com/LinuxSuRen/atest-mcp-server) 📇 🏠 🐧 - An MCP server to manage test suites and cases, which is an alternative to Postman.
- [linw1995/nvim-mcp](https://github.com/linw1995/nvim-mcp) 🦀 🏠 🍎 🪟 🐧 - A MCP server to interact with Neovim
- [jarvisassistantux/loopsense](https://github.com/jarvisassistantux/loopsense) [](https://glama.ai/mcp/servers/jarvisassistantux/loopsense) 📇 🏠 - MCP server that closes the feedback loop for AI coding agents — CI monitoring, process watching, file changes, HTTP polling.
+- [logisky/logisheets-mcp](https://github.com/logisky/logisheets-mcp) [](https://glama.ai/mcp/servers/logisky/logisheets-mcp) 🎖️ 📇 🏠 🍎 🪟 🐧 - A real Excel-compatible spreadsheet engine for agents, over [LogiSheets](https://github.com/logisky/LogiSheets) (Rust, via WASM). Deterministic formulas the model does not compute in its head, named blocks addressed by (block, key, field) instead of coordinates so references survive inserted rows, whole-column field rules, batch scenario scans and goal-seek in a single call, and a genuine `.xlsx` at the end. Runs locally and opens no sockets. `npx logisheets-mcp`.
- [lorenzo-cambiaghi/LynxMCP](https://github.com/lorenzo-cambiaghi/LynxMCP) [](https://glama.ai/mcp/servers/lorenzo-cambiaghi/LynxMCP) 🐍 🏠 🍎 🪟 🐧 - 100% local semantic code search for AI agents: AST-aware chunking (tree-sitter), hybrid BM25+dense retrieval, and a code knowledge graph (callers, inheritance, imports) over codebases, docs sites, and PDFs. Install via `pipx install lynx-mcp`.
- [louis030195/gptzero-mcp](https://github.com/louis030195/gptzero-mcp) 📇 ☁️ 🍎 🪟 🐧 - AI detection for text content with GPTZero API. Detect AI-generated text, get confidence scores, multilingual support (French/Spanish), and detailed probability breakdowns.
- [lpigeon/ros-mcp-server](https://github.com/lpigeon/ros-mcp-server) 🐍 🏠 🍎 🪟 🐧 - The ROS MCP Server supports robot control by converting user-issued natural language commands into ROS or ROS2 control commands.
- [lpigeon/unitree-go2-mcp-server](https://github.com/lpigeon/unitree-go2-mcp-server) 🐍 🏠 🐧 - The Unitree Go2 MCP Server is a server built on the MCP that enables users to control the Unitree Go2 robot using natural language commands interpreted by a LLM.
- [LumabyteCo/clarifyprompt-mcp](https://github.com/LumabyteCo/clarifyprompt-mcp) [](https://glama.ai/mcp/servers/LumabyteCo/clarifyprompt-mcp) 📇 ☁️ 🍎 🪟 🐧 - MCP server for AI prompt optimization — transforms vague prompts into platform-optimized prompts for 58+ AI platforms across 7 categories (image, video, voice, music, code, chat, document).
+- [Luqueee/kivgraph](https://github.com/Luqueee/kivgraph) [](https://glama.ai/mcp/servers/Luqueee/kivgraph) 🏎️ 🏠 🍎 🐧 - Local open-source code graph MCP for coding agents. Find code by intent, follow analyzer-resolved callers/references, inspect blast radius, and trace dependencies across multiple repositories. Supports Go, TypeScript, Rust, Python and Dart.
- [madhan-g-p/DevDocs-MCP](https://github.com/madhan-g-p/DevDocs-MCP) 📇 🏠 🍎 🐧 - DevDocs-MCP is a MCP server that provides version-pinned, deterministic documentation sourced from [DevDocs.io](https://devdocs.io) in offline mode
+- [impossiblecode/overseer-nvim-mcp](https://github.com/impossiblecode/overseer-nvim-mcp) [](https://glama.ai/mcp/servers/impossiblecode/overseer-nvim-mcp) 📇 🏠 🍎 🐧 - Turns the long-running commands a coding agent starts inside Neovim (dev servers, watchers) into regular [overseer.nvim](https://github.com/stevearc/overseer.nvim) tasks, so you can watch and stop them from your own task list instead of them running as invisible children of the agent's shell. `npx -y overseer-nvim-mcp`
- [paulburgess1357/nvim-mcp](https://github.com/paulburgess1357/nvim-mcp) [](https://glama.ai/mcp/servers/paulburgess1357/nvim-mcp) 🐍 🏠 🐧 - MCP server providing AI assistants with full control of Neovim instances via msgpack-RPC. Read/edit buffers, run commands, send keys, query LSP diagnostics, and annotate code with highlights. No plugin required.
- [paulhkang94/markview](https://github.com/paulhkang94/markview) [](https://glama.ai/mcp/servers/@paulhkang94/markview) 🏠 🍎 - Native macOS markdown preview app with MCP server. Open and render Markdown files in MarkView directly from AI assistants via `npx mcp-server-markview`.
- [MarcelRoozekrans/memorylens-mcp](https://github.com/MarcelRoozekrans/memorylens-mcp) [](https://glama.ai/mcp/servers/MarcelRoozekrans/memorylens-mcp) #️⃣ 🏠 🪟 - On-demand .NET memory profiling MCP server. Wraps JetBrains dotMemory with a heuristic rule engine (10 rules) to detect memory leaks, LOH fragmentation, and anti-patterns, providing AI-actionable code fix suggestions.
@@ -1363,13 +1450,17 @@ Tools and integrations that enhance the development workflow and environment man
- [Souzix76/n8n-workflow-tester-safe](https://github.com/Souzix76/n8n-workflow-tester-safe) [](https://glama.ai/mcp/servers/Souzix76/n8n-workflow-tester-safe) 📇 🏠 - Test, score, and inspect n8n workflows via MCP. Config-driven test suites with two-tier scoring, lightweight execution traces, and a built-in node catalog with 436+ nodes.
- [AutomateLab-tech/n8n-mcp](https://github.com/AutomateLab-tech/n8n-mcp) [](https://glama.ai/mcp/servers/AutomateLab-tech/n8n-mcp) 📇 🏠 - Nine-tool MCP server for n8n: generate workflow JSON from natural language, lint for deprecated node types, missing `typeVersion`, and broken connections, and debug per-node execution failures. Ships with a Claude Code skill. Install: `npx @automatelab/n8n-mcp`.
- [narumiruna/gitingest-mcp](https://github.com/narumiruna/gitingest-mcp) 🐍 🏠 - A MCP server that uses [gitingest](https://github.com/cyclotruc/gitingest) to convert any Git repository into a simple text digest of its codebase.
+- [Neem2004/android-mcp-server](https://github.com/Neem2004/android-mcp-server) [](https://glama.ai/mcp/servers/Neem2004/android-mcp-server) 📇 🏠 - Secure ADB-based MCP server for AI assistants (Claude, OpenCode, VS Code). Read-only logcat, UI hierarchy, package listing, and allowlisted shell commands. TypeScript/Node.js. Install: `npx @neem2004/android-mcp-server`.
- [neilberkman/editorconfig_mcp](https://github.com/neilberkman/editorconfig_mcp) 📇 🏠 - Formats files using `.editorconfig` rules, acting as a proactive formatting gatekeeper to ensure AI-generated code adheres to project-specific formatting standards from the start.
- [Neo1228/spring-boot-starter-swagger-mcp](https://github.com/Neo1228/spring-boot-starter-swagger-mcp) ☕ ☁️ 🏠 - Turn your Spring Boot application into an MCP server instantly by reusing existing Swagger/OpenAPI documentation.
+- [ni-c/woodpecker-ci-mcp](https://github.com/ni-c/woodpecker-ci-mcp) [](https://glama.ai/mcp/servers/ni-c/woodpecker-ci-mcp) 📇 🏠 - Read and drive a self-hosted [Woodpecker CI](https://woodpecker-ci.org) instance: find the failed pipeline, read the failing step's log as text (the API returns base64 chunks), then restart, cancel or approve it, and manage secrets, registries, crons, agents and the server queue. 71 tools, or a curated eight via `WOODPECKER_ALLOW_TOOLS=essential`; irreversible operations need a confirmation token and agent tokens are redacted. `npx -y @ni-c/woodpecker-ci-mcp`
- [nikolai-vysotskyi/trace-mcp](https://github.com/nikolai-vysotskyi/trace-mcp) [](https://glama.ai/mcp/servers/nikolai-vysotskyi/trace-mcp) 📇 🏠 🍎 🪟 🐧 - Framework-aware code intelligence that indexes source code into a cross-language dependency graph. Understands framework semantics — routes, ORM relations, component rendering, DI trees — for navigation, impact analysis, call graphs, refactoring, security scanning, and cross-session memory.
- [Nishant-Chaudhary5338/mcp-toolkit](https://github.com/Nishant-Chaudhary5338/mcp-toolkit) [](https://glama.ai/mcp/servers/Nishant-Chaudhary5338/mcp-toolkit) 📇 🏠 🍎 🪟 🐧 - 9 MCP servers for React + TypeScript development automation — component scaffolding, dependency auditing, WCAG accessibility checking, test generation, TypeScript enforcement, and monorepo management. 134 tests, CI on Node 20+22.
- [nk3750/jitapi](https://github.com/nk3750/jitapi) [](https://glama.ai/mcp/servers/nk3750/jitapi) 🐍 ☁️ 🏠 🍎 🪟 🐧 - Dynamic API discovery and execution from OpenAPI specs. Uses semantic search and dependency graphs to find relevant endpoints across multiple registered APIs, plan multi-step workflows, and execute API calls — without dumping entire specs into context.
+- [no-materials/hird](https://github.com/no-materials/hird) [](https://glama.ai/mcp/servers/no-materials/hird) 🦀 🏠 🍎 🪟 🐧 - Compiler-as-MCP-server for the Hirð language (typed actors and effect rows on the BEAM): type inference, definition lookup, effect-row explanation, IR fragments, actor protocol and supervision graphs, and token-budget-aware symbol summaries, so agents query the compiler instead of reading source. Errors come back structured, so an agent can self-correct from tool output alone. `cargo install --git https://github.com/no-materials/hird hird-mcp`
- [Neverlow512/agent-droid-bridge](https://github.com/Neverlow512/agent-droid-bridge) [](https://glama.ai/mcp/servers/Neverlow512/agent-droid-bridge) 🐍 🏠 - MCP server giving AI agents programmatic control over Android devices and emulators via ADB. 11 tools covering UI inspection, screen interaction, ADB commands, and change detection.
- [OctoMind-dev/octomind-mcp](https://github.com/OctoMind-dev/octomind-mcp) 📇 ☁️ - lets your preferred AI agent create & run fully managed [Octomind](https://www.octomind.dev/) end-to-end tests from your codebase or other data sources like Jira, Slack or TestRail.
+- [Odrin/rhizome-mcp](https://github.com/Odrin/rhizome-mcp) [](https://glama.ai/mcp/servers/Odrin/rhizome-mcp) 🏎️ 🏠 🍎 🪟 🐧 - Local-first task tracking and coordination for autonomous AI coding agents, with durable issues, leases, checkpoints, decisions, dependency graphs, and review workflows.
- [ofershap/mcp-server-devutils](https://github.com/ofershap/mcp-server-devutils) [](https://glama.ai/mcp/servers/ofershap/mcp-server-devutils) 📇 🏠 - Zero-auth developer utilities: base64, UUID, hash, JWT decode, cron parse, timestamps, JSON, and regex.
- [ofershap/mcp-server-dns](https://github.com/ofershap/mcp-server-dns) [](https://glama.ai/mcp/servers/ofershap/mcp-server-dns) 📇 🏠 - DNS lookups, reverse DNS, WHOIS, and domain availability checks. Zero auth, zero config.
- [ofershap/mcp-server-docker](https://github.com/ofershap/mcp-server-docker) [](https://glama.ai/mcp/servers/ofershap/mcp-server-docker) 📇 🏠 - Docker operations — manage containers, images, volumes, networks, and compose services.
@@ -1379,6 +1470,7 @@ Tools and integrations that enhance the development workflow and environment man
- [ofershap/mcp-server-npm-plus](https://github.com/ofershap/mcp-server-npm-plus) [](https://glama.ai/mcp/servers/ofershap/mcp-server-npm-plus) 📇 ☁️ - npm intelligence — search packages, check bundle sizes, scan vulnerabilities, compare downloads.
- [ofershap/mcp-server-scraper](https://github.com/ofershap/mcp-server-scraper) [](https://glama.ai/mcp/servers/ofershap/mcp-server-scraper) 📇 ☁️ - Web scraping — extract clean markdown, links, and metadata from any URL. Free Firecrawl alternative.
- [ooples/token-optimizer-mcp](https://github.com/ooples/token-optimizer-mcp) 📇 🏠 ☁️ 🍎 🪟 🐧 - Intelligent token optimization achieving 95%+ reduction through caching, compression, and 80+ smart tools for API optimization, code analysis, and real-time monitoring.
+- [openhonest/umbra](https://github.com/openhonest/umbra) [](https://glama.ai/mcp/servers/openhonest/umbra) 🐍 📇 🏠 - Reports what your test suite is structurally unable to see and proves each gap with a real failing test, across six languages.
- [OpenZeppelin/contracts-wizard](https://github.com/OpenZeppelin/contracts-wizard/tree/master/packages/mcp) - A Model Context Protocol (MCP) server that allows AI agents to generate secure smart contracts in multiples languages based on [OpenZeppelin Wizard templates](https://wizard.openzeppelin.com/).
- [opslevel/opslevel-mcp](https://github.com/opslevel/opslevel-mcp) 🎖️ 🏎️ ☁️ 🪟 🍎 🐧 - Official MCP Server for [OpsLevel](https://www.opslevel.com)
- [optimaquantum/claude-critical-rules-mcp](https://github.com/optimaquantum/claude-critical-rules-mcp) 📇 ☁️ 🏠 🍎 🪟 🐧 - Automatic enforcement of critical rules for Claude AI preventing 96 documented failure patterns. Provides compliance verification checklist and rules summary via MCP tools.
@@ -1387,11 +1479,12 @@ Tools and integrations that enhance the development workflow and environment man
- [mcpware/pagecast](https://github.com/mcpware/pagecast) [](https://glama.ai/mcp/servers/mcpware/pagecast) 📇 🏠 - Record any browser page as GIF or video. AI-driven demo recording with scroll/click/hover interactions via Playwright + ffmpeg. `npx @mcpware/pagecast`
- [Perseus-Computing-LLC/perseus](https://github.com/Perseus-Computing-LLC/perseus) [](https://glama.ai/mcp/servers/Perseus-Computing-LLC/perseus) 🐍 🏠 🍎 🪟 🐧 - Local-first live context engine and MCP server. Pre-resolves git, services, tests, and memory into a ready context briefing at session start (compile-before-context). MIT, PyPI: perseus-ctx.
- [Pharaoh-so/pharaoh](https://github.com/0xUXDesign/pharaoh-mcp) [](https://glama.ai/mcp/servers/@Pharaoh-so/pharaoh) 📇 ☁️ 🍎 🪟 🐧 - Hosted MCP server that parses TypeScript and Python codebases into Neo4j knowledge graphs for blast radius analysis, dead code detection, dependency tracing, and architectural context.
-- [picahq/mcp](https://github.com/picahq/mcp) 🎖️ 🦀 📇 ☁️ - One MCP for all your integrations — powered by [Pica](https://www.picaos.com), the infrastructure for intelligent, collaborative agents.
- [jcooley8/pincushion-plugin](https://github.com/jcooley8/pincushion-plugin) [](https://glama.ai/mcp/servers/jcooley8/pincushion-plugin) 📇 ☁️ 🏠 🍎 🪟 🐧 - Visual feedback as agent work packets. Stakeholders drop pins on your live app; your AI coding agent reads each pin (selector, screenshot, DOM snippet, thread, acceptance criteria) via MCP and ships the fix, recording the commit/branch/PR on resolve. Install: `npx pincushion-mcp`.
- [pipepie/pipepie](https://github.com/pipepie/pipepie) [](https://glama.ai/mcp/servers/pipepie/pipepie) 🏎️ 🏠 - Self-hosted webhook relay and tunnel with Noise NK encryption. 13 MCP tools to inspect requests, replay webhooks, trace AI pipelines, connect/disconnect tunnels, and manage subdomains. No tokens or passwords — the cryptographic handshake is the auth.
- [pmptwiki/pmpt-cli](https://github.com/pmptwiki/pmpt-cli) [](https://glama.ai/mcp/servers/@pmptwiki/pmpt-mcp) 📇 🏠 - Record and share your AI-driven development journey. Auto-saves project milestones with summaries, generates structured AI prompts via 5-question planning, and publishes to [pmptwiki.com](https://pmptwiki.com) community platform.
+- [pofky/asc-mcp](https://github.com/pofky/asc-mcp) [](https://glama.ai/mcp/servers/pofky/asc-mcp) 📇 🏠 🍎 - App Store Connect control plane: 41 job-shaped tools that edit version metadata (with Apple's character limits validated), upload screenshots, build/sign/upload the binary, drive TestFlight, create IAPs and subscriptions with territory availability, run a release preflight audit, submit and release. Flags the steps Apple only allows on its website (privacy label, EU trader, first IAPs) instead of failing on them. Six tools need no license, three of those no Apple credentials either.
- [posthog/mcp](https://github.com/posthog/mcp) 🎖️ 📇 ☁️ - An MCP server for interacting with PostHog analytics, feature flags, error tracking and more.
+- [soulware-studio/promethic-mcp](https://github.com/soulware-studio/promethic-mcp) [](https://glama.ai/mcp/servers/soulware-studio/promethic-mcp) ☁️ - Prompt library MCP: versioned prompts, per-version model settings (reasoning, verbosity, and other API dials), text/image/JSON. Tracks edits and copy/download; refine proposes the next version. Hosted Streamable HTTP at https://mcp.getpromethic.com/v1
- [pylonapi/pylon-mcp](https://github.com/pylonapi/pylon-mcp) 📇 ☁️ - x402-native API gateway with 20+ capabilities (web-extract, web-search, translate, image-generate, screenshot, PDF, OCR, and more) payable with USDC on Base. No API keys — agents pay per call via HTTP 402.
- [Pratyay/mac-monitor-mcp](https://github.com/Pratyay/mac-monitor-mcp) 🐍 🏠 🍎 - Identifies resource-intensive processes on macOS and provides performance improvement suggestions.
- [PromptExecution/cratedocs-mcp](https://github.com/promptexecution/cratedocs-mcp) 🦀 🏠 - Outputs short-form Rust crate derived traits,interfaces, etc. from AST (uses same api as rust-analyzer), output limits (token estimation) & crate docs w/regex stripping.
@@ -1554,14 +1647,19 @@ Tools and integrations that enhance the development workflow and environment man
- [WCAG-Compliance/wcagc-mcp](https://github.com/WCAG-Compliance/wcagc-mcp) [](https://glama.ai/mcp/servers/WCAG-Compliance/wcagc-mcp) 🎖️ 📇 ☁️ 🏠 - Deterministic axe-core accessibility scanning (WCAG 2.1 AA, EN 301 549, PDF/UA) through a [wcagc](https://wcagc.com) account: scan any public URL or PDF, crawl a whole registered site, replay saved multi-step journeys, and read violation trends. Returns structured findings — rule, severity counts and the success criteria involved — so the assistant reasons over real results rather than guessing from markup. Every scan result carries an automated-coverage disclaimer instead of a score or a pass/fail verdict. Hosted at `https://mcp.wcagc.com/mcp`, or run it locally with `npx -y @wcagc/mcp`.
- [srbsa/diffgate](https://github.com/srbsa/diffgate) [](https://glama.ai/mcp/servers/srbsa/diffgate) 📇 🏠 🍎 🪟 🐧 - Deterministic guardrail for AI-written diffs, runnable from inside the coding agent's own loop over MCP. Zero-LLM-token, AST-precise rules (SQLi, SSRF, XXE, permissive CORS, prototype pollution, hardcoded secrets) across 8 languages, plus structural checks for reinvented helpers and over-abstraction — findings scoped to only the changed lines, same input always gives the same output, no false-block guarantee. `npm i -g diffgate-review` (registers as the `diffgate` command; `diffgate mcp` starts the server)
- [shakaran/symfony-agent-mcp](https://github.com/shakaran/symfony-agent-mcp) [](https://glama.ai/mcp/servers/shakaran/symfony-agent-mcp) 📇 🏠 🍎 🪟 🐧 - Read-only introspection of a Symfony codebase: routes, controllers, services, entities, database schema, migrations, events, forms, security, Doctrine, Messenger, Twig and API Platform. 1,677 tools discovered progressively — `tools/list` starts at five meta-tools and the rest activate per category, so connecting costs ~828 tokens instead of ~154,000. Nothing is executed and nothing is written; results are scanned for credentials before they leave. `npx -y @shakaran/symfony-agent-mcp`
+- [ms-methos/jsonfabrica-mcp-server](https://github.com/ms-methos/jsonfabrica-mcp-server) [](https://glama.ai/mcp/servers/ms-methos/jsonfabrica-mcp-server) 📇 🏠 🍎 🪟 🐧 - Generate realistic, schema-conformant JSON test data — single documents or relational batches — from reusable templates via the JsonFabrica API. `npx -y @jsonfabrica/mcp-server`
+- [servelink-swyftlabs/serve-mcp](https://github.com/servelink-swyftlabs/serve-mcp) [](https://glama.ai/mcp/servers/servelink-swyftlabs/serve-mcp) 🎖️ 🏎️ 🏠 ☁️ 🍎 🪟 🐧 - Give anything on your machine a public HTTPS link from your agent — a file, a directory, or a running dev server. Every link is either live from your machine (a tunnel, so edits show up) or published to serve's servers so it keeps working with the machine off, and moving between the two is one sentence to the agent. 17 tools covering password protection, TTLs, named subdomains and teardown. `npx -y @servelink/serve`
### 🔒 Delivery
+- [A1-x-Tech/mcp-yandex-dostavka](https://github.com/A1-x-Tech/mcp-yandex-dostavka) [](https://glama.ai/mcp/servers/A1-x-Tech/mcp-yandex-dostavka) 📇 ☁️ - Yandex Delivery B2B API — express-courier claims (price check, create, track, cancel) and pickup-point/NDD orders.
- [A1-x-Tech/mcp-yango-delivery](https://github.com/A1-x-Tech/mcp-yango-delivery) [](https://glama.ai/mcp/servers/A1-x-Tech/mcp-yango-delivery) 📇 ☁️ - Yango Delivery B2B API (international Yandex Delivery) — express-courier price checks, delivery claims, courier tracking and confirmation codes.
- [jordandalton/doordash-mcp-server](https://github.com/JordanDalton/DoorDash-MCP-Server) 🐍 – DoorDash Delivery (Unofficial)
- [aarsiv-groups/shipi-mcp-server](https://github.com/aarsiv-groups/shipi-mcp-server) 📇 ☁️ - Shipi MCP server to create shipments, track packages, and compare rates with 18 tools for various carriers. Supports [remote MCP](https://mcp.myshipi.com/api/mcp).
- [arthurpanhku/DragonMCP](https://github.com/arthurpanhku/DragonMCP) [](https://glama.ai/mcp/servers/arthurpanhku/dragon-mcp) 📇 🏠 ☁️ 🍎 - MCP server for Greater China local life services: Meituan/Ele.me food delivery, Didi/Meituan ride-hailing, WeChat Pay/Alipay, Amap/Baidu Maps, 12306 high-speed rail, Taobao/JD/Xianyu e-commerce, Hong Kong government e-services, and more.
- [catrinmdonnelly/royalmail-mcp](https://github.com/catrinmdonnelly/royalmail-mcp) [](https://glama.ai/mcp/servers/catrinmdonnelly/royalmail-mcp) 📇 ☁️ - Book, label, track and cancel Royal Mail and Parcelforce shipments. 33 UK and international services via friendly keys or raw Service Register codes. `npx royalmail-mcp`.
+- [CydVilla/peckish](https://github.com/CydVilla/peckish) [](https://glama.ai/mcp/servers/CydVilla/peckish) 📇 🏠 🍎 - Order food on DoorDash: searches stores, compares real fee-included totals from live quotes, builds carts, plus groceries, promos, pickup, reorders and spend history. Placing an order always requires a client elicitation dialog you approve — clients without elicitation can browse and build carts but cannot order (fail closed). Built on DoorDash's official CLI (waitlist-gated, macOS arm64). `npx -y peckish-mcp`
- [iafanasov/packzoo-mcp](https://github.com/IAfanasov/packzoo-mcp) [](https://glama.ai/mcp/servers/IAfanasov/packzoo-mcp) 📇 ☁️ - Compare parcel and letter delivery prices across 60+ carriers in 27 European countries. Remote MCP: [packzoo.com/api/mcp](https://packzoo.com/api/mcp).
+- [smklog/parcel-shipping-rates-mcp](https://github.com/smklog/parcel-shipping-rates-mcp) [](https://glama.ai/mcp/servers/smklog/parcel-shipping-rates-mcp) 🎖️ ☁️ - Live USPS, UPS, FedEx and DHL parcel rates from the US (domestic, Canada, UK, Germany, Australia) from a plain-words item description, plus checkout links, checkout status and tracking. No API key.
- [warpfreight/warp-agent-mcp](https://github.com/warpfreight/warp-agent-mcp) [](https://glama.ai/mcp/servers/warpfreight/warp-agent-mcp) 📇 ☁️ - Book real LTL/FTL/van/box-truck freight through the Warp network. 20 tools, in-chat login, Stripe-charged bookings, real carrier dispatch. Live demo at [wearewarp.com/agents/mcp](https://wearewarp.com/agents/mcp).
- [Dudude-bit/yandex-lavka-mcp](https://github.com/Dudude-bit/yandex-lavka-mcp) [](https://glama.ai/mcp/servers/Dudude-bit/yandex-lavka-mcp) 🐍 ☁️ – Order groceries from **Yandex Lavka** (Russia): search the catalog, build a cart, and place an order with a two-step confirmation before any charge. Unofficial (reverse-engineered private web API); local stdio or remote HTTP with OAuth. `uvx yandex-lavka-mcp`.
@@ -1600,6 +1698,7 @@ Integrations and tools designed to simplify data exploration, analysis and enhan
- [leap-laboratories/discovery-engine](https://github.com/leap-laboratories/discovery-engine) [](https://glama.ai/mcp/servers/leap-laboratories/discovery-engine) 🐍 ☁️ - Superhuman exploratory data analysis that finds the feature interactions and subgroup effects that LLMs and manual exploration miss — with p-values, effect sizes, and literature citations. Data goes in, validated insights come out. Free for public data.
- [lihtness/gnomon-mcp](https://github.com/lihtness/gnomon-mcp) [](https://glama.ai/mcp/servers/lihtness/gnomon-mcp) 🐍 🏠 🍎 🪟 🐧 - Deterministic batch tools so LLM agents stop next-token-guessing dates and math. Rich `now()` snapshot (18 fields), `calendar(ops)` batch dispatcher (diff/until/since/add/weekday/business_days, natural-language parsing), `calc(expressions)` Python eval with math+stats pre-loaded, and Pint-based unit conversion. One wiring for dates + math + units. Listed in the official MCP Server Registry. `uvx gnomon-mcp`.
- [mckinsey/vizro-mcp](https://github.com/mckinsey/vizro/tree/main/vizro-mcp) 🎖️ 🐍 🏠 - Tools and templates to create validated and maintainable data charts and dashboards.
+- [mrnh/rigor](https://github.com/mrnh/rigor) [](https://glama.ai/mcp/servers/mrnh/rigor) 🐍 🏠 🍎 🪟 🐧 - Classical hypothesis testing, effect sizes, power/sample-size, and multiple-comparisons correction, computed from scratch and returned as a cited, assumption-checked answer instead of a number recalled from training data. `uvx rigor-mcp`.
- [optuna/optuna-mcp](https://github.com/optuna/optuna-mcp) 🎖️ 🐍 🏠 🐧 🍎 - Official MCP server enabling seamless orchestration of hyperparameter search and other optimization tasks with [Optuna](https://optuna.org/).
- [Whatsonyourmind/oraclaw](https://github.com/Whatsonyourmind/oraclaw) [](https://glama.ai/mcp/servers/Whatsonyourmind/oraclaw) 📇 ☁️ 🏠 🍎 🪟 🐧 - Decision intelligence MCP server with 19 algorithms (bandits, Monte Carlo, constraint optimization, forecasting, anomaly detection, risk analysis, graph algorithms), 28 MCP tools. Install via `npx -y @oraclaw/mcp-server`.
- [playidea-lab/pcq](https://github.com/playidea-lab/pcq) [](https://glama.ai/mcp/servers/playidea-lab/pcq) 🐍 🏠 🍎 🪟 🐧 - Agent-operable ML experiment contract (cq.yaml + JSON contracts) with a built-in MCP server exposing 14 tools (resolve/inspect/run/validate/describe/compare/lineage) for running, validating, and tracing experiments across any framework (PyTorch / HF Trainer / Lightning / sklearn / XGBoost). Apache-2.0.
@@ -1613,6 +1712,7 @@ Integrations and tools designed to simplify data exploration, analysis and enhan
- [subelsky/bundler_mcp](https://github.com/subelsky/bundler_mcp) 💎 🏠 - Enables agents to query local information about dependencies in a Ruby project's `Gemfile`.
- [zcaceres/markdownify-mcp](https://github.com/zcaceres/markdownify-mcp) 📇 🏠 - An MCP server to convert almost any file or web content into Markdown
- [laszlopere/mcp-gnu-units](https://github.com/laszlopere/mcp-gnu-units) [](https://glama.ai/mcp/servers/laszlopere/mcp-gnu-units) 🐍 🏠 🐧 - Unit conversion and dimensional analysis backed by the bundled GNU units database (3000+ units, compound expressions, reduction to SI base units). Offline and deterministic. `uvx mcp-gnu-units`.
+- [tufantunc/axiom-advanced-math-mcp](https://github.com/tufantunc/axiom-advanced-math-mcp) [](https://glama.ai/mcp/servers/tufantunc/axiom-advanced-math-mcp) 📇 🏠 🍎 🐧 - Exact symbolic mathematics from a real computer algebra system (Giac/Xcas compiled to WebAssembly, no network calls): calculus, equation solving, linear algebra, combinatorics, and independent verification of a claim. Also runs as a shell command, so agents can use it as a skill with no MCP configuration. `npx -y axiom-math`
### 📊 Data Visualization
@@ -1647,6 +1747,7 @@ Provides access to documentation and shortcuts for working on embedded devices.
- [kukapay/opcua-mcp](https://github.com/kukapay/opcua-mcp) 🐍 📟 - An MCP server that connects to OPC UA-enabled industrial systems.
- [lxman/obsbot-mcp](https://github.com/lxman/obsbot-mcp) [](https://glama.ai/mcp/servers/lxman/obsbot-mcp) 📇 📟 🏠 🍎 🪟 🐧 - Control an OBSBOT Tiny 2 webcam over USB — pan/tilt/zoom the motorized gimbal in degrees, AI subject tracking, presets, focus/exposure/white-balance, snapshots and recording. Point it at a pixel, or zoom to fit a region of a snapshot it just took. 35 tools (34 on Linux), speaking UVC and the vendor protocol directly with no vendor SDK and no cloud; prebuilt native helpers for Windows, macOS and Linux. `npx obsbot-mcp`
- [octoco-ltd/sheetsdata-mcp](https://github.com/octoco-ltd/sheetsdata-mcp) [](https://glama.ai/mcp/servers/octoco-ltd/sheetsdata-mcp) 🐍 ☁️ 📟 - Instant access to electronic component datasheets for AI agents — specs, pinouts, package info, absolute max ratings extracted from manufacturer PDFs on demand.
+- [ProductOfAmerica/mcp-server-kicad](https://github.com/ProductOfAmerica/mcp-server-kicad) [](https://glama.ai/mcp/servers/ProductOfAmerica/mcp-server-kicad) 🐍 📟 🏠 - KiCad EDA automation: 100+ tools for schematic capture, PCB layout, ERC, DRC, and Gerber/BOM/3D exports. Byte-preserving writes, KiCad 9 and 10. Install via `uvx --from mcp-server-kicad mcp-server-kicad`.
- [stack-chan/stack-chan](https://github.com/stack-chan/stack-chan) 📇 📟 - A JavaScript-driven M5Stack-embedded super-kawaii robot with MCP server functionality for AI-controlled interactions and emotions.
- [turbyho/fw-context-mcp](https://github.com/turbyho/fw-context-mcp) [](https://glama.ai/mcp/servers/turbyho/fw-context-mcp) 🐍 📟 🏠 🍎 🪟 🐧 - Build-aware code intelligence for embedded C/C++ firmware. Indexes your project from compile_commands.json via libclang into SQLite+FTS5. 31 MCP tools for symbol search, call graphs, hotspot analysis, dead code detection, and vector search. For Zephyr, PlatformIO, Mbed OS, Arduino, FreeRTOS.
- [yoelbassin/gnuradioMCP](https://github.com/yoelbassin/gnuradioMCP) 🐍 📟 🏠 - An MCP server for GNU Radio that enables LLMs to autonomously create and modify RF `.grc` flowcharts.
@@ -1662,9 +1763,11 @@ MCP servers for learning management systems (LMS) and educational tools.
- [alejooroncoy/campus-cli](https://github.com/alejooroncoy/campus-cli) [](https://glama.ai/mcp/servers/alejooroncoy/campus-cli) 📇 🏠 🍎 🪟 🐧 - Connects university systems to AI assistants from the student's own account: courses, assignments, due dates, grades, instructor feedback, announcements, course materials and file downloads. Authenticates with the student's SSO session, so no institutional developer key is required. Ships a Blackboard Learn connector today (UPC, Peru), with more LMS connectors and universities on the way. Install via `npx campus-cli mcp`.
- [Connectry-io/connectrylab-architect-cert-mcp](https://github.com/Connectry-io/connectrylab-architect-cert-mcp) [](https://glama.ai/mcp/servers/Connectry-io/connectrylab-architect-cert-mcp) 📇 🏠 🍎 🪟 🐧 - Free certification prep for the Claude Certified Architect exam. 390 scenario-based questions, guided capstone build, 30 concept handouts, 6 reference projects, practice exams, interactive UI with clickable answer cards, glassmorphism progress dashboard, spaced repetition, and deterministic grading.
- [csmediapro/moodle-mcp-server](https://github.com/csmediapro/moodle-mcp-server) [](https://glama.ai/mcp/servers/csmediapro/moodle-mcp-server) 📇 🏠 🍎 🪟 🐧 - Open-source MCP server that connects AI agents to Moodle LMS data through Moodle Web Services. 10 query tools for courses, users, assignments, categories, and site info. Plugin-extensible. LLM-agnostic. Install via `npx moodle-mcp-server-aql`.
+- [giacomomaria81/scorm-mcp-server](https://github.com/giacomomaria81/scorm-mcp-server) [](https://glama.ai/mcp/servers/giacomomaria81/scorm-mcp-server) 📇 🏠 🍎 🪟 🐧 - Package HTML, Claude Design bundles or mobile-learning exports into LMS-ready SCORM 2004/1.2 courses — and validate any SCORM zip. Offline assets, milestone and question-level tracking, bundled ADL schemas.
- [JuhongPark/mcp-server-pronunciation](https://github.com/JuhongPark/mcp-server-pronunciation) [](https://glama.ai/mcp/servers/JuhongPark/mcp-server-pronunciation) 🐍 🏠 🍎 🪟 🐧 - Local MCP voice coach with English pronunciation, grammar, fluency, phoneme-level feedback, practice drills, and learner-profile hints. Install via `uvx mcp-server-pronunciation@0.3.0`.
- [RohanMuppa/brightspace-mcp-server](https://github.com/RohanMuppa/brightspace-mcp-server) [](https://glama.ai/mcp/servers/@RohanMuppa/brightspace-mcp-server) 📇 🏠 🍎 🪟 🐧 - MCP server for D2L Brightspace LMS. Check grades, due dates, assignments, announcements, syllabus, rosters, discussions, and course content. Works with any school that uses Brightspace. Install via `npx brightspace-mcp-server@latest`.
- [anzy-renlab-ai/pronounce](https://github.com/anzy-renlab-ai/pronounce) [](https://glama.ai/mcp/servers/anzy-renlab-ai/pronounce) 🐍 🏠 🍎 🪟 🐧 - Community pronunciation dictionary for developer project / product / jargon names (kubectl, nginx, GIF, JSON, Pydantic, Knative, LaTeX — 1,848 entries). Each entry carries IPA, a General-American respelling, alternate readings where the pronunciation is contested, a source citation (creator interview / project FAQ / Wikipedia § Pronunciation), and a confidence level. Tools: `pronounce(word)`, `search_pronunciations(query)`, `list_pronunciations(category)`. Install: `uvx pronounce-mcp`. Live browse: .
+- [sf-shenfeng/learn-shell](https://github.com/sf-shenfeng/learn-shell) [](https://glama.ai/mcp/servers/sf-shenfeng/learn-shell) 📇 🏠 - Agent-native teaching OS: gives your AI a classroom that remembers. 50 tools for courses, lessons, FSRS flashcards, graded exercises, real-time teaching sessions, and teaching-memory read-back (`get_context`) — the agent authors and grades, reflects with evidence, and revises its own lessons; lesson completion belongs to the learner. Self-hosted (Postgres + web app), MIT.
### 🛒 E-Commerce
@@ -1675,10 +1778,12 @@ MCP servers for e-commerce platforms and online store management.
- [agentlux/agentlux-mcp](https://github.com/agentlux/agentlux-mcp) [](https://glama.ai/mcp/servers/agentlux/agentlux-mcp) 📇 ☁️ 🍎 🪟 🐧 - Agent marketplace and services MCP server for AgentLux. Browse marketplace items, manage agent identity, creator workflows, service hires, social flows, and Base/x402 commerce through 33 tools. Install via `npx -y @agentlux/mcp-server`.
- [anhmtk/agentshare-mcp](https://github.com/anhmtk/agentshare-mcp) [](https://glama.ai/mcp/servers/anhmtk/agentshare-mcp) 📇 ☁️ - Solana DeFi intelligence MCP (Meteora DLMM `meteora_brief` + `meteora_pool_detail`, Solana DEX + DefiLlama scout). Commerce tools are secondary. Hosted at https://agentshare.dev/mcp
- [BuyWhere/buywhere-mcp](https://github.com/BuyWhere/buywhere-mcp) [](https://glama.ai/mcp/servers/BuyWhere/buywhere-mcp) 📇 ☁️ 🍎 🪟 🐧 - Cross-border e-commerce product catalog for AI agents. Search 3M+ products across Singapore, SEA, and US markets with price comparison and deal discovery. Install via `npx @buywhere/mcp-server`.
+- [ilyautov/marketplaces-mcp-ru](https://github.com/ilyautov/marketplaces-mcp-ru) [](https://glama.ai/mcp/servers/ilyautov/marketplaces-mcp-ru) 🐍 ☁️ 🍎 🪟 🐧 - Wildberries and Ozon Seller APIs for Russian marketplace sellers: sales, stocks, prices, finance, reviews and ads through 793 schema-driven methods with a read/write/destructive safety gate, multi-store switching and ready-made seller workflows. PyPI (`uvx marketplaces-mcp-ru`), Docker image, one-click Claude Desktop `.mcpb` bundle.
- [TonyWang-hub/mcp-cn-commerce](https://github.com/TonyWang-hub/mcp-cn-commerce) [](https://glama.ai/mcp/servers/TonyWang-hub/mcp-cn-commerce) 🐍 ☁️ 🍎 🪟 🐧 - Read-only merchant data connector for 8 Chinese e-commerce platforms — Tmall/Taobao, JD.com, Pinduoduo, Douyin Shop + Qianchuan ads, Kuaishou, Xiaohongshu, and WeChat Store. Orders, products, after-sales, inventory, and ad reports for AI agents. Published on the official MCP Registry. Install via `pip install mcp-cn-commerce`.
- [hypawave/mcp](https://github.com/hypawave/mcp) [](https://glama.ai/mcp/servers/hypawave/mcp) 🎖️ 📇 ☁️ 🍎 🪟 🐧 - Non-custodial Bitcoin Lightning commerce for agents: browse a public offer marketplace, buy and sell files, data, APIs and compute where verified settlement proof releases the content, plus free ECIES-encrypted agent-to-agent messaging and file handoffs in private waves. No accounts — agents authenticate with a secp256k1 keypair. `npx -y @hypawave/mcp`
- [justadityaraj/amazon-in-mcp](https://github.com/justadityaraj/amazon-in-mcp) [](https://glama.ai/mcp/servers/justadityaraj/amazon-in-mcp) 📇 ☁️ 🍎 🪟 🐧 - Shop on amazon.in via LLM. Three tools: product search with "cheapest in stock" + "best value" picks, full product details (price, MRP, discount, rating, stock, seller), and Keepa price history chart links. No API keys, direct HTML scraping with retry on bot-check. Install: `npx amazon-in-mcp-server`.
- [jasp-nerd/marktplaats-mcp](https://github.com/jasp-nerd/marktplaats-mcp) [](https://glama.ai/mcp/servers/jasp-nerd/marktplaats-mcp) 🐍 🏠 🍎 🪟 🐧 - Search Marktplaats.nl and 2dehands.be, the Dutch and Belgian second-hand marketplaces. Listings with price, condition and distance filters, full ad details, seller verification and reviews, categories, and new-listing monitoring. No account or API key needed. Install via `uvx marktplaats-mcp`.
+- [jlsookiki/secondhand-mcp](https://github.com/jlsookiki/secondhand-mcp) [](https://glama.ai/mcp/servers/jlsookiki/secondhand-mcp) 📇 🏠 ☁️ 🍎 🪟 🐧 - Search Facebook Marketplace, eBay, Depop, and Poshmark for secondhand items. Filter by price, condition, category, size, and color; full listing details with photos and seller info; deep-research `search`/`fetch` tools. eBay uses the official Browse API (bring your own keys); a hosted version at [secondhandmcp.com](https://secondhandmcp.com) connects to Claude.ai and ChatGPT. Install via `npx -y secondhand-mcp`.
- [mrslbt/rakuten-mcp](https://github.com/mrslbt/rakuten-mcp) [](https://glama.ai/mcp/servers/mrslbt/rakuten-mcp) 📇 ☁️ - Rakuten API integration for product search, hotel and travel booking, and recipe lookup across Japan's largest e-commerce platform. Install via `npx rakuten-mcp`.
- [laundromatic/shopgraph](https://github.com/laundromatic/shopgraph) [](https://glama.ai/mcp/servers/laundromatic/shopgraph) 📇 ☁️ - Structured product data from the open web — Schema.org + AI extraction for e-commerce enrichment. Pay per call via Stripe. [shopgraph.dev](https://shopgraph.dev)
- [lofder/dsers-mcp-product](https://github.com/lofder/dsers-mcp-product) [](https://glama.ai/mcp/servers/lofder/dsers-mcp-product) 📇 ☁️ - Automate AliExpress/Alibaba dropshipping product import to Shopify or Wix via DSers. Bulk import, variant editing, pricing rules, and multi-store push with a single command.
@@ -1690,6 +1795,7 @@ MCP servers for e-commerce platforms and online store management.
- [samrothschild23/intelligence-api](https://github.com/samrothschild23/intelligence-api) [](https://glama.ai/mcp/servers/samrothschild23/intelligence-api) 📇 ☁️ - E-commerce and business intelligence MCP server. Analyze any Shopify store, research Amazon products with Opportunity Score and FBA profitability estimates, and find qualified sales leads from Google Maps with Lead Quality Scoring. Pay-per-call via x402 (USDC on Base).
- [the402ai/mcp-server](https://github.com/the402ai/mcp-server) [](https://glama.ai/mcp/servers/the402ai/mcp-server) 📇 ☁️ 🍎 🪟 🐧 - AI agent service marketplace with x402 micropayments (USDC on Base). 30 tools for browsing services, purchasing, managing conversation threads, listing services as a provider, handling subscriptions, and tracking earnings. Install via `npx -y @the402/mcp-server`.
+- [TheBestCo/bestprice-mcp](https://github.com/TheBestCo/bestprice-mcp) [](https://glama.ai/mcp/servers/TheBestCo/bestprice-mcp) 📇 ☁️ - Read-only Greek price comparison: product search, offer comparison, and price history. Public streamable HTTP MCP at https://mcp.bestprice.gr/mcp, no API key.
- [cmcgrabby-hue/syndicate-links](https://github.com/cmcgrabby-hue/syndicate-links/tree/master/mcp) [](https://glama.ai/mcp/servers/cmcgrabby-hue/syndicate-links) 📇 🏠 🍎 🪟 🐧 - Affiliate commission infrastructure for AI agents. 7 tools for program discovery, attribution tracking, commission status, and payouts. Search programs, get details, track conversions with signed attribution tokens, and trigger settlement cycles. Install via `npx syndicate-links-mcp`.
- [PCDCK/ozon-mcp](https://github.com/PCDCK/ozon-mcp) [](https://glama.ai/mcp/servers/PCDCK/ozon-mcp) 🐍 ☁️ 🍎 🪟 🐧 - Knowledge-rich MCP server for the full Ozon Seller + Performance API (466 methods, 15 MCP tools). Auto-pagination over 4 cursor styles, subscription-tier pre-flight, rate-limit management with exponential back-off, and 13 curated analytical workflows (OOS risk, cabinet health, content audit, pricing, warehouse distribution). Russian + English BM25 search across the catalog.
- [vitrine3d/mcp](https://github.com/vitrine3d/mcp) [](https://glama.ai/mcp/servers/vitrine3d/mcp) 📇 ☁️ 🍎 🪟 🐧 - 3D product viewer platform with a visual editor. Upload GLB models, style scenes with lighting, camera, and backgrounds, and embed on any website. `npx @vitrine3d/mcp`
@@ -1710,6 +1816,7 @@ Provides access to environmental data and nature-related tools, services and inf
- [aliafsahnoudeh/wildfire-mcp-server](https://github.com/aliafsahnoudeh/wildfire-mcp-server) 🐍 ☁️ 🍎 🪟 🐧 - MCP server for detecting, monitoring, and analyzing potential wildfires globally using multiple data sources including NASA FIRMS, OpenWeatherMap, and Google Earth Engine.
- [atmospore/atmospore-mcp](https://github.com/atmospore/atmospore-mcp) [](https://glama.ai/mcp/servers/atmospore/atmospore-mcp) 🐍 ☁️ 🍎 🪟 🐧 - Per-species pollen forecasts at any point on Earth, seven days ahead, via the Atmospore API. Tools: `get_pollen`, `get_top_species`, `get_area_average`, `list_supported_species`. Free tier (100 calls/day, no credit card). Hosted variant at `mcp.atmospore.com`.
+- [gridcarbon/clients](https://github.com/gridcarbon/clients) [](https://glama.ai/mcp/servers/gridcarbon/clients) 📇 ☁️ 🍎 🪟 🐧 - Grid carbon intensity (gCO2eq/kWh) for 45 electricity zones: 33 European bidding zones (ENTSO-E), 11 US balancing authorities (EIA-930), and Great Britain (NESO). Tools: `get_carbon_intensity`, `get_intensity_history`, `list_zones`, `compare_zones`. Every response carries the interval timestamp and how stale the reading is, so an agent can tell a current value from an hours-old one. Pre-alpha; history currently reaches back about three months. No API key or account — `npx -y gridcarbon-mcp`.
- [nalediym/touch-grass](https://github.com/nalediym/touch-grass) [](https://glama.ai/mcp/servers/nalediym/touch-grass) 📇 🏠 🍎 🪟 🐧 - Claude Code plugin and MCP server that nudges you to take outdoor breaks based on local weather, sunset timing, and session streaks. Tools: `check_grass_conditions`, `suggest_activity`, `log_touch_grass`, `get_stats`. Fully local, no API keys, no cloud storage.
- [Zhonghao1995/Agentic-MIKE-Plus](https://github.com/Zhonghao1995/Agentic-MIKE-Plus) [](https://glama.ai/mcp/servers/Zhonghao1995/Agentic-MIKE-Plus) 🐍 🏠 🪟 - MCP server (10 tools) for a headless, natural-language DHI MIKE+ urban-water modelling workflow: model inspection, parameter read/edit, headless simulation runs with parsed QA status, `.res1d` results reading, and plotting (hydrographs, time series, network maps). Read/plot is license-free; run/edit need Windows + a MIKE+ 2026 license. Works with Claude Code, Codex, OpenClaw, and Hermes.
- [Zhonghao1995/agentic-swmm-workflow](https://github.com/Zhonghao1995/agentic-swmm-workflow) [](https://glama.ai/mcp/servers/Zhonghao1995/agentic-swmm-workflow) 📇 🐍 🏠 🍎 🪟 🐧 - Eleven MCP servers exposing a reproducible EPA SWMM stormwater-modelling workflow: model building, simulation runs with manifests and continuity checks, calibration, GIS/QGIS integration, design storms and climate scenarios, uncertainty analysis, plotting, and modelling memory. Config generators included for Codex, Claude Code, OpenClaw, and Hermes.
@@ -1720,6 +1827,7 @@ Provides direct access to local file systems with configurable permissions. Enab
- [8b-is/smart-tree](https://github.com/8b-is/smart-tree) 🦀 🏠 🍎 🪟 🐧 - AI-native directory visualization with semantic analysis, ultra-compressed formats for AI consumption, and 10x token reduction. Supports quantum-semantic mode with intelligent file categorization.
- [aadilr/changethisfile-mcp](https://github.com/aadilr/changethisfile-mcp) [](https://glama.ai/mcp/servers/aadilr/changethisfile-mcp) 📇 ☁️ - Free file conversion between 690+ formats. Tools: `convert_file` (URL or base64 in → signed download URL out) and `list_conversions`. Covers image, video, audio, document, data, font, ebook, and archive formats. No auth or signup required; remote streamable-HTTP endpoint available (see README).
+- [Agaveis/hiberden-mcp](https://github.com/Agaveis/hiberden-mcp) [](https://glama.ai/mcp/servers/Agaveis/hiberden-mcp) 🦀 🏠 🍎 🪟 🐧 - Read and verify your local media-archive catalog from an AI assistant: 3-2-1 coverage across disk, NAS, S3-compatible cloud, and LTO tape. Verifies a copy by physically reading it back and re-hashing it against the source; catalog-management and delete tools are off by default. On Windows it installs as a signed Desktop Extension (MCPB); on Linux the same connector ships as a standalone binary.
- [box/mcp-server-box-remote](https://github.com/box/mcp-server-box-remote/) 🎖️ ☁️ - The Box MCP server allows third party AI agents to securely and seamlessly access Box content and use tools such as search, asking questions from files and folders, and data extraction.
- [bzsanti/oxidize-python](https://github.com/bzsanti/oxidize-python) [](https://glama.ai/mcp/servers/bzsanti/oxidize-python) 🐍 🏠 🍎 🪟 🐧 - Rust-powered PDF toolkit: create, read, and analyze PDFs; extract text and entities for RAG; convert to Markdown; split, merge, rotate, and reorder pages; add content, annotations, and form fields; and encrypt documents. Ships in the `oxidize-pdf` PyPI package — run locally with `uvx oxidize-mcp`.
- [risha-max/0xpdf-mcp](https://github.com/risha-max/0xpdf-mcp) [](https://glama.ai/mcp/servers/risha-max/0xpdf-mcp) 🐍 ☁️ 🍎 🪟 🐧 - Schema-first PDF→JSON MCP for AI agents (0xPdf API). Define a JSON schema, parse invoices/forms (OCR optional), manage schemas, and poll async jobs. `uvx oxpdf-mcp` · [docs](https://0xpdf.io/docs#mcp) · [playground](https://0xpdf.io/samples)
@@ -1742,6 +1850,7 @@ Provides direct access to local file systems with configurable permissions. Enab
- [isaacphi/mcp-gdrive](https://github.com/isaacphi/mcp-gdrive) 📇 ☁️ - Model Context Protocol (MCP) Server for reading from Google Drive and editing Google Sheets.
- [j0hanz/filesystem-context-mcp-server](https://github.com/j0hanz/filesystem-context-mcp-server) 📇 🏠 - Read-only MCP server for secure filesystem exploration, searching, and analysis with symlink protection.
- [jeannier/homebrew-mcp](https://github.com/jeannier/homebrew-mcp) 🐍 🏠 🍎 - Control your macOS Homebrew setup using natural language via this MCP server. Simply manage your packages, or ask for suggestions, troubleshoot brew issues etc.
+- [Kookerella-Ltd/Kookerella.FsOpenXmlDsl](https://github.com/Kookerella-Ltd/Kookerella.FsOpenXmlDsl/tree/master/src/Kookerella.FsOpenXmlDsl.Mcp) [](https://glama.ai/mcp/servers/Kookerella-Ltd/Kookerella.FsOpenXmlDsl) 🏠 🍎 🪟 🐧 - Create, read, and round-trip Excel workbooks (.xlsx/.xlsm) via a typesafe F# DSL: build a workbook, read its cells/formulas back, or regenerate the F# source that reproduces a file. .NET tool, `dotnet tool install -g Kookerella.FsOpenXmlDsl.Mcp`.
- [ltspace/dowse](https://github.com/ltspace/dowse) [](https://glama.ai/mcp/servers/@ltspace/dowse) 🦀 🏠 🪟 - Windows-native full-disk search over file names, document contents, and OCR'd screenshot text, exposed to AI agents via a read-only local MCP server.
- [mamertofabian/mcp-everything-search](https://github.com/mamertofabian/mcp-everything-search) 🐍 🏠 🪟 - Fast Windows file search using Everything SDK
- [MarceauSolutions/md-to-pdf-mcp](https://github.com/MarceauSolutions/md-to-pdf-mcp) 🐍 🏠 🍎 🪟 🐧 - Convert Markdown files to professional PDFs with customizable themes, headers, footers, and styling
@@ -1753,6 +1862,7 @@ Provides direct access to local file systems with configurable permissions. Enab
- [Regan-Milne/obsideo-mcp](https://github.com/Regan-Milne/obsideo-mcp) [](https://glama.ai/mcp/servers/Regan-Milne/obsideo-mcp) 🎖️ 📇 ☁️ - Encrypted S3-compatible object storage with continuous cryptographic possession proofs. In-conversation signup (12 GB free), put/get/ls/rm/usage, optional client-side encryption; credentials stay on your machine.
- [FacundoLucci/plsreadme](https://github.com/FacundoLucci/plsreadme) [](https://glama.ai/mcp/servers/@FacundoLucci/plsreadme) 📇 ☁️ 🏠 - Share markdown files and text as clean, readable web links via `plsreadme_share_file` and `plsreadme_share_text`; zero setup (`npx -y plsreadme-mcp` or `https://plsreadme.com/mcp`).
- [colapsis/transfa](https://github.com/colapsis/transfa) [](https://glama.ai/mcp/servers/colapsis/transfa) 📇 ☁️ - Ephemeral file transfer for AI agents and CI/CD pipelines — upload any file, get a SHA-256-verified, TTL-enforced link. 4 tools: upload, file_info, list_uploads, delete_upload. Zero-config via `npx -y transfa-mcp`.
+- [TrendTweekers/mintpdf](https://github.com/TrendTweekers/mintpdf) [](https://glama.ai/mcp/servers/TrendTweekers/mintpdf) 📇 ☁️ 🏠 🍎 🪟 🐧 - Converts HTML or Markdown into a styled PDF, or renders a public URL to PDF, and returns a download link. Markdown gets a default stylesheet so agent-written documents look right without design work. Free tier needs no signup. Install: `npx -y mintpdf-mcp`
- [UseJunior/safe-docx](https://github.com/UseJunior/safe-docx) [](https://glama.ai/mcp/servers/UseJunior/safe-docx) 📇 🏠 🍎 🐧 🪟 - Surgical editing of existing Word .docx files with formatting preservation, tracked changes, comments, footnotes, and document comparison.
- [velyan/pdf-card-mcp](https://github.com/velyan/pdf-card-mcp) [](https://glama.ai/mcp/servers/velyan/pdf-card-mcp) 🐍 🏠 🍎 🪟 🐧 - Converts local PDFs into source-linked, card-based standalone HTML readers with notes, highlights, and static publishing.
- [willianpinho/large-file-mcp](https://github.com/willianpinho/large-file-mcp) 📇 🏠 🍎 🪟 🐧 - Production-ready MCP server for intelligent handling of large files with smart chunking, navigation, streaming capabilities, regex search, and built-in LRU caching.
@@ -1762,9 +1872,13 @@ Provides direct access to local file systems with configurable permissions. Enab
- [alebgl77/ftp-deploy-mcp](https://github.com/alebgl77/ftp-deploy-mcp) [](https://glama.ai/mcp/servers/alebgl77/ftp-deploy-mcp) 📇 🏠 🍎 🪟 🐧 - Deploy files from AI agents to your own FTP/FTPS/SFTP servers — multi-server config, recursive deploy with dry-run and gitignore-like excludes, per-server path jail and read-only mode, FileZilla import, one-command setup for popular MCP clients.
### 💰 Finance & Fintech
+- [Val7h/dados-b3-mcp](https://github.com/Val7h/dados-b3-mcp) [](https://glama.ai/mcp/servers/Val7h/dados-b3-mcp) 🐍 ☁️ - Auditable fundamentals for 400+ Brazilian stock market (B3) companies including banks and insurers: ROE, point-in-time P/E & P/B, dividends and dividend yield, Piotroski F-Score and Graham, and balance-sheet restatement history — plus Brazilian real-estate funds (FIIs) with point-in-time P/BV, dividend yield and vacancy. 100% public methodology, every number traceable to its CVM source; nothing published unless an invariant test suite passes. Free tier (200 req/day, no card). Remote: `https://dadosb3.com/mcp/`.
- [celineycn/quantdata-plugin](https://github.com/celineycn/quantdata-plugin) [](https://glama.ai/mcp/servers/celineycn/quantdata-plugin) 🎖️ 🐍 ☁️ - Measured market statistics for US stocks/ETFs, futures, HK and A-shares: five-class day-type probabilities for the session in progress, Weis volume-wave events with pre-registered win rates, options max pain from open interest alone, and estimated dealer gamma (GEX). Every published number traces to a stated measurement — failures included — and nothing is a buy/sell recommendation. 10 calls/day with no key or signup. Remote at https://api.quantdata.uk/mcp; on the official registry as `uk.quantdata/quantdata`.
+- [CHANGCHINFU/mcp-gauge](https://github.com/CHANGCHINFU/mcp-gauge) [](https://glama.ai/mcp/servers/CHANGCHINFU/mcp-gauge) 📇 ☁️ 🏠 - Verifiable data signals for AI agents across environment (river/flood, air quality, drought), agriculture (USDM drought, crop VHI), power grid (demand, renewables, energy inflation), shipping (route disruption, AIS throughput) and SEC filings (8-K events, insider Form 4) — pay per call in USDC on Base via x402, no API key. Official sources (USGS/NOAA/ERA5/FRED/SEC EDGAR) + record_hash provenance. `npx -y mcp-gauge-x402`
+- [donnywin85/dex-data-mcp](https://github.com/donnywin85/dex-data-mcp) [](https://glama.ai/mcp/servers/donnywin85/dex-data-mcp) 📇 🏠 🍎 🪟 🐧 - Live multi-chain DEX market data: USD price for any ERC-20 by ticker or contract address, per-venue liquidity depth, raw pool reserves, best execution venue, liquidity-risk depth class, and pre-trade price impact for a specific trade size — across BNB Chain, Polygon, Arbitrum, Base and Avalanche. Every quote returns the USD liquidity backing it and a confidence rating, and a price backed only by a dust pool is refused rather than returned. Free tier needs no API key and no wallet; beyond it, x402 micropayments in USDC on Base. On the official MCP Registry as `io.github.donnywin85/dex-data-mcp`. `npx -y dex-data-mcp`
- [Zenidp/solinkify-mcp](https://github.com/Zenidp/solinkify-mcp) [](https://glama.ai/mcp/servers/Zenidp/solinkify-mcp) 📇 🏠 - Agentic payments on Solana: let an agent discover x402-priced endpoints, pay HTTP 402 paywalls in USDC, manage pre-paid balances and subscriptions, and buy datasets or settle store checkouts — 15 tools behind fail-closed spending caps ($1 per payment, $10 per day by default). Non-custodial: payments lock in a program-owned escrow and release 99% to the creator. Listed on the official MCP registry as `com.solinkify/mcp`. `npx -y @solinkify/mcp`
- [atomno-mcp/mcp-fns-calc](https://github.com/atomno-mcp/mcp-fns-calc) [](https://glama.ai/mcp/servers/atomno-mcp/mcp-fns-calc) 🐍 ☁️ - MCP-сервер налоговых/бухгалтерских калькуляторов ФНС + публичные фискальные статусы (самозанятый, ИП/ОКВЭД, дисквалификация, блокировки счетов). Волна 1, юр-риск минимальный
+- [Zydanny/x402-intel-engine](https://github.com/Zydanny/x402-intel-engine) [](https://glama.ai/mcp/servers/Zydanny/x402-intel-engine) 🐍 ☁️ - Real-time DEX token momentum ($0.02), orderbook depth ($0.05), and whale flows ($0.10) for AI agents settled on Base Mainnet via gasless x402 micropayments.
- [Luminc/peil-mcp](https://github.com/Luminc/peil-mcp) [](https://glama.ai/mcp/servers/Luminc/peil-mcp) 🎖️ 🐍 ☁️ - Peil — financial orientation for Dutch freelancers (ZZP'ers): log hours, draft invoices from unbilled time, and ask where you stand — outstanding, overdue, and your net effective hourly rate. Scoped API keys with draft-by-default: putting email in front of a client needs a separate `invoices:send` permission the key can be issued without. `uvx peil-mcp`
- [SimonTarara62/capitalcom-mcp-server](https://github.com/SimonTarara62/capitalcom-mcp-server) [](https://glama.ai/mcp/servers/SimonTarara62/capitalcom-mcp-server) 🐍 🏠 ☁️ - Unofficial, community MCP for the Capital.com Open API: safe, guarded trading and market data. Two-phase trades (preview → confirm → execute), allowlists, demo-first. Install with `uvx capitalcom-mcp`.
- [forum-labs/payfetch](https://github.com/forum-labs/payfetch) [](https://glama.ai/mcp/servers/forum-labs/payfetch) 📇 🏠 🍎 🪟 🐧 - Non-custodial paying-fetch client for agents that pay APIs over HTTP 402 (x402, USDC on Base). The operator sets hard per-call/per-day/per-host spend caps, an approval threshold, and allow/deny lists, with an append-only receipt for every attempt; the agent can't raise its own limits. `npx -y -p @forum-labs/payfetch payfetch-mcp`
@@ -1816,9 +1930,9 @@ Provides direct access to local file systems with configurable permissions. Enab
- [ariadng/metatrader-mcp-server](https://github.com/ariadng/metatrader-mcp-server) 🐍 🏠 🪟 - Enable AI LLMs to execute trades using MetaTrader 5 platform
- [aranjan/kite-mcp](https://github.com/aranjan/kite-mcp) [](https://glama.ai/mcp/servers/aranjan/kite-mcp) 🐍 🏠 - Trade Indian stocks on Zerodha Kite via natural conversation. 14 tools for holdings, orders, quotes, GTT triggers, and more with automated TOTP login.
- [armorwallet/armor-crypto-mcp](https://github.com/armorwallet/armor-crypto-mcp) 🐍 ☁️ - MCP to interface with multiple blockchains, staking, DeFi, swap, bridging, wallet management, DCA, Limit Orders, Coin Lookup, Tracking and more.
-- [atomno-labs/mcp-cbr-rates](https://github.com/atomno-labs/mcp-cbr-rates) [](https://glama.ai/mcp/servers/atomno-labs/mcp-cbr-rates) 🐍 ☁️ - Central Bank of Russia (ЦБ РФ) data — currency exchange rates (daily and historical), key interest rate, inflation, and aggregated macro statistics. Five typed tools backed by an in-memory TTL cache. No API key required.
+- [atomno-mcp/mcp-cbr-rates](https://github.com/atomno-mcp/mcp-cbr-rates) [](https://glama.ai/mcp/servers/atomno-mcp/mcp-cbr-rates) 🐍 ☁️ - Central Bank of Russia (ЦБ РФ) data — currency exchange rates (daily and historical), key interest rate, inflation, and aggregated macro statistics. Five typed tools backed by an in-memory TTL cache. No API key required.
- [atomno-labs/mcp-egrul](https://github.com/atomno-labs/mcp-egrul) [](https://glama.ai/mcp/servers/atomno-labs/mcp-egrul) 🐍 🏠 - Russian state registries EGRUL (legal entities) and EGRIP (individual entrepreneurs), built on official Federal Tax Service open-data dumps. Self-hosted via local SQLite, no API key required.
-- [atomno-labs/mcp-fns-check](https://github.com/atomno-labs/mcp-fns-check) [](https://glama.ai/mcp/servers/atomno-labs/mcp-fns-check) 🐍 ☁️ - Russian counterparty due diligence — INN/OGRN lookup against EGRUL/EGRIP, bankruptcy registry (EFRSB), tax debts (Transparent Business), FSSP enforcement proceedings, and arbitration courts (KAD). Aggregated verdict with risk flags and recommendations. No API key required (public Federal Tax Service data).
+- [atomno-mcp/mcp-fns-check](https://github.com/atomno-mcp/mcp-fns-check) [](https://glama.ai/mcp/servers/atomno-mcp/mcp-fns-check) 🐍 ☁️ - Russian counterparty due diligence — INN/OGRN lookup against EGRUL/EGRIP, bankruptcy registry (EFRSB), tax debts (Transparent Business), FSSP enforcement proceedings, and arbitration courts (KAD). Aggregated verdict with risk flags and recommendations. No API key required (public Federal Tax Service data).
- [jackrain19743/hou-tea-mcp-server](https://github.com/jackrain19743/hou-tea-mcp-server) [](https://glama.ai/mcp/servers/jackrain19743/hou-tea-mcp-server) 📇 ☁️ - Browse, recommend, and **buy authentic Chinese tea** from hou-tea.com using **USDC stablecoin via the x402 protocol**. First commerce MCP that ships real on-chain payment intents (delegated to wallet MCPs like `@coinbase/payments-mcp`). 8 tools: browse / recommend / explain / compare / health-filter / payment / order-status / agent-card.
- [autonsol/sol-mcp](https://github.com/autonsol/sol-mcp) [](https://glama.ai/mcp/servers/autonsol/sol-mcp) 📇 ☁️ - Solana token risk scoring and pump.fun graduation signals. Score any token by mint address (0-100 risk, risk_label, holder concentration, liquidity), detect graduation momentum (buy/sell ratio, velocity), and query trust attestations. Live API. Freemium — 4 free tools, PRO via x402 micropayments ($0.01/call USDC).
- [vatnode/vatnode-mcp](https://github.com/vatnode/vatnode-mcp) [](https://glama.ai/mcp/servers/vatnode/vatnode-mcp) 📇 ☁️ - Official MCP server for **EU VAT validation** via the EU Commission's VIES service + offline VAT rates for 45 European countries. Five tools: `validate_vat_number` (live VIES with company name, address, registration date, and optional consultation number for audit), `get_country_vat_rates`, `list_eu_vat_rates`, `check_vat_format`, `list_supported_countries`. Four of five tools work offline without an API key (data bundled via `eu-vat-rates-data`). Open source MIT, every release signed with npm provenance via GitHub Actions OIDC. Install: `npx -y vatnode-mcp`.
@@ -1829,6 +1943,7 @@ Provides direct access to local file systems with configurable permissions. Enab
- [whdrnr2583-cmd/koreanpulse](https://github.com/whdrnr2583-cmd/koreanpulse) [](https://glama.ai/mcp/servers/whdrnr2583-cmd/koreanpulse) 🐍 ☁️ 🏠 - English-first Korean equity intelligence — real-time DART filings, foreign-holder 5%-rule flows (BlackRock / Vanguard / Norges / GIC + 16 more), Korean activist filings (KCGI / Align / ValueAct / Elliott), and KRX industry news, translated to English. Free public daily snapshot at koreanpulse.dev/today; OSS self-host (AGPL-3.0).
- [cuthongthai-vn/vimo-mcp-server](https://github.com/cuthongthai-vn/vimo-mcp-server) [](https://glama.ai/mcp/servers/cuthongthai-vn/vimo-mcp-server) 📇 ☁️ - Vietnam stock market intelligence — 35 tools: real-time SSI quotes, technical analysis, financial statements, stock screener (13 strategies), AI picks, foreign flow, macro indicators, and 13 investment playbook categories
- [bankless/onchain-mcp](https://github.com/Bankless/onchain-mcp/) 📇 ☁️ - Bankless Onchain API to interact with smart contracts, query transaction and token information
+- [bguillow-rgb/itin-finance-mcp](https://github.com/bguillow-rgb/itin-finance-mcp) [](https://glama.ai/mcp/servers/bguillow-rgb/itin-finance-mcp) 📇 ☁️ - Verified directory of 69 US lenders & card issuers that accept ITIN (no-SSN) applicants — each entry verified against the institution's own pages with citations — plus 290+ bilingual (EN/ES) guides and 1,800+ FAQs on loans, credit cards, and credit building without an SSN. 8 read-only tools, zero-config: `npx -y itin-finance-mcp`.
- [bolivian-peru/baozi-mcp](https://github.com/bolivian-peru/baozi-mcp) 📇 ☁️ - 68 tools for AI agents to interact with Solana prediction markets on [Baozi.bet](https://baozi.bet) — browse markets, place bets, claim winnings, create markets, and earn affiliate commissions.
- [base/base-mcp](https://github.com/base/base-mcp) 🎖️ 📇 ☁️ - Base Network integration for onchain tools, allowing interaction with Base Network and Coinbase API for wallet management, fund transfers, smart contracts, and DeFi operations
- [clicks-protocol/mcp-server](https://github.com/clicks-protocol/clicks-protocol/tree/main/mcp-server) [](https://glama.ai/mcp/servers/clicks-protocol/clicks-protocol) 📇 ☁️ - Autonomous USDC yield for AI agents on Base. 9 tools: register agents, split payments 80/20 (liquid/yield), withdraw anytime, simulate splits, check APY, and track on-chain referrals. Non-custodial, no lockup, MIT licensed. `npx @clicks-protocol/mcp-server`
@@ -1843,7 +1958,8 @@ Provides direct access to local file systems with configurable permissions. Enab
- [botwallet-co/mcp](https://github.com/botwallet-co/mcp) [](https://glama.ai/mcp/servers/botwallet-co/mcp) 📇 ☁️ 🏠 🍎 🪟 🐧 - Wallet for AI agents. Earn via invoices, spend on other agents and paid APIs, manage USDC on Solana with human-set spending limits and FROST 2-of-2 threshold signing.
- [bubilife1202/crossfin](https://github.com/bubilife1202/crossfin) 📇 ☁️ - Korean & global crypto exchange routing, arbitrage signals, and x402 USDC micropayments for AI agents. 16 tools, 9 exchanges, 11 bridge coins.
- [ferinator/bullrun-mcp](https://github.com/ferinator/bullrun-mcp) [](https://glama.ai/mcp/servers/ferinator/bullrun-mcp) 📇 ☁️ - Stock screening, company financials, and personal portfolio analysis over a remote, OAuth-protected MCP server.
-- [cahthuranag/mcp-server](https://github.com/cahthuranag/mcp-server) [](https://glama.ai/mcp/servers/cahthuranag/mcp-server) 📇 ☁️ - AllRatesToday currency exchange rates: real-time mid-market rates for 160+ currencies (Reuters/Refinitiv), historical data (1d/7d/30d/1y), currency list, and multi-target lookups. Free tier, no key needed for the simple-rate endpoint. Install: `npx @allratestoday/mcp-server`.
+- [cahthuranag/mcp-server](https://github.com/cahthuranag/mcp-server) [](https://glama.ai/mcp/servers/cahthuranag/mcp-server) 📇 ☁️ - AllRatesToday currency exchange rates: real-time mid-market rates for 160+ currencies from institutional interbank market data, historical data (1d/7d/30d/1y), currency list, and multi-target lookups. Free tier (API key, no credit card). Install: `npx @allratestoday/mcp-server`.
+- [AllRates-Today/central-bank-mcp](https://github.com/AllRates-Today/central-bank-mcp) [](https://glama.ai/mcp/servers/AllRates-Today/central-bank-mcp) 📇 ☁️ - Official central-bank and tax-authority exchange rates from 100+ institutions (ECB, Fed, Bank of England, RBI, HMRC, US Treasury): latest and historical published tables, cross-bank comparison, and publication calendars. Install: `npx @allratestoday/central-bank-mcp`.
- [cammac-creator/ibanforge-mcp](https://github.com/cammac-creator/ibanforge) [](https://glama.ai/mcp/servers/cammac-creator/ibanforge) 🎖️ 📇 ☁️ - Pre-payout counterparty screening for AI agents: IBAN validation + OFAC/EU/UN sanctions screening + Swiss BC-Nummer clearing + SEPA/VoP reachability + risk score. MCP-native (stdio via `npx -y ibanforge-mcp` or Streamable HTTP at `api.ibanforge.com/mcp`). Free tier 200 req/month, pay-per-call USDC (x402) beyond.
- [carsol/monarch-mcp-server](https://github.com/carsol/monarch-mcp-server) 🐍 ☁️ - MCP server providing read-only access to Monarch Money financial data, enabling AI assistants to analyze transactions, budgets, accounts, and cashflow data with MFA support.
- [calintzy/evmscope](https://github.com/calintzy/evmscope) [](https://glama.ai/mcp/servers/calintzy/evmscope) 📇 ☁️ - EVM blockchain intelligence toolkit with 20 tools for token prices, gas comparison, swap quotes, yield rates, honeypot detection, and transaction simulation across Ethereum, Polygon, Arbitrum, Base, and Optimism. Zero config, no API keys required.
@@ -1856,6 +1972,7 @@ Provides direct access to local file systems with configurable permissions. Enab
- [cct15/war-dashboard-data](https://github.com/cct15/war-dashboard-data) 🐍 ☁️ - Geopolitical conflict risk probabilities for AI agents. Covers 6 regions (Russia-Ukraine, Iran-Israel, China-Taiwan, etc.) with escalation/ceasefire/regime change probabilities at 1d/7d/30d horizons. Includes maritime chokepoint vessel data and political event probabilities. Updated daily.
- [codex-data/codex-mcp](https://github.com/Codex-Data/codex-mcp) 🎖️ 📇 ☁️ - [Codex API](https://www.codex.io) integration for real-time enriched blockchain and market data on 60+ networks
- [CoinRithm/coinrithm-agent-trading](https://github.com/CoinRithm/coinrithm-agent-trading) [](https://glama.ai/mcp/servers/CoinRithm/coinrithm-agent-trading) 📇 ☁️ - Paper-trade crypto spot, futures & prediction markets on CoinRithm with a user-minted API key (simulated funds, 21 tools, public Agent Arena).
+- [coinpaprika/coinpaprika-mcp](https://github.com/coinpaprika/coinpaprika-mcp) [](https://glama.ai/mcp/servers/coinpaprika/coinpaprika-mcp) 🎖️ 📇 ☁️ 🍎 🪟 🐧 - Coinpaprika's MCP server exposes the [CoinPaprika API](https://docs.coinpaprika.com) covering 12,000+ cryptocurrencies and 350+ exchanges with real-time prices, tickers, OHLCV, market cap, and coin metadata, giving AI agents standardized access to spot-market data through the Model Context Protocol.
- [coinpaprika/dexpaprika-mcp](https://github.com/coinpaprika/dexpaprika-mcp) 🎖️ 📇 ☁️ 🍎 🪟 🐧 - Coinpaprika's DexPaprika MCP server exposes high-performance [DexPaprika API](https://docs.dexpaprika.com) covering 20+ chains and 5M+ tokens with real time pricing, liquidity pool data & historical OHLCV data, providing AI agents standardized access to comprehensive market data through Model Context Protocol.
- [conviction-fm/conviction-mcp](https://github.com/abcxz/conviction-fm) [](https://glama.ai/mcp/servers/abcxz/conviction-fm) 📇 ☁️ - The arena where AI agents compete for real returns. Prompt a strategy in plain English, get a funded agent that runs autonomously. Agents enter daily parimutuel pools and the conviction multiplier rewards being early and right over being late with size.
- [connerlambden/helium-mcp](https://github.com/connerlambden/helium-mcp) [](https://glama.ai/mcp/servers/connerlambden/helium-mcp) 📇 ☁️ - Real-time news with bias scoring across 5,000+ sources (15+ dimensions), AI-powered options pricing, balanced news synthesis, live market data, and meme search. 9 tools. 50 free queries, no signup needed.
@@ -1868,8 +1985,10 @@ Provides direct access to local file systems with configurable permissions. Enab
- [Declan142/calcnook-mcp-server](https://github.com/Declan142/calcnook-mcp-server) [](https://glama.ai/mcp/servers/Declan142/calcnook-mcp-server) 🐍 🏠 🍎 🪟 🐧 - Personal finance calculations across 7 countries (US, UK, CA, AU, AE, SA, India) plus Sharia-compliant Islamic finance (Zakat, Murabaha, Ijarah, Mudarabah, Hajj savings, halal stock screening). 17 tools wrapping the deterministic [calcnook](https://pypi.org/project/calcnook/) engine — income tax, SIP/EMI/loans, retirement, EOSG, VAT, currency formatting (incl. Indian lakh/crore), and BMI/BMR/TDEE. Zero API keys, pure stdlib. Install with `uvx calcnook-mcp`.
- [deficlow/zipp-mcp](https://github.com/deficlow/zipp-mcp) [](https://glama.ai/mcp/servers/deficlow/zipp-mcp) 🐍 ☁️ - Multi-language crypto news for AI assistants — editorial summaries with sentiment labels (BULLISH/NEUTRAL/BEARISH) and importance scores (0–100). 6 tools across 8 languages, every story credits the original publisher. Install: `uvx zipp-mcp` or `ghcr.io/deficlow/zipp-mcp`. Public Streamable HTTP endpoint at `https://zippfeed.com/mcp/`; listed on the [Official MCP Registry](https://registry.modelcontextprotocol.io/v0/servers?search=zipp).
- [demwick/polymarket-agent-mcp](https://github.com/demwick/polymarket-agent-mcp) [](https://glama.ai/mcp/servers/demwick/polymarket-agent-mcp) 📇 🏠 - 49-tool Polymarket prediction market suite for AI agents. Direct trading, smart money flow detection, copy trading with auto-monitor, backtesting, arbitrage scanning, portfolio optimization, and real-time WebSocket price streaming. Preview mode for simulation, live mode for real orders.
+- [dizpers/polystrike-examples](https://github.com/dizpers/polystrike-examples) [](https://glama.ai/mcp/servers/dizpers/polystrike-examples) 🎖️ ☁️ - Live Elon Musk & Ted Cruz tweet feed and real-time tweet counters for Polymarket's tweet-count markets — recent tweets with reply/quote/retweet classification against the settlement rules, plus the real count, the XTracker oracle count, the UI count, and the deltas between them. Hosted remote server at https://polystrike.xyz/mcp (streamable-http; SSE at /mcp/sse). Free tier is keyless.
- [OSOJDJD/deeplook](https://github.com/OSOJDJD/deeplook) [](https://glama.ai/mcp/servers/OSOJDJD/deeplook) 🐍 ☁️ 🏠 🍎 🪟 🐧 - Free company research agent — 10 data sources, structured reports with bull/bear verdict in ~10 seconds. Stocks, crypto, and private companies.
- [dan1d/dolar-mcp](https://github.com/dan1d/dolar-mcp) [](https://glama.ai/mcp/servers/dan1d/dolar-mcp) 📇 ☁️ - Argentine exchange rates for AI agents via DolarAPI. Dollar blue, oficial, MEP, CCL, crypto, tarjeta — plus currency conversion and spread calculator.
+- [dinggi5/kura](https://github.com/dinggi5/kura) [](https://glama.ai/mcp/servers/dinggi5/kura) 🦀 🏠 🍎 - Local Ethereum wallet app for AI agents — read balances and history, request payments that a human approves by password in the app popup, and fetch x402-paywalled resources with USDC on Base. Keys are encrypted on-device and never leave your Mac. On the official MCP registry as `io.github.dinggi5/kura`.
- [disin7c9/asset-management](https://github.com/disin7c9/asset-management) [](https://glama.ai/mcp/servers/disin7c9/asset-management) 🐍 🏠 🪟 🐧 - Read-only, offline analysis of your own stock/ETF transaction log — drawdown-first risk with bootstrap confidence intervals and walk-forward verdicts, computed by a validated deterministic core and served to the model as read-only tools it reports rather than recomputes; publishes a `portfolio://guarantees` trust manifest.
- [doggybee/mcp-server-ccxt](https://github.com/doggybee/mcp-server-ccxt) 📇 ☁️ - An MCP server for accessing real-time crypto market data and trading via 20+ exchanges using the CCXT library. Supports spot, futures, OHLCV, balances, orders, and more.
- [dodopayments/dodo-agent-plugin](https://github.com/dodopayments/dodo-agent-plugin) [](https://glama.ai/mcp/servers/dodopayments/dodo-agent-plugin) 🎖️ 📇 ☁️ - Official Dodo Payments MCP servers — `dodopayments-api` for live payments, subscriptions, customers, products, refunds, license keys, and usage-based billing (browser OAuth, no API key needed) and `dodo-knowledge` for semantic search over Dodo Payments documentation.
@@ -1903,6 +2022,7 @@ Provides direct access to local file systems with configurable permissions. Enab
- [finlynq/finlynq](https://github.com/finlynq/finlynq) [](https://glama.ai/mcp/servers/finlynq/finlynq) 📇 ☁️ 🏠 🍎 🪟 🐧 - Open-source personal finance app with a first-party MCP server (54 HTTP / 89 stdio tools). Track and query income, expenses, budgets, investments, loans, subscriptions, and goals from any MCP client. OAuth 2.1 + DCR for hosted access, stdio for local. Per-user encryption at rest. Self-host with Docker + PostgreSQL or use the managed cloud.
- [finmap-org/mcp-server](https://github.com/finmap-org/mcp-server) - [finmap.org](https://finmap.org/) MCP server provides comprehensive historical data from the US, UK, Russian and Turkish stock exchanges. Access sectors, tickers, company profiles, market cap, volume, value, and trade counts, as well as treemap and histogram visualizations.
- [flox-foundation/flox-mcp](https://github.com/FLOX-Foundation/flox/tree/main/mcp) [](https://glama.ai/mcp/servers/FLOX-Foundation/flox) 🐍 🏠 - MCP server for the FLOX trading systems framework. ~30 tools to run backtests, scaffold strategies, validate for lookahead bias, place orders, query PnL via Claude/Cursor. C++23 core with Python/Node/Codon/QuickJS strategy bindings. Same code from backtest to live (CcxtBroker or native connectors). Install: `pip install flox-mcp`.
+- [foretak/registry-mcp](https://github.com/foretak/registry-mcp) [](https://glama.ai/mcp/servers/foretak/registry-mcp) 🐍 ☁️ 🏠 - Company data from national business registries for AI agents, one JSON shape per country. United Kingdom (Companies House): look up by company number, search by name, read the accounts and confirmation-statement due dates the register publishes. Norway (Brønnøysundregistrene / Enhetsregisteret): look up by organisasjonsnummer, search by name, check VAT (MVA) registration, compute statutory filing deadlines with the rule each one cites. Five read-only tools plus ChatGPT-connector `search`/`fetch`; hosted at `https://api.foretak.dev/mcp` or `uvx registry-mcp`.
- [Fund-z/fundzwatch-mcp](https://github.com/Fund-z/fundzwatch-mcp) [](https://glama.ai/mcp/servers/Fund-z/fundzwatch-mcp) 📇 ☁️ - Real-time business event intelligence for AI agents. Funding rounds, acquisitions, executive hires, AI-scored leads, and market intelligence.
- [gabrielmahia/mpesa-mcp](https://github.com/gabrielmahia/mpesa-mcp) [](https://glama.ai/mcp/servers/gabrielmahia/mpesa-mcp) 🐍 ☁️ - First MCP server for M-PESA (Safaricom Daraja API) — STK push, B2C payments, balance queries, transaction status, SIM swap detection, Bill Manager, and 16 more tools for Kenya's 35M+ mobile money users. `pip install mpesa-mcp`.
- [gblinproject/GBLIN-MCP](https://github.com/gblinproject/GBLIN-MCP) [](https://glama.ai/mcp/servers/gblinproject/GBLIN-MCP) 📇 ☁️ - Treasury standard for AI agents on Base mainnet. Park idle USDC in a cbBTC/WETH index with Crash Shield protection, JIT-swap to USDC for x402 invoice payments.
@@ -1926,6 +2046,7 @@ Provides direct access to local file systems with configurable permissions. Enab
- [horustechltd/horus-flow-mcp](https://github.com/horustechltd/horus-flow-mcp) [](https://glama.ai/mcp/servers/horustechltd/horus-flow-mcp) 🐍 ☁️ - Institutional-grade crypto and US equity orderflow engine for real-time liquidity analysis and institutional alpha.
- [Hovsteder/powersun-tron-mcp](https://github.com/Hovsteder/powersun-tron-mcp) [](https://glama.ai/mcp/servers/Hovsteder/powersun-tron-mcp) 📇 ☁️ - TRON Energy & Bandwidth marketplace and DEX swap aggregator for AI agents. 27 tools for buying energy, swapping TRC-20 tokens via SunSwap DEX, selling resources, and earning passive income. Remote Streamable HTTP with 3 payment methods (API Key, HTTP 402, x402 USDC).
- [HuggingAGI/mcp-baostock-server](https://github.com/HuggingAGI/mcp-baostock-server) 🐍 ☁️ - MCP server based on baostock, providing access and analysis capabilities for Chinese stock market data.
+- [human-beyond/mainbook-mcp](https://github.com/human-beyond/mainbook-mcp) [](https://glama.ai/mcp/servers/human-beyond/mainbook-mcp) 🎖️ 🐍 🏠 ☁️ 🍎 🐧 - Convert customer-supplied PDF bank statements into checked JSON, Excel, or CSV with balance validation, using the MainBook API. Runs locally via `uvx mainbook-mcp` or over the hosted Streamable HTTP endpoint at `https://mcp.mainbook.ai/mcp`, where the client signs the user in with their MainBook account over OAuth (a legacy `mb_live_` API key still works for headless use); setup is documented at https://mainbook.ai/mcp. Does not connect to bank accounts.
- [hypeprinter007-stack/anchor-x402-mcp](https://github.com/hypeprinter007-stack/anchor-x402-mcp) [](https://glama.ai/mcp/servers/hypeprinter007-stack/anchor-x402-mcp) 📇 ☁️ - 16 paid wallet & utility tools on Base + Solana. 9 commodity primitives — OFAC sanctions screen, bundled wallet intel (balances + activity + identity + sanctions in one call), dual-chain hash anchoring, signed decision attestations, mainnet tx + calldata decode, ENS + Bonfida SNS resolve, USD prices, datetime parse. Plus an async due-diligence investigator (`/v1/investigate`, $7.77, signed markdown report + dual-chain anchor), a verifiable signed RNG (`/v1/roll`), and 5 universal LLM endpoints — roast, yes/no oracle with on-chain anchored verdict (Base + Solana), TL;DR (URL or text), aura read (color + tier + score), academic grade. Pay-per-call USDC via x402, no API keys, no accounts. Also runs a free hosted chatbot at chat.anchor-x402.com.
- [icyberdeveloper/tbank-mcp](https://github.com/icyberdeveloper/tbank-mcp) [](https://glama.ai/mcp/servers/icyberdeveloper/tbank-mcp) 🐍 ☁️ - MCP server for T-Bank (Т-Банк) mobile banking — accounts, cards, transfers, bill pay, grocery ordering, tickets and travel search.
- [ignaciohermosillacornejo/copilot-money-mcp](https://github.com/ignaciohermosillacornejo/copilot-money-mcp) [](https://glama.ai/mcp/servers/ignaciohermosillacornejo/copilot-money-mcp) 📇 🏠 ☁️ 🍎 - Read and manage [Copilot Money](https://copilot.money) personal finance data — 30 tools for transactions, budgets, accounts, recurring charges, investments, and goals. Reads are 100% local from the Firestore cache; opt-in writes (`--write`) go directly to Copilot's GraphQL API.
@@ -1933,10 +2054,13 @@ Provides direct access to local file systems with configurable permissions. Enab
- [IndigoProtocol/cardano-mcp](https://github.com/IndigoProtocol/cardano-mcp) [](https://glama.ai/mcp/servers/IndigoProtocol/cardano-mcp) 📇 ☁️ 🏠 - Cardano blockchain MCP server for wallet interactions — submit transactions, fetch addresses, read UTxOs, check balances, resolve ADAHandles, and check stake delegation
- [intentos-labs/beeper-mcp](https://github.com/intentos-labs/beeper-mcp) 🐍 - Beeper provides transactions on BSC, including balance/token transfers, token swaps in Pancakeswap and beeper reward claims.
- [babyblueviper1/invinoveritas](https://github.com/babyblueviper1/invinoveritas) [](https://glama.ai/mcp/servers/babyblueviper1/invinoveritas) 📇 ☁️ - Lightning-native AI reasoning, decisions, persistent memory, and agent marketplace for autonomous agents. Pay-per-use via Bitcoin Lightning. Register free — 250 starter sats. Agents earn sats selling services (seller keeps 95%), DM each other, and run autonomously. `npm install invinoveritas-mcp`
+- [JacobiusMakes/parlay-api-mcp](https://github.com/JacobiusMakes/parlay-api-mcp) [](https://glama.ai/mcp/servers/JacobiusMakes/parlay-api-mcp) 🐍 ☁️ - Sports odds, player props, and prediction-market data for personal projects and internal research, with keyless live previews, source-quality and coverage tools. Install with `uvx parlayapi-mcp`.
- [JamesANZ/bitcoin-mcp](https://github.com/JamesANZ/bitcoin-mcp) 📇 🏠 - An MCP server that enables AI models to query the Bitcoin blockchain.
- [JamesANZ/evm-mcp](https://github.com/JamesANZ/evm-mcp) 📇 ☁️ - An MCP server that provides complete access to Ethereum Virtual Machine (EVM) JSON-RPC methods. Works with any EVM-compatible node provider including Infura, Alchemy, QuickNode, local nodes, and more.
- [JamesANZ/prediction-market-mcp](https://github.com/JamesANZ/prediction-market-mcp) 📇 ☁️ - An MCP server that provides real-time prediction market data from multiple platforms including Polymarket, PredictIt, and Kalshi. Enables AI assistants to query current odds, prices, and market information through a unified interface.
+- [Jeric1223/tossinvest-mcp](https://github.com/Jeric1223/tossinvest-mcp) [](https://glama.ai/mcp/servers/Jeric1223/tossinvest-mcp) 📇 🏠 🍎 🪟 🐧 - Toss Securities (토스증권) Open API server for Korean and US stocks. Places regular and SINGLE/OCO/OTO conditional orders behind a single-use confirmation token that expires in 60 seconds, plus quotes, orderbook, trades, candles, investor flows, short selling, rankings, holdings, buying power, and FX. `npx -y @soehd0889/tossinvest-mcp`
- [JhiNResH/maiat-protocol](https://github.com/JhiNResH/maiat-protocol) [](https://glama.ai/mcp/servers/JhiNResH/maiat-protocol) 📇 ☁️ - Trust infrastructure for the agent economy. 4 tools: agent trust scores (18K+ agents indexed), token rug pull forensics, outcome reporting for oracle feedback loop, and Scarab reputation points. Hosted MCP at `https://app.maiat.io/api/mcp`.
+- [jakzaizzat/cukaimax-agent](https://github.com/jakzaizzat/cukaimax-agent) [](https://glama.ai/mcp/servers/jakzaizzat/cukaimax-agent) 🎖️ ☁️ - Source-linked Malaysian individual and sole-proprietor tax authority for AI agents. Five read-only tools cover YA2025 Form BE drafts, Form B authority and preparation readiness, and source-verified YA2026 planning while filing fields remain blocked pending official HASiL forms. Public Streamable HTTP endpoint with no API key: `https://www.cukaimax.com/.well-known/mcp`.
- [janswist/mcp-dexscreener](https://github.com/janswist/mcp-dexscreener) 📇 ☁️ - Real-time on-chain market prices using open and free Dexscreener API
- [jjlabsio/korea-stock-mcp](https://github.com/jjlabsio/korea-stock-mcp) 📇 ☁️ - An MCP Server for Korean stock analysis using OPEN DART API and KRX API
- [joepangallo/mcp-server-agentpay](https://github.com/joepangallo/mcp-server-agentpay) [](https://glama.ai/mcp/servers/ict1p5dlrr) 📇 ☁️ - Payment gateway for autonomous AI agents. Single gateway key for tool discovery, auto-provisioning, and pay-per-call metering. Supports Stripe and x402 USDC for fully autonomous wallet funding.
@@ -2007,6 +2131,7 @@ Provides direct access to local file systems with configurable permissions. Enab
- [Frontier-Compute/zcash-mcp](https://github.com/Frontier-Compute/zcash-mcp) [](https://glama.ai/mcp/servers/Frontier-Compute/zcash-mcp) 📇 ☁️ - Zcash shielded operations for AI agents. Chain queries, memo decoding, on-chain attestation, and proof verification.
- [KyuRish/trading212-mcp-server](https://github.com/KyuRish/trading212-mcp-server) [](https://glama.ai/mcp/servers/@KyuRish/trading212-mcp-server) 🐍 ☁️ - Trading 212 API integration with 28 tools for portfolio management, trading (market/limit/stop orders), pies, dividends, market data, and analytics. Built-in rate limiting.
- [klever-io/mcp-klever-vm](https://github.com/klever-io/mcp-klever-vm) 🎖️ 📇 ☁️ - Klever blockchain MCP server for smart contract development, on-chain data exploration, account and asset queries, transaction analysis, and contract deployment tooling.
+- [kindrat86/agentmail](https://github.com/kindrat86/agentmail) [](https://glama.ai/mcp/servers/kindrat86/agentmail) 🐍 ☁️ 🏠 - OFAC sanctions screening for AI agents. Screen names, wallets, and countries before payment through MCP, HTTP, or CLI. Free tier: 5 checks/day; x402: $0.05/check; Dev key: $19/month.
- [kindrat86/mcp-deal-flow-signal](https://github.com/kindrat86/mcp-deal-flow-signal) [](https://glama.ai/mcp/servers/kindrat86/mcp-deal-flow-signal) 📇 ☁️ - VC deal flow signals from GitHub engineering activity. Tracks startup commit velocity, contributor growth, and repo expansion across 20 sectors for seed and Series A investors. No API key required. Install: `npx @gitdealflow/mcp-signal`.
- [laukikk/alpaca-mcp](https://github.com/laukikk/alpaca-mcp) 🐍 ☁️ - An MCP Server for the Alpaca trading API to manage stock and crypto portfolios, place trades, and access market data.
- [lightningfaucet/lightning-wallet-mcp](https://github.com/lightningfaucet/lightning-wallet-mcp) [](https://glama.ai/mcp/servers/lightningfaucet/lightning-wallet-mcp) 📇 ☁️ - Give AI agents a Bitcoin Lightning wallet with L402/X402 paid API support, operator/agent hierarchy, budget controls, and CLI interface.
@@ -2021,6 +2146,7 @@ Provides direct access to local file systems with configurable permissions. Enab
- [makeev/alphai-mcp](https://github.com/makeev/alphai-mcp) [](https://glama.ai/mcp/servers/makeev/alphai-mcp) 🎖️ 🐍 ☁️ - Real-time, AI-enriched financial news for trading agents: full-text & ticker search, trending and "actionable-now" feeds, SEC Form 4 insider transactions, and two-ticker read-across. Each story carries per-ticker analysis and a 1-10 relevance score. Hosted at mcp.alphai.io, OAuth, free 100 calls/hour.
- [MarcinDudekDev/crypto-signals-mcp](https://github.com/MarcinDudekDev/crypto-signals-mcp) [](https://glama.ai/mcp/servers/@MarcinDudekDev/crypto-signals-mcp) 🐍 ☁️ - Real-time crypto volume anomaly detection across 50+ tokens. Detects unusual trading activity, whale movements, and pump signals via live API.
- [Mattbusel/Reddit-Options-Trader-ROT-](https://github.com/Mattbusel/Reddit-Options-Trader-ROT-) 🐍 ☁️ - The first financial intelligence MCP server. Live AI-scored trading signals from Reddit, SEC filings, FDA approvals, Congressional trades, and 15+ sources. 7 tools, 2 resources, hosted remotely, free, no API key required.
+- [tersignhq/tersign-js](https://github.com/tersignhq/tersign-js) [](https://glama.ai/mcp/servers/tersignhq/tersign-js) 📇 ☁️ - Evidence layer for agent-to-agent commerce: signed receipts, verification, and dispute evidence envelopes.
- [tresor4k/macalc-mcp](https://github.com/tresor4k/macalc-mcp) [](https://glama.ai/mcp/servers/tresor4k/macalc-mcp) ☁️ 📇 - The most comprehensive everyday calculator MCP server — 501 tools, 22 categories, 8 countries' tax systems (FR, BE, CH, CA, US, UK, MA, SN). Finance, health, math, science, construction, conversions, education, sport, cooking, travel & more. Free, no API key.
- [mbrassey/solentic](https://github.com/mbrassey/solentic) [](https://glama.ai/mcp/servers/@blueprint-infrastructure/solentic) 📇 ☁️ - Native Solana staking infrastructure for AI agents — 18 MCP tools for stake, unstake, withdraw, simulate, and verify. Zero custody, unsigned transactions only, ~6% APY via Blueprint validator.
- [mcpdotdirect/evm-mcp-server](https://github.com/mcpdotdirect/evm-mcp-server) 📇 ☁️ - Comprehensive blockchain services for 30+ EVM networks, supporting native tokens, ERC20, NFTs, smart contracts, transactions, and ENS resolution.
@@ -2056,6 +2182,7 @@ Provides direct access to local file systems with configurable permissions. Enab
- [openMF/mcp-mifosx](https://github.com/openMF/mcp-mifosx) ☁️ 🏠 - A core banking integration for managing clients, loans, savings, shares, financial transactions and generating financial reports.
- [orcalayer/orcalayer-mcp](https://github.com/orcalayer/orcalayer-mcp) [](https://glama.ai/mcp/servers/orcalayer/orcalayer-mcp) 🐍 ☁️ - Polymarket whale tracking & smart-money analytics. Filtered leaderboard (airdrop-farmers excluded), hedge detection, NegRisk correction, and Ukraine territorial markets with ISW frontline overlay.
- [partymola/monzo-mcp](https://github.com/partymola/monzo-mcp) [](https://glama.ai/mcp/servers/partymola/monzo-mcp) 🐍 ☁️ 🏠 - Read-only MCP server for the Monzo banking API (UK). OAuth with auto-refresh, local SQLite transaction cache, full-text search, and spending analysis with category breakdowns.
+- [paulf280-ui/solana-safe-sniper-mcp-template](https://github.com/paulf280-ui/solana-safe-sniper-mcp-template) [](https://glama.ai/mcp/servers/paulf280-ui/solana-safe-sniper-mcp-template) 📇 ☁️ - Pre-trade safety check for Solana tokens. `check_cabal_risk` traces holder funding to shared sources, flags same-block bundle buys, coordinated dumps and serial-launcher deployer history, and returns one Exit-Liquidity Risk verdict with a 0-100 score before an agent buys. Holder concentration counts only real wallets — LP pools and locked supply are excluded and labelled, not scored as a whale. The deployer is resolved from the token's Create transaction rather than the mutable `creator` field, which pump.fun's ownership transfer can rewrite. A second tool, `check_wallet_in_token`, screens one specific wallet against one token — rank, share of supply, whether it funded a coordinated cluster, or whether it held and has since sold out — and states the limit of what was actually checked instead of returning a false "clean". Free tier available with no signup; then $0.001 USDC per scan via x402. Remote at https://api.cabal-hunter.com/mcp
- [payclaw/mcp-server](https://github.com/payclaw/mcp-server) [](https://glama.ai/mcp/servers/@payclaw/payclaw-mcp) 📇 ☁️ - Virtual Visa cards for AI agents. Just-in-time card issuance per transaction, human-approved spend authorization, MCP-native. Works anywhere Visa is accepted.
- [mikusnuz/pexbot-mcp](https://github.com/mikusnuz/pexbot-mcp) [](https://glama.ai/mcp/servers/mikusnuz/pexbot-mcp) 📇 ☁️ - AI simulated crypto trading with real-time Upbit prices. 11 tools for registration, trading, and autonomous AI investment with 100M KRW virtual balance. `npx -y @pexbot/mcp`
- [PaulieB14/graph-aave-mcp](https://github.com/PaulieB14/graph-aave-mcp) [](https://glama.ai/mcp/servers/@PaulieB14/graph-aave-mcp) 📇 ☁️ - AAVE V2/V3 lending protocol data across 7 chains via The Graph — reserves, user positions, health factors, liquidations, flash loans, and governance.
@@ -2155,18 +2282,23 @@ px goldbean-mcp\.
- [bevanding/signaldaemon](https://github.com/bevanding/signaldaemon) [](https://glama.ai/mcp/servers/bevanding/signaldaemon) 🐍 ☁️ - Narrative & signal intelligence for AI agents (crypto/AI/macro): cross-source narrative convergence and capital-vs-narrative divergence. Remote MCP server, self-serve keys, fails safe (says "no coverage" rather than hallucinating).
- [ENTIA-IA/entia-mcp-server](https://github.com/ENTIA-IA/entia-mcp-server) [](https://glama.ai/mcp/servers/ENTIA-IA/entia-mcp-server) 🎖️ 🐍 ☁️ - Verified business-identity intelligence for AI agents & MCP clients — company verification, VAT, BORME, GLEIF, ownership and risk signals across 34 countries. Remote MCP server, free tier. `npx mcp-remote https://mcp.entia.systems/mcp`
- [Nikolife2016/pulsefeed-x402](https://github.com/Nikolife2016/pulsefeed-x402) [](https://glama.ai/mcp/servers/Nikolife2016/pulsefeed-x402) 📇 ☁️ - Trust & safety layer for x402 agent payments: before your agent pays an x402 endpoint, verify it is safe — liveness, scam/anomaly scan (payTo hijack, bait-and-switch, honeypot), and on-chain receiver verification. ~70% of x402 endpoints are dead or scams; only ~half of "healthy" listings work. Free /verify + an open Trust Score. `npx -y pulsefeed-x402-mcp`
+- [ninetails-io/gnucash-mcp](https://github.com/ninetails-io/gnucash-mcp) [](https://glama.ai/mcp/servers/ninetails-io/gnucash-mcp) 🐍 🏠 🍎 🪟 🐧 - Full double-entry accounting on local GnuCash books: transactions (single and batch), invoices and bills, budgets, investment lots, scheduled transactions, reconciliation, and reports. Modular tool loading — role presets (bookkeeper, investor, freelancer, business) expose just the surface you need, from a 29-tool core up to 87 in all. Multi-currency and multi-book aware, with a plain-text audit trail of every write. Data never leaves your machine. Try it before installing: the browser sandbox opens three populated sample books (USD, CNY, EUR) with nothing to set up; when it clicks, clone and run with `uv`.
- [viniciuslazzari/bolsai-mcp](https://github.com/viniciuslazzari/bolsai-mcp) [](https://glama.ai/mcp/servers/viniciuslazzari/bolsai-mcp) 🐍 🏠 🍎 🪟 🐧 - Brazilian stock market data (B3, CVM, BCB) for AI assistants — stock prices, 27+ fundamentals, dividends, FIIs, and macro indicators (Selic, IPCA, CDI). Install: `pip install bolsai-mcp` or `uvx bolsai-mcp`.
- [@agentfund/mcp](https://github.com/agentIgris/agentfund) [](https://glama.ai/mcp/servers/agentIgris/agentfund) 📇 ☁️ - Fundraising infrastructure for AI agents on Solana — campaigns, x402 donations, and on-chain reputation. MCP tools for registering agents, creating campaigns, and donating via the x402 pay-to-call flow, backed by Anchor programs (agent_registry, escrow, reputation). `npx -y @agentfund/mcp`
- [sebastienrousseau/camt053-mcp](https://github.com/sebastienrousseau/camt053-mcp) [](https://glama.ai/mcp/servers/sebastienrousseau/camt053-mcp) 🐍 🏠 🍎 🪟 🐧 - **ISO 20022 bank-statement parsing + reversing entries** (`camt.053` Bank-to-Customer Statement). 19 tools + 3 resources + 4 guided prompts across message-type discovery, return-reason lookup, schema introspection, IBAN/BIC/LEI validation, camt.053 parsing + XSD validation, Nov 2026 CBPR+ cliff readiness check, curated SEPA / CBPR+ / HVPS+ rulebook citation lookup, accounting-platform journal export (Xero + QuickBooks Online), LLM-driven entry classification via MCP Sampling, entry listing/filtering, and one-shot validated reversing-entry XML generation. Built on the [`camt053`](https://github.com/sebastienrousseau/camt053) library (100% line + branch coverage, SLSA Build L3 + PEP 740 attestations, Apache-2.0). Install `pip install camt053-mcp`, run `camt053-mcp`.
- [sebastienrousseau/pacs008-mcp](https://github.com/sebastienrousseau/pacs008-mcp) [](https://glama.ai/mcp/servers/sebastienrousseau/pacs008-mcp) 🐍 🏠 🍎 🪟 🐧 - **ISO 20022 FI-to-FI credit-transfer generation + validation** (`pacs.008` FI-to-FI Customer Credit Transfer, `pacs.004` Payment Return, `pacs.002` Status Report). 15 tools across message-type + scheme discovery, JSON Schema + rail-usage validation, validated XML generation, XSD validation, inbound parsing, the November 2026 structured-address cliff toolkit (classify/validate/repair/batch), and legacy SWIFT MT103 → pacs.008 conversion. Built on the [`pacs008`](https://github.com/sebastienrousseau/pacs008) library (100% branch coverage, Apache-2.0). Install `pip install pacs008-mcp`, run `pacs008-mcp`.
+- [manganate006/openlmnp](https://github.com/manganate006/openlmnp) [](https://glama.ai/mcp/servers/manganate006/openlmnp) 🏠 ☁️ - Open source (AGPLv3) accounting software for the French LMNP tax status (furnished rentals, e.g. Airbnb hosts). Computes component-based depreciation, generates French tax forms (2031/2033) and FEC accounting export, imports Airbnb/Booking.com booking data, and includes a micro-BIC vs. real-regime simulator. Built-in MCP server lets an AI assistant create accounting entries, compute depreciation, and generate tax returns via natural language. Self-hostable via Docker.
- [tonnode/mcp](https://github.com/tonnode/mcp) [](https://glama.ai/mcp/servers/tonnode/mcp) 📇 🏠 ☁️ - Direct liteserver access to The Open Network (TON) over native ADNL: GRAM balances, account state, transaction history and contract get-methods. Works with the free public config or a private/hosted endpoint. `npx -y @tonnode/mcp`
- [slenderongithub/fix-protocol-mcp](https://github.com/slenderongithub/fix-protocol-mcp) [](https://glama.ai/mcp/servers/slenderongithub/fix-protocol-mcp) 🐍 🏠 - Parse, validate, build, and explain FIX protocol trading messages (Logon, NewOrderSingle, ExecutionReport, and the rest of the session/order workflow). Fully offline — bundled FIX 4.4 field dictionary, no API keys or network calls. Install `pip install .`, run `fix-protocol-mcp`.
- [andresdefi/zerodust](https://github.com/andresdefi/zerodust) [](https://glama.ai/mcp/servers/andresdefi/zerodust) 🎖️ 📇 ☁️ 🏠 🍎 🪟 🐧 - Sweep an agent's native gas balance to **exactly zero** on 25+ EVM chains via EIP-7702 sponsored execution — a relayer pays the gas and is reimbursed from the sweep, so nothing is left stranded. Same-chain or cross-chain. Read-only by default; sweeping is opt-in and destination-allowlisted, so a prompt-injected agent still cannot redirect funds. `npx @zerodust/mcp-server`
- [amitesh-m/wealthville-integrations](https://github.com/amitesh-m/wealthville-integrations) [](https://glama.ai/mcp/servers/amitesh-m/wealthville-integrations) 🎖️ 📇 🏠 - Solana + EVM liquidity-pool scores for AI agents: **Enter/Hold/Exit verdicts** and a composite **0–100 Wealthville Score**, plus a live, immutable, miss-inclusive track record. 4 read-only tools (pool score, top pools, track record, signals feed). In the official MCP Registry. `npx @wealthville/mcp-server`
- [SynderAccounting/gl-importer-plugin](https://github.com/SynderAccounting/gl-importer-plugin) [](https://glama.ai/mcp/servers/SynderAccounting/gl-importer-plugin) 🎖️ 📇 ☁️ - Import CSV/XLSX accounting data into QuickBooks Online or Xero via the [Synder Importer API](https://importer.synder.com). 19 tools covering imports, field mapping rules, post-import rules, and entity discovery. Install with `npx -y @cloudbusiness/gl-importer-mcp`.
+- [sturs49/cryptotaxedge-mcp](https://github.com/sturs49/cryptotaxedge-mcp) [](https://glama.ai/mcp/servers/sturs49/cryptotaxedge-mcp) 🎖️ ☁️ - US tax classification for on-chain transactions: submit a transaction hash, get the canonical category, US tax treatment, a confidence score, and an explicit route-to-review flag on uncertain rows. 80+ chains. Remote streamable-HTTP server at https://mcp.cryptotaxedge.com/ (free Developer tier); on the official MCP registry as io.github.sturs49/cryptotaxedge.
- [sand0vvv/hyperevm-mcp](https://github.com/sand0vvv/hyperevm-mcp) [](https://glama.ai/mcp/servers/sand0vvv/hyperevm-mcp) 📇 ☁️ 🍎 🪟 🐧 - Read-only Hyperliquid / HyperEVM: every way to earn on HYPE in one table — liquid staking, lending with utilisation and max LTV, LP pools, and the HLP vault — with yield a pool earns separated from yield paid in emitted tokens. Also protocol TVL, fees actually paid, perp and spot markets, funding history, and order-book depth with a straight answer when a size will not fill. Where a source publishes a figure whose unit cannot be confirmed, the cell reads n/a instead. No keys, no signing, nothing to configure. `npx -y @sand0vvv/hyperevm-mcp`
- [polyorderbooks/mcp-server](https://github.com/polyorderbooks/mcp-server) [](https://glama.ai/mcp/servers/polyorderbooks/mcp-server) 📇 ☁️ - Historical Polymarket order book depth — full L2 bid/ask ladders at 1-second resolution on resolved markets, plus prices, spread and liquidity. Polymarket archives no order book history, so this serves depth captured live.
+- [asokore/statcite](https://github.com/asokore/statcite) [](https://glama.ai/mcp/servers/asokore/statcite) 📇 ☁️ - Official economic statistics with full citations — World Bank, IMF, BIS, ECB, and Caribbean central banks (ECCB, Central Bank of Barbados, incl. Anguilla and Montserrat) — plus `verify_stat`/`verify_claims` to check claimed figures against the official series. 12 tools, 48 curated indicators, 200+ economies. Free remote MCP at `https://statcite.com/mcp` (Streamable HTTP, stateless, no auth). In the official MCP Registry (`io.github.asokore/statcite`).
+- [ravndex/ravn-mcp-glama](https://github.com/ravndex/ravn-mcp-glama) [](https://glama.ai/mcp/servers/ravndex/ravn-mcp-glama) 📇 ☁️ - Cross-chain swap execution across 12 venues and 16 chains, including native (non-wrapped) Bitcoin as either source or destination. No signup, no API key, 0% protocol fee — same routing engine the app itself uses. Hosted remote server (no install) at `https://app.ravn.exchange/api/mcp`; this repo is a local/stdio alternative. On the official MCP registry as `exchange.ravn/ravn`.
### 🎮 Gaming
Integration with gaming related data, game engines, and services
@@ -2185,6 +2317,7 @@ Integration with gaming related data, game engines, and services
- [dmang-dev/mcp-bizhawk](https://github.com/dmang-dev/mcp-bizhawk) [](https://glama.ai/mcp/servers/dmang-dev/mcp-bizhawk) 📇 🏠 🍎 🪟 🐧 - Drive the [BizHawk](https://github.com/TASEmulators/BizHawk) multi-system emulator from any MCP client. Memory r/w across named domains, joypad input, frame-advance, screenshot, save/load state. One bridge unlocks NES, SNES, GB/GBC/GBA, Genesis, N64, PSX, Saturn, and more.
- [dmang-dev/mcp-dolphin](https://github.com/dmang-dev/mcp-dolphin) [](https://glama.ai/mcp/servers/dmang-dev/mcp-dolphin) 📇 🏠 🍎 🪟 🐧 - Drive the [Dolphin](https://dolphin-emu.org) GameCube/Wii emulator from any MCP client: read/write PowerPC memory (MEM1/MEM2), GameCube + Wii Remote input (buttons, IR pointer, accelerometer, MotionPlus), reset, save/load state, and frame advance. Python bridge inside [Felk's scripting fork](https://github.com/Felk/dolphin) + Node MCP server.
- [dmang-dev/mcp-mgba](https://github.com/dmang-dev/mcp-mgba) [](https://glama.ai/mcp/servers/dmang-dev/mcp-mgba) 📇 🏠 🍎 🪟 🐧 - Drive the [mGBA](https://mgba.io) Game Boy Advance emulator from any MCP client: read/write GBA memory, inject button presses, take screenshots, save/load state, and step the emulator. Lua bridge inside mGBA + Node MCP server.
+- [drknowhow/fluxdots-mcp](https://github.com/drknowhow/fluxdots-mcp) [](https://glama.ai/mcp/servers/drknowhow/fluxdots-mcp) 📇 ☁️ - Play [FluxDots](https://fluxdots.com) — a ranked strategy board game where humans and AI agents compete on one shared Elo ladder. Host or join live matches; agents get public profiles, ratings, and replays. Zero-dependency single-file server.
- [dmang-dev/mcp-pine](https://github.com/dmang-dev/mcp-pine) [](https://glama.ai/mcp/servers/dmang-dev/mcp-pine) 📇 🏠 🍎 🪟 🐧 - Memory inspection and savestate control for PCSX2 and other emulators speaking the [PINE](https://github.com/GovanifY/pine) protocol. Read/write 8/16/32/64-bit memory, save/load state slots, query game metadata. TCP on Windows, Unix sockets on Linux/macOS.
- [dmang-dev/mcp-ppsspp](https://github.com/dmang-dev/mcp-ppsspp) [](https://glama.ai/mcp/servers/dmang-dev/mcp-ppsspp) 📇 🏠 🍎 🪟 🐧 - Drive PSP games through [PPSSPP](https://www.ppsspp.org)'s built-in WebSocket debugger interface — no plugin needed. Memory r/w (u8/u16/u32/range/string), input (buttons + analog), pause/resume/step, screenshot, MIPS Allegrex registers, CPU execution breakpoints. The richest debugger surface in the family thanks to PPSSPP's native instrumentation.
- [dmang-dev/mcp-retroarch](https://github.com/dmang-dev/mcp-retroarch) [](https://glama.ai/mcp/servers/dmang-dev/mcp-retroarch) 📇 🏠 🍎 🪟 🐧 - Drive any libretro core through [RetroArch](https://www.retroarch.com/)'s Network Control Interface (UDP): read/write memory, save/load state, screenshot, pause/frame-advance/reset, on-screen messages. Verified against NES, SNES, Genesis, N64, GBA, and PS1 cores.
@@ -2198,6 +2331,7 @@ Integration with gaming related data, game engines, and services
- [gregario/tft-oracle](https://github.com/gregario/tft-oracle) [](https://glama.ai/mcp/servers/gregario/tft-oracle) 📇 🏠 - Teamfight Tactics champion, trait, item, and augment reference. 8 tools with full Set 16 data from CommunityDragon, including synergy lookups, item recipes, and rolling odds.
- [gregario/warhammer-oracle](https://github.com/gregario/warhammer-oracle) [](https://glama.ai/mcp/servers/gregario/warhammer-oracle) 📇 🏠 - Warhammer 40K, Combat Patrol, and Kill Team rules reference with unit datasheets, keyword definitions, phase sequences, and game flow. 6 tools, 3148 units embedded.
- [Erodenn/godot-mcp-runtime](https://github.com/Erodenn/godot-mcp-runtime) [](https://glama.ai/mcp/servers/@Erodenn/godot-runtime-mcp) 📇 🏠 🍎 🪟 🐧 - MCP server for Godot 4.x with runtime control via injected UDP bridge: input simulation, screenshots, UI discovery, and live GDScript execution while the game is running.
+- [german-krasnikov/unity-biome-mcp](https://github.com/german-krasnikov/unity-biome-mcp) [](https://glama.ai/mcp/servers/german-krasnikov/unity-biome-mcp) 🐍 #️⃣ 🏠 🍎 🪟 🐧 - Control the Unity Editor from 10 MCP clients or from chat inside Unity. 47 tools for scenes, GameObjects, components, Shader Graph, materials, animation, and UI. PlayTest DSL for deterministic scenario verification, batch operations with Undo rollback, token-efficient plain-text protocol, screenshots with visual diff. Cross-platform CI, 11,700+ tests, MIT.
- [haoyifan/Silicon-Pantheon](https://github.com/haoyifan/Silicon-Pantheon) [](https://glama.ai/mcp/servers/haoyifan/Silicon-Pantheon) 🐍 ☁️ 🏠 🍎 🪟 🐧 - Turn-based strategy game where AI agents (Claude, GPT, Grok) are the players and humans coach from the sideline. Agents command armies on tactical grids, write post-match reflections, and learn across games. MCP-native client-server architecture with a hosted lobby and self-host option.
- [hkaanengin/opendota-mcp-server](https://github.com/hkaanengin/opendota-mcp-server) 🐍 🏠 ☁️ - MCP server providing AI assistants with access to Dota 2 statistics via OpenDota API. 20+ tools for player stats, hero data, and match analysis with natural language support.
- [hope1026/weppy-roblox-mcp](https://github.com/hope1026/weppy-roblox-mcp) [](https://glama.ai/mcp/servers/hope1026/roblox-mcp) 📇 🏠 🍎 🪟 - MCP server and plugin that lets AI agents (Claude Code, Cursor, Codex, Gemini) directly control a live Roblox Studio session — create scripts, instances, terrain, lighting, and assets via natural language. 21 tools, 140+ actions, bidirectional sync, and automated playtest.
@@ -2206,10 +2340,12 @@ Integration with gaming related data, game engines, and services
- [taygunsavas/patina-unity-mcp](https://github.com/taygunsavas/patina-unity-mcp) [](https://glama.ai/mcp/servers/taygunsavas/patina-unity-mcp) 🦀 #️⃣ 🏠 🍎 🪟 🐧 - Control the Unity Editor from MCP hosts through a local Rust server and C# bridge, with one-click host setup and 86 Unity commands for scenes, GameObjects, prefabs, assets, scripts, console, tests, and build settings.
- [jiayao/mcp-chess](https://github.com/jiayao/mcp-chess) 🐍 🏠 - A MCP server playing chess against LLMs.
- [jkiley129/steam-mcp](https://github.com/jkiley129/steam-mcp) [](https://glama.ai/mcp/servers/jkiley129/steam-mcp) 📇 🏠 🍎 🪟 🐧 - Connect Claude to your Steam library. Query your games, playtime, recently played, and store metadata via natural language.
+- [justinscott12/modrinth-mcp](https://github.com/justinscott12/modrinth-mcp) [](https://glama.ai/mcp/servers/justinscott12/modrinth-mcp) 📇 ☁️ 🍎 🪟 🐧 - Search [Modrinth](https://modrinth.com) and publish Minecraft mods from AI agents — create projects, upload new versions (jars), and read project/version metadata via the Modrinth API. Ships as an npm package and a Claude Code plugin.
- [Grinv/steam-games-mcp](https://github.com/Grinv/steam-games-mcp) [](https://glama.ai/mcp/servers/Grinv/steam-games-mcp) 📇 🏠 🍎 🪟 🐧 - Search Steam's store/catalog (deals, reviews, Steam Deck/SteamOS/Machine/Frame compatibility) with no API key, plus player profiles, libraries, achievements and friends via the official Steam Web API (free key).
- [kitao/pyxel-mcp](https://github.com/kitao/pyxel-mcp) [](https://glama.ai/mcp/servers/@kitao/pyxel-mcp) 🐍 🏠 - MCP server for [Pyxel](https://github.com/kitao/pyxel) retro game engine, enabling AI to run, capture screenshots, inspect sprites, and analyze audio of Pyxel games.
- [kkjdaniel/bgg-mcp](https://github.com/kkjdaniel/bgg-mcp) 🏎️ ☁️ - An MCP server that enables interaction with board game related data via the BoardGameGeek API (XML API2).
- [lodordev/mcp-romm](https://github.com/lodordev/mcp-romm) [](https://glama.ai/mcp/servers/lodordev/mcp-romm) 🐍 🏠 - MCP server for [RomM](https://github.com/rommapp/romm) retro game library manager. 19 read-only tools for browsing platforms, searching ROMs, viewing metadata, managing collections, tracking saves, firmware, devices, and task monitoring. OAuth2 auth with automatic token refresh.
+- [murzin-ml/mcp-ps-store](https://github.com/murzin-ml/mcp-ps-store) [](https://glama.ai/mcp/servers/murzin-ml/mcp-ps-store) 🐍 🏠 🍎 🪟 🐧 - PlayStation Network gaming history: playtime, trophies and purchased library, for grounding game recommendations in what you actually played.
- [truetick-gg/mcp](https://github.com/truetick-gg/mcp) 📇 ☁️ - Manage [TrueTick](https://truetick.gg) Minecraft hosting servers from AI agents: create/start/stop servers, live TPS/MSPT metrics, RCON console, file access, backups, and Modrinth/CurseForge mods.
- [zefarie/pterodactyl-mcp](https://github.com/zefarie/pterodactyl-mcp) [](https://glama.ai/mcp/servers/zefarie/pterodactyl-mcp) 📇 ☁️ 🏠 - Manage Pterodactyl and Pelican game server panels through AI. 73 tools for server management, power control, file operations, backups, schedules, databases, users, nodes, and eggs.
- [n24q02m/better-godot-mcp](https://github.com/n24q02m/better-godot-mcp) [](https://glama.ai/mcp/servers/@n24q02m/better-godot-mcp) 📇 🏠 🍎 🪟 🐧 - 18 composite tools for structured Godot 4.x interaction: scenes, nodes, GDScript, shaders, animation, tilemap, physics, audio, navigation, UI, input mapping, and signals.
@@ -2252,30 +2388,47 @@ Control smart home devices, home network equipment, and automation systems.
- [NickoScope/nickol-knx-mcp](https://github.com/NickoScope/nickol-knx-mcp) [](https://glama.ai/mcp/servers/NickoScope/nickol-knx-mcp) 🐍 🏠 - Design-time KNX/ETS6 assistant: parses .knxproj (read-only, no bus access), validates DPT/naming/command-status pairing, and generates Home Assistant YAML + ETS XML/CSV exports.
- [alexpfau/zigbee2mqtt-mcp](https://github.com/alexpfau/zigbee2mqtt-mcp) [](https://glama.ai/mcp/servers/alexpfau/zigbee2mqtt-mcp) 📇 🏠 🍎 🪟 🐧 - Administer a Zigbee2MQTT estate over its MQTT bridge API — whole-network health report (offline devices, weak links, low batteries, pending OTA, devices rejoining), mesh topology, pairing, binding, reporting intervals and device options. 23 tools across read/safe/destructive tiers; destructive tools are disabled by default. `npx zigbee2mqtt-mcp`
+### 🪪 Identity
+
+Servers that establish who a person or an agent is and what may be known about them.
+
+- [true-alter/cli](https://github.com/true-alter/cli) [](https://glama.ai/mcp/servers/true-alter/cli) 🎖️ 📇 ☁️ - Companies pay other companies to find out who you are. ~Alter pays you because you choose to be found. Claim `~yourname`, take back control of your digital identity, and keep 75% every time someone pays to find you. Golden threads turn curiosity into side quests that prove what you can actually do so you never write a CV again. Start or join a collective where a team, a union, or a whole country earns identity income the same way you do. Being known. `npm i -g @truealter/cli && alter wire`
+
### 🏭 Industrial & IoT
Connect AI agents to industrial equipment, machinery, and operational technology (OT) — telemetry ingestion, monitoring, and control across manufacturing and factory-floor protocols.
- [Extelligence-ai/bagel](https://github.com/Extelligence-ai/bagel) [](https://glama.ai/mcp/servers/Extelligence-ai/bagel) 🐍 🏠 - Ask questions about robotics, drone, and IoT data (ROS 1/2 bags, MCAP, PX4/ArduPilot/Betaflight logs, CAN/MF4, live MQTT) in plain English; answers are DuckDB SQL over the actual messages, with an intelligent edge data-reduction pipeline and exports to Rerun, PlotJuggler, and LeRobot.
- [FoundryNet/forge-mcp](https://github.com/FoundryNet/forge-mcp) 🐍 ☁️ - Industrial AI infrastructure that connects any AI agent to industrial equipment: 14 protocols, 18 manufacturers, 30 tools, cross-OEM telemetry normalization, health index, and failure prediction. The first physical-world MCP server. Free tier available. ([Smithery](https://smithery.ai/server/@foundrynet/forge)) [](https://glama.ai/mcp/servers/FoundryNet/forge-mcp)
+- [purinzan/gx3-cli-mcp](https://github.com/purinzan/gx3-cli-mcp) [](https://glama.ai/mcp/servers/purinzan/gx3-cli-mcp) 🐍 🏠 🪟 - Read-only analysis of Mitsubishi Electric MELSEC PLC projects saved by GX Works3 (`.gx3`): trace why a coil never turns on through the ladder logic, find where a device is written and read, search by device comment, and separate conditions that arrive from physical inputs, HMI or network communication. Runs entirely locally and never modifies the project; no project-mutating command is exposed. Unofficial, not affiliated with Mitsubishi Electric.
### 🧠 Knowledge & Memory
Persistent memory storage using knowledge graph structures. Enables AI models to maintain and query structured information across sessions.
+- [fish827-08/rag-kb](https://github.com/fish827-08/rag-kb) [](https://glama.ai/mcp/servers/fish827-08/rag-kb) 🐍 🏠 🪟 - Local-first agent memory & knowledge service with hybrid retrieval (BGE-M3 dense vectors + BM25 via jieba, fused with RRF), document & webpage ingestion, and optional RAG answering via local Ollama. Single process, embedded ChromaDB, REST + native MCP server; fully functional offline without any LLM. Apache-2.0.
- [AkashGoenka/coldstart](https://github.com/AkashGoenka/coldstart) [](https://glama.ai/mcp/servers/AkashGoenka/coldstart) 📇 🏠 🍎 🪟 🐧 - Codebase memory for coding agents, with no embeddings and no API key. A deterministic AST index answers "which files are relevant to this task?" in milliseconds, and agents write durable notes about the repo that are content-hash checked — a note flags itself stale the moment the code it describes changes. Notes are markdown inside the repo, so they commit and review alongside your code. `npm i -g @cstart/coldstart && coldstart init`
- [jayasukuv11-beep/agenthelm](https://github.com/jayasukuv11-beep/agenthelm) [](https://glama.ai/mcp/servers/jayasukuv11-beep/agenthelm) 📇 🐍 ☁️ 🏠 🍎 🪟 🐧 - Shared, versioned memory and governance control plane for AI coding agents. Compiler pipeline resolves architectural decision conflicts across Claude Code, Cursor, and custom agent fleets. `npx -y agenthelm-mcp`
+- [AIStorageDepot/aistoragedepot-mcp](https://github.com/AIStorageDepot/aistoragedepot-mcp) [](https://glama.ai/mcp/servers/AIStorageDepot/aistoragedepot-mcp) 📇 ☁️ 🍎 🪟 🐧 - Your team's prompt, rules, skills & docs library over MCP — one versioned, shared source of truth (search_library + get_item); mark items "/" and they become slash commands. `npx -y @aistoragedepot/mcp`
- [jmpdsevilla/BovedIA](https://github.com/jmpdsevilla/BovedIA) [](https://glama.ai/mcp/servers/@jmpdsevilla/BovedIA) 📇 🏠 🍎 🪟 🐧 - Personal memory for Claude Code in plain Markdown notes you own. Doesn't load context blindly: a router note decides what to load and when, plus an "alma" (soul) layer for what you think and feel, not just tasks. `npx bovedia`
+- [LiLara-AI/shadowgraph](https://github.com/LiLara-AI/shadowgraph) [](https://glama.ai/mcp/servers/LiLara-AI/shadowgraph) 📇 🏠 🍎 🪟 🐧 - **Technical Preview / Early Access.** Local-first decision memory for AI agents that stores choices, rejected alternatives and their reasons, failed attempts, outcomes, provenance, and caller-invoked review conditions in a local file. Stdio MCP server; install from GitHub with Node.js 20+.
- [lumayapartners/memini](https://github.com/lumayapartners/memini) [](https://glama.ai/mcp/servers/lumayapartners/memini) 📇 🏠 🍎 🪟 🐧 - Local-first project memory and guardrails for coding agents. Records failed attempts, fragile files, and decisions per repo; warns the agent before it repeats a recorded mistake. `npx -y memini mcp`
+- [nazar256/memheaven](https://github.com/nazar256/memheaven) [](https://glama.ai/mcp/servers/nazar256/memheaven) 📇 ☁️ - Self-hosted remote MCP memory server with Streamable HTTP, OAuth, and shared long-term memory for ChatGPT and AI agents.
- [jessedu29260-netizen/booboo](https://github.com/jessedu29260-netizen/booboo) [](https://glama.ai/mcp/servers/jessedu29260-netizen/booboo) 📇 🏠 🍎 🪟 🐧 - See and query your whole AI system as one rooted 3D knowledge graph — agents, memory, knowledge, and automations fused into a privacy-walled snapshot. MCP tools for stats, search, node dossiers, neighbors, and pathfinding; the same snapshot renders up to a million nodes in the browser. `npx create-booboo`
- [gpitrella/memxus-remote-mcp](https://github.com/gpitrella/memxus-remote-mcp) [](https://glama.ai/mcp/servers/gpitrella/memxus-remote-mcp) 📇 ☁️ - Shared context engine for devs and teams. Syncs GitHub, Notion, and saved decisions into reusable project context, so Claude, ChatGPT, Cursor, VS Code and Gemini start each session with the architecture and decisions the team already made. OAuth 2.1 PKCE, AES-256 encrypted, RFC 9728 compliant. `https://mcp.memxus.com/mcp`
+- [soluai-spa/solucortex-mcp](https://github.com/soluai-spa/solucortex-mcp) [](https://glama.ai/mcp/servers/soluai-spa/solucortex-mcp) 🎖️ 🐍 🏠 ☁️ - Living technical memory for AI agents — recall your project's approved decisions, conventions and risks at task start, and record what was learned at close.
- [basemouse/basemouse-core](https://github.com/basemouse/basemouse-core) [](https://glama.ai/mcp/servers/basemouse/basemouse-core) 📇 ☁️ 🏠 - Shared, versioned memory for your agents across Claude Code, Cursor, Kiro and Grok. One MCP server, sourced answers, full history. Remote Streamable HTTP; anonymous browses a public demo corpus. Tools: `search`, `get_context_pack`, `upsert_document`. `https://basemouse.com/mcp`
+- [caix84476-netizen/personal-understanding](https://github.com/caix84476-netizen/personal-understanding) [](https://glama.ai/mcp/servers/caix84476-netizen/personal-understanding) 🏠 🐍 📇 - Verbatim-first personal memory for AI agents: every personal message captured word-for-word and hashed before anything is derived, every record linked back to the exact quote it came from, with anti-fabrication validators and an audit dashboard. Local-first skill + MCP server, Python stdlib only. `pip install personal-understanding`
- [Fisher521/burn-mcp-server](https://github.com/Fisher521/burn-mcp-server) [](https://glama.ai/mcp/servers/Fisher521/burn-mcp-server) 📇 ☁️ 🍎 - Turn your read-later queue into an AI-accessible knowledge base. 26 tools to search, triage, and organize bookmarks saved in the Burn 451 app — the agent reads your inbox and decides what is worth keeping. `npx burn-mcp-server`
+- [Ritwikjoshi/ritwikjoshi-mcp](https://github.com/Ritwikjoshi/ritwikjoshi-mcp) [](https://glama.ai/mcp/servers/Ritwikjoshi/ritwikjoshi-mcp) 🎖️ 📇 ☁️ - Official personal Model Context Protocol server for Ritwik Joshi (2x TEDx Speaker, AI entrepreneur). Exposes tools for speaker background, verified TEDx talks, keynote catalog, booking info, and media kit dispatch. Remote Streamable HTTP endpoint: `https://api.ritwikjoshi.com/mcp`.
- [soolaugust/0CompactMem](https://github.com/soolaugust/0CompactMem) [](https://glama.ai/mcp/servers/soolaugust/0CompactMem) 🐍 🏠 🍎 🪟 🐧 - Persistent memory MCP server with OS-style demand paging, kswapd-style eviction, and mlock pinning. Multi-agent shared SQLite store with BM25 + FTS5 retrieval, importance scoring, and capacity-aware reclaim. 5 tools: `memory_lookup`, `pin_memory`, `unpin_memory`, `memory_stats`, `list_pinned`. `uvx --from git+https://github.com/soolaugust/0CompactMem memory-os`
+- [0spoon/seamless](https://github.com/0spoon/seamless) [](https://glama.ai/mcp/servers/0spoon/seamless) 🏎️ 🏠 🍎 🪟 🐧 - Local-first shared memory and task coordination for AI coding agents. One Go binary, MCP server, markdown files you own. Hooks for Claude Code and Codex CLI (and their desktop apps).
- [adelinamart/robrain](https://github.com/adelinamart/robrain) [](https://glama.ai/mcp/servers/adelinamart/robrain) 📇 🏠 🍎 🪟 🐧 - Self-hosted decision memory for AI coding agents. Passively captures architectural decisions with the alternatives you rejected (structured `rejected[]`), then warns the agent before it re-proposes a rejected approach. Postgres + pgvector; cross-tool across Claude Code, Cursor, Copilot, and Codex. Install: `npx robrain up && npx robrain install`.
- [a2cr/a2cr](https://github.com/a2cr/a2cr) [](https://glama.ai/mcp/servers/a2cr/a2cr) 🐍 ☁️ 🏠 🍎 🪟 🐧 - MCP server for AI-agent handoffs. Saves client-encrypted WorkBaton checkpoints and WorkStash notes so Codex, Claude Code, Roo Code, and other MCP clients can resume work without passing full chat history.
+- [afairai/afair](https://github.com/afairai/afair) [](https://glama.ai/mcp/servers/afairai/afair) 🐍 🏠 🍎 🪟 🐧 - The open-source, self-organizing memory for all your AI tools. Three frozen verbs (remember/recall/observe); background agents extract entities, resolve conflicts, consolidate and decay, so the vault structures itself instead of only storing. Append-only, content-addressed, encrypted (SQLCipher), single-tenant, self-hostable. `uv run python -m afair`
- [ahmetakyurt/zipmem-mcp](https://github.com/ahmetakyurt/zipmem-mcp) [](https://glama.ai/mcp/servers/ahmetakyurt/zipmem-mcp) 📇 🏠 - Local-first long-term memory for terminal AI agents (Claude Code et al.) via Anchored Compacting. Stores blueprints, code anchors (file→line→concept), and distilled lessons in a single JSON under `.zipmem/`, restoring full cross-session project context at near-zero token cost. No DB, no API keys, no embeddings. `npx zipmem-mcp`
- [ihorponom/agentpack](https://github.com/ihorponom/agentpack) [](https://glama.ai/mcp/servers/ihorponom/agentpack) 📇 🏠 🍎 🪟 🐧 - Repo-native task continuity for AI coding agents: a reviewed task-state ledger (decisions, dead ends, evidence, checkpoints) in `.agentpack/` that any next session or client resumes from.
+- [thomasjumper/agentbay](https://github.com/thomasjumper/agentbay) [](https://glama.ai/mcp/servers/thomasjumper/agentbay) 📇 ☁️ 🏠 - StremAI: shared memory for AI coding agents. What one agent learns, every agent recalls, across sessions, machines, and tools. Per-agent attribution, provenance, and export, so you can see which agent learned a fact and whether it has been verified. Remote Streamable HTTP with OAuth, stdio fallback. `claude mcp add --transport http stremai https://stremai.com/api/mcp`
- [Vasilispapg/claude-handoff](https://github.com/Vasilispapg/claude-handoff) [](https://glama.ai/mcp/servers/Vasilispapg/claude-handoff) 🐍 🏠 🍎 🪟 🐧 - Post-hoc session handoff and project memory for Claude Code: turns any session transcript — including crashed or usage-limit-hit ones — into one clean handoff.md another model continues from (ChatGPT, Gemini, or the next Claude), and distills a project's ENTIRE session history into one cited memory brief injected at every session start. MCP tools `list_sessions` and `handoff` (LLM summaries only behind an explicit `--allow-llm`); zero dependencies, pure stdlib, secrets redacted from every output. `pipx install claude-handoff`, then `claude-handoff --mcp`.
- [aidesignblueprint/integrations](https://github.com/aidesignblueprint/integrations) [](https://glama.ai/mcp/servers/aidesignblueprint/integrations) 🐍 ☁️ - Read-only doctrine access for the Agentic AI Blueprint — the industry standard reference for safe, observable, and steerable AI agent UX. Browse and search 10 principles, clusters, curated implementation examples, and application guides for production agentic AI systems. 13 public tools require no credentials. `https://aidesignblueprint.com/mcp`
- [aliasunder/vault-cortex](https://github.com/aliasunder/vault-cortex) [](https://glama.ai/mcp/servers/aliasunder/vault-cortex) 📇 🏠 ☁️ - Standalone MCP server for Obsidian vaults — hybrid search, notes & files, memory, tasks, OAuth 2.1. Run locally, self-host, or one-click deploy for remote access.
@@ -2291,6 +2444,7 @@ Persistent memory storage using knowledge graph structures. Enables AI models to
- [20alexl/claude-engram](https://github.com/20alexl/claude-engram) [](https://glama.ai/mcp/servers/20alexl/claude-engram) 🐍 🏠 - Persistent memory and session intelligence for Claude Code. Auto-tracks mistakes, decisions, and context via hooks. Mines session history for patterns and cross-session search. Loop detection, pre-edit warnings, context compaction survival. Runs locally with Ollama.
- [timmx7/acheron-mcp-server](https://github.com/timmx7/acheron-mcp-server) [](https://glama.ai/mcp/servers/timmx7/acheron-mcp-server) 📇 🏠 - Cross-surface persistent memory for Claude. Bridges context between Claude Chat, Code, and Cowork via local SQLite with full-text search. Save decisions, preferences, and insights in one surface, retrieve them in any other.
- [turbyho/mem-context](https://github.com/turbyho/mem-context) [](https://glama.ai/mcp/servers/turbyho/mem-context) 🐍 🏠 🍎 🐧 - Temporal memory MCP server with LanceDB vector search, weight-decay scoring, and LLM consolidation. Automatic session capture, deduplication, 6-factor relevance scoring. `pip install mem-context`
+- [Terobyte/librarian-cli](https://github.com/Terobyte/librarian-cli) [](https://glama.ai/mcp/servers/Terobyte/librarian-cli) 🐍 🏠 🍎 🪟 🐧 - Give Claude your bookshelf: deterministic ebook-to-Markdown pipeline (FB2/EPUB/DOCX/HTML/PDF) with FTS5 search and 6 read-only tools to browse, search, read chapters under a token budget, and verify quotes. No embeddings, no network, no API keys.
- [TeleAI-UAGI/telemem](https://github.com/TeleAI-UAGI/telemem) [](https://glama.ai/mcp/servers/TeleAI-UAGI/telemem) 🐍 🏠 ☁️ 🍎 🪟 🐧 - Long-term and multimodal memory for AI agents, usable as a drop-in replacement for Mem0. Character-isolated memory profiles, LLM-based semantic deduplication, FAISS + JSON dual storage, optional fully-local stack (Ollama/Qwen, no cloud), and video memory with ReAct-style QA. 8 tools. `pip install "telemem[mcp]"` then `telemem-mcp`
- [agentic-mcp-tools/memora](https://github.com/agentic-mcp-tools/memora) 🐍 🏠 ☁️ - Persistent memory with knowledge graph visualization, semantic/hybrid search, cloud sync (S3/R2), and cross-session context management.
- [Thezenmonster/agentmem](https://github.com/Thezenmonster/agentmem) [](https://glama.ai/mcp/servers/Thezenmonster/agentmem) 🐍 🏠 🍎 🪟 🐧 - Governed memory for coding agents with trust lifecycle (hypothesis → active → validated → deprecated), conflict detection, staleness tracking, and health scoring. SQLite + FTS5, zero infrastructure. `pip install quilmem[mcp]`
@@ -2334,6 +2488,7 @@ Persistent memory storage using knowledge graph structures. Enables AI models to
- [CanopyHQ/phloem](https://github.com/CanopyHQ/phloem) 🏎️ 🏠 🍎 🪟 🐧 - Local-first AI memory with causal graphs and citation verification. Semantic search, confidence decay when code drifts, and zero network connections. Works across Claude Code, Cursor, VS Code, and 7 more MCP clients.
- [Cavinooo/claude-find](https://github.com/Cavinooo/claude-find) [](https://glama.ai/mcp/servers/Cavinooo/claude-find) 📇 🏠 🍎 - Pull Deep Memory from across your Claude Code Sessions — when you need it.
- [chatmcp/mcp-server-chatsum](https://github.com/chatmcp/mcp-server-chatsum) - Query and summarize your chat messages with AI prompts.
+- [claimidx/claimidx](https://github.com/claimidx/claimidx) 🐍 🏠 🍎 🪟 🐧 - Shared claim index of solved agent failures. Ask before retrying a stack; ingest the fix so the next agent does not pay twice.
- [vshulcz/deja-vu](https://github.com/vshulcz/deja-vu) [](https://glama.ai/mcp/servers/vshulcz/deja-vu) 🏎️ 🏠 🍎 🪟 🐧 - Local memory layer over the session histories coding agents already write (Claude Code, Codex CLI, opencode): lexical search, recall tools, session-start auto-recall, secret redaction at index time, cross-machine sync over SSH.
- [ZengLiangYi/ChatCrystal](https://github.com/ZengLiangYi/ChatCrystal) [](https://glama.ai/mcp/servers/ZengLiangYi/ChatCrystal) 📇 🏠 🍎 🪟 🐧 - Local-first AI PKM memory server for coding conversations. Imports Claude Code, Cursor, Codex CLI, Trae, and GitHub Copilot chats into notes, semantic search, tag graphs, Markdown exports, and reusable MCP memory. `npx -y chatcrystal mcp`
- [CheMiguel23/MemoryMesh](https://github.com/CheMiguel23/MemoryMesh) 📇 🏠 - Enhanced graph-based memory with a focus on AI role-play and story generation
@@ -2350,6 +2505,7 @@ Persistent memory storage using knowledge graph structures. Enables AI models to
- [dcostenco/prism-mcp](https://github.com/dcostenco/prism-mcp) [](https://glama.ai/mcp/servers/dcostenco/BCBA) 📇 🏠 🍎 🪟 🐧 - Zero-config persistent memory for AI agents with local SQLite. Mind Palace web dashboard, time travel (rewind/replay sessions), agent telepathy (cross-client memory sharing), code mode templates, morning briefings, and progressive context loading. 25 tools, 6 resources, 4 prompts.
- [darktw/usecortex-mcp](https://github.com/darktw/usecortex-mcp) [](https://glama.ai/mcp/servers/darktw/usecortex-mcp) ☁️ - Persistent knowledge memory for AI agents. Two-way flow: read context into projects and write discoveries back. Structured by topic with AES-256 encryption.
- [davidgut1982/lore-mcp](https://github.com/davidgut1982/lore-mcp) [](https://glama.ai/mcp/servers/davidgut1982/lore-mcp) 🐍 🏠 ☁️ 🍎 🪟 🐧 - Persistent knowledge layer for AI agents. KB, investigation threads, journal with multi-agent attribution. SQLite/PostgreSQL/Supabase.
+- [dbwls99706/deadends.dev](https://github.com/dbwls99706/deadends.dev) [](https://glama.ai/mcp/servers/dbwls99706/deadends.dev) 🐍 ☁️ 🏠 🍎 🪟 🐧 - Structured knowledge of what does NOT work. 2,400+ entries across 54 domains record the dead ends for an error - the fix that looks right and fails, and why - alongside workarounds with success rates and an error transition graph. Covers code errors and country-specific real-world rules (visa, banking, legal, emergency) where generic answers are most often wrong. `pip install deadends-dev`, or hosted at `https://deadends.dev/mcp`
- [decisionnode/DecisionNode](https://github.com/decisionnode/DecisionNode) [](https://glama.ai/mcp/servers/decisionnode/DecisionNode) 📇 🏠 🍎 🪟 🐧 - Record development decisions as structured JSON, embed as vectors via Gemini, and search semantically over MCP. Shared store across Claude Code, Cursor, Windsurf, and any MCP client. CLI + MCP server, local-only, free Gemini embedding tier.
- [giuliohome-org/doc-manager](https://github.com/giuliohome-org/doc-manager) [](https://glama.ai/mcp/servers/giuliohome-org/doc-manager) 🦀 ☁️ - Personal document vault on Azure Blob Storage with a built-in MCP server. Client-side AES-256-GCM zero-knowledge encryption: encrypted docs stay opaque to Claude, plaintext docs are fully readable, writable, and searchable from chat.
- [Destrayon/Connapse](https://github.com/Destrayon/Connapse) [](https://glama.ai/mcp/servers/Destrayon/Connapse) #️⃣ 🏠 🍎 🪟 🐧 - Self-hosted knowledge backend for AI agents with hybrid vector + keyword search, container-isolated indexes, and 11 MCP tools. .NET, Docker-ready.
@@ -2398,6 +2554,7 @@ Persistent memory storage using knowledge graph structures. Enables AI models to
- [idapixl/algora-mcp-server](https://github.com/idapixl/algora-mcp-server) [](https://glama.ai/mcp/servers/idapixl-algora-mcp-server) 📇 ☁️ - Browse and search open-source bounties on Algora. 5 tools: list, search, filter by org/tech/amount, get top bounties, aggregate stats. No API key required.
- [IgorGanapolsky/mcp-memory-gateway](https://github.com/IgorGanapolsky/mcp-memory-gateway) [](https://glama.ai/mcp/servers/IgorGanapolsky/mcp-memory-gateway) 📇 🏠 - Pre-action gates that prevent AI coding agents from repeating known mistakes. Captures explicit feedback, auto-promotes failures into prevention rules, and enforces them via hooks.
- [Ikalus1988/MisakaNet](https://github.com/Ikalus1988/MisakaNet) [](https://glama.ai/mcp/servers/Ikalus1988/MisakaNet) 🐍 🏠 🍎 🪟 🐧 - Agent failure memory network. Search 235+ verified debugging lessons from real engineering sessions. BM25 + SAG-Lite search, 3 tools (search, get_lesson, submit_usage), 5 resources, 3 guided prompts. Works with Claude Code, Cursor, and any MCP client. `python3 scripts/mcp_server.py`
+- [irisxc4/memoryguard](https://github.com/irisxc4/memoryguard) [](https://glama.ai/mcp/servers/irisxc4/memoryguard) 🐍 🏠 🍎 🪟 🐧 - Local-first governed shared memory for coding agents. MCP + CLI + desktop console; classify, dedupe, supersede, quarantine, evidence, rollback. No account, no telemetry.
- [zsxh1990/pr-genius](https://github.com/zsxh1990/pr-genius) [](https://glama.ai/mcp/servers/zsxh1990/pr-genius) 🐍 🏠 - Evidence-backed PR contribution advisor. 550+ case studies from 33 repos, 8 tools for merge probability analysis, pattern matching, and contribution strategy. `pip install prgenius-core`
- [jaimenbell/rag-mcp](https://github.com/jaimenbell/rag-mcp) [](https://glama.ai/mcp/servers/jaimenbell/rag-mcp) 🐍 🏠 - Minimal RAG-over-a-corpus retrieval tool: `search_knowledge(query, k)` embeds the query, vector-searches a local corpus and returns cited passages. Runs fully locally with no paid embedding API. `pip install jaimenbell-rag-mcp`
- [JamesANZ/cross-llm-mcp](https://github.com/JamesANZ/cross-llm-mcp) 📇 🏠 - An MCP server that enables cross-LLM communication and memory sharing, allowing different AI models to collaborate and share context across conversations.
@@ -2412,12 +2569,15 @@ Persistent memory storage using knowledge graph structures. Enables AI models to
- [kage-core/Kage](https://github.com/kage-core/Kage) [](https://glama.ai/mcp/servers/kage-core/Kage) 📇 🏠 🍎 🪟 🐧 - Verified, git-native memory for coding agents. Memory is plain JSON packets committed in your repo, each checked against the code it cites — hallucinated citations rejected at write, stale or changed memory withheld at recall, plus diff-time stale-catch. Local-only (BM25 + vectors), no account, no API key. `npx -y @kage-core/kage-graph-mcp install`
- [kaliaboi/mcp-zotero](https://github.com/kaliaboi/mcp-zotero) 📇 ☁️ - A connector for LLMs to work with collections and sources on your Zotero Cloud
- [keepgoing-dev/mcp-server](https://github.com/keepgoing-dev/mcp-server) [](https://glama.ai/mcp/servers/keepgoing-dev/mcp-server) 📇 🏠 🍎 🪟 🐧 - Project memory for AI coding sessions. Auto-captures checkpoints on git commits, branch switches, and inactivity, then provides re-entry briefings so AI assistants pick up where you left off. Local-first, no account required.
+- [khwanlabs/khwan-mcp](https://github.com/khwanlabs/khwan-mcp) [](https://glama.ai/mcp/servers/khwanlabs/khwan-mcp) 🐍 ☁️ 🍎 🪟 🐧 - Durable memory for coding agents, built around corrections. Captures the moment you correct the agent as a typed event and distils it overnight into a standing rule the next session starts with, rather than only extracting facts. An isolated brain per project instead of one blended profile. Recall and record make no model calls — your client is the model. `pip install khwan-mcp`
- [krimto-labs/krimto](https://github.com/krimto-labs/krimto) [](https://glama.ai/mcp/servers/krimto-labs/krimto) 📇 🏠 - Open-source team memory layer for AI coding agents. Markdown files in git as storage, a user→team→org hierarchy as the access primitive, and one cross-vendor MCP server (Claude Code, Cursor, Codex, Gemini CLI). Hybrid SQLite + sqlite-vec retrieval. Apache-2.0.
+- [Krzysztof318/MailFathom](https://github.com/Krzysztof318/MailFathom) [](https://glama.ai/mcp/servers/Krzysztof318/MailFathom) #️ 🏠 🐧 - Security-first, self-hosted AI brain for email. Synchronizes IMAP mailboxes into user-owned PostgreSQL and exposes tools for listing, searching, reading, and cited questions across the archive. Supports local chat and embedding models through OpenAI-compatible endpoints; each deployment exposes its own Streamable HTTP `/mcp` endpoint.
- [kunwar-shah/claudex](https://github.com/kunwar-shah/claudex) [](https://glama.ai/mcp/servers/kunwar-shah/claudex) 📇 🏠 🍎 🪟 🐧 - Persistent memory + FTS5 full-text search for Claude Code conversation history. Indexes `~/.claude/projects/` JSONL into SQLite, exposes 10 MCP tools (store/recall/search memories, list sessions, get summaries) plus prompts. Includes a web UI for visual exploration with themes and exports. Works with Claude Code, Cursor, Codex, Windsurf, and any MCP-compatible client. `npm install -g @kunwarshah/claudex`
- [renezander030/agentic-task-system](https://github.com/renezander030/agentic-task-system) [](https://glama.ai/mcp/servers/renezander030/agentic-task-system) 📇 🏠 - Turns your task manager into agent memory: hybrid (dense + sparse + keyword, RRF) retrieval over TickTick or an Obsidian vault via a six-method adapter contract. MCP server + CLI, no vector DB to build or maintain. `npm i -g @reneza/ats-cli`
- [KVANTRA-dev/NOUZ-MCP](https://github.com/KVANTRA-dev/NOUZ-MCP) [](https://glama.ai/mcp/servers/KVANTRA-dev/NOUZ-MCP) 🐍 🏠 🍎 🪟 🐧 - Semantic knowledge graph for Obsidian. Three modes (pure graph / semantic classification / strict hierarchy), local embeddings, sign classification via cosine similarity to user-defined cores, bottom-up core_mix aggregation, semantic bridge discovery, and drift detection. `pip install nouz-mcp`
- [leesgit/passbaton](https://github.com/leesgit/passbaton) [](https://glama.ai/mcp/servers/leesgit/passbaton) 📇 🏠 🍎 🪟 🐧 - Zero-config session continuity for Claude Code, OpenAI Codex CLI & Google Gemini CLI, sharing one local db. Auto context injection on start, compaction handover, and 24 tools for memory, tasks, solutions, and a knowledge graph. Multilingual semantic search (94+ languages), 100% local, $0 API cost. `npm i -g passbaton`
- [lfrmonteiro99/memento-mcp](https://github.com/lfrmonteiro99/memento-mcp) [](https://glama.ai/mcp/servers/lfrmonteiro99/memento-mcp) 📇 🏠 🍎 🪟 🐧 - Local-first persistent memory for AI coding agents. Captures facts, decisions, patterns, and architecture notes in SQLite (with optional cloud embeddings) to reduce repeated context across sessions.
+- [Lians-ai/Lians](https://github.com/Lians-ai/Lians) [](https://glama.ai/mcp/servers/Lians-ai/Lians) 🐍 🏠 🍎 🪟 🐧 - Bitemporal agent memory with deterministic fact supersession, point-in-time recall, memory lineage, conflict tracking, and tamper-evident audit trails. Supports self-hosted and managed deployments. `uvx --from 'lians-sdk[mcp]' lians-mcp`
- [liftkkkk/owl-mcp](https://github.com/liftkkkk/owl-mcp) [](https://glama.ai/mcp/servers/liftkkkk/owl-mcp) 🐍 🏠 - MCP server for OWL/TTL/RDF ontologies. Supports SPARQL queries, HermiT/Pellet reasoning, and CRUD operations on knowledge graphs. Works with Claude Desktop, Cursor, and Windsurf.
- [linxule/lotus-wisdom-mcp](https://github.com/linxule/lotus-wisdom-mcp) 📇 🏠 ☁️ - Contemplative problem-solving using the Lotus Sutra's wisdom framework. Multi-perspective reasoning with skillful means, non-dual recognition, and meditation pauses. Available as local stdio or remote Cloudflare Worker.
- [knaisoma/data-olympus](https://github.com/knaisoma/data-olympus) [](https://glama.ai/mcp/servers/knaisoma/data-olympus) 🐍 🏠 🍎 🪟 🐧 - Governance-grade project knowledge MCP server for coding agents. Git-native Markdown knowledge base with proposed vs accepted guidance, validity windows, supersession chains, and status-aware retrieval of current in-force decisions and standards. `pip install data-olympus`
@@ -2555,25 +2715,34 @@ Persistent memory storage using knowledge graph structures. Enables AI models to
- [ohad6k/emulo](https://github.com/ohad6k/emulo) [](https://glama.ai/mcp/servers/ohad6k/emulo) 🐍 🏠 - Loads your personal profile, mined from your local Claude Code/Codex/OpenCode logs, so your agent works like you instead of a cold start. One tool, `load_emulo_profile`. Run with `uvx emulo mcp`.
- [ctxfile/ctxfile](https://github.com/ctxfile/ctxfile) [](https://glama.ai/mcp/servers/ctxfile/ctxfile) 📇 🏠 🍎 🪟 🐧 - Local-first MCP server that snapshots your project's working state — files, git, plan, and decisions — into one structured context object and hands it to any MCP client in a single call. Save a session in one agent, continue it in another. Zero network calls by default; read-only over your project. Works with Claude Code, Cursor, and any MCP client. `npx -y ctxfile`
- [atakanelik34/Bilinc](https://github.com/atakanelik34/Bilinc) [](https://glama.ai/mcp/servers/atakanelik34/Bilinc) 🐍 ☁️ 🍎 🪟 🐧 - Hosted agent memory that keeps an audit trail. Three tools — `commit_mem`, `recall`, `status` — where each write carries provenance (which run, tool, or operator produced it), contradictions with prior state surface as inspectable changes rather than silent overwrites, and a bad run is recovered from a snapshot instead of repaired by hand. `pip install -U bilinc`
+- [yaminbkk/NexusMem](https://github.com/yaminbkk/NexusMem) [](https://glama.ai/mcp/servers/yaminbkk/NexusMem) 📇 🏠 🪟 🐧 - Correlates a failed shell command (with its exit code) to whatever later fixed it, alongside git diffs and docs — recorded locally in SQLite, nothing sent anywhere.
- [kaaustubh/project-memory-mcp](https://github.com/kaaustubh/project-memory-mcp) [](https://glama.ai/mcp/servers/kaaustubh/project-memory-mcp) 📇 🏠 - Persistent memory for AI coding agents over plain files in your repo (AGENTS.md + issues.jsonl) — no DB, no vectors. Captures past bugs & fixes, decisions, and your corrections (proactively, plus an optional Stop hook), and auto-recalls them next session. Works with Claude Code & Cursor. `npx -y @kaaustubh/project-memory-mcp install`
+- [drexthealpha/Knos](https://github.com/drexthealpha/Knos) [](https://glama.ai/mcp/servers/drexthealpha/Knos) 🐍 🏠 🍎 🪟 🐧 - One local memory every coding agent on the machine shares — Claude Code, Cursor, Claude Desktop, OpenCode — with claim/withhold so a second agent is refused answers about work a first one is mid-change on. Reads sessions, commits, CLAUDE.md/AGENTS.md and ADRs; every answer names its source. `pip install knos && knos connect`
+
+- [yuelinghuashu/story-cli](https://github.com/yuelinghuashu/story-cli) [](https://glama.ai/mcp/servers/yuelinghuashu/story-cli) 📇 🏠 🍎 🪟 🐧 - Git-native Markdown content management CLI with built-in MCP Server. Search, read, write, and govern story/paper/note repositories; auto-generate READMEs, validate configs, export EPUB, and prepare SFT/embedding training data. 9 tools, token-efficient. `npm i -g @yuelinghuashu/story-cli`
### ⚖️ Legal
Access to legal information, legislation, and legal databases. Enables AI models to search and analyze legal documents and regulatory information.
- [ad0750/regintel-mcp](https://github.com/ad0750/regintel-mcp) [](https://glama.ai/mcp/servers/ad0750/regintel-mcp)🐍 ☁️ - MCP server for the RegIntel API: structured regulatory data across 41 jurisdictions and 212 regulations (GDPR, MiCA, DORA, SEC, FINRA, FCA, APRA, ASIC, MAS). Tools for search, lookup, recent updates, and compliance checks.
- [Angelthebestone/Normativa-colombiana-MCP](https://github.com/Angelthebestone/Normativa-colombiana-MCP) [](https://glama.ai/mcp/servers/Angelthebestone/Normativa-colombiana-MCP)📇 🏠 - Colombian law and jurisprudence: Gestor Normativo (laws, decrees, resolutions), Corte Constitucional (49,000+ rulings), SUIN-Juriscol with validity status, Corte Suprema de Justicia, Consejo de Estado, and DIAN Normograma (tax, customs, forex). Install: `npx -y normativa-colombia-mcp`.
- [ark-forge/mcp-eu-ai-act](https://github.com/ark-forge/mcp-eu-ai-act) [](https://glama.ai/mcp/servers/@ark-forge/mcp-eu-ai-act) 📇 ☁️ - EU AI Act compliance scanner that detects regulatory violations in AI codebases with risk classification and remediation guidance.
-- [atomno-labs/mcp-sudact](https://github.com/atomno-labs/mcp-sudact) [](https://glama.ai/mcp/servers/atomno-labs/mcp-sudact) 🐍☁️ - Russian court practice (Sudact): case search by article, court, instance and dates; full decision text.
+- [atomno-mcp/mcp-sudact](https://github.com/atomno-mcp/mcp-sudact) [](https://glama.ai/mcp/servers/atomno-mcp/mcp-sudact) 🐍☁️ - Russian court practice (Sudact): case search by article, court, instance and dates; full decision text.
- [atomno-mcp/mcp-fssp](https://github.com/atomno-mcp/mcp-fssp) [](https://glama.ai/mcp/servers/atomno-mcp/mcp-fssp) 🐍☁️ - FSSP enforcement proceedings lookup for Russian debtors and compliance checks.
+- [atomno-mcp/mcp-zakupki](https://github.com/atomno-mcp/mcp-zakupki) [](https://glama.ai/mcp/servers/atomno-mcp/mcp-zakupki) 🐍☁️ - Russian public procurement (zakupki.gov.ru) tenders and contract search.
- [aydincan/turk-hukuku-mevzuat-mcp](https://github.com/aydincan/turk-hukuku-mevzuat-mcp) [](https://glama.ai/mcp/servers/aydincan/turk-hukuku-mevzuat-mcp) 🐍 ☁️ - Turkish legislation live from the official source (mevzuat.gov.tr): current article text by law and article number, with verification links. Install: `uvx turk-hukuku-mevzuat-mcp`.
- [buildsyncinc/gibs-mcp](https://github.com/buildsyncinc/gibs-mcp) 🐍 ☁️ - Regulatory compliance (AI Act, GDPR, DORA) with article-level citations
+- [ChangkeunJ/australian-law-mcp](https://github.com/ChangkeunJ/australian-law-mcp) [](https://glama.ai/mcp/servers/ChangkeunJ/australian-law-mcp) 📇 ☁️ - Australian Commonwealth law from the Federal Register of Legislation: read an act as it stood on any date back to 1901, compare two dates, and verify statute citations against the register before relying on them. No API key, no sign-up. Install: `npx -y australian-law-mcp`. Official MCP Registry: `io.github.ChangkeunJ/australian-law-mcp`.
- [cm2489/oravan](https://github.com/cm2489/oravan) [](https://glama.ai/mcp/servers/cm2489/oravan) 📇 ☁️ - Nonpartisan U.S. Congress data: plain-language bill decodes (bilingual EN/ES), representative lookup by ZIP with district-office phone numbers, and what’s-moving urgency ranking. Read-only, keyless, no accounts. Remote server at oravan.org/api/mcp/mcp, listed in the MCP registry as org.oravan/mcp.
- [conformi-eu/conformi-search-mcp](https://github.com/conformi-eu/conformi-search-mcp) [](https://glama.ai/mcp/servers/conformi-eu/conformi-search-mcp) 📇 ☁️ - EU legal research with verifiable CELEX citations from the EUR-Lex corpus (DE/EN/FR). Semantic search, knowledge reports and application-date timelines for GDPR, AI Act, NIS2, DORA and more. Remote server at conformi.eu/api/mcp, listed in the MCP registry as eu.conformi/conformi-search.
+- [CSOAI-ORG/eu-ai-act-compliance-mcp](https://github.com/CSOAI-ORG/eu-ai-act-compliance-mcp) [](https://glama.ai/mcp/servers/CSOAI-ORG/eu-ai-act-compliance-mcp) 🐍 🏠 - EU AI Act measurement corpus — 417 frozen provisions (the Act's 113 Articles at provision-level granularity) with risk classification, a 42-point audit, Article 11 documentation drafts, and a penalty calculator. Measurement, not certification. Install: `pip install eu_ai_act_compliance_mcp`.
- [djtellado/nexus-legal-mcp](https://github.com/djtellado/nexus-legal-mcp) [](https://glama.ai/mcp/servers/djtellado/nexus-legal-mcp) 📇 ☁️ - Multi-jurisdictional legal analysis (ISO 31000) for Spanish, Latin American and European law. 11 tools: `analyze`, `draft`, `audit`, `monte_carlo`, `doctrina` (DGT/TEAC), `jurisprudencia` (CENDOJ ~141k + Colombian CC/CSJ/CE ~106k), `opinion`, `redteam`, `cross_border_compare`, `consulta`. Install: `npx -y @nexus-legal/mcp` with API key from https://nexusquantum.legal/developers.
- [edithatogo/fyi-cli](https://github.com/edithatogo/fyi-cli) [](https://glama.ai/mcp/servers/edithatogo/fyi-cli) 🦀 🏠 🪟 - Multi-jurisdiction Freedom of Information / Official Information request tracker (`fyi-mcp`) for Alaveteli platforms (FYI.org.nz, WhatDoTheyKnow, RightToKnow, and more). Local SQLite storage with tools for requests, authorities, correspondence, offline sync, and health checks. Official MCP Registry: `io.github.edithatogo/fyi-mcp`.
+- [forgemeshlabs/gov-transparency-mcp](https://github.com/forgemeshlabs/gov-transparency-mcp) [](https://glama.ai/mcp/servers/forgemeshlabs/gov-transparency-mcp) 📇 ☁️ - Watch the watchers: congressional stock trades, federal contracts, campaign finance, lobbying, and new regulations as nine MCP tools over official US government data, paid per call with x402 USDC on Base — no account or API key. `npx -y @forgemeshlabs/gov-transparency-mcp`
- [gavelin-ai/mcp](https://github.com/gavelin-ai/mcp) [](https://glama.ai/mcp/servers/gavelin-ai/mcp) 📇 ☁️ - State legislative intelligence for AI agents. Speaker-attributed hearing transcripts, bills, votes, and AI-generated reports from US state legislatures. Remote server at mcp.gavelin.ai/mcp.
- [JamesANZ/us-legal-mcp](https://github.com/JamesANZ/us-legal-mcp) 📇 ☁️ - An MCP server that provides comprehensive US legislation.
- [Lex-API/lexapi-mcp](https://github.com/Lex-API/lexapi-mcp) [](https://glama.ai/mcp/servers/Lex-API/lexapi-mcp) 📇 ☁️ - EU legal research over EUR-Lex — 10 tools for structured search, CELEX/URL document fetch, recent Official Journal publications, inbound/outbound citation graph, and semantic search over case law + legislation. FREE tier available; semantic tools require a paid plan. Install: `npx -y @lexapi/mcp`.
- [lmaniraruta/license-verify-mcp](https://github.com/lmaniraruta/license-verify-mcp) [](https://glama.ai/mcp/servers/lmaniraruta/license-verify-mcp) 📇 ☁️ - Verify a US contractor's license, surety bond, and insurance from official state data (WA L&I live, CA CSLB beta). Agent-payable pay-per-success, MCP-native.
+- [meridian-silkdev/meridian-mcp](https://github.com/meridian-silkdev/meridian-mcp) [](https://glama.ai/mcp/servers/meridian-silkdev/meridian-mcp) 📇 ☁️ 🍎 🪟 🐧 - Toolbox for startups and founders: browse services, create/track service requests, verify payments (Flouci Tunisia / Stripe international), and schedule meetings for company incorporation, visas, and other founder-related business services. Listed in the official MCP Registry as `io.github.meridian-silkdev/meridian-mcp`. Install: `npx -y @meridiantoolkit/mcp`.
- [NexusFeed/nexusfeed-mcp](https://github.com/NexusFeed/nexusfeed-mcp) [](https://glama.ai/mcp/servers/NexusFeed/nexusfeed-mcp) 🐍 ☁️ - US state ABC liquor license compliance lookup (CA, TX, NY, FL) — search by trade name, owner, or license number and verify status, expiration, and address against state portals. Every response includes a verifiability block with extraction confidence and source URL.
- [open-agreements/open-agreements](https://github.com/open-agreements/open-agreements) [](https://glama.ai/mcp/servers/open-agreements/open-agreements) 📇 🏠 ☁️ 🍎 🐧 🪟 - Fill standard legal agreement templates (NDAs, SAFEs, NVCA docs, employment, cloud terms) and produce signable DOCX files.
- [Pactlio-ai/pactlio-mcp](https://github.com/Pactlio-ai/pactlio-mcp) [](https://glama.ai/mcp/servers/Pactlio-ai/pactlio-mcp) 📇 ☁️ - Contract tools for AI agents: statute-cited requirements per contract type × US state/country, non-compete enforceability for all 50 states + DC, intake schemas, async multi-agent contract drafting with free previews, and contract risk analysis. Anonymous remote server at www.pactlio.com/api/mcp, listed as a [hosted connector on Glama](https://glama.ai/mcp/connectors/com.pactlio/contracts).
@@ -2593,12 +2762,15 @@ Location-based services and mapping tools. Enables AI models to work with geogra
- [APOGEOAPI/apogeoapi-mcp](https://github.com/APOGEOAPI/apogeoapi-mcp) [](https://glama.ai/mcp/servers/APOGEOAPI/apogeoapi-mcp) 📇 ☁️ - Geographic data and live exchange rates: 250+ countries, 5K+ states, 150K+ cities, IP geolocation, and 161 currency rates in one MCP server. Requires `APOGEOAPI_KEY`.
- [bamwor-dev/bamwor-mcp-server](https://github.com/bamwor-dev/bamwor-mcp-server) [](https://glama.ai/mcp/servers/bamwor-dev/bamwor-mcp-server) 📇 ☁️ - World geographic data for AI agents. 261 countries with 20+ statistics and 13.4M cities with population, coordinates, and timezone. Powered by Bamwor API.
- [baphometnxg/aloha-fyi-mcp](https://github.com/baphometnxg/aloha-fyi-mcp) [](https://glama.ai/mcp/servers/baphometnxg/aloha-fyi-mcp) 📇 ☁️ - First dedicated Hawaii tourism MCP server. 2,583 bookable tours from Viator, GetYourGuide, Klook, and Groupon, plus 579 events across 70+ venues on Oahu, Maui, Big Island, and Kauai. Results ship with affiliate booking links. Hosted Streamable HTTP endpoint — no install required. Powered by [aloha.fyi](https://aloha.fyi).
+- [geovicco-dev/bhoonidhi-mcp](https://github.com/geovicco-dev/bhoonidhi-mcp) [](https://glama.ai/mcp/servers/geovicco-dev/bhoonidhi-mcp) 🐍 ☁️ - Search, save, and download satellite scenes from ISRO's Bhoonidhi (NRSC) Earth-observation portal in natural language, over the bhoonidhi-downloader SDK.
- [briandconnelly/mcp-server-ipinfo](https://github.com/briandconnelly/mcp-server-ipinfo) 🐍 ☁️ - IP address geolocation and network information using IPInfo API
+- [chuofringer/placeroot](https://github.com/chuofringer/placeroot) [](https://glama.ai/mcp/servers/chuofringer/placeroot) 🐍 🏠 🍎 🪟 🐧 - Ground agents in Overture Maps open data: places, geocoding, admin lookup, buildings, routing and isochrones straight from the public GeoParquet release via DuckDB — token-budgeted answers, no API key, no signup.
- [cqtrinv/trinvmcp](https://github.com/cqtrinv/trinvmcp) 📇 ☁️ - Explore French communes and cadastral parcels based on name and surface
- [cturkieh/france-data-mcp](https://github.com/cturkieh/france-data-mcp) [](https://glama.ai/mcp/servers/cturkieh/france-data-mcp) 📇 ☁️ 🏠 - French territorial intelligence MCP — cross-references public registries (FINESS healthcare facilities, RPPS health professionals, INSEE companies, IGN geocoding) for multi-source agentic reasoning over French open data.
- [devilcoder01/weather-mcp-server](https://github.com/devilcoder01/weather-mcp-server) 🐍 ☁️ - Access real-time weather data for any location using the WeatherAPI.com API, providing detailed forecasts and current conditions.
- [discava/mcp-server](https://github.com/discava/mcp-server) 📇 ☁️ - Search Millions of local businesses worldwide (Europe, Northamerica, Southamerica, Asia, Oceania), confidence scores, and agent trust rankings. No API key required. [](https://glama.ai/mcp/servers/discava/mcp-server)
- [Flightmussy/castlemap-mcp](https://github.com/Flightmussy/castlemap-mcp) [](https://glama.ai/mcp/servers/Flightmussy/castlemap-mcp) 📇 ☁️ 🏠 - Query 2,400 castles, fortresses and palaces across 131 countries (coordinates, founding dates, fame ranking, Wikipedia summaries) from the open CC0 Castlemap dataset built on Wikidata. Hosted endpoint needs no API key; the zero-dependency server can also be self-hosted.
+- [Flightmussy/filmmap-mcp](https://github.com/Flightmussy/filmmap-mcp) [](https://glama.ai/mcp/servers/Flightmussy/filmmap-mcp) 📇 ☁️ 🏠 - Query thousands of real filming locations worldwide and the films, series, games and anime recorded at them: where a title was shot, what was shot at a place, what is nearby, ranked by fame. Films and series are placed by filming location, games and anime by narrative location, and the two are never mixed. Open CC0 dataset built on Wikidata. Hosted endpoint needs no API key; the zero-dependency server can also be self-hosted.
- [Vortx-AI/emem](https://github.com/Vortx-AI/emem) [](https://glama.ai/mcp/servers/Vortx-AI/emem) 🦀 ☁️ - Earth memory MCP server that gives AI agents signed geospatial facts and cite-able receipts for place-based questions. Covers elevation, land cover, surface water, vegetation, and built-up context. Public endpoint at `https://emem.dev/mcp`.
- [markpdxt/dronelytics-mcp](https://github.com/markpdxt/dronelytics-mcp) [](https://glama.ai/mcp/servers/markpdxt/dronelytics-mcp) 📇 ☁️ - US drone airspace intelligence and mission planning. 24 tools: check airspace restrictions across 11 FAA data layers, plan grid/orbit/corridor surveys, validate Part 107 compliance, generate pre-flight briefings, and export to KML/GPX/QGC/Litchi/WPML. Available via `npx @dronelytics/mcp`.
- [gaopengbin/cesium-mcp](https://github.com/gaopengbin/cesium-mcp) [](https://glama.ai/mcp/servers/gaopengbin/cesium-mcp) 📇 🏠 🍎 🪟 🐧 - AI-powered 3D globe control via MCP. Connect any MCP-compatible AI agent to CesiumJS — camera flight, GeoJSON/3D Tiles layers, markers, spatial analysis, heatmaps, and more through 19 natural language tools.
@@ -2611,13 +2783,16 @@ Location-based services and mapping tools. Enables AI models to work with geogra
- [iplocate/mcp-server-iplocate](https://github.com/iplocate/mcp-server-iplocate) 🎖️ 📇 🏠 - Look up IP address geolocation, network information, detect proxies and VPNs, and find abuse contact details using IPLocate.io
- [isdaniel/mcp_weather_server](https://github.com/isdaniel/mcp_weather_server) 🐍 ☁️ - Get weather information from https://api.open-meteo.com API.
- [jagan-shanmugam/open-streetmap-mcp](https://github.com/jagan-shanmugam/open-streetmap-mcp) 🐍 🏠 - An OpenStreetMap MCP server with location-based services and geospatial data.
+- [Knight60/ArcGIS-Pro-MCP](https://github.com/Knight60/ArcGIS-Pro-MCP) [](https://glama.ai/mcp/servers/Knight60/ArcGIS-Pro-MCP) #️⃣ 🏠 🪟 - An ArcGIS Pro add-in that speaks MCP from inside Pro's own process, so an assistant drives the project you already have open. 112 tools across layers, attributes, selections, symbology, layouts and rasters, plus every one of Pro's ~2,000 geoprocessing tools by name and arbitrary arcpy. In-process, so a call takes milliseconds rather than seconds. Install is one double-click; no Python required.
- [kukapay/nearby-search-mcp](https://github.com/kukapay/nearby-search-mcp) 🐍 ☁️ - An MCP server for nearby place searches with IP-based location detection.
- [mahdin75/geoserver-mcp](https://github.com/mahdin75/geoserver-mcp) 🏠 – A Model Context Protocol (MCP) server implementation that connects LLMs to the GeoServer REST API, enabling AI assistants to interact with geospatial data and services.
- [mahdin75/gis-mcp](https://github.com/mahdin75/gis-mcp) 🏠 – A Model Context Protocol (MCP) server implementation that connects Large Language Models (LLMs) to GIS operations using GIS libraries, enabling AI assistants to perform accurate geospatial operations and transformations.
+- [mapsmith-ai/MapSmith](https://github.com/mapsmith-ai/MapSmith) [](https://glama.ai/mcp/servers/mapsmith-ai/mapsmith) 🐍 🏠 - Deterministic GIS geoprocessing for AI agents: buffers, overlays, reprojection, zonal statistics, terrain and hydrology, run by GDAL, GeoPandas, DuckDB and WhiteboxTools. Every output lands next to a provenance manifest with input checksums, exact parameters and the CRS decisions behind them.
- [matbel91765/gis-mcp-server](https://github.com/matbel91765/gis-mcp-server) 🐍 🏠 🍎 🪟 🐧 - Geospatial tools for AI agents: geocoding, routing, elevation, spatial analysis, and file I/O (Shapefile, GeoJSON, GeoPackage)
- [muend/arcgis-mcp-bridge](https://github.com/muend/arcgis-mcp-bridge) [](https://glama.ai/mcp/servers/muend/arcgis-mcp-bridge) 🐍 🏠 🪟 - Secure, local-first MCP server exposing ArcGIS Pro's ArcPy engine over stdio JSON-RPC, with worker-process isolation, PathGuard filesystem boundaries, and 100 geoprocessing tools.
- [modelcontextprotocol/server-google-maps](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/google-maps) 📇 ☁️ - Google Maps integration for location services, routing, and place details
- [cablate/mcp-google-map](https://github.com/cablate/mcp-google-map) [](https://glama.ai/mcp/servers/cablate/mcp-google-map) 📇 ☁️ 🏠 - Google Maps MCP server with 8 tools (geocode, search, directions, elevation), stdio + StreamableHTTP transport, Agent Skill definitions, and standalone exec CLI mode.
+- [ni-c/osm-mcp](https://github.com/ni-c/osm-mcp) [](https://glama.ai/mcp/servers/ni-c/osm-mcp) 📇 ☁️ 🍎 🪟 🐧 - OpenStreetMap for travel planning: geocoding, walking/driving/cycling routes with correct FOSSGIS profiles, travel-time matrices, route optimization, isochrones and POI search. No API key required; client-side rate limiting keeps it inside the public services' usage policies. `npx -y osm-mcp`
- [Off-Nadir-Lab/offnadir-delta-mcp](https://github.com/Off-Nadir-Lab/offnadir-delta-mcp) [](https://glama.ai/mcp/servers/Off-Nadir-Lab/offnadir-delta-mcp) 🎖️ 📇 ☁️ - Live, geolocated world-event intelligence and a Daily World Brief for AI agents — query event signals (coordinates, severity, sources), hotspots, and satellite imagery (Sentinel-1/2 etc), plus an OSINT/GEOINT analyst. Streamable HTTP + OAuth; free tier, token-metered.
- [PostalDataPI/postaldatapi-mcp](https://github.com/PostalDataPI/postaldatapi-mcp) [](https://glama.ai/mcp/servers/PostalDataPI/postaldatapi-mcp) 🐍 ☁️ - Global postal code lookups, validation, and city search for 240+ countries with timezone, admin region, and elevation metadata. Sub-10ms responses at $0.000028/query with 1,000 free queries on signup.
- [QGIS MCP](https://github.com/jjsantos01/qgis_mcp) - connects QGIS Desktop to Claude AI through the MCP. This integration enables prompt-assisted project creation, layer loading, code execution, and more.
@@ -2640,11 +2815,14 @@ Location-based services and mapping tools. Enables AI models to work with geogra
Tools for creating and editing marketing content, working with web meta data, product positioning, and editing guides.
+- [A1-x-Tech/mcp-yandex-audience](https://github.com/A1-x-Tech/mcp-yandex-audience) [](https://glama.ai/mcp/servers/A1-x-Tech/mcp-yandex-audience) 📇 ☁️ - Yandex Audience API — build and manage ad-targeting segments (CRM uploads, lookalike, pixel-based) and access grants. Read + write.
- [AIOProductOS/studio-mcp](https://github.com/AIOProductOS/studio-mcp) [](https://glama.ai/mcp/servers/AIOProductOS/studio-mcp) 🎖️ 📇 🏠 🍎 🪟 🐧 - Turns your AI host into a product videographer: scripted screen recordings of your own web app with a visible gliding cursor, camera zooms, highlight callouts, captions, and designed scene transitions, plus marketing-grade screenshots; deterministic dark-frame cleanup and MP4/GIF export. Free and fully local. `npx -y @aioproductoscom/mcp-studio`
- [acamolese/google-search-console-mcp](https://github.com/acamolese/google-search-console-mcp) [](https://glama.ai/mcp/servers/acamolese/google-search-console-mcp) 🐍 ☁️ - Google Search Console MCP server: query performance data, inspect URLs, check indexing, and generate brandable HTML SEO audit reports with a 30/60/90-day roadmap. Read-only OAuth scope, installable via `uvx mcp-google-search-console`.
+- [AKzar1el/mcp-gsc](https://github.com/AKzar1el/mcp-gsc) [](https://glama.ai/mcp/servers/AKzar1el/mcp-gsc) 📇 ☁️ - Google Search Console MCP server for Cloudflare Workers with Google OAuth, organic-search analytics, URL inspection, sitemap management, indexing, and SEO insights.
+- [AKzar1el/mcp-geo](https://github.com/AKzar1el/mcp-geo) [](https://glama.ai/mcp/servers/AKzar1el/mcp-geo) 📇 ☁️ 🏠 🍎 🪟 🐧 - DigestSEO GEO Tracker for measuring brand citations and visibility across ChatGPT, Claude, Perplexity, Gemini, and Google AI Overviews. Hosted OAuth endpoint: https://geo-mcp.digestseo.com/mcp.
- [AdsMCP/tiktok-ads-mcp-server](https://github.com/AdsMCP/tiktok-ads-mcp-server) 🐍 ☁️ - A Model Context Protocol server for TikTok Ads API integration, enabling AI assistants to manage campaigns, analyze performance metrics, handle audiences and creatives with OAuth authentication flow.
- [Agent-Prod/muze-mcp](https://github.com/Agent-Prod/muze-mcp) [](https://glama.ai/mcp/servers/Agent-Prod/muze-mcp) 🎖️ 🐍 ☁️ - Run your ecommerce ads from Claude & ChatGPT. Meta, Google, Amazon and Shopify: 150+ tools to read performance, inspect campaigns, research competitor ads, and take confirm-gated writes (pause, budgets, launches) that always stage paused. Hosted; connect via OAuth or an API key at https://backend.muzecmo.com/mcp
-- [AKzar1el/mcp-geo](https://github.com/AKzar1el/mcp-geo) [](https://glama.ai/mcp/servers/AKzar1el/mcp-geo) 📇 ☁️ 🏠 🍎 🪟 🐧 - DigestSEO GEO Tracker for measuring brand citations and visibility across ChatGPT, Claude, Perplexity, Gemini, and Google AI Overviews. Hosted OAuth endpoint: https://geo-mcp.digestseo.com/mcp.
+- [aitit-inc/leadace](https://github.com/aitit-inc/leadace) [](https://glama.ai/mcp/servers/aitit-inc/leadace) 📇 🏠 - Outbound sales agent for Claude Code. Per-prospect website research, one email per prospect, sending from the user's own Gmail, reply tracking, and structured rejection feedback published as JSON Schema. Open source, self-hostable backend.
- [atomno-mcp/mcp-erid](https://github.com/atomno-mcp/mcp-erid) [](https://glama.ai/mcp/servers/atomno-mcp/mcp-erid) 🐍 ☁️ - MCP-проверка маркировки интернет-рекламы (erid/ЕРИР): валидация токена, аудит страницы на соответствие 38-ФЗ. Волна 1, роль «читалки», ответственность не на нас
- [AutomateLab-tech/seo-performance-mcp](https://github.com/AutomateLab-tech/seo-performance-mcp) [](https://glama.ai/mcp/servers/AutomateLab-tech/seo-performance-mcp) 📇 ☁️ - Post-publish SEO performance MCP that unifies Google Search Console, Matomo, GA4, Clarity, and AI-citation signals per URL and emits a verdict (refresh / expand / merge / kill / double_down / hold) per post with reason codes.
- [alexey-pelykh/lhremote](https://github.com/alexey-pelykh/lhremote) 📇 🏠 - Open-source CLI and MCP server for LinkedHelper automation — 32 tools for campaign management, messaging, and profile queries via Chrome DevTools Protocol.
@@ -2658,16 +2836,24 @@ Tools for creating and editing marketing content, working with web meta data, pr
- [camlowe/mcp-server-reddit-ads](https://github.com/camlowe/mcp-server-reddit-ads) [](https://glama.ai/mcp/servers/camlowe/mcp-server-reddit-ads) 📇 🏠 - Reddit Ads API v3 with working write operations and tiered write-safety controls (read, safe, spend). Manage campaigns, ad groups, ads, budgets, bids, and targeting, pull performance reports, and mint OAuth credentials with a built-in auth command.
- [carlosalvite/foundersignal-mcp](https://github.com/carlosalvite/foundersignal-mcp) [](https://glama.ai/mcp/servers/carlosalvite/foundersignal-mcp) 📇 🏠 🍎 🪟 🐧 - Ask Claude what SaaS ideas are worth building. Aggregates revenue data, growth signals and pain points from AppSumo, TrustMRR, Product Hunt, Indie Hackers, Reddit and more.
- [Citedy/citedy-seo-agent](https://github.com/Citedy/citedy-seo-agent) [](https://glama.ai/mcp/servers/@Citedy/citedy-seo-agent) 📇 ☁️ - Full-stack AI marketing toolkit with 41 MCP tools. Scout X/Reddit trends, analyze competitors, find content gaps, generate SEO articles in 55 languages with AI illustrations and voice-over, create social adaptations for 9 platforms, generate AI avatar videos with subtitles, ingest any URL (YouTube, PDF, audio), create lead magnets, and run content autopilot.
+- [Citlyze/citlyze-mcp](https://github.com/citlyze/citlyze-mcp) [](https://glama.ai/mcp/servers/@citlyze/citlyze-mcp) 🎖️ ☁️ - Track how your brand shows up in AI search with [Citlyze](https://www.citlyze.com): visibility scores, tracked prompts, citations, competitor comparison, recommendations, and AI crawler analytics across ChatGPT, Claude, Perplexity, Gemini, and Google AI Overviews. Read-only hosted endpoint at `app.citlyze.com/api/mcp`.
- [competlab/competlab-mcp-server](https://github.com/competlab/competlab-mcp-server) [](https://glama.ai/mcp/servers/competlab/competlab-mcp-server) 📇 ☁️ - Competitive intelligence platform with 24 tools. Monitor competitor pricing, content, positioning, tech stacks, and AI visibility — track how ChatGPT, Claude, and Gemini rank your brand.
+- [conorbronsdon/gsc-mcp](https://github.com/conorbronsdon/gsc-mcp) [](https://glama.ai/mcp/servers/conorbronsdon/gsc-mcp) 📇 ☁️ - Google Search Console for agents: search analytics by query, page, country, and device; a striking-distance report for queries ranking just off page one; sitemap listing, submission, and removal; and URL inspection. Read and write tools carry separate MCP annotations.
- [davidmosiah/agent-seo-engine](https://github.com/davidmosiah/agent-seo-engine) [](https://glama.ai/mcp/servers/davidmosiah/agent-seo-engine) 🐍 🏠 - Local-first SEO quality, search-intent, and opportunity engine for agents. Scores Markdown content and GSC-style opportunities before rewrites or publishing.
+- [elfsight/beamtrace-mcp](https://github.com/elfsight/beamtrace-mcp) [](https://glama.ai/mcp/servers/elfsight/beamtrace-mcp) 🎖️ ☁️ - AI visibility tracking & website fixes for better AI search presence
- [epistemedeus/ai-readiness](https://github.com/epistemedeus/ai-readiness) [](https://glama.ai/mcp/servers/epistemedeus/ai-readiness) 📇 🏠 🍎 🪟 🐧 - Check whether a website is visible to AI search (ChatGPT, Perplexity, Claude, Google AI Overviews). Scores AI-crawler access, JSON-LD structured data, title/meta, Open Graph, sitemap, and llms.txt, with a specific fix for each gap. Dependency-free, no API keys. Install: `npx -y github:epistemedeus/ai-readiness mcp`.
+- [forgemeshlabs/seo-authority-mcp](https://github.com/forgemeshlabs/seo-authority-mcp) [](https://glama.ai/mcp/servers/forgemeshlabs/seo-authority-mcp) 📇 ☁️ - SEO authority scores, keyword opportunities, competitor gaps, content briefs, site audits, and internal-link intelligence, paid per call via x402. `npx -y @forgemeshlabs/seo-authority-mcp`
- [forgemeshlabs/x402-ads-mcp](https://github.com/forgemeshlabs/x402-ads-mcp) [](https://glama.ai/mcp/servers/forgemeshlabs/x402-ads-mcp) 📇 ☁️ - Install one middleware to monetize unused 402 responses. 7 tools for agent demand analytics, recommendations, and discovery over the ForgeMesh x402 Ads network — paid per call in USDC on Base, free for publishers on their own traffic. `npx -y @forgemeshlabs/x402-ads-mcp`
- [mikusnuz/meta-ads-mcp](https://github.com/mikusnuz/meta-ads-mcp) [](https://glama.ai/mcp/servers/mikusnuz/meta-ads-mcp) 📇 ☁️ - MCP server for Meta Marketing API v25.0 — 123 tools for Facebook & Instagram ad campaigns, audiences, creatives, insights, catalogs, and automated rules.
+- [moiosintel/kd-scout](https://github.com/moiosintel/kd-scout) [](https://glama.ai/mcp/servers/moiosintel/kd-scout) 🐍 🏠 - Zero-dependency MCP server for keyword research arithmetic: difficulty estimation, opportunity scoring, and structured content briefs. Install: `pip install kd-scout`.
- [mukul-dutt/mentionsapi-mcp](https://github.com/mukul-dutt/mentionsapi-mcp) [](https://glama.ai/mcp/servers/mukul-dutt/mentionsapi-mcp) 📇 ☁️ - Check whether AI recommends your brand — mentions, ranks, and citations across ChatGPT, Claude, Gemini, Perplexity, Google AI Overviews, AI Mode, and Bing Copilot.
+- [ni-c/google-search-console-mcp](https://github.com/ni-c/google-search-console-mcp) [](https://glama.ai/mcp/servers/ni-c/google-search-console-mcp) 📇 ☁️ 🍎 🪟 🐧 - Google Search Console across three APIs, so it can create a property and prove ownership instead of only reading one somebody else set up — `setup_site` reports which of the four verification steps is missing and hands over the DNS record to paste. Plus sitemaps, URL inspection and the full Performance report with impression-weighted position. 21 tools, narrowable to a curated five; irreversible calls need a server-issued confirmation token. `npx -y @ni-c/google-search-console-mcp`
- [shensi8312/blogburst-mcp-server](https://github.com/shensi8312/blogburst-mcp-server) 📇 ☁️ - AI content generation, repurposing, and multi-platform publishing with [BlogBurst](https://blogburst.ai). Generate blogs, repurpose content for 9+ platforms (Twitter, LinkedIn, Reddit, Bluesky, Threads, Telegram, Discord, TikTok, YouTube), get trending topics, and publish directly.
- [gomarble-ai/facebook-ads-mcp-server](https://github.com/gomarble-ai/facebook-ads-mcp-server) 🐍 ☁️ - MCP server acting as an interface to the Facebook Ads, enabling programmatic access to Facebook Ads data and management features.
- [gomarble-ai/google-ads-mcp-server](https://github.com/gomarble-ai/google-ads-mcp-server) 🐍 ☁️ - MCP server acting as an interface to the Google Ads, enabling programmatic access to Google Ads data and management features.
+- [vibeads/mcp](https://github.com/vibeads/mcp) [](https://glama.ai/mcp/servers/vibeads/mcp) 📇 ☁️ - Google Ads for local service businesses — plumbers, HVAC, dentists, roofers. Read tools score the account 0–100 across 6 dimensions, surface wasted spend in search terms, and list active diagnostics from VibeAds' 35+ optimization rules. Write tools (Pro/Max) draft a whole campaign (keywords, ad copy, ad groups), apply it, and execute one approved optimization at a time; anything that spends real money returns a link a human must approve in the browser, so the API key alone can never publish. One VibeAds API key, no OAuth: `npx -y @vibeads/mcp`
- [grovs-io/mcp](https://github.com/grovs-io/mcp) [](https://glama.ai/mcp/servers/grovs-io/mcp) 📇 ☁️ - Deep linking, attribution, analytics, and campaign management for mobile apps with [Grovs](https://grovs.io) — an open-source, privacy-first alternative to Branch and AppsFlyer. 16 tools for creating links, tracking installs and revenue, and configuring app settings.
+- [growsurf/growsurf-mcp](https://github.com/growsurf/growsurf-mcp) [](https://glama.ai/mcp/servers/growsurf/growsurf-mcp) 🎖️ 📇 ☁️ - Build and manage GrowSurf referral and affiliate programs through AI assistants. Connect via OAuth at https://mcp.growsurf.com or run `npx -y @growsurfteam/growsurf-mcp`.
- [hermoso-ai/hermoso](https://github.com/hermoso-ai/hermoso) [](https://glama.ai/mcp/servers/hermoso-ai/hermoso) 🎖️ 📇 ☁️ 🍎 🪟 🐧 - AI ad studio for agents: generate finished video, image, and UGC avatar ads for any brand (script, voiceover, music, brand end card), and research competitor ads across the Meta, Google, and LinkedIn ad libraries plus TikTok/Instagram/YouTube organic. 52 tools. Install: `npx -y hermoso mcp`, or connect to the hosted endpoint at `app.hermoso.ai/mcp`. Free signup grant, no card.
- [sarefe12-sudo/visibilityradar-mcp](https://github.com/sarefe12-sudo/visibilityradar-mcp) [](https://glama.ai/mcp/servers/sarefe12-sudo/visibilityradar-mcp) 📇 ☁️ 🍎 🪟 🐧 - Analyze how AI models (Claude, GPT-4o, Gemini, Perplexity, Grok, DeepSeek) see your brand. Returns AI Visibility Score, per-model breakdowns, sentiment analysis, competitor comparison, and top recommendations. Results saved to dashboard automatically. `npx visibilityradar-mcp`
- [damientilman/mailchimp-mcp-server](https://github.com/damientilman/mailchimp-mcp-server) [](https://glama.ai/mcp/servers/@damientilman/mailchimp-mcp) 🐍 ☁️ - Mailchimp Marketing API integration with 53 tools for managing campaigns, audiences, reports, automations, landing pages, e-commerce data, and batch operations.
@@ -2695,6 +2881,7 @@ Tools for creating and editing marketing content, working with web meta data, pr
- [pickelfintech/sentisift-sdks](https://github.com/pickelfintech/sentisift-sdks/tree/main/mcp) [](https://glama.ai/mcp/servers/pickelfintech/sentisift-sdks) 🐍 ☁️ - Comment moderation and intelligence for any article: bot/spam detection, multilingual sentiment analysis, and Influence (constructive comment generation on paid tiers). Free tier: 1,000 comments, no credit card.
- [pipeboard-co/meta-ads-mcp](https://github.com/pipeboard-co/meta-ads-mcp) 🐍 ☁️ 🏠 - Meta Ads automation that just works. Trusted by 10,000+ businesses to analyze performance, test creatives, optimize spend, and scale results — simply and reliably.
- [qr-maker-io/mcp-server](https://github.com/qr-maker-io/mcp-server) [](https://glama.ai/mcp/servers/qr-maker-io/mcp-server) 📇 ☁️ - Generate styled QR codes, manage dynamic short links with click analytics, and publish micro-landing pages. Install: `npx @qr-maker/mcp-server --api-key=YOUR_KEY`.
+- [rooquiz/rooquiz-mcp](https://github.com/rooquiz/rooquiz-mcp) [](https://glama.ai/mcp/servers/rooquiz/rooquiz-mcp) 🎖️ 📇 ☁️ - Build and run assessments on [RooQuiz](https://rooquiz.com) — knowledge quizzes, scored quizzes, and outcome ("which X are you") quizzes with AI-assisted authoring and mirrored translations — then work the funnel: leads captured from results pages (tag, assign, comment), respondents, submissions, bookings, and conversion stats. Hosted Streamable HTTP endpoint at `https://payload.rooquiz.com/api/mcp`, OAuth 2.1 with dynamic client registration, no API key.
- [krissanders/ai-visibility-mcp](https://github.com/krissanders/ai-visibility-mcp) [](https://glama.ai/mcp/servers/krissanders/ai-visibility-mcp) 🐍 🏠 🍎 🪟 🐧 - Audit how AI sees your website. Per-bot robots.txt verdicts for 22 known AI user-agents (GPTBot, ClaudeBot, PerplexityBot, Google-Extended, Bytespider, etc), Cloudflare AI-default flags, on-page schema, sitemap, llms.txt, SPA-shell detection, and cross-model brand mentions via Perplexity + OpenRouter. 0-100 score with explainable deductions; parallel competitor compare. SSRF-guarded, per-call and daily LLM spend caps. MIT, 24 tests, stdio + HTTP.
- [sharozdawa/ai-visibility](https://github.com/sharozdawa/ai-visibility) [](https://glama.ai/mcp/servers/sharozdawa/ai-visibility) 📇 🏠 - Track brand visibility across ChatGPT, Perplexity, Claude, and Gemini. Visibility scores, sentiment analysis, competitor detection, and trend charts.
- [SearchAtlas](https://github.com/Search-Atlas-Group/searchatlas-mcp-server) [](https://glama.ai/mcp/servers/search-atlas-group/search-atlas-mcp-server)📇 ☁️ - SEO, content generation, PPC, keyword research, site auditing, authority building, and LLM
@@ -2707,6 +2894,7 @@ Tools for creating and editing marketing content, working with web meta data, pr
- [trysonar/mcp](https://github.com/trysonar/mcp) [](https://glama.ai/mcp/servers/trysonar/mcp) 📇 ☁️ - App Store Optimization for AI agents — keyword research with difficulty and popularity scores, daily rank tracking, review mining, competitor gap analysis, and revenue estimation across the iOS App Store and Google Play. 32 tools. `npx @sonarapp/mcp`
- [tomba-io/tomba-mcp-server](https://github.com/tomba-io/tomba-mcp-server) 📇 ☁️ - Email discovery, verification, and enrichment tools. Find email addresses, verify deliverability, enrich contact data, discover authors and LinkedIn profiles, validate phone numbers, and analyze technology stacks.
- [TopicForge/topicforge-mcp](https://github.com/TopicForge/topicforge-mcp) [](https://glama.ai/mcp/servers/TopicForge/topicforge-mcp) 📇 ☁️ - Programmatic SEO batch jobs for agents: `run_batch`, `get_batch_status`, `export_markdown`, plus topic cluster, FAQ schema, and meta description tools. Pay per article, no subscription. Install: `npx -y @topicforge/mcp`.
+- [tracetify/tracetify-mcp](https://github.com/tracetify/tracetify-mcp) [](https://glama.ai/mcp/servers/tracetify/tracetify-mcp) 🎖️ 📇 ☁️ - Trace how any product actually grew: growth history rebuilt from 12 public sources with dated, linked evidence. Also reads your own Google Search Console, runs site audits, and serves a hand-verified dofollow directory list. Reading existing growth reports is free. `npx -y tracetify-mcp` or hosted Streamable HTTP at https://tracetify.com/api/mcp
- [whdrnr2583-cmd/token-meter](https://github.com/whdrnr2583-cmd/token-meter) [](https://glama.ai/mcp/servers/whdrnr2583-cmd/token-meter) 📇 🏠 🍎 🪟 🐧 - Local-first dashboard + MCP server for Claude Code and Codex token usage. Cost, per-MCP/per-tool breakdown, hourly distribution, and session drill-down — your data never leaves your machine.
- [ZLeventer/salesforce-marketing-mcp](https://github.com/ZLeventer/salesforce-marketing-mcp) [](https://glama.ai/mcp/servers/ZLeventer/salesforce-marketing-mcp) 📇 ☁️ 🏠 🍎 🪟 🐧 - Salesforce MCP server built for marketing and revenue ops teams. 47 tools for leads, contacts, accounts, campaigns, campaign members, tasks, and 17 reporting tools including campaign ROI, lead-source attribution, pipeline-by-campaign, multi-touch campaign influence, MQL trend, forecast summary, and the native SFDC Reports API.
- [andrealufino/aapl-ads-mcp](https://github.com/andrealufino/aapl-ads-mcp) [](https://glama.ai/mcp/servers/andrealufino/aapl-ads-mcp) 📇 -
@@ -2718,6 +2906,7 @@ Tools for creating and editing marketing content, working with web meta data, pr
- [antohins/seo-tools-mcp](https://github.com/antohins/seo-tools-mcp) [](https://glama.ai/mcp/servers/antohins/seo-tools-mcp) 📇 🏠 - Five read-only SEO servers for the Google/Yandex (RU/CIS) market: SERP (XMLStock), Yandex Wordstat, Google Search Console (Search Analytics + URL Inspection), Yandex.Webmaster, and Yandex.Metrica. ~38 tools, multi-account, OAuth with auto-refresh. Install: `npx -y seo-tools-mcp-`.
- [AutomateLab-tech/ai-seo-mcp](https://github.com/AutomateLab-tech/ai-seo-mcp) [](https://glama.ai/mcp/servers/AutomateLab-tech/ai-seo-mcp) 📇 ☁️ 🏠 - AI-SEO / AEO / GEO audit MCP for any public URL. Scores schema.org coverage, robots.txt and llms.txt health, canonical and OpenGraph setup, and AI-citation likelihood; suggests rewrites tuned for Answer Engine and Generative Engine surfaces. No vendor keys, no crawls of private data. Install: `npx -y @automatelab/ai-seo-mcp`.
- [vruum-gtm/mcp](https://github.com/vruum-gtm/mcp) [](https://glama.ai/mcp/servers/vruum-gtm/mcp) 🎖️ 📇 ☁️ - AI revenue platform. Operate outbound, deals, pipeline, and CRM automation from your agent: people, deals, outreach, engagement, and research tools over one MCP. Remote server at `https://api.vruum.ai/mcp` (OAuth 2.1, or `Authorization: Bearer vk_live_…`); `npx -y @vruum/mcp` runs the stdio bridge for clients without remote support.
+- [zaialamm/citable-mcp](https://github.com/zaialamm/citable-mcp) [](https://glama.ai/mcp/servers/zaialamm/citable-mcp) 🎖️ 📇 ☁️ - SEO and AI-visibility checks an agent pays for per call, with no account: keyword research, on-page audits, AI-citation checks across ChatGPT, Claude, Gemini and Perplexity, plus rank, SERP, domain and backlink data. 17 endpoints at $0.005–0.30 each, settled in USDC on Solana over [x402](https://x402.org); a failed call is never charged. Install: `npx -y citable-mcp`.
### 📊 Monitoring
@@ -2732,6 +2921,7 @@ Access and analyze application monitoring data. Enables AI models to review erro
- [arnavranjan005/mcp-telemetry](https://github.com/arnavranjan005/mcp-telemetry) [](https://glama.ai/mcp/servers/arnavranjan005/mcp-telemetry) 📇 🏠 🍎 🪟 🐧 - Socket.IO-style telemetry for MCP servers. Instrument a tool call with a few lines of `mcp-telemetry-sdk`, and `telemetry_subscribe` streams its live progress (steps, logs, cost, done) to any connected MCP client via `notifications/progress` — no polling, and a job started in one session can be watched from a completely different one.
- [avivsinai/langfuse-mcp](https://github.com/avivsinai/langfuse-mcp) 🐍 ☁️ - Query Langfuse traces, debug exceptions, analyze sessions, and manage prompts. Full observability toolkit for LLM applications.
- [alimuratkuslu/byok-observability-mcp](https://github.com/alimuratkuslu/byok-observability-mcp) [](https://github.com/alimuratkuslu/byok-observability-mcp) 📇 🏠 ☁️ 🍎 🪟 🐧 - Comprehensive MCP server for Grafana, Prometheus, Kafka UI, and Datadog with a secure "Bring Your Own Key" or BYOK model.
+- [bartekrutkowski/watchgoose-mcp](https://github.com/bartekrutkowski/watchgoose-mcp) [](https://glama.ai/mcp/servers/bartekrutkowski/watchgoose-mcp) 🎖️ 📇 ☁️ - Monitor cron jobs, backups, Kubernetes jobs and other scheduled tasks in Watchgoose.com. Read-only by default, check changes require explicit consent.
- [bmdhodl/agent47](https://github.com/bmdhodl/agent47) [](https://glama.ai/mcp/servers/bmdhodl/agent47) 📇 ☁️ - Runtime guardrails and incident read access for coding agents. Query AgentGuard traces, alerts, usage, costs, and budget health.
- [clamp-sh/mcp](https://github.com/clamp-sh/mcp) [](https://glama.ai/mcp/servers/clamp-sh/mcp) 📇 ☁️ 🍎 🪟 🐧 - AI-native web analytics. Query pageviews, top pages, referrers, countries, devices, and custom events. Create conversion funnels and alerts.
- [dragogargo/mcp-sysmon](https://github.com/dragogargo/mcp-sysmon) [](https://glama.ai/mcp/servers/dragogargo/mcp-sysmon) 🐍 🏠 🍎 🐧 - Local system monitoring — CPU, memory, swap, disk, network, and process management. Find resource-hungry processes, diagnose performance issues, and kill processes via AI.
@@ -2748,6 +2938,7 @@ Access and analyze application monitoring data. Enables AI models to review erro
- [gjenkins20/webmin-mcp-server](https://github.com/gjenkins20/webmin-mcp-server) [](https://glama.ai/mcp/servers/@gjenkins20/webmin-mcp-server) 🐍 ☁️ 🍎 🐧 - MCP server for Webmin with 61 tools for Linux system administration: services, users, storage, security, databases, and more.
- [grafana/mcp-grafana](https://github.com/grafana/mcp-grafana) 🎖️ 🐍 🏠 ☁️ - Search dashboards, investigate incidents and query datasources in your Grafana instance
- [GT-dinuo/server-ops-mcp](https://github.com/GT-dinuo/server-ops-mcp) [](https://glama.ai/mcp/servers/GT-dinuo/server-ops-mcp) 📇 🏠 🍎 🪟 🐧 - Server ops via AI: log troubleshooting, CPU/memory/disk monitoring, code edit, Nginx & certificate management. Local or SSH-remote with two-step confirmation, command whitelist, and secret redaction. Install: `npx -y server-ops-mcp`.
+- [HostTracker/mcp](https://github.com/HostTracker/mcp) [](https://glama.ai/mcp/servers/HostTracker/mcp) 🎖️ #️⃣ ☁️ - Website uptime monitoring from 300+ global locations. Run instant HTTP, ping, port, DNS, WHOIS, blacklist, Web Risk and page-speed checks, and manage monitors, contacts, webhooks, incidents, maintenance windows and status pages. Remote streamable-HTTP server at `https://mcp.host-tracker.com/mcp`, bearer token.
- [hugoles/langfuse-mcp](https://github.com/hugoles/langfuse-mcp) [](https://glama.ai/mcp/servers/hugoles/langfuse-mcp) 📇 ☁️ 🏠 - TypeScript MCP server for the Langfuse Public API. 27 read tools covering traces, observations, sessions, scores, score-configs, prompts (with version/label), datasets, dataset items, dataset runs, metrics, models, projects, comments, media, and health. Distributed as `npx -y langfuse-mcp` with provenance-signed releases.
- [hyperb1iss/lucidity-mcp](https://github.com/hyperb1iss/lucidity-mcp) 🐍 🏠 - Enhance AI-generated code quality through intelligent, prompt-based analysis across 10 critical dimensions from complexity to security vulnerabilities
- [iris-eval/mcp-server](https://github.com/iris-eval/mcp-server) [](https://glama.ai/mcp/servers/iris-eval/mcp-server) 📇 ☁️ 🏠 🍎 🪟 🐧 - MCP-native agent evaluation and observability server with trace logging, output quality evaluation, cost tracking, 12 built-in eval rules, real-time dashboard, and PII detection.
@@ -2760,6 +2951,7 @@ Access and analyze application monitoring data. Enables AI models to review erro
- [Jwrede/llmprobe](https://github.com/Jwrede/llmprobe) [](https://glama.ai/mcp/servers/Jwrede/llmprobe) 🏎️ ☁️ 🏠 🍎 🪟 🐧 - Synthetic monitoring for LLM inference endpoints. Measure TTFT, latency, throughput, and errors across OpenAI, Anthropic, Google, Azure, Bedrock, and local servers (vLLM, SGLang, Ollama). CLI + MCP server with Prometheus and OpenTelemetry export.
- [kascada/logmcp](https://github.com/kascada/logmcp) [](https://glama.ai/mcp/servers/kascada/logmcp) 🏎️ 🏠 🐧 - Read-only log access for AI assistants over HTTPS. Whitelist log files on your Linux server; AI can search and read them without shell access. Token-authenticated, syslog-audited.
- [last9/last9-mcp-server](https://github.com/last9/last9-mcp-server) - Seamlessly bring real-time production context—logs, metrics, and traces—into your local environment to auto-fix code faster
+- [tp322d/lastping-app](https://github.com/tp322d/lastping-app) [](https://glama.ai/mcp/servers/tp322d/lastping-app) 🎖️ 🏎️ ☁️ 🍎 🪟 🐧 - Dead man's switch for AI agents, cron jobs and CI/CD pipelines. An agent creates its own monitor, asks for its ping commands and reports its runs in one conversation; LastPing alerts when a run goes silent, stalls, fails or loops, and `list_open_incidents` hands back what broke with the recurrence count, failing step and exit code. 36 tools. Hosted at `https://mcp.lastping.dev/mcp` (via `mcp-remote`), or `go install github.com/tp322d/lastping-app/cmd/lastping-mcp@latest`. Free for individuals.
- [lodordev/mcp-tautulli](https://github.com/lodordev/mcp-tautulli) [](https://glama.ai/mcp/servers/lodordev/mcp-tautulli) 🐍 🏠 - Tautulli (Plex media server monitoring) with 11 read-only tools for activity, history, library stats, user stats, transcode analysis, and resolution breakdowns.
- [log-logn/langfuse-mcp-java](https://github.com/Log-LogN/langfuse-mcp-java) [](https://glama.ai/mcp/servers/Log-LogN/langfuse-mcp-java) ☕ ☁️ - Query Langfuse traces, debug exceptions, analyze sessions, scores, datasets, schema, observations and manage prompts. Full observability toolkit for LLM applications. (https://github.com/langfuse/langfuse)
- [mikusnuz/umami-mcp](https://github.com/mikusnuz/umami-mcp) [](https://glama.ai/mcp/servers/mikusnuz/umami-mcp) 📇 ☁️ - Full-coverage MCP server for Umami Analytics API v2 — 66 tools for websites, stats, sessions, events, reports, users, teams, and realtime monitoring.
@@ -2814,11 +3006,13 @@ Provides the ability to handle multimedia, such as audio and video editing, play
- [agenticdecks/deckrun-mcp](https://github.com/agenticdecks/deckrun-mcp) [](https://glama.ai/mcp/servers/agenticdecks/deckrun-mcp) 🐍 ☁️ - Generate presentation PDFs, narrated videos, and MP3 audio from Markdown. Free tier requires no API key or local install — add a URL to your IDE config and start generating. Paid tier adds video, audio, async jobs, and account tools.
- [AIDC-AI/Pixelle-MCP](https://github.com/AIDC-AI/Pixelle-MCP) 🐍 📇 🏠 🎥 🔊 🖼️ - An omnimodal AIGC framework that seamlessly converts ComfyUI workflows into MCP tools with zero code, enabling full-modal support for Text, Image, Sound, and Video generation with Chainlit-based web interface.
- [ananddtyagi/gif-creator-mcp](https://github.com/ananddtyagi/gif-creator-mcp/tree/main) 📇 🏠 - A MCP server for creating GIFs from your videos.
+- [antoniomachuca/MCP-Manim-Slides](https://github.com/antoniomachuca/MCP-Manim-Slides) [](https://glama.ai/mcp/servers/antoniomachuca/MCP-Manim-Slides) 🐍 🏠 🍎 🪟 🐧 - Generate, render, and compile interactive Manim-Slides presentations from AI prompts: execute Manim code headlessly, compile scenes to Reveal.js HTML/PDF/PPTX, and preview slides as images, videos, or GIFs.
- [bogdan01m/zapcap-mcp-server](https://github.com/bogdan01m/zapcap-mcp-server) 🐍 ☁️ - MCP server for ZapCap API providing video caption and B-roll generation via natural language
- [botmonster/image2svg-mcp](https://github.com/botmonster/image2svg-mcp) [](https://glama.ai/mcp/servers/botmonster/image2svg-mcp) 🐍 🏠 🍎 🪟 🐧 - Convert raster images (PNG/JPG/WEBP/TIFF) to SVG vector format. Single tool, accepts base64 or URL input; runs locally via `uvx image2svg-mcp` or as a Docker HTTP server.
- [Cassette-Editor/oh-my-cassette](https://github.com/Cassette-Editor/oh-my-cassette) [](https://glama.ai/mcp/servers/Cassette-Editor/oh-my-cassette) 🎖️ 🐍 🏠 ☁️ 🍎 🪟 🐧 - Chat raw clips into a finished cut.
- [chaoz23/loudcheck](https://github.com/chaoz23/loudcheck) [](https://glama.ai/mcp/servers/chaoz23/loudcheck) 🐍 🏠 🍎 🪟 🐧 - Loudness compliance verdicts for media files against formal broadcast standards (EBU R128, ATSC A/85): pass/fail with per-metric deltas, spec citations, and the exact ffmpeg remediation command. CLI and MCP over one engine; zero-install via `uvx --from 'loudcheck[mcp]' loudcheck --mcp`. Requires ffmpeg.
- [cleanor-app/cleanor-mcp](https://github.com/cleanor-app/cleanor-mcp) [](https://glama.ai/mcp/servers/cleanor-app/cleanor-mcp) 🎖️ 📇 ☁️ 🍎 🪟 🐧 - Zero-auth hosted server with 22 read-only tools: optimize/convert images (WebP/AVIF/JPEG), paste-ready SVG QR codes, cited [Cleanor Labs](https://cleanor.app) data on device storage capacity and next-gen image-format savings (AVIF/WebP/JPEG XL vs JPEG, HEIC conversion tax), plus 18 deterministic dev utilities LLMs get wrong (hash, HMAC, UUID, base64, JWT decode, JSON, regex, cron, unit & base convert, datetime, URL parse, diff, color, palette, slugify, count, SVG placeholder). No API key or signup; Streamable HTTP at `https://mcp.cleanor.app/mcp`.
+- [clipkit-video/clipkit](https://github.com/clipkit-video/clipkit) [](https://glama.ai/mcp/servers/clipkit-video/clipkit) 🎖️ 📇 ☁️ 🏠 🍎 🪟 🐧 - Compose motion-graphics videos from a single JSON document (Clipkit Protocol): 15 tools to author, validate, tweak per element, and preview PNG stills in-chat, plus captions and templated promos; hands the human a free browser editor link, with a deterministic GPU runtime for MP4 renders. Hosted at `https://www.clipkit.dev/mcp` or local `npx @clipkit/mcp-server`.
- [DareDev256/fcpxml-mcp-server](https://github.com/DareDev256/fcpxml-mcp-server) [](https://glama.ai/mcp/servers/DareDev256/fcpxml-mcp-server) 🐍 🏠 🍎 - The first MCP server for Final Cut Pro. 53 tools that parse, edit, and generate FCPXML timelines — health checks, flash frame detection, chapter markers, rough cuts, NLE export. 912 tests, MIT licensed.
- [davidmosiah/short-video-agent-kit](https://github.com/davidmosiah/short-video-agent-kit) [](https://glama.ai/mcp/servers/davidmosiah/short-video-agent-kit) 📇 🏠 ☁️ 🍎 🪟 🐧 - Provider-neutral short-form AI video MCP and CLI for agents, with dry-run payload validation and optional live generation through Sora, Veo, xAI and Seedance-style providers.
- [drolosoft/immich-photo-manager](https://github.com/drolosoft/immich-photo-manager) [](https://glama.ai/mcp/servers/drolosoft/immich-photo-manager) 🐍 🏠 🍎 🪟 🐧 - Turn your self-hosted Immich photo library into a conversation — natural language search via CLIP, geographic album curation from GPS data, cross-source duplicate detection with perceptual hashing, library health reports, and offline-ready interactive HTML galleries. Claude Code plugin with 21 MCP tools, 11 skills, and 5 slash commands.
@@ -2860,11 +3054,13 @@ Provides the ability to handle multimedia, such as audio and video editing, play
- [woladi/macos-vision-mcp](https://github.com/woladi/macos-vision-mcp) [](https://glama.ai/mcp/servers/woladi/macos-vision-mcp) 📇 🏠 🍎 - Local OCR and image analysis via Apple Vision Framework. Wraps macOS's native Vision API to expose OCR for images and PDFs (with reading-order paragraphs, bounding boxes, line/paragraph IDs, and confidence), face / barcode / QR / document-corner detection, and image classification — all as MCP tools any client (Claude Code, Claude Desktop, Cursor, Codex CLI) can call. ~97% token savings vs sending raw images. Fully offline, no API keys, files never leave the Mac. One-line install: `npx -y macos-vision-mcp`.
- [afghanfansmedia-ai/songcheck-mcp](https://github.com/afghanfansmedia-ai/songcheck-mcp) [](https://glama.ai/mcp/servers/afghanfansmedia-ai/songcheck-mcp) 🐍 ☁️ - Is this song AI or human? Detect AI-generated music (Suno, Udio) and media from any AI agent. Returns a verdict, AI-probability score, confidence, and provenance signals (Content Credentials / SynthID), plus scan_catalog to audit a whole music folder.
- [xDarkzx/Reaper-MCP](https://github.com/xDarkzx/Reaper-MCP) [](https://glama.ai/mcp/servers/xDarkzx/Reaper-MCP) 🐍 🏠 🍎 🪟 🐧 - AI-powered music production in REAPER through natural conversation - 173 tools across 26 modules covering transport, tracks, MIDI (insert/edit/quantize/humanize), mixing and FX (EQ, compression, sidechain, sends), tempo maps, markers/regions, ReaScript discovery/execution, and more.
+- [apancyborg/appsgolem-mcp](https://github.com/apancyborg/appsgolem-mcp) [](https://glama.ai/mcp/servers/apancyborg/appsgolem-mcp) 🎖️ 📇 ☁️ 🏠 🍎 🪟 🐧 - Cut clips from any YouTube video via the AppsGolem API — pick the format and quality, get a direct download URL, and let an AI agent do the editing. `npx appsgolem-mcp`
### 🖥️ OS Automation
Servers for controlling the desktop operating system: screenshots, window management, mouse/keyboard input injection, and system-level automation.
+- [suleyman416/mcp-applemusic](https://github.com/suleyman416/mcp-applemusic) [](https://glama.ai/mcp/servers/suleyman416/mcp-applemusic) 🐍 🏠 🍎 - FastMCP server for Apple Music on macOS with 74 tools, autonomous tokenless DJ daemon, DJ energy mixes, multi-room AirPlay, Spotify & M3U playlist importers, listening journal, and Apple Replay analytics.
- [sbuysse/gnome-desktop-mcp](https://github.com/sbuysse/gnome-desktop-mcp) [](https://glama.ai/mcp/servers/sbuysse/gnome-desktop-mcp) 🐍 🏠 🐧 - GNOME desktop automation for AI agents. 30 tools via D-Bus: screenshots, window management, mouse/keyboard injection, clipboard, workspaces, and system notifications. Works on any GNOME 45–49 Linux desktop.
- [dimpagk92/cellar](https://github.com/dimpagk92/cellar) [](https://glama.ai/mcp/servers/dimpagk92/cellar) 🦀 📇 🏠 🍎 🐧 - Hybrid computer-use runtime. Fuses accessibility tree + Chrome DevTools Protocol + vision into structured context with per-element confidence. 4 MCP tools (see/act/think/perceive). Continuous awareness engine (Cortex) with freshness + side-effect detection. Works offline with Ollama + local models.
- [Harusame64/desktop-touch-mcp](https://github.com/Harusame64/desktop-touch-mcp) [](https://glama.ai/mcp/servers/Harusame64/desktop-touch-mcp) 📇 🦀 🏠 🪟 - Windows desktop automation for LLM agents with entity-based actions instead of coordinate-only clicking. Uses UIA, CDP, screenshots, keyboard/mouse/clipboard, and terminal control, plus entity leases, verified delivery, causal context, and interaction memory to reduce silent UI automation failures.
@@ -2875,6 +3071,7 @@ Servers for controlling the desktop operating system: screenshots, window manage
- [faze79/WPFVisualTreeMcp](https://github.com/faze79/WPFVisualTreeMcp) [](https://glama.ai/mcp/servers/faze79/WPFVisualTreeMcp) #️⃣ 🏠 🪟 - Inspect, debug and drive running WPF (.NET desktop) apps: visual tree, dependency properties, data bindings and binding errors, DataContext, and screenshots with open popups/menus included, plus clicking, item selection, text input and keyboard shortcuts. Auto-injects into any running WPF process (x64/x86) with no source changes. `dotnet tool install -g WpfVisualTreeMcp`
- [fixed-width/glass](https://github.com/fixed-width/glass) [](https://glama.ai/mcp/servers/fixed-width/glass) 🦀 🏠 🍎 🪟 🐧 - Gives a coding agent a build → see → interact → debug loop over the native GUI app it is writing: launch the app, screenshot it, read its accessibility tree, inject mouse/keyboard/gestures, tail its logs, and diff frames to confirm a change landed. Drives apps as an external black box with no app integration, so any toolkit or language works. 30 tools with text-first responses (element ids, diffs, waits) so the agent need not screenshot every step, plus optional sandboxing of the launched app. Backends: X11, Wayland, Windows, macOS, Android emulators, and the iOS Simulator.
- [ostapondo/Plonk](https://github.com/ostapondo/Plonk) [](https://glama.ai/mcp/servers/ostapondo/Plonk) 📇 🏠 🍎 - A Mac window manager an agent can drive, plus ten more menu bar utilities behind the same icon: see every monitor and window, arrange a layout across displays in one call, snap a window into zones you drew yourself, save workspaces that relaunch apps into their places, keep-awake, measure the screen, screenshot a window by name even when it is buried behind other windows, annotate it, and read text off the screen on-device — handed back a box per line, so what was read can be pointed at. 20 tools, backed by a native menu bar app over a local-only loopback API; no cloud, no telemetry. `npx -y plonk-mcp`, or open the shipped `.mcpb` bundle in Claude Desktop.
+- [emazaheri/ios-agent](https://github.com/emazaheri/ios-agent) [](https://glama.ai/mcp/servers/emazaheri/ios-agent) 🐍 🏠 🍎 - Drive a real iPhone or an iOS Simulator through XCUIAutomation and WebDriverAgent. Screens arrive as a compact digest rather than raw accessibility XML (37,000 tokens to 329 on a long list), element resolution runs server-side through six tiers so a retry costs no model tokens, every action returns the screen it produced, and destructive actions are classified before they run and ask first.
### 🎙️ Podcasts
@@ -2898,10 +3095,12 @@ Tools for product planning, customer feedback analysis, and prioritization.
- [TylerIlunga/procore-mcp-server](https://github.com/TylerIlunga/procore-mcp-server) 📇 ☁️ 🍎 🪟 🐧 - MCP server exposing the full Procore REST API (2,636 endpoints) for construction project management. Includes 7 discovery and execution tools covering projects, RFIs, submittals, daily logs, budgets, and more. Single-user OAuth with auto-refresh.
- [spranab/saga-mcp](https://github.com/spranab/saga-mcp) [](https://glama.ai/mcp/servers/@spranab/saga-mcp) 📇 🏠 🍎 🪟 🐧 - A Jira-like project tracker for AI agents with full hierarchy (Projects > Epics > Tasks > Subtasks), task dependencies with auto-block/unblock, threaded comments, reusable templates, activity logging, and a natural language dashboard. SQLite-backed, 31 tools.
- [agrath/Trello-Desktop-MCP](https://github.com/agrath/Trello-Desktop-MCP) [](https://glama.ai/mcp/servers/agrath/Trello-Desktop-MCP) 📇 ☁️ 🍎 🪟 🐧 - Comprehensive Trello integration: 46 tools covering boards, cards, lists, labels, checklists, attachments, members, custom fields, and search. Read-only mode, image attachment
+- [negoro26/mcp-taiga](https://github.com/negoro26/mcp-taiga) [](https://glama.ai/mcp/servers/negoro26/mcp-taiga) 📇 🏠 🍎 🪟 🐧 - Taiga project management MCP server: issues, user stories, tasks, epics, sprints, comments, attachments, and wiki via six op-dispatching tools (about 2.8k-token tool schema). Resolves project slugs, #references, and status names server-side. Runs via npx or Docker over stdio, or streamable HTTP for remote clients.
- [xfloukiex-lab/road-poneglyph](https://github.com/xfloukiex-lab/road-poneglyph) [](https://glama.ai/mcp/servers/xfloukiex-lab/road-poneglyph) 🐍 🏠 🍎 🪟 🐧 - Reviews a plan for what's missing — unstated assumptions, omitted technical risks, and execution blind spots (a structured pre-mortem). `pip install road-poneglyph-mcp`
- [AIOProductOS/claude-plugin](https://github.com/AIOProductOS/claude-plugin) [](https://glama.ai/mcp/servers/AIOProductOS/claude-plugin) 🎖️ ☁️ - Product management over a shared product spine: link customer feedback and insights to features, tasks, sprints, releases and objectives; weekly signal memo; roadmap-drift detection; customer 360, funnel, path, retention, NPS and NRR analytics; artifact versioning and identity resolution. 38 tools, hosted remote server with OAuth 2.1 (DCR + PKCE).
auto-download. Install via `npx atlassian-trello-mcp`.
- [mohamed-ashraf-elsaed/loupe](https://github.com/mohamed-ashraf-elsaed/loupe) [](https://glama.ai/mcp/servers/mohamed-ashraf-elsaed/loupe) 🎖️ 📇 🏠 - Turns pinned visual product feedback into an actionable backlog: list comments, read one with its target element's HTML, computed styles and screenshot, and update its status. Powers the [Loupe](https://mohamed-ashraf-elsaed.github.io/loupe/) SDK, browser extension, and `loupekit/laravel` package. Install `@loupekit/mcp` (binary `loupe-mcp`).
+- [gonnagetapower/kelvia-mcp](https://github.com/gonnagetapower/kelvia-mcp) [](https://glama.ai/mcp/servers/@gonnagetapower/kelvia-mcp) 🎖️ 📇 ☁️ 🏠 🍎 🪟 🐧 - [Kelvia](https://kelvia.app) task manager an agent can fully operate: boards, tasks, sprints, member roles, worklogs and a time-blocking day planner. 58 tools with MCP safety annotations and selectable toolsets. Hosted endpoint with OAuth 2.1 — one command, no token to paste. `npx kelvia-mcp`
### 🏠 Real Estate
@@ -2909,11 +3108,13 @@ MCP servers for real estate CRM, property management, and agent workflows.
- [HasData/zillow-mcp](https://github.com/HasData/zillow-mcp) [](https://glama.ai/mcp/servers/HasData/zillow-mcp) 📇 ☁️ - Remote MCP server for Zillow: for-sale, for-rent and sold listings with rich filters, and full property details (price and tax history, schools, agent), as JSON.
- [ashev87/propstack-mcp](https://github.com/ashev87/propstack-mcp) [](https://glama.ai/mcp/servers/@ashev87/propstack-mcp) 📇 ☁️ 🍎 🪟 🐧 - Propstack CRM MCP: search contacts, manage properties, track deals, schedule viewings for real estate agents (Makler).
+- [atifnayeem-oss/saveproptax-mcp](https://github.com/atifnayeem-oss/saveproptax-mcp) [](https://glama.ai/mcp/servers/atifnayeem-oss/saveproptax-mcp) ☁️ - California property tax appeals: check whether a home qualifies for a Proposition 8 decline-in-value reduction from recent comparable sales, then prepare the county's own review form. Hosted remote server at https://saveproptax.com/mcp, no API key. The signing link is emailed to the homeowner, who signs and pays a flat $29.
- [beshogun/planwire-mcp](https://github.com/beshogun/planwire-mcp) [](https://glama.ai/mcp/servers/beshogun/planwire-mcp) 📇 ☁️ - UK planning application data for AI agents: search planning applications by council, postcode, keyword, status, type, or date range; find applications near a lat/lng point; fetch a specific application; and list supported councils. Requires a PlanWire API key. `npx -y planwire-mcp`
- [forgemeshlabs/disruption-intelligence-mcp](https://github.com/forgemeshlabs/disruption-intelligence-mcp) [](https://glama.ai/mcp/servers/forgemeshlabs/disruption-intelligence-mcp) 📇 ☁️ - AI-native commercial disruption intelligence for MCP clients and x402-powered agents. Supports WARN/layoff intelligence, company context, geospatial territory disruption, and x402 payment challenge inspection via the hosted Forgemesh API.
- [hyperionxmota/cook-county-property-mcp](https://github.com/hyperionxmota/cook-county-property-mcp) [](https://glama.ai/mcp/servers/hyperionxmota/cook-county-property-mcp) 🐍 ☁️ - Cook County / Chicago property records — parcels, recorded sales, building permits, tax assessments, and comparable sales by street address or PIN. Hosted remote MCP, pay-per-call via x402 (USDC on Base/Solana).
- [jbechtel-97/dealflowpro-mcp-server](https://github.com/jbechtel-97/dealflowpro-mcp-server) [](https://glama.ai/mcp/servers/jbechtel-97/dealflowpro-mcp-server) 📇 ☁️ - Multifamily real estate deal analysis — cap rate, DSCR, cash-on-cash, IRR, DFP Score (0-100), max offer price, and market intelligence for 2-200 unit properties.
- [pedra-ai/pedra-mcp](https://github.com/pedra-ai/pedra-mcp) [](https://glama.ai/mcp/servers/@pedra-ai/pedra-mcp) 🎖️ 📇 ☁️ 🍎 🪟 🐧 - AI photo and video editing for real-estate listings via the Pedra API: virtual staging, renovation, room emptying, photo enhancement, sky replacement, object removal/blur, and property video generation. `npx @pedra-ai/mcp`
+- [RantumBits/addressintel-mcp](https://github.com/RantumBits/addressintel-mcp) [](https://glama.ai/mcp/servers/RantumBits/addressintel-mcp) 🎖️ 📇 ☁️ 🍎 🪟 🐧 - SF Peninsula (California) building permits and parcel buildability: search issued permits by city, keyword, contractor or valuation; SB 9 lot-split eligibility with per-parcel block reasons; ADU feasibility with estimated units and buildable square footage; and underbuilt-parcel redevelopment leads. Read-only, works keyless on a demo tier. `npx -y addressintel-mcp`
### 🔬 Research
@@ -2922,6 +3123,7 @@ Tools for conducting research, surveys, interviews, and data collection.
- [Agnuxo1/benchclaw-integrations](https://github.com/Agnuxo1/benchclaw-integrations/tree/main/mcp-server) [](https://glama.ai/mcp/servers/Agnuxo1/benchclaw-integrations) 📇 ☁️ - Register LLMs/agents and submit research papers (Markdown) to the [BenchClaw](https://www.p2pclaw.com/app/benchmark) leaderboard. Papers are scored by a 17-judge Tribunal with 8 deception detectors across 10 dimensions. No API key required. Works with Claude Desktop, Cursor, Cline, Zed, Continue.dev.
- [ankitkapur1992-hlido/hlido-mcp](https://github.com/ankitkapur1992-hlido/hlido-mcp) [](https://glama.ai/mcp/servers/ankitkapur1992-hlido/hlido-mcp) 📇 ☁️ - Independent trust scores, claim audits, and comparisons for AI agents — queryable by your agent over MCP. Hosted Cloudflare Worker at hlido.eu/mcp (no install). Returns a 0–100 score, tier verdict, per-claim PASS/FAIL audit, and signed evidence for a reviewed agent. From [Hlido](https://hlido.eu).
- [archoor/painspotter-mcp](https://github.com/archoor/painspotter-mcp) [](https://glama.ai/mcp/servers/archoor/painspotter-mcp) 🐍 ☁️ - AI-analyzed startup & product opportunities mined from Reddit, Hacker News, Product Hunt & Stack Exchange. Query pain points, trending themes, and commercial scores (pain intensity, willingness-to-pay, build difficulty). Remote hosted MCP at painspotter.ai — free tier covers overview + opportunity detail; Pro unlocks search, trending themes & theme-level market signals.
+- [Battam1111/omniseek](https://github.com/Battam1111/omniseek) [](https://glama.ai/mcp/servers/Battam1111/omniseek) 🐍 🏠 🍎 🪟 🐧 - Self-hosted perception server for agents: local bilingual ASR, in-band vision, cross-lingual search, login-walled sources you hold credentials for, and a persistent relation graph.
- [BrowseAI-HQ/BrowserAI-Dev](https://github.com/BrowseAI-HQ/BrowserAI-Dev) [](https://glama.ai/mcp/servers/BrowseAI-HQ/browse-ai) 📇 ☁️ - Evidence-backed web research for AI agents. Real-time search with cited claims, confidence scores, and compare mode (raw LLM vs evidence-backed). MCP server, REST API, and Python SDK.
- [connerlambden/bgpt-mcp](https://github.com/connerlambden/bgpt-mcp) [](https://glama.ai/mcp/servers/@connerlambden/bgpt-mcp) 📇 ☁️ - Search scientific papers with structured experimental data extracted from full-text studies. Returns 25+ fields per paper including methods, results, sample sizes, and quality scores. 50 free searches, then $0.01/result.
- [davidmosiah/uap-pulse](https://github.com/davidmosiah/uap-pulse) [](https://glama.ai/mcp/servers/davidmosiah/uap-pulse) 📇 🏠 🍎 🪟 🐧 - Read-only MCP server and live-map dataset for declassified U.S. federal UAP/UFO records, with searchable records, hotspots, timelines and direct source links.
@@ -2932,12 +3134,14 @@ Tools for conducting research, surveys, interviews, and data collection.
- [joelgombin/andre-mcp](https://github.com/joelgombin/andre-mcp) [](https://glama.ai/mcp/servers/joelgombin/andre-mcp) ☁️ - French election results from 1999 to 2026 at polling-station level (55 elections), cross-referenced with INSEE socio-demographic data, elected representatives and official administrative boundaries. Electoral maps, vote-reserve analysis, cross-election panels and read-only SQL over DuckDB. Hosted, no auth, no install: `https://mcp.andre.vote/mcp`, also listed as a [hosted connector on Glama](https://glama.ai/mcp/connectors/vote.andre/elections).
- [tushariitr-19/immigration-mcp](https://github.com/tushariitr-19/immigration-mcp) [](https://glama.ai/mcp/servers/tushariitr-19/immigration-mcp) 🏎️ 🍎 🪟 🐧 - MCP server for US immigration guidance — live Visa Bulletin, priority date checker and immigration term explanations. Free to use.
- [kimimgo/viznoir](https://github.com/kimimgo/viznoir) [](https://glama.ai/mcp/servers/kimimgo/viznoir) 🐍 🏠 🐧 - Cinema-quality science visualization MCP server for CFD/FEA/SPH. 22 tools for rendering, slicing, contouring, volume rendering, and animating OpenFOAM/VTK/CGNS data. Headless EGL/OSMesa.
+- [Liyux3/scholar-mcp](https://github.com/Liyux3/scholar-mcp) [](https://glama.ai/mcp/servers/Liyux3/scholar-mcp) 🐍 🏠 ☁️ 🍎 🪟 🐧 - Federated academic paper search across OpenAlex, Semantic Scholar, arXiv, PubMed, OpenReview and more with RRF fusion, citation graphs with PageRank, full-text paper reading, PDF download, and a local paper library with Zotero, Obsidian, and Notion connectors.
- [lizhuojunx86/chinese-history-mcp](https://github.com/lizhuojunx86/chinese-history-mcp) [](https://glama.ai/mcp/servers/lizhuojunx86/chinese-history-mcp) 🐍 🏠 🍎 🪟 🐧 - Query 9 classical Chinese texts (pre-Qin to Wei-Jin: 史记/汉书/后汉书/三国志/左传/论语/孟子/吕氏春秋/资治通鉴) by event, person, modern place name, or virtue — every result cites 【book · chapter · paragraph】 with original-text evidence and an honest `review_status`. Zero-dependency stdlib stdio JSON-RPC.
- [michaelellis003/paperboy](https://github.com/michaelellis003/paperboy) [](https://glama.ai/mcp/servers/michaelellis003/paperboy) 🐍 🏠 ☁️ - Send research papers from Claude to a Kindle or Kobo, with Zotero as the source of truth. Searches arXiv and OpenAlex, recommends related work via the Semantic Scholar citation graph, queues papers in a Zotero collection, and delivers the PDFs by email or Dropbox. Receipts report file sizes and name anything that could not be sent.
- [mlava/scholar-sidekick-mcp](https://github.com/mlava/scholar-sidekick-mcp) [](https://glama.ai/mcp/servers/mlava/scholar-sidekick-mcp) 📇 ☁️ 🍎 🪟 🐧 - Resolve any scholarly identifier (DOI, PMID, PMCID, ISBN, arXiv, ISSN, ADS bibcode, WHO IRIS URL) into structured CSL JSON, format in 10,000+ citation styles, or export to BibTeX/RIS/EndNote/Zotero RDF/CSV. Single or batch. Install: `npx -y scholar-sidekick-mcp`.
- [mnemox-ai/idea-reality-mcp](https://github.com/mnemox-ai/idea-reality-mcp) [](https://glama.ai/mcp/servers/@mnemox-ai/idea-reality-mcp) 🐍 ☁️ 🍎 🪟 🐧 - Pre-build reality check for AI coding agents. Scans GitHub, Hacker News, npm, PyPI, and Product Hunt to detect existing competition before building, returning a reality signal score (0-100), duplicate likelihood, similar projects, and pivot hints.
- [musharna/data-aggregator-mcp](https://github.com/musharna/data-aggregator-mcp) [](https://glama.ai/mcp/servers/musharna/data-aggregator-mcp) 🐍 🏠 🍎 🪟 🐧 - Search and fetch research datasets across Zenodo, DataCite (Dryad/Figshare/Dataverse/OSF), NCBI omics (GEO/SRA/BioProject), and literature (PubMed/OpenAIRE) behind one normalized model — DOI deduplication, NCBI-Taxonomy synonym expansion, paper→data linking, and checksum-verified download. `uvx data-aggregator-mcp`.
- [nangman-infra/touch-browser](https://github.com/nangman-infra/touch-browser) [](https://glama.ai/mcp/servers/nangman-infra/touch-browser) 🦀 🏠 - Evidence-grounded web research for AI agents. Verifies page-local claims with citations, confidence bands, policy reports, and multi-page session synthesis via MCP.
+- [notDIRK/fds-mcp](https://github.com/notDIRK/fds-mcp) [](https://glama.ai/mcp/servers/notDIRK/fds-mcp) 🐍 ☁️ 🍎 🪟 🐧 - Freedom-of-information requests for Germany via [FragDenStaat.de](https://fragdenstaat.de), the FOI portal built on [froide](https://github.com/okfde/froide). Finds the responsible authority from a place name and returns the evidence trail, reads the applicable act and its statutory deadline, tracks your own requests and their replies, and drafts new requests as local YAML checked against 25 rules before anything is sent. Four tools need no account. Submitting is guarded by five independent gates and defaults to a dry run, because the API sends immediately and cannot be undone.
- [OrgMentem/zotio](https://github.com/OrgMentem/zotio) [](https://glama.ai/mcp/servers/OrgMentem/zotio) 🏎️ 🏠 ☁️ 🍎 🪟 🐧 - Zotero MCP server (`zotio-mcp`) with a capability-tagged tool registry and preview-first, journaled writes (an agent can't silently mutate or delete your library). Reads work keyless against the local Zotero desktop API; writes route to the Web API. Ships an MCPB bundle for one-click Claude Desktop install.
- [ovlabs/mcp-server-originalvoices](https://github.com/ovlabs/mcp-server-originalvoices) 📇 ☁️ - Instantly understand what real users think and why by querying our network of 1:1 Digital Twins - each representing a real person. Give your AI agents authentic human context to ground outputs, improve creative, and make smarter decisions.
- [Pantheon-Security/notebooklm-mcp-secure](https://github.com/Pantheon-Security/notebooklm-mcp-secure) 📇 🏠 🍎 🪟 🐧 - Query Google NotebookLM from Claude/AI agents with 14 security hardening layers. Session-based conversations, notebook library management, and source-grounded research responses.
@@ -2945,9 +3149,11 @@ Tools for conducting research, surveys, interviews, and data collection.
- [tushariitr-19/patents-mcp](https://github.com/tushariitr-19/patents-mcp) 🏎️ ☁️ 🍎 🪟 🐧 - MCP server for patent search and prior art discovery powered by Google Patents public dataset on BigQuery. Tools: search patents, get full patent details with CPC codes and citations, fetch legal claims text. Free to use.
- [pminervini/deep-research-mcp](https://github.com/pminervini/deep-research-mcp) 🐍 ☁️ 🏠 - Deep research MCP server for OpenAI Responses API or Open Deep Research (smolagents), with web search and code interpreter support.
- [thevibepreneur/gapbase-mcp](https://github.com/thevibepreneur/gapbase-mcp) [](https://glama.ai/mcp/servers/thevibepreneur/gapbase-mcp) 📇 🏠 - Search 474 validated startup gaps from your AI editor. Find unsolved business problems by industry, role, or keyword — each with pain point, solution direction, and link to full blueprint. Zero API keys, works offline.
+- [TheWhiteWater/tube-bridge](https://github.com/TheWhiteWater/tube-bridge) [](https://glama.ai/mcp/servers/TheWhiteWater/tube-bridge) 🐍 🏠 - Self-hosted YouTube research MCP with 17 tools for video and channel search, transcripts, comments, playlists, timestamped frames, and private local semantic corpora. Fourteen tools work without an API key. Install: `uvx tube-bridge`.
- [rnwkr7rscy-lang/fittin-mcp](https://github.com/rnwkr7rscy-lang/fittin-mcp) [](https://glama.ai/mcp/servers/rnwkr7rscy-lang/fittin-mcp) 🐍 ☁️ - Patent prior art search and startup IP intelligence for AI founders. Clone risk score, defensibility map, patentable features, competitor patent landscape — free analysis in ~2 minutes. Full IP Portfolio Package (6 documents) available for $99. `pip install fittin-mcp`
- [sh-patterson/legiscan-mcp](https://github.com/sh-patterson/legiscan-mcp) [](https://glama.ai/mcp/servers/ggstefivzf) 📇 ☁️ - Access legislative data from all 50 US states and Congress — search bills, get full text, track votes, and look up legislators via the LegiScan API.
- [smaniches/semantic-scholar-mcp](https://github.com/smaniches/semantic-scholar-mcp) [](https://glama.ai/mcp/servers/smaniches/semantic-scholar-mcp) 🐍 🏠 ☁️ 🍎 🪟 🐧 - Semantic Scholar MCP server: 14 typed tools over 200M+ academic papers — search, paper/author retrieval, citation-graph traversal, and recommendations. `uvx s2-mcp-server`
+- [smeet666/mcp-archiveorg](https://github.com/smeet666/mcp-archiveorg) [](https://glama.ai/mcp/servers/smeet666/mcp-archiveorg) 📇 ☁️ 🍎 🪟 🐧 - Full-text search inside the Internet Archive's scanned books, periodicals and documents, catalogue and book search, and Wayback Machine captures of a URL at a given date. No API key. `npx -y mcp-archiveorg`
- [thinkchainai/agentinterviews_mcp](https://github.com/thinkchainai/agentinterviews_mcp) - Conduct AI-powered qualitative research interviews and surveys at scale with [Agent Interviews](https://agentinterviews.com). Create interviewers, manage research projects, recruit participants, and analyze interview data through MCP.
- [vassiliylakhonin/agenda-intelligence-md](https://github.com/vassiliylakhonin/agenda-intelligence-md) [](https://glama.ai/mcp/servers/vassiliylakhonin/agenda-intelligence-md) 🐍 🏠 - Auditable strategic-risk memos for AI agents — sanctions, regulatory, geopolitics, trade. Geography-routed regional specialists (Central Asia/Caspian, Gulf/Middle East), per-claim evidence discipline, schema-validated output, machine-verified audit. No live data retrieval. PyPI: `agenda-intelligence-md`.
- [WenyuChiou/research-hub](https://github.com/WenyuChiou/research-hub) [](https://glama.ai/mcp/servers/WenyuChiou/research-hub) 🐍 🏠 ☁️ 🍎 🪟 🐧 - Research workspace MCP integrating Zotero, Obsidian, and NotebookLM. Search papers (arXiv/Semantic Scholar/PubMed/CrossRef), ingest into Zotero, sync notes to Obsidian, verify NotebookLM briefs. All three external tools optional. `pip install research-hub-pipeline` then `research-hub serve`.
@@ -2965,8 +3171,9 @@ Tools for conducting research, surveys, interviews, and data collection.
- [gogabrielordonez/mcp-ragchat](https://github.com/gogabrielordonez/mcp-ragchat) 📇 🏠 - Add RAG-powered AI chat to any website with one command. Local vector store, multi-provider LLM (OpenAI/Anthropic/Gemini), self-contained chat server and embeddable widget.
- [poll-the-people/customgpt-mcp](https://github.com/Poll-The-People/customgpt-mcp) 🐍 🏠 ☁️ - An MCP server for accessing all of CustomGPT.ai's anti-hallucination RAG-as-a-service API endpoints.
- [vectara/vectara-mcp](https://github.com/vectara/vectara-mcp) 🐍 🏠 ☁️ - An MCP server for accessing Vectara's trusted RAG-as-a-service platform.
-
+- [zaharajabeen13-create/ai-rete-rag-mcp](https://github.com/zaharajabeen13-create/ai-rete-rag-mcp) [](https://glama.ai/mcp/servers/zaharajabeen13-create/ai-rete-rag-mcp) 🐍 ☁️ - Decisions the model doesn't make: a Rete rule engine returns the verdict, retrieval over your own policy documents explains it — so an explanation can't invent a threshold your rulebook doesn't have. Turn a written policy into draft rules that cite the sentence each encodes, save them as YAML, then decide; every verdict names the rule that fired, and you can ask why any rule didn't.
### 🔎 Search & Data Extraction
+- [JerryLiu369/agent-web-search](https://github.com/JerryLiu369/agent-web-search) [](https://glama.ai/mcp/servers/JerryLiu369/agent-web-search) 🐍 ☁️ 🏠 - Agent-native web search for AI agents: one provider-neutral `web_search` tool aggregating model-native grounding (ARK, Gemini, Grok, DeepSeek, Zhipu) and agent search APIs (Exa, Parallel, Brave, Perplexity, Tavily, You.com). Keyless free defaults, stdio + stateless Streamable-HTTP MCP, CLI, Python API, and Hermes plugin. Install via `pipx install agent-web-search-mcp`.
- [artemchuikin/youtube-mcp](https://github.com/artemchuikin/youtube-mcp) [](https://glama.ai/mcp/servers/artemchuikin/youtube-mcp) 🎖️ 📇 ☁️ - YouTube transcripts in five formats (text, JSON, SRT, VTT, srv3), video and channel search, playlists, and 4,000-video batch jobs over a hosted endpoint. 14 tools, free tier, no card.
- [Newscatcher/catchall-mcp](https://github.com/Newscatcher/catchall-mcp) [](https://glama.ai/mcp/servers/Newscatcher/catchall-mcp) 🐍 ☁️ - Recall-first web search: finds every relevant event across the open web, not just the top results.
- [pgalyen1987/gate402-mcp](https://github.com/pgalyen1987/gate402-mcp) [](https://glama.ai/mcp/servers/pgalyen1987/gate402-mcp) 📇 ☁️ - Pay-per-call agent APIs over x402 (USDC on Base): per-token LLM inference (Llama 3.1/Qwen/Mistral), per-second GPU/CPU compute, on-chain/DeFi + SEC-EDGAR + news data, and clean-Markdown/Cloudflare-stealth web scraping. Signed receipts, no signup — auto-claims a free-tier key. Install via `npx -y gate402-mcp`.
@@ -2983,6 +3190,7 @@ Tools for conducting research, surveys, interviews, and data collection.
- [Aas-ee/open-webSearch](https://github.com/Aas-ee/open-webSearch) 🐍 📇 ☁️ - Web search using free multi-engine search (NO API KEYS REQUIRED) — Supports Bing, Baidu, DuckDuckGo, Brave, Exa, and CSDN.
- [AceDataCloud/MCPSerp](https://github.com/AceDataCloud/SerpMCP) [](https://glama.ai/mcp/servers/AceDataCloud/MCPSerp) 🐍 ☁️ - Google SERP search including web, images, news, maps, places, videos, and knowledge graph results via Ace Data Cloud API.
- [AIMLPM/markcrawl](https://github.com/AIMLPM/markcrawl) [](https://glama.ai/mcp/servers/AIMLPM/markcrawl) 🐍 🏠 - Crawl websites into clean Markdown, search pages, and extract structured data with LLMs. Built-in MCP server for web research and RAG pipelines.
+- [AllNewsAPI/mcp-server](https://github.com/AllNewsAPI/mcp-server) [](https://glama.ai/mcp/servers/AllNewsAPI/mcp-server) 📇 ☁️ 🍎 🪟 🐧 - Get access to real-time and historical news data including top headlines from global sources via AllNewsAPI.
- [ac3xx/mcp-servers-kagi](https://github.com/ac3xx/mcp-servers-kagi) 📇 ☁️ - Kagi search API integration
- [adawalli/nexus](https://github.com/adawalli/nexus) 📇 ☁️ - AI-powered web search server using Perplexity Sonar models with source citations. Zero-install setup via NPX.
- [adjacentai/necl-hn-mcp](https://github.com/adjacentai/necl-hn-mcp) [](https://glama.ai/mcp/servers/adjacentai/necl-hn-mcp) 🐍 ☁️ - Hacker News tools for AI agents: top stories by time window, category feeds (top/new/best/ask/show/job), comment threads, and full-text search via Algolia. No API key required.
@@ -2991,6 +3199,7 @@ Tools for conducting research, surveys, interviews, and data collection.
- [andybrandt/mcp-simple-pubmed](https://github.com/andybrandt/mcp-simple-pubmed) - 🐍 ☁️ MCP to search and read medical / life sciences papers from PubMed.
- [andyliszewski/webcrawl-mcp](https://github.com/andyliszewski/webcrawl-mcp) [](https://glama.ai/mcp/servers/andyliszewski/webcrawl-mcp) 🐍 🏠 - Local-first web scraping, search, and crawling. Static pages extracted locally via trafilatura; optional Firecrawl fallback only when JS rendering is needed. Four tools: scrape, search (DuckDuckGo), map, crawl.
- [angheljf/nyt](https://github.com/angheljf/nyt) 📇 ☁️ - Search articles using the NYTimes API
+- [lucasmartins-ai/lookacrawler](https://github.com/lucasmartins-ai/lookacrawler) [](https://glama.ai/mcp/servers/lucasmartins-ai/lookacrawler) 📇 🏠 🍎 🪟 🐧 - Free, open-source, token-efficient local alternative to Firecrawl with native MCP Server for LLMs (>73% token reduction, Playwright stealth anti-bot bypass).
- [apify/mcp-server-rag-web-browser](https://github.com/apify/mcp-server-rag-web-browser) 📇 ☁️ - An MCP server for Apify's open-source RAG Web Browser Actor to perform web searches, scrape URLs, and return content in Markdown.
- [atlasprzetargow/mcp-server](https://github.com/atlasprzetargow/mcp-server) [](https://glama.ai/mcp/servers/atlasprzetargow/mcp-server) 📇 ☁️ - Search 800 000+ Polish public tenders (BZP + TED). Profiles of procuring entities and contractors by NIP, market statistics by CPV/province, 90+ term procurement glossary.
- [AutomateLab-tech/citation-intelligence](https://github.com/AutomateLab-tech/citation-intelligence) [](https://glama.ai/mcp/servers/AutomateLab-tech/citation-intelligence) 📇 🏠 - What LLMs cite, for agents. Check which URLs Perplexity, Claude, ChatGPT, Gemini, Bing, and Google AI Overviews cite for any query. Self-hosted, BYO API key. Install via `npx @automatelab/citation-intelligence`.
@@ -3033,10 +3242,13 @@ Tools for conducting research, surveys, interviews, and data collection.
- [evanatpizzarobot/vr-org-mcp](https://github.com/evanatpizzarobot/vr-org-mcp) [](https://glama.ai/mcp/servers/evanatpizzarobot/vr-org-mcp) 📇 🏠 ☁️ - Live VR / AR / XR news, full-text VR.org originals, events calendar, headset deals and comparisons
- [exa-labs/exa-mcp-server](https://github.com/exa-labs/exa-mcp-server) 🎖️ 📇 ☁️ – A Model Context Protocol (MCP) server lets AI assistants like Claude use the Exa AI Search API for web searches. This setup allows AI models to get real-time web information in a safe and controlled way.
- [fatwang2/search1api-mcp](https://github.com/fatwang2/search1api-mcp) 📇 ☁️ - Search via search1api (requires paid API key)
+- [FieldmodeLLC/scrapecheck-mcp](https://github.com/FieldmodeLLC/scrapecheck-mcp) [](https://glama.ai/mcp/servers/FieldmodeLLC/scrapecheck-mcp) 📇 ☁️ - Verify scraped data against the live source page: send a URL, the scraped field values, and what was asked, and get back an ed25519-signed verdict (`pass`, `fail`, or `unverifiable`). A claim is never certified unless the re-fetched page contains it, and anything unconfirmed is `unverifiable`, never `pass`; signatures verify offline against a published key. Pay-per-call x402 (USDC on Base) — $0.01 full verification, $0.002 presence check, free allowance per client, no API key or signup. Remote: `https://scrapecheck-mcp.fly.dev/mcp`.
- [firecrawl/firecrawl-mcp-server](https://github.com/firecrawl/firecrawl-mcp-server) [](https://glama.ai/mcp/servers/firecrawl/firecrawl-mcp-server) 🎖️ 📇 ☁️ 🏠 - Official Firecrawl server to search the web and scrape, crawl, map, and extract structured data from any site for LLMs. Handles JS-rendered pages, PDFs, and batch jobs; hosted remote MCP with OAuth or self-host.
- [KyuRish/fiverr-mcp-server](https://github.com/KyuRish/fiverr-mcp-server) [](https://glama.ai/mcp/servers/KyuRish/fiverr-mcp-server) 🐍 ☁️ - Search Fiverr gigs, view seller profiles, compare pricing packages, and read reviews. No API key required.
- [format37/youtube_mcp](https://github.com/format37/youtube_mcp) 🐍 ☁️ – MCP server that transcribes YouTube videos to text. Uses yt-dlp to download audio and OpenAI's Whisper-1 for more precise transcription than youtube captions. Provide a YouTube URL and get back the full transcript splitted by chunks for long videos.
+- [foundrole/jobs-mcp-proxy](https://github.com/foundrole/jobs-mcp-proxy) [](https://glama.ai/mcp/servers/foundrole/jobs-mcp-proxy) 📇 ☁️ - Open-source stdio bridge to FoundRole's hosted job search: live listings pulled from company ATS pages with salary benchmarks, H-1B sponsorship history, E-Verify status, and ghost-job trust grades, plus a resume ATS-parsing check and a Kanban application tracker with reminders and job alerts. OAuth 2.1, free account.
- [fouradata/mcp](https://github.com/fouradata/mcp) 🎖️ 📇 ☁️ 🏠 – Web scraping for AI agents: one auto tool walks a cost-aware ladder (direct → rotating proxy → full browser), solving anti-bot challenges and reporting which rung delivered and what it cost. Pay-per-success, EU-hosted, free tier. [](https://glama.ai/mcp/servers/fouradata/mcp)
+- [smeet666/mcp-recipes](https://github.com/smeet666/mcp-recipes) [](https://glama.ai/mcp/servers/smeet666/mcp-recipes) 📇 ☁️ - Asks Marmiton and the Wikibooks Cookbook at once and compares how each tradition writes a dish. Scales ingredient lists in French and English in one call, flagging what cannot be scaled. Install via `npx mcp-recipes`.
- [VoxellInc/forge-mcp](https://github.com/VoxellInc/forge-mcp) [](https://glama.ai/mcp/servers/VoxellInc/forge-mcp) 🎖️ 📇 ☁️ - Official MCP server for [Forge](https://voxell.ai), Voxell's hosted text-embedding API. Generate vector embeddings (turbo 1024d, pro 2560d, ultra 4096d; Matryoshka truncation) for semantic search and RAG. `npx -y @voxell/forge-mcp`
- [wd041216-bit/free-web-search-ultimate](https://github.com/wd041216-bit/free-web-search-ultimate) 🐍 🏠 [](https://glama.ai/mcp/servers/wd041216-bit/free-web-search-ultimate) - Zero-cost, privacy-first universal web search MCP server. Enforces a **Search-First** paradigm — instructs LLMs to retrieve real-time information before answering factual questions. Supports 10+ search engines (DuckDuckGo, Bing, Google, Brave, Wikipedia, Arxiv, YouTube, Reddit) and deep page browsing. No API key required.
- [gemy411/multi-research-agents](https://github.com/gemy411/multi-agents-research) ☁️ - a KTOR server/ MCP server written in Kotlin applying multi-agents schools in a flexible research system to be used with coding or for research any general case.
@@ -3065,6 +3277,7 @@ Tools for conducting research, surveys, interviews, and data collection.
- [JessieJanie/skim402](https://github.com/JessieJanie/skim402) [](https://glama.ai/mcp/servers/JessieJanie/skim402) 📇 ☁️ - Convert any URL into clean, agent-ready Markdown with structured metadata (title, byline, published date, language). Pay-per-use via x402 (USDC on Base) — no signup, no API keys. Single tool `read_url`. Install via `npx -y skim-mcp`.
- [jhomen368/overseerr-mcp](https://github.com/jhomen368/overseerr-mcp) [](https://glama.ai/mcp/servers/@jhomen368/overseerr-mcp) 📇 ☁️ 🏠 - Integrate AI assistants with Overseerr and the Seerr (the unified successor) for automated media discovery, requests, and management in Plex, Jellyfin, and Emby ecosystems.
- [joelio/stocky](https://github.com/joelio/stocky) 🐍 ☁️ 🏠 - An MCP server for searching and downloading royalty-free stock photography from Pexels and Unsplash. Features multi-provider search, rich metadata, pagination support, and async performance for AI assistants to find and access high-quality images.
+- [johnsmalls22-rgb/domain-search-king-mcp](https://github.com/johnsmalls22-rgb/domain-search-king-mcp) [](https://glama.ai/mcp/servers/johnsmalls22-rgb/domain-search-king-mcp) ☁️ - Domain name search returning only .com domains verified available to register, checked live against Verisign RDAP - not AI-guessed names.
- [just-every/mcp-read-website-fast](https://github.com/just-every/mcp-read-website-fast) 📇 🏠 - Fast, token-efficient web content extraction for AI agents - converts websites to clean Markdown while preserving links. Features Mozilla Readability, smart caching, polite crawling with robots.txt support, and concurrent fetching.
- [just-every/mcp-screenshot-website-fast](https://github.com/just-every/mcp-screenshot-website-fast) 📇 🏠 - Fast screenshot capture tool optimized for Claude Vision API. Automatically tiles full pages into 1072x1072 chunks for optimal AI processing with configurable viewports and wait strategies for dynamic content.
- [kagisearch/kagimcp](https://github.com/kagisearch/kagimcp) ☁️ 📇 – Official Kagi Search MCP Server
@@ -3086,14 +3299,18 @@ Tools for conducting research, surveys, interviews, and data collection.
- [mambalabsdev/mcp-company-firmographic-enricher](https://github.com/mambalabsdev/mcp-company-firmographic-enricher) [](https://glama.ai/mcp/servers/mambalabsdev/mcp-company-firmographic-enricher) 📇 ☁️ - Enriches a company domain into firmographics: employee band, industry, HQ, founded year, revenue estimate, logo, and description, with source provenance.
- [mambalabsdev/mcp-domain-to-linkedin-url-resolver](https://github.com/mambalabsdev/mcp-domain-to-linkedin-url-resolver) [](https://glama.ai/mcp/servers/mambalabsdev/mcp-domain-to-linkedin-url-resolver) 📇 ☁️ - Resolves a company domain or name to its LinkedIn company URL with confidence scoring and firmographic metadata.
- [mambalabsdev/mcp-funding-press-signal-scanner](https://github.com/mambalabsdev/mcp-funding-press-signal-scanner) [](https://glama.ai/mcp/servers/mambalabsdev/mcp-funding-press-signal-scanner) 📇 ☁️ - Scans Google News and PR wires for a company's funding rounds, exec moves, product launches, and acquisitions, returned as deduplicated, dated events in flat Clay-ready JSON.
+- [mambalabsdev/mcp-gtm-hiring-signal-scraper](https://github.com/mambalabsdev/mcp-gtm-hiring-signal-scraper) [](https://glama.ai/mcp/servers/mambalabsdev/mcp-gtm-hiring-signal-scraper) 📇 ☁️ - Detects GTM hiring signals across Greenhouse, Lever, and Ashby career pages, returning Clay-ready JSON with role counts, signal strength, and ATS detection.
+- [Marvy101/pod-mcp](https://github.com/Marvy101/pod-mcp) [](https://glama.ai/mcp/servers/Marvy101/pod-mcp) 🎖️ 📇 ☁️ - Search firsthand observations that agents recorded while doing real work — what actually happened with a product, API, service, or place, rather than what its documentation claims. Agents can also write back what they observed. No API key; hosted Streamable HTTP at `https://api.askpod.ai/mcp/read`.
- [mikechao/brave-search-mcp](https://github.com/mikechao/brave-search-mcp) 📇 ☁️ - Web, Image, News, Video, and Local Point of Interest search capabilities using Brave's Search API
- [MikkoParkkola/nab](https://github.com/MikkoParkkola/nab) [](https://glama.ai/mcp/servers/MikkoParkkola/nab) 🏎️ 🏠 🍎 🪟 🐧 - Ultra-fast web fetcher and MCP server with HTTP/3, JS rendering, anti-fingerprinting, browser cookie auth, and 1Password integration. Fetches any URL as clean Markdown for AI context.
- [MKirovBG/scribefy-mcp](https://github.com/MKirovBG/scribefy-mcp) [](https://glama.ai/mcp/servers/MKirovBG/scribefy-mcp) 🎖️ 📇 ☁️ - Extract timestamped YouTube transcripts, plus search, video metadata, and related-video tools for Claude, Cursor, Windsurf, and AI agents.
- [modelcontextprotocol/server-fetch](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/fetch) 🐍 🏠 ☁️ - Efficient web content fetching and processing for AI consumption
- [mzxrai/mcp-webresearch](https://github.com/mzxrai/mcp-webresearch) 🔍 📚 - Search Google and do deep web research on any topic
+- [Pexafy/pexafy-mcp](https://github.com/Pexafy/pexafy-mcp) [](https://glama.ai/mcp/servers/Pexafy/pexafy-mcp) 🐍 ☁️ - Semantic stock-photo search across 9 free-license sources (Unsplash, Pexels, Pixabay and more): describe a scene in a full sentence, search from an example image URL, or ask for more like a previous result. Hosted remote server with OAuth — no API key to paste, just add `https://mcp.pexafy.com/mcp`. Results render as an inline thumbnail grid (MCP Apps) and each one carries its attribution string.
- [pranciskus/newsmcp](https://github.com/pranciskus/newsmcp) [](https://glama.ai/mcp/servers/@pranciskus/news-mcp-world-news-for-ai-agents) 📇 ☁️ - Real-time world news for AI agents — events clustered from hundreds of sources, classified by topic and geography, ranked by importance. Free, no API key. `npx -y @newsmcp/server`
- [Opedd/opedd-mcp](https://github.com/Opedd/opedd-mcp) [](https://glama.ai/mcp/servers/@Opedd/opedd-mcp) 📇 ☁️ - Licensed, rights-cleared content for AI agents — discover, purchase, verify, and retrieve expert analysis with a verifiable license key per article, on-chain proof, and EU AI Act Article 53 attestation. The alternative to unlicensed scraping for RAG and AI search. `npx opedd-mcp`
- [n24q02m/wet-mcp](https://github.com/n24q02m/wet-mcp) [](https://glama.ai/mcp/servers/@n24q02m/wet-mcp) 🐍 🏠 ☁️ 🍎 🪟 🐧 - Web search (embedded SearXNG), content extraction, and library docs indexing with hybrid search (FTS5 + semantic). Built-in Qwen3 embedding, no API keys required.
+- [ni-c/freshrss-mcp](https://github.com/ni-c/freshrss-mcp) [](https://glama.ai/mcp/servers/ni-c/freshrss-mcp) 📇 🏠 🍎 🪟 🐧 - Read and manage a self-hosted FreshRSS instance through its Google Reader API: feeds, categories and labels, articles as plain text, read/star state, OPML import and export. Destructive tools require a server-issued confirmation token.
- [nickclyde/duckduckgo-mcp-server](https://github.com/nickclyde/duckduckgo-mcp-server) 🐍 ☁️ - Web search using DuckDuckGo
- [nkapila6/mcp-local-rag](https://github.com/nkapila6/mcp-local-rag) 🏠 🐍 - "primitive" RAG-like web search model context protocol (MCP) server that runs locally. No APIs needed.
- [nyxn-ai/NyxDocs](https://github.com/nyxn-ai/NyxDocs) 🐍 ☁️ 🏠 - Specialized MCP server for cryptocurrency project documentation management with multi-blockchain support (Ethereum, BSC, Polygon, Solana).
@@ -3110,6 +3327,7 @@ Tools for conducting research, surveys, interviews, and data collection.
- [peter-j-thompson/semanticapi-mcp](https://github.com/peter-j-thompson/semanticapi-mcp) 🐍 ☁️ - Natural language API discovery — search 700+ API capabilities, get endpoints, auth setup, and code snippets. Supports auto-discovery of new APIs.
- [pragmar/mcp-server-webcrawl](https://github.com/pragmar/mcp-server-webcrawl) 🐍 🏠 - Advanced search and retrieval for web crawler data. Supports WARC, wget, Katana, SiteOne, and InterroBot crawlers.
- [Prototypr/feedbagel-mcp](https://github.com/Prototypr/feedbagel-mcp) [](https://glama.ai/mcp/servers/Prototypr/feedbagel-mcp) 📇 ☁️ - Search the Feedbagel RSS catalog, follow feeds, and route new entries to webhooks.
+- [quantumproxies/quanticdata-mcp-server](https://github.com/quantumproxies/quanticdata-mcp-server) [](https://glama.ai/mcp/servers/quantumproxies/quanticdata-mcp-server) 🎖️ 📇 ☁️ - Web data for AI agents: scrape any page to clean Markdown, structured SERP search across three engines, site crawl and map, 74 ready-made collectors, and datasets from a plain-language prompt — through residential proxies, billed per successful call.
- [qune-tech/ocds-mcp](https://github.com/qune-tech/ocds-mcp) [](https://glama.ai/mcp/servers/qune-tech/ocds-mcp) 🦀 🏠 🐧 🍎 🪟 - German public procurement data (OCDS) — semantic search, tender matching with company profiles, and structured filtering.
- [QuentinCody/catalysishub-mcp-server](https://github.com/QuentinCody/catalysishub-mcp-server) 🐍 - Unofficial MCP server for searching and retrieving scientific data from the Catalysis Hub database, providing access to computational catalysis research and surface reaction data.
- [r-huijts/opentk-mcp](https://github.com/r-huijts/opentk-mcp) 📇 ☁️ - Access Dutch Parliament (Tweede Kamer) information including documents, debates, activities, and legislative cases through structured search capabilities (based on opentk project by Bert Hubert)
@@ -3117,6 +3335,7 @@ Tools for conducting research, surveys, interviews, and data collection.
- [reflex-search/reflex](https://github.com/reflex-search/reflex) [](https://glama.ai/mcp/servers/reflex-search/reflex) 🦀 🏠 🍎 🪟 🐧 - Local full-text code search for AI coding agents. Trigram-indexed, sub-100ms queries across large codebases, offline, 18 languages.
- [Rererr/amenbo](https://github.com/Rererr/amenbo) [](https://glama.ai/mcp/servers/Rererr/amenbo) 📇 🏠 - Japanese-web-native web fetching optimized for low target-site impact and token efficiency. Outline-first progressive disclosure, Shift_JIS/EUC-JP mojibake handling, PDF/CSV extraction, and polite crawling (robots.txt, rate limits, honest User-Agent). Install via `npx -y amenbo`.
- [ricocf/mcp-wolframalpha](https://github.com/ricocf/mcp-wolframalpha) 🐍 🏠 ☁️ - An MCP server lets AI assistants use the Wolfram Alpha API for real-time access to computational knowledge and data.
+- [Role1776/mcp-retrieval](https://github.com/Role1776/mcp-retrieval) [](https://glama.ai/mcp/servers/@Role1776/mcp-retrieval) 🏎️ 🏠 🍎 🪟 🐧 - Web search, image search, and page-to-Markdown scraping with no API keys: DuckDuckGo Lite for text, Bing Images for images, and a readability extractor for pages. Three read-only tools, stdio or streamable HTTP transport.
- [rubenayla/partle-mcp](https://github.com/rubenayla/partle-mcp) [](https://glama.ai/mcp/servers/@rubenayla/partle) 🐍 ☁️ - Search products and stores in nearby physical stores. Find what you need locally instead of waiting for delivery. Remote MCP server (Streamable HTTP, no API key required).
- [sascharo/gxtract](https://github.com/sascharo/gxtract) 🐍 ☁️ 🪟 🐧 🍎 - GXtract is a MCP server designed to integrate with VS Code and other compatible editors. It provides a suite of tools for interacting with the GroundX platform, enabling you to leverage its powerful document understanding capabilities directly within your development environment.
- [bartonguestier1725-collab/scout-mcp](https://github.com/bartonguestier1725-collab/scout-mcp) [](https://glama.ai/mcp/servers/bartonguestier1725-collab/scout-mcp) 📇 🏠 ☁️ 🍎 🪟 🐧 - Multi-source search across code registries (GitHub, npm, PyPI), academic indexes (arXiv, Semantic Scholar), social platforms (HN, Reddit, X), and community blogs (Dev.to, Hashnode, Qiita, Zenn). Parallel fetch with structured JSON output. `npx -y scout-cli`.
@@ -3131,6 +3350,7 @@ Tools for conducting research, surveys, interviews, and data collection.
- [serkan-ozal/driflyte-mcp-server](https://github.com/serkan-ozal/driflyte-mcp-server) 🎖️ 📇 ☁️ 🏠 - The Driflyte MCP Server exposes tools that allow AI assistants to query and retrieve topic-specific knowledge from recursively crawled and indexed web pages.
- [serpapi/serpapi-mcp](https://github.com/serpapi/serpapi-mcp) 🐍 ☁️ 🏠 🍎 🪟 🐧 - SerpApi MCP Server for Google and other search engine results. Provides multi-engine search across Google, Bing, Yahoo, DuckDuckGo, YouTube, eBay, and more with real-time weather data, stock market information, and flexible JSON response modes.
- [serpdive/serpdive-mcp](https://github.com/serpdive/serpdive-mcp) [](https://glama.ai/mcp/servers/serpdive/serpdive-mcp) 🎖️ 📇 ☁️ 🏠 - Web search that returns extracted, answer-ready page content (url, title, date, text) instead of links. A Tavily alternative: same speed, 20.2% fewer tokens, higher answer quality (60.7% of decided duels) on a public replayable benchmark. One tool with automatic localization and an optional synthesized answer. Hosted Streamable HTTP at `https://mcp.serpdive.com`, or run `npx -y serpdive-mcp`.
+- [shariqriazz/google-ai-search-mcp](https://github.com/shariqriazz/google-ai-search-mcp) [](https://glama.ai/mcp/servers/shariqriazz/google-ai-search-mcp) 📇 ☁️ - Google AI-powered search, documentation retrieval, code analysis, and architecture research tools using Vertex AI or the Gemini API. Install with `npx -y google-ai-search-mcp`.
- [shopsavvy/shopsavvy-mcp-server](https://github.com/shopsavvy/shopsavvy-mcp-server) 🎖️ 📇 ☁️ - Complete product and pricing data solution for AI assistants. Search for products by barcode/ASIN/URL, access detailed product metadata, access comprehensive pricing data from thousands of retailers, view and track price history, and more.
- [sifter-ai/sifter](https://github.com/sifter-ai/sifter) [](https://glama.ai/mcp/servers/sifter-ai/sifter) 🐍 🏠 ☁️ - Structure any document, query it like a database. Open-source extraction engine that turns any document into typed, schema-defined records, queryable in natural language from Claude, ChatGPT, Gemini, or any MCP client.
- [smeet666/mcp-marmiton](https://github.com/smeet666/mcp-marmiton) [](https://glama.ai/mcp/servers/smeet666/mcp-marmiton) 📇 ☁️ 🍎 🪟 🐧 - Search Marmiton recipes, read their ingredients and steps, and rescale quantities to any number of servings. No API key. `npx -y mcp-marmiton`
@@ -3159,6 +3379,7 @@ Tools for conducting research, surveys, interviews, and data collection.
- [webscraping-ai/webscraping-ai-mcp-server](https://github.com/webscraping-ai/webscraping-ai-mcp-server) 🎖️ 📇 ☁️ - Interact with [WebScraping.ai](https://webscraping.ai) for web data extraction and scraping.
- [ashlrai/webfetch](https://github.com/ashlrai/webfetch) [](https://glama.ai/mcp/servers/ashlrai/webfetch) 📇 ☁️ 🏠 🍎 🪟 🐧 - License-first federated image search across 25 providers. Returns open/platform/editorial license tags, attribution strings, dimensions, and download-ready URLs via `npx -y getwebfetch-mcp`.
- [webpeel/webpeel](https://github.com/webpeel/webpeel) 📇 ☁️ 🏠 - Smart web fetcher for AI agents with auto-escalation from HTTP to headless browser to stealth mode. Includes 9 MCP tools: fetch, search, crawl, map, extract, batch, screenshot, jobs, and agent. Achieved 100% success rate on a 30-URL benchmark.
+- [WhaleCupl/ai-daily-insights-mcp](https://github.com/WhaleCupl/ai-daily-insights-mcp) [](https://glama.ai/mcp/servers/WhaleCupl/ai-daily-insights-mcp) 📇 ☁️ - Structured access to AI Daily Insights (aidailyinsights.cn), a Chinese daily AI-industry briefing built for agents. List, fetch and full-text search daily AI news as structured items — 6 tools (`get_latest`, `list_latest`, `get_article`, `get_range`, `list_by_tag`, `search`), no API key. Install via `npx -y ai-daily-insights-mcp`.
- [whw23/searxng-http-mcp](https://github.com/whw23/searxng_http_mcp) [](https://glama.ai/mcp/servers/whw23/searxng_http_mcp) 🐍 ☁️ 🏠 - Self-contained SearXNG MCP server in Docker. 200+ search engines, 30+ categories, multi-page fanout, autocomplete, and engine discovery. Dual transport (HTTP + stdio), API key auth, and built-in SearXNG Web UI reverse proxy. Zero-install deploy.
- [yamanoku/baseline-mcp-server](https://github.com/yamanoku/baseline-mcp-server) 📇 🏠 - MCP server that searches Baseline status using Web Platform API
- [yubinkim444/ai-first-scraper-mcp](https://github.com/yubinkim444/ai-first-scraper-mcp) [](https://glama.ai/mcp/servers/yubinkim444/ai-first-scraper-mcp) 🐍 🏠 ☁️ 🍎 🪟 🐧 - Three MCP tools for ad-free Markdown web scraping and search. `fetch_page` (URL → clean Markdown), `fetch_pages_batch` (up to 25 URLs in parallel), `search_web` (web search → top-k pages as Markdown). Works with Claude Desktop / Cursor / Cline. Install: `uvx ai-first-scraper-mcp`.
@@ -3170,9 +3391,11 @@ Tools for conducting research, surveys, interviews, and data collection.
- [rejifald/StitchAPI](https://github.com/rejifald/StitchAPI) [](https://glama.ai/mcp/servers/rejifald/StitchAPI) 📇 ☁️ - Semantic search over the StitchAPI documentation (the hosted docs MCP): `search_docs` returns the most relevant doc sections with deep links, `get_doc` fetches a full page. Hosted endpoint `https://stitchapi.dev/api/mcp`, no auth.
- [MarcellM01/TinySearch](https://github.com/MarcellM01/TinySearch) [](https://glama.ai/mcp/servers/MarcellM01/TinySearch) 🐍 🏠 - Self-hosted web research for MCP agents: search (SearXNG, with DuckDuckGo fallback), crawl, dense+BM25 rerank, and dedupe into a source-grounded, cited prompt. Local ONNX embeddings by default, or bring an OpenAI-compatible embedding API.
- [Darko893/haunt-mcp-server](https://github.com/Darko893/haunt-mcp-server) [](https://glama.ai/mcp/servers/Darko893/haunt-mcp-server) 📇 ☁️ - [Haunt](https://hauntapi.com/?utm_source=awesome-mcp-servers&utm_medium=listing&utm_campaign=sweep-2026-07) web extraction for AI agents: structured JSON or clean Markdown from permitted public pages, including Cloudflare-protected ones, with honest blocked/login/captcha errors instead of fabricated data
+- [smeet666/mcp-supertoinette](https://github.com/smeet666/mcp-supertoinette) [](https://glama.ai/mcp/servers/smeet666/mcp-supertoinette) 📇 ☁️ 🍎 🪟 🐧 - Read Supertoinette's French recipes: ingredients with the quantity separated from the line, steps, difficulty, cost level, resting time, and the five wines the site ranks for a dish. Rescales any recipe to a number of people, saying on each line whether the arithmetic landed exactly. No API key. `npx -y mcp-supertoinette`
### 🔒 Security
+- [felixpg13-glitch/spendshield](https://github.com/felixpg13-glitch/spendshield) [](https://glama.ai/mcp/servers/felixpg13-glitch/spendshield) 🐍 🏠 - Payment guardrails for AI agents: spend-capped digital identity (KYA), dry-run / budget / amount-limit / approval gates, prompt-injection defense (new recipients & large amounts require human sign-off), AES-encrypted secret vault with audited access, full audit trail. Python library + stdio MCP server. `pip install spendshield`
- [rudimentall1/agentic-wallet-guardian-v3](https://github.com/rudimentall1/agentic-wallet-guardian-v3) [](https://glama.ai/mcp/servers/rudimentall1/agentic-wallet-guardian-v3) 🐍 🏠 - Self-hosted security and policy layer for AI agents interacting with blockchain wallets. Agents submit a proposed transaction/action and Guardian evaluates wallet, token, contract, threat-intelligence, simulation, policy and reputation signals before returning an explainable ALLOW / WARN / BLOCK decision. Includes an MCP stdio server, real RPC/Blockscout/DexScreener/GoPlus providers, transaction simulation, local threat lists and policy controls.
- [nagameTW/mcp-server-malcolm](https://github.com/nagameTW/mcp-server-malcolm) [](https://glama.ai/mcp/servers/nagameTW/mcp-server-malcolm) 🐍 🏠 🍎 🪟 🐧 - The first MCP server for [Malcolm](https://malcolm.fyi), the open-source network traffic analysis suite (Zeek + Suricata + Arkime + OpenSearch + NetBox). Gives AI agents structured, threat-hunting access: search and aggregate traffic, discover fields, query Suricata alerts, browse Arkime sessions, and resolve NetBox assets. Read-only by default; opt-in, audited write classes for alerts, tagging, hunts, and PCAP upload. `pip install mcp-server-malcolm`
@@ -3212,6 +3435,7 @@ Tools for conducting research, surveys, interviews, and data collection.
- [9hannahnine-jpg/arc-gate-mcp](https://github.com/9hannahnine-jpg/arc-gate-mcp) [](https://glama.ai/mcp/servers/9hannahnine-jpg/arc-gate-mcp) 🐍 - Runtime governance for MCP tool calls. Blocks prompt injection and capability abuse before tool results reach your agent.
- [agentward-ai/agentward](https://github.com/agentward-ai/agentward) [](https://glama.ai/mcp/servers/agentward-ai/agent-ward) 🐍 🏠 🍎 🪟 🐧 - Permission control plane for AI agents. MCP proxy that enforces least-privilege YAML policies on every tool call, classifies sensitive data (PII/PHI), detects dangerous skill chains, and generates compliance audit trails. Supports stdio and HTTP proxy modes.
- [agntor/mcp](https://github.com/agntor/mcp) 📇 ☁️ 🍎 🪟 🐧 - MCP audit server for agent discovery and certification. Provides trust and payment rail for AI agents including identity verification, escrow, settlement, and reputation management.
+- [maxfain/basedagents](https://github.com/maxfain/basedagents) [](https://glama.ai/mcp/servers/maxfain/basedagents) 🎖️ 📇 ☁️ 🏠 🍎 🪟 🐧 - Agent identity, reputation, and key custody. The registry server gives agents an Ed25519 identity with proof-of-work registration, capability search, reputation scores, a task marketplace, and agent-to-agent messaging; the Keyring server holds provider keys in a local encrypted vault and leases them to agents under owner passkey approvals, with env-var injection so values never enter model context and a one-command kill switch.
- [gaoharimran29-glitch/Cybersecurity-MCP-Server](https://github.com/gaoharimran29-glitch/Cybersecurity-MCP-Server) [](https://glama.ai/mcp/servers/gaoharimran29-glitch/Cybersecurity-MCP-Server) 🐍 🏠 🪟 🍎 🐧 - Cybersecurity reconnaissance server for Claude. WHOIS lookup, DNS enumeration with subdomain brute-forcing, Nmap port scanning with service detection, SSL/TLS certificate inspection, technology stack fingerprinting, CVE lookup, and IP reputation checking. Runs fully locally via FastMCP.
- [vinaybhosle/agentstamp](https://github.com/vinaybhosle/agentstamp) [](https://glama.ai/mcp/servers/vinaybhosle/agentstamp) 📇 ☁️ - Trust intelligence for AI agents — identity stamps, reputation scoring (0-100), registry, forensic audit trails, and A2A passports via x402 micropayments.
- [jimmyracheta/AI-Runtime-Guard](https://github.com/runtimeguard/runtime-guard)[](https://glama.ai/mcp/servers/runtimeguard/runtime-guard)🐍 🏠🍎 🪟 - Runtime policy enforcement for AI agents - prevents accidental damage to your systems, unauthorized agent access and automates backup-before-write for any touched files.
@@ -3225,6 +3449,7 @@ Tools for conducting research, surveys, interviews, and data collection.
- [kastelldev/kastell](https://github.com/kastelldev/kastell) [](https://glama.ai/mcp/servers/kastelldev/kastell) 📇 ☁️ 🏠 🍎 🪟 🐧 - Server security auditing and hardening toolkit. 413 security checks across 29 categories (SSH, Firewall, Docker, TLS, HTTP Headers), CIS/PCI-DSS/HIPAA compliance mapping, 19-step production hardening, fleet management, and forensic evidence collection. Supports Hetzner, DigitalOcean, Vultr, and Linode. 13 MCP tools.
- [ark-forge/arkforge-mcp](https://github.com/ark-forge/arkforge-mcp) [](https://glama.ai/mcp/servers/ze6ad36390) 🐍 ☁️ 🍎 🪟 🐧 - Third-party certifying proxy — sign any HTTP call (AI agents, webhooks, microservices) with an independent Ed25519 signature, RFC 3161 timestamp, and Sigstore Rekor anchor. Works with Claude, GPT-4, Mistral, LangChain, AutoGen, or any HTTP client.
- [atomicchonk/roadrecon_mcp_server](https://github.com/atomicchonk/roadrecon_mcp_server) 🐍 🪟 🏠 MCP server for analyzing ROADrecon gather results from Azure tenant enumeration
+- [mirajmahmudul/agentdevx-sdk](https://github.com/mirajmahmudul/agentdevx-sdk) [](https://glama.ai/mcp/servers/mirajmahmudul/agentdevx-sdk) 📇 ☁️ - Give your AI hands. Identity and credential vault gateway for autonomous agents. Ed25519 cryptographic identity (not OAuth), AES-256-GCM encrypted credential vault, OPA policy engine with full audit logging (captures allowed and denied actions), persistent per-agent memory, and web scraping tools. Self-bootstrapping — an agent can discover, register, and start calling tools with zero human setup. Register any API via OpenAPI spec.
- [behrensd/mcp-firewall](https://github.com/behrensd/mcp-firewall) 📇 🏠 🍎 🪟 🐧 - Deterministic security proxy (iptables for MCP) that intercepts tool calls, enforces YAML policies, scans for secret leakage, and logs everything. No AI, no cloud.
- [bluetieroperations-create/blackwall-mcp](https://github.com/bluetieroperations-create/blackwall-mcp) [](https://glama.ai/mcp/servers/bluetieroperations-create/blackwall-mcp) 📇 ☁️ - Pre-action risk gate for AI agents. One `forecast` tool the agent calls before any irreversible action (send money, run SQL, delete data); returns a risk score (0–100), reversibility class, named red flags from 28 failure modes, and a gate: proceed / confirm / human-required.
- [Perufitlife/web-exposure-mcp](https://github.com/Perufitlife/web-exposure-mcp) [](https://glama.ai/mcp/servers/Perufitlife/web-exposure-mcp) 📇 🏠 🍎 🪟 🐧 - Points an AI agent at a live URL and confirms publicly-served secret files by fetching the bytes — exposed `.git`, `.env`, JS source maps, backup/SQL dumps, directory listing, and dotfiles. Zero dependencies, read-only.
@@ -3242,6 +3467,7 @@ Tools for conducting research, surveys, interviews, and data collection.
- [co-browser/attestable-mcp-server](https://github.com/co-browser/attestable-mcp-server) 🐍 🏠 ☁️ 🐧 - An MCP server running inside a trusted execution environment (TEE) via Gramine, showcasing remote attestation using [RA-TLS](https://gramine.readthedocs.io/en/stable/attestation.html). This allows an MCP client to verify the server before conencting.
- [corewebvitals/state-of-cwv-mcp](https://github.com/corewebvitals/state-of-cwv-mcp) [](https://glama.ai/mcp/servers/corewebvitals/state-of-cwv-mcp) ☁️ - Free remote MCP for Core Web Vitals metrics by CMS, CDN, and framework (Chrome field data + multi-site crawl). No auth. Endpoint: `https://www.corewebvitals.io/api/state-of-cwv/mcp`.
- [coreyhines/opnsense-mcp](https://github.com/coreyhines/opnsense-mcp) [](https://glama.ai/mcp/servers/coreyhines/opnsense-mcp) 🐍 📇 ☁️ 🏠 - OPNsense firewall operations via API. Query ARP, DHCP, firewall rules, logs, interfaces, system status, and packet capture via STDIO or SSE.
+- [CSOAI-ORG/councilof-ai](https://github.com/CSOAI-ORG/councilof-ai) [](https://glama.ai/mcp/servers/CSOAI-ORG/councilof-ai) 📇 ☁️ - Live GSPC measurement board over MCP (`https://councilof.ai/mcp`, `npx -y csoai-gspc-mcp@0.1.1`). Seven read-only tools. Measurement, never certification. Verify: https://councilof.ai/gspc-verify
- [creatorrmode-lead/avp-sdk](https://github.com/creatorrmode-lead/avp-sdk) [](https://glama.ai/mcp/servers/creatorrmode-lead/avp-sdk) 📇 ☁️ - Trust, identity (W3C DID), and EigenTrust reputation for AI agents. Attestations, disputes, sybil detection, IPFS audit anchoring.
- [gebalamariusz/cloud-audit](https://github.com/gebalamariusz/cloud-audit) [](https://glama.ai/mcp/servers/gebalamariusz/cloud-audit) 🐍 🏠 🍎 🪟 🐧 - Open-source AWS security scanner with attack chain detection, breach cost estimation, and copy-paste remediation (CLI + Terraform). 47 checks, 16 attack chain rules. First free standalone AWS security MCP server.
- [cyntrisec/cyntrisec-cli](https://github.com/cyntrisec/cyntrisec-cli) 🐍 🏠 - Local-first AWS security analyzer that discovers attack paths and generates remediations using graph theory.
@@ -3331,10 +3557,12 @@ Tools for conducting research, surveys, interviews, and data collection.
- [sint-ai/sint-protocol](https://github.com/sint-ai/sint-protocol) [](https://glama.ai/mcp/servers/sint-ai/sint-protocol) 📇 🏠 🍎 🪟 🐧 - Security-first MCP governance proxy (`sint-mcp`) with capability tokens, T0-T3 approval tiers, fail-closed execution, and tamper-evident audit receipts. Includes a separate `sint-scan` CLI for preflight MCP tool-risk audits.
- [Skyrxin/sast-mcp-server](https://github.com/Skyrxin/sast-mcp-server) [](https://glama.ai/mcp/servers/Skyrxin/sast-mcp-server) 🐍 🏠 🍎 🪟 🐧 - SAST/DAST server exposing 11 security scanners (Bandit, Semgrep, Trivy, CodeQL, Checkov, Gitleaks, OSV-Scanner, Grype, OWASP ZAP, and more) with closed-loop remediation (scan→patch→re-scan→verify), SARIF/SBOM/VEX export, compliance reporting, and CI integrations (GitHub Advanced Security, DefectDojo, Slack, Jira).
- [snyk/studio-mcp](https://github.com/snyk/studio-mcp) 🎖️ 📇 ☁️ 🍎 🪟 🐧 - Embeds Snyk's security engines into agentic workflows. Secures AI-generated code in real-time and accelerates the fixing vulnerability backlogs.
+- [sp3ak/safenode-mcp-gateway](https://github.com/sp3ak/safenode-mcp-gateway) [](https://glama.ai/mcp/servers/sp3ak/safenode-mcp-gateway) 📇 🏠 ☁️ 🍎 🪟 🐧 - Policy proxy for MCP tool calls. Evaluates every call before forwarding; deny means it never reaches the downstream server. Warn forwards with a visible banner, review holds for human approval. Client-side redaction reports what it stripped so server-side rules still fire on data they never receive. Fail-closed by default. `npx safenode-mcp-gateway`
- [StacklokLabs/osv-mcp](https://github.com/StacklokLabs/osv-mcp) 🏎️ ☁️ - Access the OSV (Open Source Vulnerabilities) database for vulnerability information. Query vulnerabilities by package version or commit, batch query multiple packages, and get detailed vulnerability information by ID.
- [Synvoya/codeinspectus](https://github.com/Synvoya/codeinspectus) [](https://glama.ai/mcp/servers/Synvoya/codeinspectus) 📇 🏠 🍎 - Local-first, zero-egress security scanner for AI-generated / "vibe-coded" JS/TS. Bundles Opengrep, Gitleaks & Trivy behind one CWE-keyed schema and adds AI-code-specific checks (client-side secret exposure, Supabase RLS, prompt-injection & LLM-output XSS sinks). No account, no telemetry.
- [velvetway/minreestr-mcp](https://github.com/velvetway/minreestr-mcp) [](https://glama.ai/mcp/servers/velvetway/minreestr-mcp) 🐍 ☁️ 🍎 🪟 🐧 - Search каталогпо.рф (Russian software registry, 26k+ products) for import-substitution and ФСТЭК/ФСБ-certified software discovery. Three tools: full-text search, manufacturer listing, featured products. Ideal for Russian security/compliance teams (152-ФЗ, 187-ФЗ) using Claude.
- [vespo92/OPNSenseMCP](https://github.com/vespo92/OPNSenseMCP) 📇 🏠 - MCP Server for managing & interacting with Open Source NGFW OPNSense via Natural Language
+- [vikasny30/aletheia-mcp](https://github.com/vikasny30/aletheia-mcp) [](https://glama.ai/mcp/servers/vikasny30/aletheia-mcp) 📇 🏠 🍎 🪟 🐧 - Deterministic (no-LLM) pre-execution filter for agent tool calls. Pattern-matches known scope-creep (out-of-mandate writes, credential-file reads, SSRF, destructive shell/SQL) and prompt-injection vectors and blocks them in ~25 µs. Runs as standalone guard tools or a fail-closed transparent proxy in front of any downstream MCP server. Signatures from the Aletheia research paper; a first-line pre-filter, not a sandbox. Registry `io.github.vikasny30/aletheia-mcp`. `npx -y aletheia-mcp`
- [wei9072/aegis](https://github.com/wei9072/aegis) [](https://glama.ai/mcp/servers/wei9072/aegis) 🦀 🏠 🍎 🪟 🐧 - AI-agent admission-control MCP server: validates file edits against Ring 0 syntax + Ring 0.5 structural-cost regression + workspace boundary (path / glob / shell-redirect / symlink). Negative-space framing — emits BLOCK / WARN / PASS verdicts, never coaches the agent.
- [zboralski/ida-headless-mcp](https://github.com/zboralski/ida-headless-mcp) 🏎️ 🐍 🏠 🍎 🪟 🐧 - Headless IDA Pro binary analysis via MCP. Multi-session concurrency with Go orchestration and Python workers. Supports Il2CppDumper and Blutter metadata import for Unity and Flutter reverse engineering.
- [zekebuilds-lab/captcha-mcp](https://github.com/zekebuilds-lab/captcha-mcp) [](https://glama.ai/mcp/servers/zekebuilds-lab/captcha-mcp) 📇 🏠 🍎 🪟 🐧 - L402 Lightning paywall + Hashcash proof-of-work gate for MCP tool calls. Free tier solves a PoW challenge; paid tier pays a Lightning invoice via self-hosted LNBits. No accounts, no API keys, no third-party SaaS. Drop-in middleware for any MCP server. `npx @powforge/captcha-mcp`.
@@ -3354,6 +3582,7 @@ Tools for conducting research, surveys, interviews, and data collection.
- [zkproofport/proofport-ai](https://github.com/zkproofport/proofport-ai) [](https://glama.ai/mcp/servers/zkproofport/proofport-ai) 📇 ☁️ - Zero-knowledge proof generation MCP server for AI agents. Lets agents prove identity claims (Coinbase KYC, Country, Google OIDC, Google Workspace, Microsoft 365) without revealing personal information. Server-side proving in AWS Nitro Enclave TEE, paid via x402 USDC on Base. Built on Noir circuits (Aztec) and ERC-8004 agent identity. Reference application [OpenStoa](https://github.com/zkproofport/openstoa) won 1st place at The Synthesis Hackathon ("Agents That Keep Secrets" track).
- [zyx77550/sparda](https://github.com/zyx77550/sparda) [](https://glama.ai/mcp/servers/zyx77550/sparda) 📇 🏠 🍎 🪟 🐧 - Injects a live, reversible MCP server into a running Express / FastAPI / Next.js app — reads safe by default, writes gated behind human confirmation. The same engine also proves deploys and PRs (`apocalypse` / `review`).
- [cuttalo/depscope](https://github.com/cuttalo/depscope) [](https://glama.ai/mcp/servers/cuttalo/depscope) 📇 ☁️ 🏠 - Package Intelligence for AI agents. 22 tools across 17 ecosystems (npm/pypi/cargo/go/maven/nuget/rubygems/composer/pub/hex/swift/cocoapods/cpan/hackage/cran/conda/homebrew) — check health, vulnerabilities (OSV + CISA KEV + EPSS), typosquats, malicious flags, alternatives, known bugs, breaking changes, stack compatibility and error-to-fix. 31k+ packages, 2.2k+ CVEs enriched. Zero auth, MIT. Remote URL https://mcp.depscope.dev/mcp or stdio `npx depscope-mcp`.
+- [UnboundCompute/lachesis](https://github.com/UnboundCompute/lachesis) [](https://glama.ai/mcp/servers/UnboundCompute/lachesis) 🐍 🏠 🍎 🐧 - Compiler-precise code property graph for C, Python, and TypeScript, navigable over MCP. Exposes callers/callees, data- and taint-flow with source→sink witnesses, points-to, and guard/sink structure so an agent can reason about how a value moves and where it reaches a sink unguarded — not just where a name appears. Zero-config: `uvx --from lachesis-cpg lachesis-mcp`.
- [UPinar/contrastapi](https://github.com/UPinar/contrastapi) [](https://glama.ai/mcp/servers/UPinar/contrastapi) 🐍 ☁️ - Security intelligence API with 31 MCP tools for CVE/EPSS/KEV lookup, domain recon (DNS/WHOIS/SSL/subdomains/CT logs), IOC/threat intel, OSINT (email/phone/username), and code security scanning (secrets, injection). Free 100 req/hr.
- [vaulted-fyi/vaulted-mcp-server](https://github.com/vaulted-fyi/vaulted-mcp-server) [](https://glama.ai/mcp/servers/vaulted-fyi/vaulted-mcp-server) 📇 🏠 🍎 🪟 🐧 - Share encrypted, self-destructing secrets from your AI agent. Zero-knowledge E2E encryption. Agent-blind input sources (env:, file:, dotenv:) keep secrets out of LLM context.
@@ -3372,24 +3601,29 @@ Tools for conducting research, surveys, interviews, and data collection.
- [mcpindex-ai/mcp-server-mcpindex](https://github.com/mcpindex-ai/mcp-server-mcpindex) [](https://glama.ai/mcp/servers/mcpindex-ai/mcp-server-mcpindex) 📇 ☁️ 🍎 🪟 🐧 - Find MCP servers by natural-language task and get advisory trust screens (check_tool_trust, assess_server) before you connect. The directory client for mcpindex.ai; advisory, not a safety verdict.
- [calllint/calllint](https://github.com/calllint/calllint) [](https://glama.ai/mcp/servers/calllint/calllint) 📇 🏠 - Pre-flight security linter for MCP servers, agent tools, and skills. Scans a config *before* it runs — offline, deterministic, evidence-backed — and returns SAFE / REVIEW / BLOCK / UNKNOWN verdicts without executing the server it judges. CLI (`npx calllint scan`), MCP server (`npx calllint-mcp`), SARIF + CI gate. UNKNOWN is never SAFE.
- [quantakrypto/pqc-tools](https://github.com/quantakrypto/pqc-tools) [](https://glama.ai/mcp/servers/quantakrypto/pqc-tools) 📇 🏠 ☁️ - Post-quantum readiness for AI coding agents: scan code for quantum-vulnerable cryptography (RSA/ECDH/ECDSA/DH), explain the harvest-now-decrypt-later exposure, get NIST ML-KEM/ML-DSA/SLH-DSA (and hybrid) migration guidance, verify fixes, and check dependencies. Content-based/advisory tools only. Run local (`npx @quantakrypto/mcp`) or the hosted OAuth endpoint at [mcp.quantakrypto.com](https://mcp.quantakrypto.com).
+- [williamblakecunningham-max/screenverity-mcp](https://github.com/williamblakecunningham-max/screenverity-mcp) [](https://glama.ai/mcp/servers/williamblakecunningham-max/screenverity-mcp) 📇 ☁️ - Free U.S. exclusion, debarment and licence screening for agents (OIG LEIE, SAM.gov, state boards) with an Ed25519-signed receipt of the exact list snapshots checked.
- [trustscoreagent/trustscoreagent](https://github.com/trustscoreagent/trustscoreagent) [](https://glama.ai/mcp/servers/trustscoreagent/trustscoreagent) 🎖️ 📇 ☁️ - Check the reputation of an AI microservice or public API *before* calling it, and submit ratings afterward — from a free, open trust registry (no account or API key). Scores combine Bayesian reputation and EigenTrust, strengthened by cryptographically signed service receipts and a Merkle audit trail. Install: `npx -y @trustscoreagent/mcp-server`.
- [mastyf-ai/mastyf.ai](https://github.com/mastyf-ai/mastyf.ai) [](https://glama.ai/mcp/servers/mastyf-ai/mastyf.ai) 📇 🏠 🍎 🪟 🐧 - Open-source runtime security proxy for MCP. Transparently intercepts every tools/call through an 18-class attack defense pipeline (prompt injection, SSRF, shell injection, SQL injection, credential exfil, polyglot attacks) with a YAML policy engine and 304-entry adversarial corpus. Trust scoring for npm MCP packages with 0-100 badges. Cloud dashboard, Docker image, Python SDK. MIT.
- [timescale/rsigma](https://github.com/timescale/rsigma) [](https://glama.ai/mcp/servers/timescale/rsigma) 🎖️ 🦀 🏠 🍎 🪟 🐧 - Exposes the RSigma Sigma detection-engineering toolkit to AI agents over stdio or Streamable HTTP with `rsigma mcp serve`. Tools to author, lint, validate, and convert Sigma detection rules, evaluate and explain detections against log events, and inspect correlation state, all backed by a native Rust engine.
- [dengyier/OpenWorkProof](https://github.com/dengyier/OpenWorkProof) [](https://glama.ai/mcp/servers/dengyier/OpenWorkProof) 🐍 🏠 ☁️ - Verifiable execution protocol for AI agent tool calls. Ed25519-signed PolicyDecisions, causal evidence chains (RFC 8785 JCS), and offline verification from SQLite ledger. 2,281 tests, 2 real-world bugs demonstrated end-to-end. `pip install openworkproof`
+- [aurumflux20/seal](https://github.com/aurumflux20/seal) [](https://glama.ai/mcp/servers/aurumflux20/seal) 🐍 🏠 - Exactly-once execution for agents that move money: the same payment can't settle twice across processes or retries. World-confirmation asks the provider ("did this charge actually land?") and returns CONFIRMED_ONE / MULTIPLE / ABSENT / UNKNOWN; out-of-band reconcile catches spend that bypassed the gateway; earned-autonomy licensing (L0–L5) only raises an agent's unattended spend ceiling on proven-clean history. In the official MCP Registry as `io.github.aurumflux20/seal`. `pip install seal-kernel`
### 🌐 Social Media
Integration with social media platforms to allow posting, analytics, and interaction management. Enables AI-driven automation for social presence.
+- [HasData/tiktok-mcp](https://github.com/HasData/tiktok-mcp) [](https://glama.ai/mcp/servers/HasData/tiktok-mcp) 📇 ☁️ - Remote MCP server for public TikTok data: profile lookup, an account's videos, video comments and reply threads, and keyword search over videos or creators, as JSON.
- [06ketan/substack-ops](https://github.com/06ketan/substack-ops) [](https://glama.ai/mcp/servers/06ketan/substack-ops) 🐍 🏠 - Substack with **zero AI API keys**. 26 tools (posts, notes, comments, replies, reactions, restacks). Host LLM drafts via `propose_reply` → `confirm_reply` tokens. SQLite dedup, JSONL audit, dry-run default. Install: `uvx substack-ops mcp install cursor`.
- [AstaBlackClove/posthive](https://github.com/AstaBlackClove/posthive) [](https://glama.ai/mcp/servers/AstaBlackClove/posthive) 📇 🏠 - Schedule and manage social media posts across 13 platforms (Bluesky, Threads, Instagram, LinkedIn, Mastodon, YouTube, Facebook, Pinterest, Telegram, Nostr, X/Twitter, Discord, Tumblr). OAuth 2.0 + PKCE, 10 tools, draft-first workflow.
- [abhineet34/linkedin-mcp-server](https://github.com/abhineet34/linkedin-mcp-server) [](https://glama.ai/mcp/servers/abhineet34/linkedin-mcp-server) 📇 🏠 - Local LinkedIn MCP server for posting to LinkedIn from Claude. 9 tools — create/edit/delete posts (text, image, article), upload images, fetch profile, look up company pages, and check follower counts. Uses the official LinkedIn REST API with OAuth 2.0 (`w_member_social`, OIDC).
- [anwerj/youtube-uploader-mcp](https://github.com/anwerj/youtube-uploader-mcp) 🏎️ ☁️ - AI‑powered YouTube uploader—no CLI, no YouTube Studio. Uploade videos directly from MCP clients with all AI capabilities.
- [arjun1194/insta-mcp](https://github.com/arjun1194/insta-mcp) 📇 🏠 - Instagram MCP server for analytics and insights. Get account overviews, posts, followers, following lists, post insights, and search for users, hashtags, or places.
+- [arslan2012/qpost-mcp](https://github.com/arslan2012/qpost-mcp) [](https://glama.ai/mcp/servers/arslan2012/qpost-mcp) 🎖️ 📇 ☁️ 🏠 - Video-first publishing for agents: schedule and publish video and image posts to YouTube, TikTok, and Instagram. 7 tools covering connected-account discovery, create/schedule, update, delete, and retry of failed posts. Scoped API keys (read/write/delete). Connect with one URL at `https://qpost.dev/mcp`, or run locally via `npx -y qpost-mcp`.
- [BelleKou/mcp-viral-transformer](https://github.com/BelleKou/mcp-viral-transformer) [](https://glama.ai/mcp/servers/BelleKou/mcp-viral-transformer) 🐍 🏠 - Turn URLs into viral posts via "remake" command.
- [checkra1neth/xbird](https://github.com/checkra1neth/xbird-skill) 📇 ☁️ 🏠 🍎 🪟 🐧 - Twitter/X MCP server with 34 tools — post tweets, search, read timelines, manage engagement, upload media. No API keys needed, uses browser cookies. Pay per call from $0.001 via x402 micropayments.
+- [conorbronsdon/postlint-mcp](https://github.com/conorbronsdon/postlint-mcp) [](https://glama.ai/mcp/servers/conorbronsdon/postlint-mcp) 📇 🏠 - Check a post against a platform's real character limit before publishing: X weights every URL at 23 and CJK, Hangul, and emoji at 2, while Bluesky and Mastodon count grapheme clusters. Covers X, Bluesky, LinkedIn, Threads, Mastodon, Discord. No credentials and no network access.
- [conorbronsdon/substack-mcp](https://github.com/conorbronsdon/substack-mcp) [](https://glama.ai/mcp/servers/conorbronsdon/substack-mcp) 📇 ☁️ - MCP server for Substack — read posts, manage drafts, publish Notes, get comments, and upload images. Safe by design: cannot publish or delete posts.
- [davidmosiah/tiktok-agent-publisher](https://github.com/davidmosiah/tiktok-agent-publisher) [](https://glama.ai/mcp/servers/davidmosiah/tiktok-agent-publisher) 📇 🏠 ☁️ 🍎 🪟 🐧 - Local-first TikTok Content Posting API MCP and CLI for agents, with OAuth readiness checks, dry-run publish flows and live uploads only when explicitly enabled.
- [devag7/linkedin-mcp](https://github.com/devag7/linkedin-mcp) [](https://glama.ai/mcp/servers/devag7/linkedin-mcp) 📇 🏠 - LinkedIn for AI assistants over an authenticated browser session — profiles, people/job/company search, feed, messaging, and gated writes (connect, message, post, react, comment) returned as structured JSON, with built-in rate limiting. `npx -y linkedin-mcp-tools`.
@@ -3414,6 +3648,7 @@ Integration with social media platforms to allow posting, analytics, and interac
- [Perufitlife/postwire-mcp](https://github.com/Perufitlife/postwire-mcp) [](https://glama.ai/mcp/servers/Perufitlife/postwire-mcp) 📇 ☁️ - Post to TikTok, Instagram, YouTube, X, LinkedIn, Bluesky, Telegram, Mastodon & Discord from any AI agent via one MCP tool (`post_to_social`). Connect accounts once; flat per-brand pricing. Install: `npx -y postwire-mcp`.
- [peturgeorgievv-factory/postfast-mcp](https://github.com/peturgeorgievv-factory/postfast-mcp) [](https://glama.ai/mcp/servers/peturgeorgievv-factory/postfast-mcp) 📇 ☁️ - Schedule and manage social media posts across 10 platforms (Instagram, Facebook, TikTok, X, LinkedIn, YouTube, Threads, Pinterest, Bluesky, Telegram) from any MCP-compatible AI assistant.
- [posteverywhere/mcp](https://github.com/posteverywhere/mcp) [](https://glama.ai/mcp/servers/posteverywhere/mcp) 📇 ☁️ 🏠 - Hosted MCP server to schedule and publish across 11 social platforms (Instagram, LinkedIn, TikTok, X, YouTube, Facebook, Threads, Pinterest, Bluesky, Discord, Telegram). 32 tools covering posts, campaigns, bulk operations, media, analytics, webhooks, and AI captions. Connect with one URL, or run locally via `npx -y @posteverywhere/mcp`.
+- [postmcp/postmcp-mcp-server](https://github.com/postmcp/postmcp-mcp-server) [](https://glama.ai/mcp/servers/postmcp/postmcp-mcp-server) 🎖️ 📇 🏠 ☁️ 🍎 🪟 🐧 - Publish and schedule posts to LinkedIn, X, Facebook, Instagram, Threads, Bluesky and YouTube Shorts from one API key. 16 tools for preflight checks, scheduling, per-profile copy, brand kits and image generation; stdio or Streamable HTTP. On the official MCP Registry. `npx -y @postmcpai/server`.
- [publora/mcp-server](https://github.com/publora/mcp-server) [](https://glama.ai/mcp/servers/publora/mcp-server) 🎖️ 📇 ☁️ - Official Publora MCP server — schedule and publish posts across 10 social platforms (Twitter/X, LinkedIn, Instagram, Threads, TikTok, YouTube, Facebook, Bluesky, Mastodon, Telegram) from Claude, Cursor, or any MCP client. 18 tools for cross-platform posting, scheduling, media upload, and LinkedIn analytics. Hosted at mcp.publora.com.
- [scrape-badger/scrapebadger-mcp](https://github.com/scrape-badger/scrapebadger-mcp) 🐍 ☁️ - Access Twitter/X data including user profiles, tweets, followers, trends, lists, and communities via the ScrapeBadger API.
- [signal-found/sf-mcp](https://github.com/signal-found/sf-mcp) [](https://glama.ai/mcp/servers/signal-found/sf-mcp) 🐍 ☁️ 🏠 🍎 🪟 🐧 - Connect AI agents to Signal Found's proprietary Reddit outreach network. Find prospects posting about problems your product solves, send personalized DMs at scale via your own Reddit account or a managed bot network of hundreds of accounts, and manage a full outreach CRM — all without leaving your AI client.
@@ -3435,9 +3670,11 @@ Integration with social media platforms to allow posting, analytics, and interac
Astrology, tarot, numerology, Vedic systems, Human Design and other divinatory or esoteric tools — for AI agents that compute charts, draw cards, run dasha cycles, or generate horoscopes.
- [adityarya24/astro-skill](https://github.com/adityarya24/astro-skill) [](https://glama.ai/mcp/servers/adityarya24/astro-skill) 🐍 🏠 🍎 🪟 🐧 - Open-source Vedic astrology engine and stdio MCP server — deterministic kundali, Vimshottari dasha (maha/antar/pratyantar), panchang, gochar + Sade Sati, ashtakavarga, guna milan, divisional charts, and 12-page Hindi janma patrika PDFs. Bundled Swiss Ephemeris, SQLite client storage, no API key.
+- [alexsu1212/freebazi-mcp](https://github.com/alexsu1212/freebazi-mcp) [](https://glama.ai/mcp/servers/alexsu1212/freebazi-mcp) 📇 🏠 🍎 🪟 🐧 - Offline Bazi / Four Pillars (八字) MCP server: computes a full chart with True Solar Time and historical daylight-saving correction — Day Master, Ten Gods, hidden stems, Na Yin, Twelve Growth Stages, Shen Sha, branch relations (合冲刑害), and Da Yun luck pillars with the current period flagged. Engine cross-validated character-for-character against established libraries, no API key. Install: `npx -y freebazi-mcp`.
- [arthiqlabs/vedaksha](https://github.com/arthiqlabs/vedaksha) [](https://glama.ai/mcp/servers/arthiqlabs/vedaksha) 🦀 🏠 🍎 🪟 🐧 - Self-hosted clean-room Vedic astrology computation server with 17 deterministic MCP tools for natal charts, dashas, vargas, shadbala, ashtakavarga, panchanga, transits, muhurta search, synastry and property-graph export. Install: `cargo install vedaksha-mcp`.
- [astroway/astroway-mcp](https://github.com/astroway/astroway-mcp) [](https://glama.ai/mcp/servers/astroway/astroway-mcp) 📇 ☁️ 🍎 🪟 🐧 - Comprehensive astrology MCP exposing every endpoint of the AstroWay Calculation API — natal charts, synastry, transits, Vedic dashas (Vimshottari, Yogini, Ashtottari, Kalachakra), 16 Vargas, Tarot (Rider-Waite-Smith / Marseille / Lenormand), Numerology (5 systems), Human Design, AI horoscopes. Sub-arcsecond Swiss Ephemeris precision, 10 000 free credits/month. Install: `npx @astroway/mcp`.
- [davidmosiah/astral-mcp](https://github.com/davidmosiah/astral-mcp) [](https://glama.ai/mcp/servers/davidmosiah/astral-mcp) 📇 🏠 🍎 🪟 🐧 - Zero-setup astrology MCP server for natal charts, current transits, synastry, Moon phases and birthplace lookup, with privacy modes for compact agent payloads.
+- [nmhaaa3218/TuViMCP](https://github.com/nmhaaa3218/TuViMCP) [](https://glama.ai/mcp/servers/nmhaaa3218/TuViMCP) 🐍 🏠 🍎 🪟 🐧 - Fast, typed Vietnamese Tử Vi horoscope calculation engine and MCP server with 51 traditional pattern evaluations, transit charts, auspicious date checking, and chart rendering.
- [openfate-ai/bazi-mcp](https://github.com/openfate-ai/bazi-mcp) [](https://glama.ai/mcp/servers/openfate-ai/bazi-mcp) 📇 🏠 🍎 🪟 🐧 - Deterministic Bazi / Four Pillars MCP server with True Solar Time, lunar/solar conversion, Da Yun luck cycles, branch interactions, reverse Bazi lookup, and OpenFate calculation metadata. Install: `npx -y @openfate/bazi-mcp`.
- [socraticsurge/telugu-calendar-utilities](https://github.com/socraticsurge/telugu-calendar-utilities) [](https://glama.ai/mcp/servers/socraticsurge/telugu-calendar-utilities) 🐍 🏠 - Telugu Panchangam (Hindu almanac): tithi, nakshatra, muhurta windows, 30+ festivals, tarabalam & chandrabalam good-day finder, gochara transits and a deterministic daily rasi phalalu — Swiss Ephemeris precision, every rule pinned against reference almanacs, by [AstroChaganti](https://panchangam.astrochaganti.com). `uvx mcp-server-panchangam`.
@@ -3448,9 +3685,11 @@ Tools for accessing sports-related data, results, and statistics.
- [anup-shesh/garmin-local-mcp](https://github.com/anup-shesh/garmin-local-mcp) [](https://glama.ai/mcp/servers/anup-shesh/garmin-local-mcp) 🐍 🏠 🍎 🪟 🐧 - Local-first Garmin data warehouse: incremental sync into SQLite you own, with server-side trends, lag-aware correlations, personal baselines, and anomaly detection returned as compact tables. Analysis keeps working offline when Garmin's API breaks, and a zero-auth FIT-bundle import fills gaps with no login at all.
- [arturogarrido/claudinho](https://github.com/arturogarrido/claudinho) [](https://glama.ai/mcp/servers/arturogarrido/claudinho) 📇 🏠 🍎 🪟 🐧 - Live scores, fixtures, standings, and read-only prediction-market signals for the 2026 World Cup. No API keys.
- [Backspace-me/sportscore-mcp](https://github.com/Backspace-me/sportscore-mcp) [](https://glama.ai/mcp/servers/Backspace-me/sportscore-mcp) 📇 ☁️ 🍎 🪟 🐧 - Live scores, standings, top scorers, player stats, and knockout brackets for football, basketball, cricket, and tennis. Free public API, no key required.
+- [bartokulus/openfoot-mcp](https://github.com/bartokulus/openfoot-mcp) [](https://glama.ai/mcp/servers/bartokulus/openfoot-mcp) 📇 ☁️ 🍎 🪟 🐧 - Football fixtures, results, standings, lineups, live event timelines, shot-level xG and derived match context (form, Elo, rest, head-to-head) across 120 competitions. 15 tools over the OpenFoot API, with named upstream sources and explicit unavailable states rather than silent gaps. Free key, 5,000 requests/month. `npx openfoot-mcp`
- [chessceo/chessceo-mcp](https://github.com/chessceo/chessceo-mcp) [](https://glama.ai/mcp/servers/chessceo/chessceo-mcp) 📇 ☁️ 🏠 🍎 🪟 🐧 - Chess data via [chess.ceo](https://chess.ceo) — 11.7M+ games and ~1.5M FIDE player profiles. 8 tools: player search, per-player opening preparation (opening tree with frequency + win rate), position statistics from the full game database, head-to-head records, and live tournament broadcasts. No API key. Remote server at `https://mcp.chess.ceo/mcp` or local via `npx -y @chessceo/mcp`.
- [cloudbet/sports-mcp-server](https://github.com/cloudbet/sports-mcp-server) 🏎️ ☁️ – Access structured sports data via the Cloudbet API. Query upcoming events, live odds, stake limits, and market info across soccer, basketball, tennis, esports, and more.
- [DanielTomaro13/sportsdata-mcp](https://github.com/DanielTomaro13/sportsdata-mcp) [](https://glama.ai/mcp/servers/DanielTomaro13/sportsdata-mcp) 🐍 🏠 🍎 🪟 🐧 - Live sports data and cross-book betting odds as ~500 tools across 28 providers — 10+ bookmakers (Sportsbet, TAB, Betfair, Pinnacle, FanDuel…), official league feeds (NBA, MLB, EPL, AFL, NRL, F1 telemetry), racing, and Kalshi/Polymarket prediction markets. Zero-config setup, no API keys for most providers. MIT.
+- [davidmosiah/whoop-mcp](https://github.com/davidmosiah/whoop-mcp) [](https://glama.ai/mcp/servers/davidmosiah/whoop-mcp) 📇 🏠 ☁️ 🍎 🪟 🐧 - Local-first WHOOP MCP server for recovery, HRV, sleep, strain and performance signals with local OAuth token storage.
- [dohyung1/x402-fpl-api](https://github.com/dohyung1/x402-fpl-api) [](https://glama.ai/mcp/servers/dohyung1/x402-fpl-api) 🐍 🏠 - Personalized Fantasy Premier League intelligence — scored captain picks, transfer suggestions, differentials, fixture outlook, price predictions, live points, and a full manager hub that auto-detects your bank balance, free transfers, and chips.
- [csjoblom/musclesworked-mcp](https://github.com/csjoblom/musclesworked-mcp) 📇 ☁️ - Exercise-to-muscle mapping MCP server. Look up muscles worked by 856 exercises across 65 muscles and 14 muscle groups, analyze workouts for gaps, and find alternative exercises ranked by muscle overlap.
- [googlarz/suunto-mcp](https://github.com/googlarz/suunto-mcp) [](https://glama.ai/mcp/servers/googlarz/suunto-mcp) 📇 ☁️ 🍎 🪟 🐧 - MCP server for Suunto watches via the official apizone API. OAuth2 pairing, list/get workouts, time-series samples, FIT-file decoding, GPX export, plus 24/7 activity, sleep, and recovery/HRV. Resources expose today's recovery and the week's training summary as ambient context.
@@ -3476,6 +3715,7 @@ Tools for accessing sports-related data, results, and statistics.
- [rajanshxrma/cadence](https://github.com/rajanshxrma/cadence) [](https://glama.ai/mcp/servers/rajanshxrma/cadence) 🐍 🏠 🍎 - Local-first health context from WHOOP and Apple Health — sleep, recovery, workouts, and personal baselines in a local SQLite store.
- [rajdeepmondaldotcom/whoop-mcp-server](https://github.com/rajdeepmondaldotcom/whoop-mcp-server) [](https://glama.ai/mcp/servers/rajdeepmondaldotcom/whoop-mcp-server) 🐍 🏠 🍎 🪟 🐧 - WHOOP recovery, sleep, strain, and workouts with server-side analysis: trends, lag-aware correlations, training load, and full-history export. Demo mode needs no WHOOP account; one-command setup for Claude, Cursor, and VS Code.
- [RobSpectre/mvf1](https://github.com/RobSpectre/mvf1) 🐍 ☁️ - MCP server that controls [MultiViewer](https://multiviewer.app), an app for watching motorsports like Formula 1, World Endurance Championship, IndyCar and others.
+- [slaat/garmin-connect-workouts-mcp](https://github.com/slaat/garmin-connect-workouts-mcp) [](https://glama.ai/mcp/servers/slaat/garmin-connect-workouts-mcp) 📇 🏠 - Create structured Garmin Connect workouts from natural language - pace/HR/power/cadence targets, repeat blocks, swim strokes and pool lengths.
- [XWeaponX7/rundida-mcp](https://github.com/XWeaponX7/rundida-mcp) [](https://glama.ai/mcp/servers/XWeaponX7/rundida-mcp) 📇 ☁️ - 86 running calculators, 29 marathon events, pace/time/distance calculations, race time predictions (Riegel formula), and heart rate training zones (Karvonen method) for AI agents. No API key required.
- [seang1121/sports-betting-mcp](https://github.com/seang1121/sports-betting-mcp) [](https://glama.ai/mcp/servers/seang1121/sports-betting-mcp) 🐍 ☁️ 🍎 🪟 🐧 - AI sports betting picks, odds, injuries & line movement for NBA, NHL, NCAAB and MLB giving you visual bet slip cards with edges.
- [willvelida/mcp-afl-server](https://github.com/willvelida/mcp-afl-server) ☁️ - MCP server that integrates with the Squiggle API to provide information on Australian Football League teams, ladder standings, results, tips, and power rankings.
@@ -3499,6 +3739,7 @@ Translation tools and services to enable AI assistants to translate content betw
- [KyaniteLabs/DialectOS](https://github.com/KyaniteLabs/DialectOS) [](https://glama.ai/mcp/servers/KyaniteLabs/DialectOS) 📇 🏠 - Spanish dialect localization server and CLI. Translates and QA-checks across 25 regional variants with register control, structure preservation, and adversarial quality gates.
- [mmntm/weblate-mcp](https://github.com/mmntm/weblate-mcp) 📇 ☁️ - Comprehensive Model Context Protocol server for Weblate translation management, enabling AI assistants to perform translation tasks, project management, and content discovery with smart format transformations.
+- [RaiGanja/kaeris-mcp](https://github.com/RaiGanja/kaeris-mcp) [](https://glama.ai/mcp/servers/RaiGanja/kaeris-mcp) 🐍 ☁️ - AI localization: translate an app's string files into 46 languages (JSON, .arb, .po, .strings, Android XML, …) with placeholder-safe, reproducible output — from Claude/Cursor.
- [shuji-bonji/xcomet-mcp-server](https://github.com/shuji-bonji/xcomet-mcp-server) 📇 🏠 - Translation quality evaluation using xCOMET models. Provides quality scoring (0-1), error detection with severity levels (minor/major/critical), and optimized batch processing with 25x speedup.
- [translated/lara-mcp](https://github.com/translated/lara-mcp) 🎖️ 📇 ☁️ - MCP Server for Lara Translate API, enabling powerful translation capabilities with support for language detection and context-aware translations.
- [waxberry-dev/live-translate-mcp](https://github.com/waxberry-dev/live-translate-mcp) [](https://glama.ai/mcp/servers/waxberry-dev/live-translate-mcp) 📇 🏠 🍎 🐧 - Real-time English ↔ Mandarin Chinese speech translation. Transcribes audio locally with Whisper, translates via Claude API, and synthesises speech locally with Piper TTS. Pass a WAV file path and Claude handles the rest.
@@ -3526,6 +3767,7 @@ Tools for converting text-to-speech and vice-versa
Access to travel and transportation information. Enables querying schedules, routes, and real-time travel data.
+- [afiliptsov/pickadive-mcp](https://github.com/afiliptsov/pickadive-mcp) [](https://glama.ai/mcp/servers/afiliptsov/pickadive-mcp) 🎖️ ☁️ - Live scuba-dive planning for AI agents — ranked dive-forecast windows near any place for any day, month-by-month best-time climatology per destination, marine-life seasonality from GBIF sighting records, and facts for 4,800+ dive sites. Hosted at https://pickadive.com/mcp (Streamable HTTP, no auth, free).
- [SEKeener/airtreks-mcp](https://github.com/SEKeener/airtreks-mcp) [](https://glama.ai/mcp/servers/SEKeener/airtreks-mcp) 📇 ☁️ - Complex multi-city flight routing intelligence. 7 tools: plan round-the-world trips across 60+ carriers, validate Star Alliance and oneworld alliance routings, get segment-by-segment carrier recommendations, identify surface sector savings, and hand off to human consultants. No API key needed (100 req/day free). Remote endpoint: https://mcp.airtreks.com/mcp
- [alcylu/nightlife-mcp](https://github.com/alcylu/nightlife-mcp) [](https://glama.ai/mcp/servers/alcylu/nightlife-mcp) 📇 ☁️ - MCP server for Tokyo nightlife event discovery, venue search, performer info, AI recommendations, and VIP table booking.
- [amirdaraee/luxembourg-mcp](https://github.com/amirdaraee/luxembourg-mcp) [](https://glama.ai/mcp/servers/amirdaraee/luxembourg-mcp) 🎖️ 🐍 ☁️ 🏠 - Keyless access to official Luxembourg public data: laws, statistics, live parking and traffic, weather alerts, environment, parliament, geodata, GTFS stops, and the national open-data catalogue. 21 read-only tools, zero dependencies; hosted endpoint at mcp.luxembourg-mcp.com or local Python server. No API keys.
@@ -3546,6 +3788,7 @@ Access to travel and transportation information. Enables querying schedules, rou
- [isabellaliebgott/mcp-esim](https://github.com/isabellaliebgott/mcp-esim) [](https://glama.ai/mcp/servers/isabellaliebgott/mcp-esim) 📇 ☁️ - Travel eSIMs for 193 countries. Stripe + Bitcoin checkout. QR by email in 30s. No API key. Install: `npx -y @worldcitisim/mcp-esim`.
- [johnanleitner1-Coder/lastminutedeals-api](https://github.com/johnanleitner1-Coder/lastminutedeals-api) [](https://glama.ai/mcp/servers/johnanleitner1-Coder/lastminutedeals-api) 🐍 ☁️ - Real-time last-minute tour and activity booking. 8,000+ live slots from 29 suppliers across 16 countries via OCTO open standard. Search availability, create Stripe checkouts, and track bookings.
- [jordantete/verychic-mcp](https://github.com/jordantete/verychic-mcp) [](https://glama.ai/mcp/servers/jordantete/verychic-mcp) 🐍 🏠 - Read-only, anonymous access to VeryChic flash-sale hotel deals — search and filter offers and read availability and prices by date. No account or API key; runs via `uvx`.
+- [klabianco/plantrip-mcp-server](https://github.com/klabianco/plantrip-mcp-server) [](https://glama.ai/mcp/servers/klabianco/plantrip-mcp-server) 📇 🏠 - Travel planning via Plantrip: generate day-by-day itineraries, packing lists, weather insights, and trip cost estimates — each result is a shareable page the user owns. Free API key at plantrip.io/developers.
- [KyrieTangSheng/mcp-server-nationalparks](https://github.com/KyrieTangSheng/mcp-server-nationalparks) 📇 ☁️ - National Park Service API integration providing latest information of park details, alerts, visitor centers, campgrounds, and events for U.S. National Parks
- [lucygoodchild/mcp-national-rail](https://github.com/lucygoodchild/mcp-national-rail) 📇 ☁️ - An MCP server for UK National Rail trains service, providing train schedules and live travel information, intergrating the Realtime Trains API
- [MarceauSolutions/rideshare-comparison-mcp](https://github.com/MarceauSolutions/rideshare-comparison-mcp) 🐍 ☁️ - Compare Uber and Lyft prices for any route in real-time with fare estimates, surge pricing info, and cheapest option recommendations
@@ -3588,6 +3831,7 @@ Interact with Git repositories and version control platforms. Enables repository
- [github/github-mcp-server](https://github.com/github/github-mcp-server) 📇 ☁️ - Official GitHub server for integration with repository management, PRs, issues, and more.
- [gitopia/gitopia-mcp-server](https://github.com/gitopia/gitopia-mcp-server) [](https://glama.ai/mcp/servers/gitopia/gitopia-mcp-server) 🏎️ 🏠 🍎 🪟 🐧 - Decentralized Git with on-chain governance, bounties, and DAOs. Tools for repos, issues, PRs, labels, releases, bounties, and DAO proposals. Auto-wallet on first use, trust tiers, and approval mode for human-in-the-loop. Go binary or Docker.
- [HasanJahidul/git-insight-mcp](https://github.com/HasanJahidul/git-insight-mcp) [](https://glama.ai/mcp/servers/HasanJahidul/git-insight-mcp) 📇 🏠 🍎 🪟 🐧 - Semantic git queries beyond `git log`: who-touched (blame grouped by author with primary owner), introducing-PR, co-change suggestions, branch hygiene (ahead/behind/stale), recent-work standup, and full commit context. Local git plus optional GitHub API for PR and issue linkage.
+- [jaimenbell/github-mcp](https://github.com/jaimenbell/github-mcp) [](https://glama.ai/mcp/servers/jaimenbell/github-mcp) 🐍 ☁️ - Read and write MCP server over the GitHub REST API. Env-gated tool groups with writes off by default, fine-grained PAT auth that degrades gracefully to the unauthenticated tier, and typed rate-limit and error handling. An independent reference implementation, not GitHub's official server. `pip install jaimenbell-github-mcp`
- [jmrplens/gitlab-mcp-server](https://github.com/jmrplens/gitlab-mcp-server) [](https://glama.ai/mcp/servers/jmrplens/gitlab-mcp-server) 🏎️ ☁️ 🏠 🍎 🪟 🐧 - Complete GitLab REST API v4 coverage with 1006 MCP tools across 162 domains, 42 meta-tools, 24 resources, and 38 prompts. Cross-platform Go binary with stdio and HTTP transports, OAuth support, auto-update, read-only and safe modes.
- [JaviMaligno/mcp-server-bitbucket](https://github.com/JaviMaligno/mcp-server-bitbucket) 🐍 ☁️ - Bitbucket MCP server with 58 tools for repository management, PRs, pipelines, branches, commits, deployments, webhooks, tags, branch restrictions, and source browsing.
- [kaiyuanxiaobing/atomgit-mcp-server](https://github.com/kaiyuanxiaobing/atomgit-mcp-server) 📇 ☁️ - Official AtomGit server for integration with repository management, PRs, issues, branches, labels, and more.
@@ -3597,23 +3841,29 @@ Interact with Git repositories and version control platforms. Enables repository
- [modelcontextprotocol/server-gitlab](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/gitlab) 📇 ☁️ 🏠 - GitLab platform integration for project management and CI/CD operations
- [mshegolev/gitlab-ci-mcp](https://github.com/mshegolev/gitlab-ci-mcp) [](https://glama.ai/mcp/servers/mshegolev/gitlab-ci-mcp) 🐍 ☁️ 🏠 - GitLab CI/CD — pipelines, jobs, schedules, MRs, files. Works with any GitLab (SaaS or self-hosted); published on PyPI and in the MCP Registry.
- [nikolay-e/diffctx](https://github.com/nikolay-e/diffctx) [](https://glama.ai/mcp/servers/@nikolay-e/diffctx) 🐍 🏠 🍎 🪟 🐧 - Selects the minimum code context an LLM needs to understand a git diff: graph-based fragment selection under a token budget, deterministic, 30+ languages. Published on PyPI and in the MCP Registry.
+- [noordeen123/culprit](https://github.com/noordeen123/culprit) [](https://glama.ai/mcp/servers/noordeen123/culprit) 🐍 🏠 🍎 🪟 🐧 - Deterministic, offline root-cause analysis for coding agents: ranks the commit that introduced a regression (git blame/log), maps a feature's blast radius, and verifies a proposed fix is complete before committing (verify_fix). Read-only; also a CLI and a Claude Code plugin.
- [QuentinCody/github-graphql-mcp-server](https://github.com/QuentinCody/github-graphql-mcp-server) 🐍 ☁️ - Unofficial GitHub MCP server that provides access to GitHub's GraphQL API, enabling more powerful and flexible queries for repository data, issues, pull requests, and other GitHub resources.
- [raohwork/forgejo-mcp](https://github.com/raohwork/forgejo-mcp) 🏎️ ☁️ - An MCP server for managing your repositories on Forgejo/Gitea server.
+- [ReviewGate/reviewgate](https://github.com/ReviewGate/reviewgate) [](https://glama.ai/mcp/servers/ReviewGate/reviewgate) 🎖️ 📇 🏠 🍎 🪟 🐧 - Code review against the rules your team actually wrote, not generic best practice. A cheap generator finds problems, an independent judge refutes them against full files, so the noise stays down. Two tools for the agent loop (`get_team_rules`, `review_changes`), plus a pre-push gate and a bot on GitLab/GitHub pull requests. Single binary, no Node or Docker; bring your own model key.
- [TamiShaks-2/git-context-mcp](https://github.com/TamiShaks-2/git-context-mcp) 🐍 🏠 - Local MCP server that provides structured Git repository analysis (project status, recent activity, code map, and risk hotspots) for AI coding agents.
- [theonedev/tod](https://github.com/theonedev/tod/blob/main/mcp.md) 🏎️ 🏠 - A MCP server for OneDev for CI/CD pipeline editing, issue workflow automation, and pull request review
- [Tiberriver256/mcp-server-azure-devops](https://github.com/Tiberriver256/mcp-server-azure-devops) 📇 ☁️ - Azure DevOps integration for repository management, work items, and pipelines.
- [wkoverfield/quilt](https://github.com/wkoverfield/quilt) [](https://glama.ai/mcp/servers/wkoverfield/quilt) 📇 🏠 🍎 🪟 🐧 - Line-level authorship for a shared Git checkout, so multiple AI coding agents work in one repo and each commits only its own lines. Symbol-level claims prevent collisions and every commit is an ordinary Git commit.
- [zach-snell/bbkt](https://github.com/zach-snell/bbkt) [](https://glama.ai/mcp/servers/zach-snell/bbkt) 🏎️ ☁️ 🍎 🪟 🐧 - Bitbucket Cloud CLI and MCP server. Manages workspaces, repos, PRs, pipelines, issues, and source code. Token introspection hides tools the API key can't use.
+- [zarcherlot/code-relay](https://github.com/zarcherlot/code-relay) [](https://glama.ai/mcp/servers/zarcherlot/code-relay) 🏎️ 🏠 🍎 🪟 🐧 - Branch-scoped runbooks and cross-machine verification with auditable receipts for coding agents.
### 🏢 Workplace & Productivity
+- [adacreativeco/ada-turbo-ai-mcp](https://github.com/adacreativeco/ada-turbo-ai-mcp) [](https://glama.ai/mcp/servers/adacreativeco/ada-turbo-ai-mcp) 🐍 🏠 🪟 🍎 🐧 - ADA Creative Co. Agency OS delivering 26 specialized AI roles over MCP with a real-time retro Pixel Office visualizer and multi-provider live LLM engine.
- [alex13slem/openproject-codex-plugin](https://github.com/alex13slem/openproject-codex-plugin) [](https://glama.ai/mcp/servers/alex13slem/openproject-codex-plugin) 📇 ☁️ 🏠 🍎 🪟 🐧 - Write-capable MCP server for OpenProject API v3 with Community Edition support. Search, create, update, assign, prioritize, and comment on work packages. Published as `io.github.alex13slem/openproject` in the official MCP Registry and installable with `npx -y openproject-codex-plugin`.
+- [CrossPaste/crosspaste-desktop](https://github.com/CrossPaste/crosspaste-desktop) [](https://glama.ai/mcp/servers/CrossPaste/crosspaste-desktop) 🎖️ ☕ 🏠 🍎 🪟 🐧 - Open-source cross-device clipboard manager with a built-in MCP server. Search and retrieve clipboard history synced across all your devices, read OCR text extracted from copied images, and add new items to the clipboard. Tools: `search_clipboard`, `get_paste_item`, `get_clipboard_stats`, `list_tags`, `add_to_clipboard`.
- [wisflux/docmost-local-mcp](https://github.com/wisflux/docmost-local-mcp) [](https://glama.ai/mcp/servers/wisflux/docmost-local-mcp) 🦀 🏠 🍎 🪟 🐧 - MCP server for self-hosted [Docmost](https://docmost.com/) (an open-source Notion/Confluence alternative). Read and write spaces, pages, comments, and members from Claude, Cursor, or VS Code. Works on the free Community Edition. `npx -y @wisflux/docmost-local-mcp`
- [temporal-cortex/mcp](https://github.com/temporal-cortex/mcp) [](https://glama.ai/mcp/servers/@billylui/cortex-mcp) 🦀 ☁️ 🏠 - AI-native calendar middleware for scheduling, availability, and conflict-free booking across Google Calendar, Outlook, and CalDAV. 15 tools across 5 layers: temporal context, calendar operations, multi-calendar availability, open scheduling, and Two-Phase Commit booking. Deterministic datetime resolution and RRULE expansion powered by Truth Engine.
- [Agentled/mcp-server](https://github.com/Agentled/mcp-server) [](https://glama.ai/mcp/servers/Agentled/mcp-server) 📇 ☁️ - AI-native workflow orchestration with long-term memory, 100+ integrations, and unified credits. 32 MCP tools for building and running intelligent business workflows — lead enrichment, content publishing, company research, media production, and more. Knowledge Graph that learns across executions.
- [ap311036/ews-meeting-mcp](https://github.com/ap311036/ews-meeting-mcp) [](https://glama.ai/mcp/servers/ap311036/ews-meeting-mcp) 🐍 🏠 🍎 🪟 🐧 - Safely schedule Outlook meetings on on-prem Exchange EWS. Resolves attendees, discovers rooms, suggests slots, and requires preview-confirmed create/update/cancel writes with local credential handling and audit-friendly lifecycle records.
-
- [arifur9993/attendance-engine-mcp](https://github.com/arifur9993/attendance-engine-mcp) [](https://glama.ai/mcp/servers/arifur9993/attendance-engine-mcp) 📇 🏠 - Workforce attendance, overtime, overnight shifts, rotating rosters, and California wage-and-hour compliance (Labor Code §§ 226.7, 512; Donohue v. AMN). 8 tools backed by [`@attendance-engine/core`](https://www.npmjs.com/package/@attendance-engine/core) — a pure-function, zero-deps, 100%-covered engine. Deterministic answers; same query, same answer, every time.
+- [2nd1st/open-mcp-apps](https://github.com/2nd1st/open-mcp-apps) [](https://glama.ai/mcp/servers/2nd1st/open-mcp-apps) 📇 🏠 ☁️ 🍎 🪟 🐧 - MCP Apps engine where the AI builds, persists, and reuses interactive UI apps — todo boards, habit trackers, dashboards — backed by data collections that outlive the conversation. Apps render in Claude, ChatGPT, Codex, or any MCP Apps host; ships with a 22-app App Store and a hosted version at openmcp.app. Install: `npx -y @2nd1st/open-mcp-apps`.
- [6figr-com/jobgpt-mcp-server](https://github.com/6figr-com/jobgpt-mcp-server) [](https://glama.ai/mcp/servers/@6figr-com/job-gpt-mcp-server) 📇 ☁️ 🏠 🍎 🪟 🐧 - MCP server for [JobGPT](https://6figr.com/jobgpt) — search jobs, auto-apply, generate tailored resumes, track applications, and find recruiters from any MCP client. 34 tools for job search, applications, resumes, and outreach.
- [backloghq/backlog](https://github.com/backloghq/backlog) [](https://glama.ai/mcp/servers/backloghq/backlog) 📇 🏠 🍎 🪟 🐧 - Persistent, cross-session task management for Claude Code. 24 MCP tools, 7 skills, and agent coordination with event-sourced storage and per-project isolation.
- [Bidsketch/signwell-mcp](https://github.com/Bidsketch/signwell-mcp) [](https://glama.ai/mcp/servers/Bidsketch/signwell-mcp) 🎖️ 📇 ☁️ 🍎 🪟 🐧 - Official SignWell MCP server for e-signatures. Create document drafts from uploaded files or reusable templates, send them for signing, track status, send reminders, and download completed PDFs; also manages templates and validates text-tag placeholders in PDFs. Requires a SignWell API key. Install: `npx -y @signwell/mcp`.
@@ -3634,7 +3884,9 @@ Interact with Git repositories and version control platforms. Enables repository
- [dpkdhingra91/aiia-mcp-server](https://github.com/dpkdhingra91/aiia-mcp-server) [](https://glama.ai/mcp/servers/dpkdhingra91/aiia-mcp-server) 🎖️ 🐍 ☁️ - Official MCP server for [AI Interview Agents](https://www.aiinterviewagents.com): create roles from a job description, screen and parse CVs, schedule and manage candidate voice interviews, send reminders, and read back scored reports with transcripts. Supports English, Hindi and other Indian languages.
- [davegomez/fizzy-mcp](https://github.com/davegomez/fizzy-mcp) [](https://glama.ai/mcp/servers/@davegomez/fizzy-mcp) 📇 ☁️ - MCP server for [Fizzy](https://fizzy.do) kanban task management with tools for boards, cards, comments, and checklists.
- [delega-dev/delega-mcp](https://github.com/delega-dev/delega-mcp) [](https://glama.ai/mcp/servers/delega-dev/delega-mcp) 📇 ☁️ 🏠 🍎 🪟 🐧 - Task management API built for AI agents. Create, delegate, and track tasks with agent identity, delegation chains, lifecycle webhooks, and persistent context. Self-hosted or hosted tier at [delega.dev](https://delega.dev).
+- [Developyn/laver-mcp](https://github.com/Developyn/laver-mcp) [](https://glama.ai/mcp/servers/Developyn/laver-mcp) 📇 ☁️ 🍎 🪟 🐧 - MCP server for [Laver](https://laver.app) project management: kanban boards, sprints, tickets, comments, attachments and a team wiki. Workspace-scoped API keys and versioned writes, so concurrent agents get a 409 instead of overwriting each other. `npx -y @laver/mcp`
- [devroopsaha744/TexMCP](https://github.com/devroopsaha744/TexMCP) 🐍 🏠 - An MCP server that converts LaTeX into high-quality PDF documents. It provides tools for rendering both raw LaTeX input and customizable templates, producing shareable, production-ready artifacts such as reports, resumes, and research papers.
+- [dlbolshov/yandex-wiki-search-mcp](https://github.com/dlbolshov/yandex-wiki-search-mcp) [](https://glama.ai/mcp/servers/dlbolshov/yandex-wiki-search-mcp) 🐍 ☁️ 🍎 🪟 🐧 - Yandex Wiki with full-text search — 26 typed tools for pages, comments, attachments, and dynamic tables (grids), plus a server-side read-only mode. `uvx yandex-wiki-search-mcp` or Docker.
- [DmytroRybka/jobctl](https://github.com/DmytroRybka/jobctl-claude) [](https://glama.ai/mcp/servers/DmytroRybka/jobctl-claude) 📇 ☁️ - Job application tracker for developers. Agents record applications, interviews, statuses, salaries and next actions over a remote MCP server (OAuth); humans review and plan in a dashboard at [jobctl.app](https://jobctl.app). Published in the MCP registry as `io.github.DmytroRybka/jobctl`.
- [drzamarian/n8n-mcp-community](https://github.com/drzamarian/n8n-mcp-community) [](https://glama.ai/mcp/servers/drzamarian/n8n-mcp-community) 📇 🏠 - Security-focused MCP server for self-hosted n8n Community Edition: 44 bounded tools for workflows, executions, credentials, tags, and diagnostics, read-only by default, with no external AI calls.
- [ellmos-ai/n8n-manager-mcp](https://github.com/ellmos-ai/n8n-manager-mcp) [](https://glama.ai/mcp/servers/ellmos-ai/n8n-manager-mcp) 📇 ☁️ 🏠 🍎 🪟 🐧 - MCP server for managing n8n workflows through AI assistants, including workflow CRUD, synchronization, inspection, and execution support.
@@ -3646,6 +3898,7 @@ Interact with Git repositories and version control platforms. Enables repository
- [giuseppe-coco/Google-Workspace-MCP-Server](https://github.com/giuseppe-coco/Google-Workspace-MCP-Server) 🐍 ☁️ 🍎 🪟 🐧 - MCP server that seamlessly interacts with your Google Calendar, Gmail, Drive and so on.
- [Grey-Iris/easy-notion-mcp](https://github.com/Grey-Iris/easy-notion-mcp) [](https://glama.ai/mcp/servers/Grey-Iris/easy-notion-mcp) 📇 ☁️ 🍎 🪟 🐧 - Markdown-first MCP server that connects AI agents to Notion. Agents write markdown: easy-notion-mcp converts it to Notion's block API and back again. 43 tools, ~6-7x fewer response tokens vs official Notion MCP, documented round-trip support.
- [helbertparanhos/n8n-pro-mcp](https://github.com/helbertparanhos/n8n-pro-mcp) [](https://glama.ai/mcp/servers/helbertparanhos/n8n-pro-mcp) 📇 🏠 🍎 🪟 🐧 - Full-instance management for self-hosted n8n including queue mode: workflows, executions, tags, credentials, variables, projects, users, security audit and health monitoring (51 tools).
+- [humanpen/humanpen-mcp](https://github.com/humanpen/humanpen-mcp) [](https://glama.ai/mcp/servers/humanpen/humanpen-mcp) 📇 🎖️ ☁️ 🏠 - A document-level AI humanizer — rewrite a whole .docx/.pptx, only selected passages, or just the text flagged by a Turnitin/iThenticate report, in place, keeping formatting, tables, images, citations and formulas intact. `npx -y humanpen-mcp`.
- [HuntsDesk/ve-gws](https://github.com/HuntsDesk/ve-gws) [](https://glama.ai/mcp/servers/HuntsDesk/ve-gws) 🐍 ☁️ 🍎 🪟 🐧 - VE Google Workspace MCP. Fork of [taylorwilsdon/google_workspace_mcp](https://github.com/taylorwilsdon/google_workspace_mcp) with 28 authoring-focused tools on top (deeper Slides automation, native markdown-to-Docs rendering with smart chips, Sheets data validation + named ranges + range protection, recursive Drive folder copy, revision history). 822 tests pass. Companion to [HuntsDesk/ve-kit](https://github.com/HuntsDesk/ve-kit).
- [human-pages-ai/humanpages](https://github.com/human-pages-ai/humanpages) [](https://glama.ai/mcp/servers/human-pages-ai/humanpages) 📇 ☁️ 🍎 🪟 🐧 - Access real-world people who listed themselves to be hired by agents. Search by skill, location, and equipment, send job offers, post listings, and message workers. Free tier, Pro subscription, and x402 pay-per-use.
- [sunsiyuan/human-survey](https://github.com/sunsiyuan/human-survey) [](https://glama.ai/mcp/servers/sunsiyuan/human-survey) 📇 ☁️ 🍎 🪟 🐧 - Feedback collection for AI agents. Create surveys from JSON schema, collect structured responses from groups of people, and retrieve aggregated results. 4 MCP tools for long-horizon agent workflows: post-event feedback, product launches, team health checks.
@@ -3673,6 +3926,7 @@ Interact with Git repositories and version control platforms. Enables repository
- [remoet-labs/remoet-mcp](https://github.com/remoet-labs/remoet-mcp) [](https://glama.ai/mcp/servers/remoet-labs/remoet-mcp) 📇 ☁️ 🍎 🪟 🐧 - Job search for AI agents. Search tech companies by their real tech stack, star the ones that fit, and pull jobs from your shortlist. Profile, applications, and digests over MCP. Free tier.
- [Jobicy/remote-jobs-mcp-server](https://github.com/Jobicy/remote-jobs-mcp-server) [](https://glama.ai/mcp/servers/nycreatis/remote-jobs-mcp-server) 📇 ☁️ 🏠 - Official Jobicy MCP server to search, filter, and retrieve live remote job listings in real-time. Supports hosted SSE endpoint.
- [slidecraft-in/presentations-ai-mcp-server](https://github.com/slidecraft-in/presentations-ai-mcp-server) [](https://glama.ai/mcp/servers/slidecraft-in/presentations-ai-mcp-server) 📇 ☁️ 🎖️ - Generate, transform, and edit AI-powered presentations from a topic, raw text, or document (PDF, DOCX, PPTX). Export to PPTX, PDF, image, or a shareable link. 5 tools covering deck creation, single-slide generation, content conversion, file conversion, and async job polling.
+- [smartdatabrokers/slideforge-mcp](https://github.com/smartdatabrokers/slideforge-mcp) [](https://glama.ai/mcp/servers/smartdatabrokers/slideforge-mcp) 🎖️ 🐍 ☁️ - Generate consulting-grade, fully editable PowerPoint (.pptx) from typed slide intents: deterministic rendering with verbatim data binding, a machine-readable fidelity manifest (status/fidelity/warnings) on every response, brand-template support, and 32-language translation.
- [SparkSheets/sparksheets-mcp](https://github.com/saikiyusuke/sparksheets-mcp) 📇 ☁️ - AI-native collaborative spreadsheet MCP server for session management, knowledge base, task tracking, and sheet operations. Integrates with Claude Code, Cursor, and Cline.
- [squidcode/timebook-cli](https://github.com/squidcode/timebook-cli) [](https://glama.ai/mcp/servers/squidcode/timebook-cli) 🎖️ 📇 ☁️ 🏠 🍎 🪟 🐧 - Official MCP server for [Timebook](https://usetimebook.com) — time tracking, invoicing, and bookkeeping for freelancers and solo LLCs. Manage clients and projects, start/stop timers, and log, update, and delete time entries. Runs locally via the `@squidcode/timebook` npm CLI or as a hosted OAuth endpoint at `https://usetimebook.com/mcp`. Published in the MCP registry as `io.github.squidcode/timebook`.
- [Startvest-LLC/idealift-mcp-server](https://github.com/Startvest-LLC/idealift-mcp-server) [](https://glama.ai/mcp/servers/Startvest-LLC/idealift-mcp-server) 📇 ☁️ 🍎 🪟 🐧 - Decision intelligence MCP server with signal aggregation, RICE scoring, and decision audit trails. Captures product feedback from Slack, Teams, Discord, and GitHub.
@@ -3681,6 +3935,7 @@ Interact with Git repositories and version control platforms. Enables repository
- [tarunlnmiit/autopilot-jobhunt](https://github.com/tarunlnmiit/autopilot-jobhunt) [](https://glama.ai/mcp/servers/tarunlnmiit/autopilot-jobhunt) 🐍 🏠 🍎 🪟 🐧 - AI job-hunting agent that scans 130+ company careers pages nightly, scores every role 0–100 against your resume with an LLM, sends top matches to Telegram, and drafts tailored cover letters + resume bullets on command. Pluggable free LLM backends (OpenRouter free tier, Claude Code CLI, or Anthropic API). Exposes `scan_jobs`, `draft_application`, and `export_jobs`. Runs locally; does not auto-submit applications.
- [taylorwilsdon/google_workspace_mcp](https://github.com/taylorwilsdon/google_workspace_mcp) 🐍 ☁️ 🍎 🪟 🐧 - Comprehensive Google Workspace MCP server with full support for Google Calendar, Drive, Gmail, and Docs, Forms, Chats, Slides and Sheets over stdio, Streamable HTTP and SSE transports.
- [teamwork/mcp](https://github.com/teamwork/mcp) 🎖️ 🏎️ ☁️ 🍎 🪟 🐧 - Project and resource management platform that keeps your client projects on track, makes managing resources a breeze, and keeps your profits on point.
+- [tengolabs/killbottleneck](https://github.com/tengolabs/killbottleneck) [](https://glama.ai/mcp/servers/tengolabs/killbottleneck) 📇 🏠 🍎 🪟 🐧 - Self-hosted goal and process maps for humans **and** AI agents: agents create and update nodes, manage tasks and automation rules, and read the org structure, while people watch the same map live. Talks to your own killBottleneck instance; the optional AI advisor can run on local Ollama. Install: `npx -y killbottleneck-mcp`.
- [timergy-app/timergy](https://github.com/timergy-app/timergy) [](https://glama.ai/mcp/servers/timergy-app/timergy) 📇 ☁️ - Create scheduling polls (like Doodle/When2Meet) from AI agents. No auth required. Tools: `create_poll`, `get_poll`, `vote_on_poll`, `get_results`, `finalize_poll`.
- [tracegazer/clockify-mcp](https://github.com/tracegazer/clockify-mcp) [](https://glama.ai/mcp/servers/tracegazer/clockify-mcp) 🐍 ☁️ 🍎 🪟 🐧 - Clockify time-tracking MCP server: 112 tools across 18 domains (time entries, projects, reports, invoices, scheduling, time-off, approvals). Read-only by default, opt-in writes, OpenTelemetry.
- [christulino/todoist-v1-mcp-server](https://github.com/christulino/todoist-v1-mcp-server) [](https://glama.ai/mcp/servers/christulino/todoist-v1-mcp-server) 📇 🏠 - MCP server for Todoist built on the unified API v1. Stdio transport, 20 tools covering tasks, projects, sections, and labels. No daily reconnection issues.
@@ -3707,6 +3962,7 @@ Interact with Git repositories and version control platforms. Enables repository
- [seameet-ai/seameet-mcp](https://github.com/seameet-ai/seameet-mcp) [](https://glama.ai/mcp/servers/seameet-ai/seameet-mcp) 📇 ☁️ 🏠 🍎 🪟 - Connect AI agents to SeaMeet meeting recordings, transcripts, AI summaries, screenshots, action items, webhooks, and desktop recorder controls.
- [Servation/job-search-mcp](https://github.com/Servation/job-search-mcp) [](https://glama.ai/mcp/servers/Servation/job-search-mcp) 📇 ☁️ 🏠 🍎 🪟 🐧 - Claude Desktop job search assistant: searches LinkedIn plus 8 ATS boards (Greenhouse, Lever, Ashby, Workday, SmartRecruiters, Hacker News, RemoteOK, Remotive), scores each job 0-100 for fit (Claude judges directly, no LLM API key), and shows a ranked, triageable board inline in the chat.
- [Chronary/chronary-mcp](https://github.com/Chronary/chronary-mcp) [](https://glama.ai/mcp/servers/Chronary/chronary-mcp) 🎖️ 📇 ☁️ 🍎 🪟 🐧 - Calendar API built for AI agents — 47 tools for events, availability, meeting-time search, scheduling proposals, availability rules, webhooks, and iCal feeds. Local via `npx -y @chronary/mcp` or hosted at `https://api.chronary.ai/mcp`.
+- [orieg/gws-connector](https://github.com/orieg/gws-connector) [](https://glama.ai/mcp/servers/orieg/gws-connector) 🏎️ 🏠 🍎 🐧 - Multi-account Google Workspace MCP — connect multiple Gmail, Calendar, Drive, Sheets, and Docs accounts with smart routing by label/email/domain. Per-account OAuth so different orgs use their own GCP credentials; client secrets and tokens stored in the OS keychain. Works with Claude Code, Gemini CLI, Cursor, Copilot, and Codex; published in the official MCP Registry as `io.github.orieg/gws-connector`.
### 🛠️ Other Tools and Integrations
@@ -3813,6 +4069,7 @@ Interact with Git repositories and version control platforms. Enables repository
- [marcelmarais/Spotify](https://github.com/marcelmarais/spotify-mcp-server) - 📇 🏠 Control Spotify playback and manage playlists.
- [MariusAure/needhuman-mcp](https://github.com/MariusAure/needhuman-mcp) [](https://glama.ai/mcp/servers/@MariusAure/need-human) 📇 ☁️ - Human-as-a-Service for AI agents — submit tasks (accept ToS, create accounts, verify identity) to a real human when the agent gets stuck.
- [MarkusPfundstein/mcp-obsidian](https://github.com/MarkusPfundstein/mcp-obsidian) 🐍 ☁️ 🏠 - Interacting with Obsidian via REST API
+- [MaxEllis/orcaslicer-mcp](https://github.com/MaxEllis/orcaslicer-mcp) [](https://glama.ai/mcp/servers/MaxEllis/orcaslicer-mcp) 🐍 🏠 🍎 🪟 🐧 - Drive a running OrcaSlicer (3D-printing slicer) from an AI assistant: load models, tune settings, slice, compare slice variants, and render the plate. Ships an offline settings reference and a physics sanity-check so it can explain what a setting does, not just change it. `uvx orcaslicer-mcp` (or `pip install orcaslicer-mcp`).
- [mediar-ai/screenpipe](https://github.com/mediar-ai/screenpipe) - 🎖️ 🦀 🏠 🍎 Local-first system capturing screen/audio with timestamped indexing, SQL/embedding storage, semantic search, LLM-powered history analysis, and event-triggered actions - enables building context-aware AI agents through a NextJS plugin ecosystem.
- [metorial/metorial](https://github.com/metorial/metorial) - 🎖️ 📇 ☁️ Connect AI agents to 600+ integrations with a single interface - OAuth, scaling, and monitoring included
- [modelcontextprotocol/server-everything](https://github.com/modelcontextprotocol/servers/tree/main/src/everything) 📇 🏠 - MCP server that exercises all the features of the MCP protocol
@@ -3825,6 +4082,7 @@ Interact with Git repositories and version control platforms. Enables repository
- [NakaokaRei/swift-mcp-gui](https://github.com/NakaokaRei/swift-mcp-gui.git) 🏠 🍎 - MCP server that can execute commands such as keyboard input and mouse movement
- [nanana-app/mcp-server-nano-banana](https://github.com/nanana-app/mcp-server-nano-banana) 🐍 🏠 🍎 🪟 🐧 - AI image generation using Google Gemini's nano banana model.
- [nguyenvanduocit/all-in-one-model-context-protocol](https://github.com/nguyenvanduocit/all-in-one-model-context-protocol) 🏎️ 🏠 - Some useful tools for developer, almost everything an engineer need: confluence, Jira, Youtube, run script, knowledge base RAG, fetch URL, Manage youtube channel, emails, calendar, gitlab
+- [ni-c/mealie-mcp](https://github.com/ni-c/mealie-mcp) [](https://glama.ai/mcp/servers/ni-c/mealie-mcp) 📇 🏠 🍎 🪟 🐧 - Curated access to a self-hosted [Mealie](https://mealie.io) recipe manager: 52 tools for recipes, website/photo imports, meal plans and shopping lists, with confirmation tokens on destructive operations and a read-only mode.
- [NON906/omniparser-autogui-mcp](https://github.com/NON906/omniparser-autogui-mcp) - 🐍 Automatic operation of on-screen GUI.
- [offorte/offorte-mcp-server](https://github.com/offorte/offorte-mcp-server) 🎖️ 📇 ☁️ 🍎 🪟 🐧 - The Offorte Proposal Software MCP server enables creation and sending of business proposals.
- [olalonde/mcp-human](https://github.com/olalonde/mcp-human) 📇 ☁️ - When your LLM needs human assistance (through AWS Mechanical Turk)
@@ -3906,12 +4164,15 @@ Interact with Git repositories and version control platforms. Enables repository
- [FastMCP](https://github.com/jlowin/fastmcp) 🐍 - A high-level framework for building MCP servers in Python
- [jamjet-labs/jamjet](https://github.com/jamjet-labs/jamjet) [](https://glama.ai/mcp/servers/jamjet-labs/jamjet) 🦀 🐍 - Durable, agent-native AI runtime with native MCP client + server and A2A support. Rust core for performance, Python authoring for ergonomics. Features graph-based workflows, durable execution, and multi-agent coordination.
- [FastMCP](https://github.com/punkpeye/fastmcp) 📇 - A high-level framework for building MCP servers in TypeScript
+- [ljppanda/mcp-longjobs](https://github.com/ljppanda/mcp-longjobs) [](https://glama.ai/mcp/servers/ljppanda/mcp-longjobs) 📇 🏠 🍎 🪟 🐧 - Durable, resumable operations for MCP servers via a client-agnostic facade: background tool execution with progress polling, mid-flight input, cooperative cancellation, plus chunked file transfers with resume cursors and sha256 verification. Works on every MCP client today — no Tasks-extension support required.
- [SonAIengine/graph-tool-call](https://github.com/SonAIengine/graph-tool-call) [](https://glama.ai/mcp/servers/SonAIengine/graph-tool-call) 🐍 🏠 - When tool count exceeds LLM context limits, accuracy collapses (248 tools → 12%). graph-tool-call builds a tool graph from OpenAPI/MCP specs and retrieves multi-step workflows via hybrid search (BM25 + graph traversal + embedding), recovering accuracy to 82% with 79% fewer tokens. Zero dependencies. Also works as an MCP Proxy — aggregate multiple MCP servers behind 3 meta-tools.
- [vinkius-labs/mcp-fusion](https://github.com/vinkius-labs/mcp-fusion) 📇 [](https://glama.ai/mcp/servers/@vinkius-labs/mcp-fusion) - A TypeScript framework for building production-ready MCP servers with automatic tool discovery, multi-transport support (stdio/SSE/HTTP), built-in validation, and zero-config setup.
- [MervinPraison/praisonai-mcp](https://github.com/MervinPraison/praisonai-mcp) 🐍 - AI Agents framework with 64+ built-in tools for search, memory, workflows, code execution, and file operations. Turn any AI assistant into a multi-agent system with MCP.
+- [readyagents/readyagents-core](https://github.com/readyagents/readyagents-core) [](https://glama.ai/mcp/servers/readyagents/readyagents-core) 🐍 🏠 - Local one-shot YAML/JSON agent workflow CLI with tools, approvals, and resume, plus an optional stdio MCP server. Apache-2.0, BYOK.
- [rocketride-org/rocketride-server](https://github.com/rocketride-org/rocketride-server) [](https://glama.ai/mcp/servers/rocketride-org/rocketride-server) 📇 🏠 - MCP server that exposes RocketRide AI pipelines as tools for Claude, Cursor, and Windsurf. Self-hosted, open-source pipeline tool with multi-LLM support.
- [shaqmughal/seekstone](https://github.com/shaqmughal/seekstone) 📇 🏠 🍎 🪟 🐧 - Filesystem-direct Obsidian MCP server with low context-tax. Reads your vault directly from disk — no Local REST API plugin required. ~575× smaller payloads than the REST plugin. 8 tools. `npx -y obsidian-mcp-seekstone` (also: `npx -y seekstone`)
- [vivek081166/japan-utils-mcp](https://github.com/vivek081166/japan-utils-mcp) [](https://glama.ai/mcp/servers/vivek081166/japan-utils-mcp) 🐍 🏠 🍎 🪟 🐧 - Japan-specific utilities for AI agents: era ↔ Western year conversion (令和8年 ↔ 2026), kanji-to-romaji transliteration, 7-digit postal code lookup, national holiday calendar, hiragana ↔ katakana conversion, full-width ↔ half-width normalization, and statistical Japanese name splitting. 9 tools, MIT licensed, installable via `uvx japan-utils-mcp`.
+- [SynapseLayer/synapse-layer](https://github.com/SynapseLayer/synapse-layer) [](https://glama.ai/mcp/servers/SynapseLayer/synapse-layer) 📇 ☁️ - MCP-native Trust Infrastructure for AI Agents. Persistent encrypted memory with Trust Quotient scoring, cross-agent handover, and immutable audit trail.
## Tips and Tricks