diff --git a/README-fa-ir.md b/README-fa-ir.md
index 6538506bf..8b8020f3e 100644
--- a/README-fa-ir.md
+++ b/README-fa-ir.md
@@ -1055,6 +1055,7 @@
- [zinja-coder/apktool-mcp-server](https://github.com/zinja-coder/apktool-mcp-server) 🐍 🏠 - APKTool MCP Server یک سرور MCP برای Apk Tool است تا اتوماسیون در مهندسی معکوس APKهای Android را فراهم کند.
- [zinja-coder/jadx-ai-mcp](https://github.com/zinja-coder/jadx-ai-mcp) ☕ 🏠 - JADX-AI-MCP یک پلاگین و سرور MCP برای decompiler JADX است که مستقیماً با Model Context Protocol (MCP) یکپارچه میشود تا پشتیبانی از مهندسی معکوس زنده را با LLMهایی مانند Claude فراهم کند.
- [HaroldFinchIFT/vuln-nist-mcp-server](https://github.com/HaroldFinchIFT/vuln-nist-mcp-server) 🐍 ☁️️ 🍎 🪟 🐧 - یک سرور Model Context Protocol (MCP) برای کوئری نقاط پایانی API پایگاه داده ملی آسیبپذیری NIST (NVD).
+- [quantakrypto/pqc-tools](https://github.com/quantakrypto/pqc-tools) [](https://glama.ai/mcp/servers/quantakrypto/pqc-tools) 📇 🏠 ☁️ - آمادگی پساکوانتومی برای عاملهای کدنویسی هوش مصنوعی: کدها را برای رمزنگاری آسیبپذیر در برابر کوانتوم (RSA/ECDH/ECDSA/DH) اسکن میکند، مخاطره harvest-now-decrypt-later را توضیح میدهد، راهنمای مهاجرت به NIST ML-KEM/ML-DSA/SLH-DSA (و ترکیبی) ارائه میدهد، اصلاحات را تأیید و وابستگیها را بررسی میکند. فقط ابزارهای مشاورهای مبتنی بر محتوا. بهصورت محلی (`npx @quantakrypto/mcp`) یا از طریق نقطهپایانی OAuth میزبانیشده در [mcp.quantakrypto.com](https://mcp.quantakrypto.com) اجرا کنید.
### 🌐 رسانههای اجتماعی
diff --git a/README-ja.md b/README-ja.md
index b759cfcb7..10a792db3 100644
--- a/README-ja.md
+++ b/README-ja.md
@@ -542,6 +542,7 @@ aliyun/alibabacloud-tablestore-mcp-server ☕ 🐍 ☁️ - 阿里云表格存
- [co-browser/attestable-mcp-server](https://github.com/co-browser/attestable-mcp-server) 🐍 🏠 ☁️ 🐧 - Gramine経由で信頼実行環境（TEE）内で実行されるMCPサーバー。[RA-TLS](https://gramine.readthedocs.io/en/stable/attestation.html)を使用したリモート証明を紹介。MCPクライアントが接続前にサーバーを検証可能
- [zinja-coder/jadx-ai-mcp](https://github.com/zinja-coder/jadx-ai-mcp) ☕ 🏠 - Model Context Protocol（MCP）と直接統合し、ClaudeなどのLLMでライブリバースエンジニアリング支援を提供するJADXデコンパイラー用プラグインとMCPサーバー
- [zinja-coder/apktool-mcp-server](https://github.com/zinja-coder/apktool-mcp-server) 🐍 🏠 - APK ToolのMCPサーバー。Android APKのリバースエンジニアリング自動化を提供
+- [quantakrypto/pqc-tools](https://github.com/quantakrypto/pqc-tools) [](https://glama.ai/mcp/servers/quantakrypto/pqc-tools) 📇 🏠 ☁️ - AIコーディングエージェント向けのポスト量子対応ツール。量子に脆弱な暗号（RSA/ECDH/ECDSA/DH）をコードから検出し、harvest-now-decrypt-later（今収集して後で復号）のリスクを説明し、NIST ML-KEM/ML-DSA/SLH-DSA（およびハイブリッド）への移行ガイダンスを提供、修正の検証と依存関係のチェックを行います。内容ベースの助言的ツールのみ。ローカル（`npx @quantakrypto/mcp`）または[mcp.quantakrypto.com](https://mcp.quantakrypto.com)のホスト型OAuthエンドポイントで実行できます。
### 📟 組み込みシステム
diff --git a/README-ko.md b/README-ko.md
index 9699a6c20..c56b46d5f 100644
--- a/README-ko.md
+++ b/README-ko.md
@@ -507,6 +507,7 @@
- [VMS MCP 서버](https://github.com/jyjune/mcp_vms) 🐍 🏠 🪟 VMS MCP 서버는 CCTV 녹화 프로그램(VMS)에 연결하여 녹화된 영상과 실시간 영상을 가져오며, 특정 채널의 특정 시간에 실시간 영상이나 재생 화면을 표시하는 등의 VMS 소프트웨어 제어 도구도 제공합니다.
- [intruder-io/intruder-mcp](https://github.com/intruder-io/intruder-mcp) 🐍 ☁️ - [Intruder](https://www.intruder.io/)에 액세스할 수 있는 MCP 서버로, 인프라의 보안 취약점을 식별, 이해 및 해결하는 데 도움을 줍니다.
- [joergmichno/clawguard-mcp](https://github.com/joergmichno/clawguard-mcp) ([glama](https://glama.ai/mcp/servers/joergmichno/clawguard-mcp)) 🐍 🏠 - Security scanner for AI agents that detects prompt injections using 42+ regex patterns
+- [quantakrypto/pqc-tools](https://github.com/quantakrypto/pqc-tools) [](https://glama.ai/mcp/servers/quantakrypto/pqc-tools) 📇 🏠 ☁️ - AI 코딩 에이전트를 위한 포스트 양자 대비 도구. 양자에 취약한 암호(RSA/ECDH/ECDSA/DH)를 코드에서 스캔하고, harvest-now-decrypt-later(지금 수집해 나중에 복호화) 위험을 설명하며, NIST ML-KEM/ML-DSA/SLH-DSA(및 하이브리드) 마이그레이션 지침을 제공하고, 수정 사항을 검증하며 의존성을 점검합니다. 콘텐츠 기반의 자문용 도구만 제공. 로컬(`npx @quantakrypto/mcp`) 또는 [mcp.quantakrypto.com](https://mcp.quantakrypto.com)의 호스팅된 OAuth 엔드포인트에서 실행합니다.
### 🏃 스포츠
diff --git a/README-pt_BR.md b/README-pt_BR.md
index 2bec02783..af1678db8 100644
--- a/README-pt_BR.md
+++ b/README-pt_BR.md
@@ -464,6 +464,7 @@ Acesse e analise dados de monitoramento de aplicações. Permite que modelos de
- [intruder-io/intruder-mcp](https://github.com/intruder-io/intruder-mcp) 🐍 ☁️ - Servidor MCP para acessar o [Intruder](https://www.intruder.io/), ajudando você a identificar, entender e corrigir vulnerabilidades de segurança na sua infraestrutura.
- [joergmichno/clawguard-mcp](https://github.com/joergmichno/clawguard-mcp) ([glama](https://glama.ai/mcp/servers/joergmichno/clawguard-mcp)) 🐍 🏠 - Security scanner for AI agents that detects prompt injections using 42+ regex patterns
- [jtang613/GhidrAssistMCP](https://github.com/jtang613/GhidrAssistMCP) ☕ 🏠 - Um servidor nativo do Model Context Protocol para o Ghidra. Inclui configuração via interface gráfica, registro de logs, 31 ferramentas poderosas e nenhuma dependência externa.
+- [quantakrypto/pqc-tools](https://github.com/quantakrypto/pqc-tools) [](https://glama.ai/mcp/servers/quantakrypto/pqc-tools) 📇 🏠 ☁️ - Prontidão pós-quântica para agentes de codificação com IA: verifica no código criptografia vulnerável a ataques quânticos (RSA/ECDH/ECDSA/DH), explica a exposição harvest-now-decrypt-later, fornece orientação de migração para NIST ML-KEM/ML-DSA/SLH-DSA (e híbrido), valida correções e checa dependências. Apenas ferramentas consultivas baseadas em conteúdo. Rode localmente (`npx @quantakrypto/mcp`) ou use o endpoint OAuth hospedado em [mcp.quantakrypto.com](https://mcp.quantakrypto.com).
### 🏃 Esportes
diff --git a/README-th.md b/README-th.md
index 69c6fc951..a3ea204f8 100644
--- a/README-th.md
+++ b/README-th.md
@@ -556,6 +556,7 @@ i- [jtang613/GhidrAssistMCP](https://github.com/jtang613/GhidrAssistMCP) ☕
- [mrexodia/ida-pro-mcp](https://github.com/mrexodia/ida-pro-mcp) 🐍 🏠 - เซิร์ฟเวอร์ MCP สำหรับ IDA Pro ช่วยให้คุณทำการวิเคราะห์ไบนารีด้วยผู้ช่วย AI ปลั๊กอินนี้ใช้การดีคอมไพล์ การแยกส่วน และช่วยให้คุณสร้างรายงานการวิเคราะห์มัลแวร์โดยอัตโนมัติ
- [intruder-io/intruder-mcp](https://github.com/intruder-io/intruder-mcp) 🐍 ☁️ - เซิร์ฟเวอร์ MCP สำหรับเข้าถึง [Intruder](https://www.intruder.io/) ช่วยให้คุณระบุ ทำความเข้าใจ และแก้ไขช่องโหว่ด้านความปลอดภัยในโครงสร้างพื้นฐานของคุณ
- [joergmichno/clawguard-mcp](https://github.com/joergmichno/clawguard-mcp) ([glama](https://glama.ai/mcp/servers/joergmichno/clawguard-mcp)) 🐍 🏠 - Security scanner for AI agents that detects prompt injections using 42+ regex patterns
+- [quantakrypto/pqc-tools](https://github.com/quantakrypto/pqc-tools) [](https://glama.ai/mcp/servers/quantakrypto/pqc-tools) 📇 🏠 ☁️ - ความพร้อมด้านหลังควอนตัมสำหรับ AI coding agent: สแกนโค้ดเพื่อหาการเข้ารหัสที่เสี่ยงต่อควอนตัม (RSA/ECDH/ECDSA/DH) อธิบายความเสี่ยงแบบ harvest-now-decrypt-later ให้คำแนะนำการย้ายไปยัง NIST ML-KEM/ML-DSA/SLH-DSA (และไฮบริด) ตรวจสอบการแก้ไข และตรวจสอบ dependency เป็นเครื่องมือให้คำแนะนำที่อิงเนื้อหาเท่านั้น รันในเครื่อง (`npx @quantakrypto/mcp`) หรือใช้ OAuth endpoint แบบโฮสต์ที่ [mcp.quantakrypto.com](https://mcp.quantakrypto.com)
### 🏃 กีฬา
diff --git a/README-zh.md b/README-zh.md
index a2824d745..dbf012e55 100644
--- a/README-zh.md
+++ b/README-zh.md
@@ -551,6 +551,7 @@ Web 内容访问和自动化功能。支持以 AI 友好格式搜索、抓取和
- [roadwy/cve-search_mcp](https://github.com/roadwy/cve-search_mcp) 🐍 🏠 - CVE-Search MCP服务器， 提供CVE漏洞信息查询、漏洞产品信息查询等功能。
- [intruder-io/intruder-mcp](https://github.com/intruder-io/intruder-mcp) 🐍 ☁️ - MCP 服务器用于访问 [Intruder](https://www.intruder.io/)，帮助你识别、理解并修复基础设施中的安全漏洞。
- [joergmichno/clawguard-mcp](https://github.com/joergmichno/clawguard-mcp) ([glama](https://glama.ai/mcp/servers/joergmichno/clawguard-mcp)) 🐍 🏠 - Security scanner for AI agents that detects prompt injections using 42+ regex patterns
+- [quantakrypto/pqc-tools](https://github.com/quantakrypto/pqc-tools) [](https://glama.ai/mcp/servers/quantakrypto/pqc-tools) 📇 🏠 ☁️ - 面向 AI 编程代理的后量子就绪工具。扫描代码中易受量子攻击的密码算法（RSA/ECDH/ECDSA/DH），解释 harvest-now-decrypt-later（先收集、后解密）风险，提供 NIST ML-KEM/ML-DSA/SLH-DSA（及混合）迁移指南，验证修复并检查依赖。仅为基于内容的咨询类工具。可本地运行（`npx @quantakrypto/mcp`）或使用 [mcp.quantakrypto.com](https://mcp.quantakrypto.com) 的托管 OAuth 端点。
### 📟 嵌入式系统
diff --git a/README-zh_TW.md b/README-zh_TW.md
index d2d57935f..be4e57900 100644
--- a/README-zh_TW.md
+++ b/README-zh_TW.md
@@ -446,6 +446,7 @@ Web 內容訪問和自動化功能。支援以 AI 友好格式搜尋、抓取和
- [Security Audit MCP Server](https://github.com/qianniuspace/mcp-security-audit) 📇🛡️☁️ – 一個強大的 MCP (模型上下文協議) 伺服器，審計 npm 包依賴項的安全漏洞。內建遠端 npm 註冊表集成，以進行即時安全檢查。
- [intruder-io/intruder-mcp](https://github.com/intruder-io/intruder-mcp) 🐍 ☁️ - MCP 伺服器可存取 [Intruder](https://www.intruder.io/)，協助你識別、理解並修復基礎設施中的安全漏洞。
- [joergmichno/clawguard-mcp](https://github.com/joergmichno/clawguard-mcp) ([glama](https://glama.ai/mcp/servers/joergmichno/clawguard-mcp)) 🐍 🏠 - Security scanner for AI agents that detects prompt injections using 42+ regex patterns
+- [quantakrypto/pqc-tools](https://github.com/quantakrypto/pqc-tools) [](https://glama.ai/mcp/servers/quantakrypto/pqc-tools) 📇 🏠 ☁️ - 面向 AI 編程代理的後量子就緒工具。掃描程式碼中易受量子攻擊的密碼演算法（RSA/ECDH/ECDSA/DH），說明 harvest-now-decrypt-later（先收集、後解密）風險，提供 NIST ML-KEM/ML-DSA/SLH-DSA（及混合）遷移指引，驗證修復並檢查相依套件。僅為基於內容的諮詢類工具。可在本機執行（`npx @quantakrypto/mcp`）或使用 [mcp.quantakrypto.com](https://mcp.quantakrypto.com) 的託管 OAuth 端點。
### 🌎 翻譯服務
diff --git a/README.md b/README.md
index 8e3ce1e60..eeb2c4387 100644
--- a/README.md
+++ b/README.md
@@ -139,6 +139,7 @@ Servers for accessing many apps and tools through a single MCP server.
- [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.
- [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.
- [tadas-github/a2asearch-mcp](https://github.com/tadas-github/a2asearch-mcp) [](https://glama.ai/mcp/servers/tadas-github/a2asearch-mcp) 📇 ☁️ - MCP server to search 4,800+ MCP servers, AI agents, CLI tools and agent skills. Install: `npx -y a2asearch-mcp`. Ask Claude: "Find MCP servers for database access". Free, no auth required.
- [Aganium/agenium](https://github.com/Aganium/agenium) 📇 ☁️ 🍎 🪟 🐧 - Bridge any MCP server to the agent:// network — DNS-like identity, discovery, and trust for AI agents. Makes your tools discoverable and callable by other agents via `agent://` URIs with mTLS, trust scores, and capability search.
@@ -152,7 +153,9 @@ Servers for accessing many apps and tools through a single MCP server.
- [alexanderclapp/clirank-mcp-server](https://github.com/alexanderclapp/clirank-mcp-server) [](https://glama.ai/mcp/servers/alexanderclapp/clirank-mcp-server) 📇 ☁️ 🍎 🪟 🐧 - API intelligence for AI coding agents. 387 APIs scored on agent-friendliness with tools to recommend, compare, check scores, and discover APIs. Install: `npx clirank-mcp-server`. Web: [clirank.dev](https://clirank.dev).
- [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`
- [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.
- [arikusi/deepseek-mcp-server](https://github.com/arikusi/deepseek-mcp-server) [](https://glama.ai/mcp/servers/arikusi/deepseek-mcp-server) 📇 ☁️ 🍎 🪟 🐧 - MCP server for DeepSeek AI with chat, reasoning, multi-turn sessions, function calling, thinking mode, and cost tracking.
- [ariekogan/ateam-mcp](https://github.com/ariekogan/ateam-mcp) 📇 ☁️ 🏠 🍎 🪟 🐧 - Build, validate, and deploy multi-agent AI solutions on the ADAS platform. Design skills with tools, manage solution lifecycle, and connect from any AI environment via stdio or HTTP.
@@ -169,6 +172,7 @@ Servers for accessing many apps and tools through a single MCP server.
- [Proofpane/releases](https://github.com/Proofpane/releases) [](https://glama.ai/mcp/servers/Proofpane/releases) 🎖️ 🏠 🍎 🪟 🐧 - Governance proxy for MCP: pair once and route your MCP servers through policy gates (allow / deny / human-in-the-loop approval), DLP redaction before the model, and cost caps, with every tool call recorded to a hash-chained audit log exportable as an Ed25519-signed, offline-verifiable evidence pack. Single-file binary daemon (macOS / Linux / Windows); downloads and install docs in the linked repo.
- [entire-vc/evc-spark-mcp](https://github.com/entire-vc/evc-spark-mcp) [](https://glama.ai/mcp/servers/entire-vc/evc-spark-mcp) 📇 ☁️ 🏠 🍎 🪟 🐧 - Search and discover AI agents, skills, prompts, bundles and MCP connectors from a curated catalog of 4500+ assets.
- [glenngillen/mcpmcp-server](https://github.com/glenngillen/mcpmcp-server) ☁️ 📇 🍎 🪟 🐧 - A list of MCP servers so you can ask your client which servers you can use to improve your daily workflow.
+- [Gliana-Labs/gliana-mcp](https://github.com/Gliana-Labs/gliana-mcp) [](https://glama.ai/mcp/servers/Gliana-Labs/gliana-mcp) 📇 ☁️ 🏠 🍎 🪟 🐧 - Pay-per-call access to 90+ AI models (LLM chat, image, video, music, speech) plus utility and data tools — web scraping, screenshots, OCR, face matching, crypto and FX rates. No signup and no API key: HTTP 402 settles each call from your own wallet in USDC on Base, Solana, BNB Chain or Algorand. The tool list is read live from the gateway, so it is never stale. `npx -y gliana-ai-mcp` or remote `https://mcp.glianalabs.com`.
- [gpu-bridge/mcp-server](https://github.com/gpu-bridge/mcp-server) [](https://glama.ai/mcp/servers/gpu-bridge/mcp-server) 📇 ☁️ 🍎 🪟 🐧 - Unified GPU inference API with 30 AI services (LLM, image gen, video, TTS, whisper, embeddings, reranking, OCR) as MCP tools. Pay-per-use via x402 USDC or API key credits.
- [carlosahumada89/govrider-mcp-server](https://github.com/carlosahumada89/govrider-mcp-server) [](https://glama.ai/mcp/servers/@carlosahumada89-govrider-mcp-server) ☁️ 📇 - Match your tech product or consulting service to thousands of live government tenders, RFPs, grants, and frameworks from 25+ official sources worldwide.
- [gzoonet/cortex](https://github.com/gzoonet/cortex) [](https://glama.ai/mcp/servers/@gzoonet/gzoo-cortex) 📇 🏠 - Local-first knowledge graph for developers. Watches project files, extracts entities and relationships via LLMs, builds a queryable knowledge graph with web dashboard and CLI. Provides 4 MCP tools: get_status, list_projects, find_entity, query_cortex.
@@ -237,6 +241,7 @@ Servers for accessing many apps and tools through a single MCP server.
- [tsouth89/toolport](https://github.com/tsouth89/toolport) [](https://glama.ai/mcp/servers/tsouth89/toolport) 🦀 🏠 🍎 🪟 🐧 - One local gateway and manager for all your MCP servers, shared across every AI coding tool (Claude, Cursor, VS Code, Codex, and more). Set up and authenticate each server once; lazy discovery keeps each agent's context small, and keys stay in your OS keychain. No Docker, no cloud.
- [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`.
### 🚀 Aerospace & Astrodynamics
@@ -249,8 +254,13 @@ Servers for accessing many apps and tools through a single MCP server.
MCP servers for creating, coordinating, and executing agreements: commitments, escrow, and multi-party decision workflows across humans, agents, and organizations.
- [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.
- [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`.
+### ♿ Accessibility
+
+- [kinti/a11y-toolkit](https://github.com/kinti/a11y-toolkit) [](https://glama.ai/mcp/servers/kinti/a11y-toolkit) 🐍 🏠 - MCP server + CLI for WCAG 2.2 accessibility: color contrast (pairs plus pixel-level text-over-image sampling), EU accessibility declaration generation (RD 1112/2018, Ley 11/2023 / European Accessibility Act, EN 301 549), and an aria-live announcement monitor. Multilanguage es/en, zero dependencies.
+
### 🎨 Art & Culture
Access and explore art collections, cultural heritage, and museum databases. Enables AI models to search and analyze artistic and cultural content.
@@ -267,6 +277,7 @@ Access and explore art collections, cultural heritage, and museum databases. Ena
- [alexzavialov/travel-art-mcp](https://github.com/alexzavialov/travel-art-mcp) [](https://glama.ai/mcp/servers/alexzavialov/travel-art-mcp) 📇 ☁️ - Art-tourism data for AI agents: biennales (Venice, Whitney), art fairs (Art Basel, Frieze), and major museum visitor guides (Louvre, Vatican, Uffizi, Prado, +growing). Three tools: `find_art_events`, `find_museum_guide`, `recommend_art_trip`. Hosted at https://mcp.travel.art/, no install. Catalogue grounded in 10 cornerstone editorial guides at travel.art.
- [aliafsahnoudeh/shahnameh-mcp-server](https://github.com/aliafsahnoudeh/shahnameh-mcp-server) 🐍 🏠 🍎 🪟 🐧 - MCP server for accessing the Shahnameh (Book of Kings) Persian epic poem by Ferdowsi, including sections, verses and explanations.
- [arikusi/nakkas](https://github.com/arikusi/nakkas) [](https://glama.ai/mcp/servers/arikusi/nakkas) 📇 🏠 🍎 🪟 🐧 - MCP server that turns AI into an SVG artist. One rendering engine with JSON config, AI controls all design parameters. CSS @keyframes + SMIL animations, 16+ element types, parametric curves, filters, gradients, PNG preview.
+- [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`
- [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`
@@ -296,7 +307,9 @@ Access and explore art collections, cultural heritage, and museum databases. Ena
- [mikechao/metmuseum-mcp](https://github.com/mikechao/metmuseum-mcp) 📇 ☁️ - Metropolitan Museum of Art Collection API integration to search and display artworks in the collection.
- [mikan-atomoki/text-to-model](https://github.com/mikan-atomoki/text-to-model) [](https://glama.ai/mcp/servers/mikan-atomoki/text-to-model) 🐍 🏠 🪟 🍎 - Turn natural language into 3D models in Fusion 360. 64 CAD tools including sketches, extrudes, fillets, and JIS standard parts.
- [molanojustin/smithsonian-mcp](https://github.com/molanojustin/smithsonian-mcp) 🐍 ☁️ - MCP server that provides AI assistants with access to the Smithsonian Institution's Open Access collections.
+- [noteboxd/mcp](https://github.com/noteboxd/mcp) [](https://glama.ai/mcp/servers/Noteboxd/mcp) 📇 ☁️ 🏠 - Fragrance and perfume API for AI: query the [Noteboxd](https://www.noteboxd.com) encyclopedia for fragrances, notes, accords, brands, perfumers, reviews, and charts. Hosted remote server at `https://mcp.noteboxd.com/mcp`, or run locally with `npx -y @noteboxd/mcp`.
- [joshseane/-nmlp-mcp](https://github.com/joshseane/-nmlp-mcp) [](https://glama.ai/mcp/servers/joshseane/-nmlp-mcp) 📇 ☁️ - First-edition identification — points of issue, number-line decoding, and publisher rules over a CC-BY, DOI-cited dataset of 6,717 titles — plus New Mexico book-donation logistics. Hosted remote server, no auth. Endpoint: https://newmexicoliteracyproject.org/api/mcp · Registry: `org.newmexicoliteracyproject/nmlp-mcp`
+- [ni-c/calibreweb-mcp](https://github.com/ni-c/calibreweb-mcp) [](https://glama.ai/mcp/servers/ni-c/calibreweb-mcp) 📇 🏠 - Read-only access to a self-hosted Calibre-Web (or Calibre-Web Automated) ebook library via its OPDS feed: search, curated views and shelves, cover images and per-format download links. `npx -y calibreweb-mcp`
- [OctoEverywhere/mcp](https://github.com/OctoEverywhere/mcp) #️⃣ ☁️ - A 3D printer MCP server that allows for getting live printer state, webcam snapshots, and printer control.
- [omni-mcp/isaac-sim-mcp](https://github.com/omni-mcp/isaac-sim-mcp) 📇 ☁️ - A MCP Server and an extension enables natural language control of NVIDIA Isaac Sim, Lab, OpenUSD and etc.
- [Pantani/ableton-mind](https://github.com/Pantani/ableton-mind) [](https://glama.ai/mcp/servers/Pantani/ableton-mind) 📇 🏠 🍎 🪟 - Control Ableton Live from Claude, Cursor or Codex through a local Remote Script bridge: inspect sets, create tracks, scenes and clips, load devices, apply music recipes, and verify changes against Live state.
@@ -308,12 +321,16 @@ Access and explore art collections, cultural heritage, and museum databases. Ena
- [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
- [raveenb/fal-mcp-server](https://github.com/raveenb/fal-mcp-server) 🐍 ☁️ - Generate AI images, videos, and music using Fal.ai models (FLUX, Stable Diffusion, MusicGen) directly in Claude Desktop
+- [rekordcloud/sonovault-mcp](https://github.com/rekordcloud/sonovault-mcp) [](https://glama.ai/mcp/servers/rekordcloud/sonovault-mcp) 📇 ☁️ 🍎 🪟 🐧 - Music metadata search over 90M+ tracks, artists, labels, and releases: genre, release dates, ISRC/ISWC codes, and cross-platform IDs (Spotify, Apple Music, Tidal, Beatport, Discogs, MusicBrainz, YouTube). `npx -y sonovault-mcp`
- [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`
+- [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.
- [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.
@@ -325,6 +342,7 @@ Design and visualize software architecture, system diagrams, and technical docum
- [aidc2026ai-melon/aidc-ai-mcp](https://github.com/aidc2026ai-melon/aidc-ai-mcp) [](https://glama.ai/mcp/servers/aidc2026ai-melon/aidc-ai-mcp) 🎖️ 📇 ☁️ - Deterministic AI data-center design engine exposed as MCP tools (design, validate, layout): rack count, design PUE, total MVA, liquid/air cooling split, CDU planning, cost & timeline. NVIDIA Rubin-era, 22.9 kV intake, Korea. Remote Streamable HTTP at https://aidc-ai.io/api/mcp; no key for the anonymous tier.
- [awdr74100/figwright](https://github.com/awdr74100/figwright) [](https://glama.ai/mcp/servers/awdr74100/figwright) 📇 🏠 🍎 🪟 🐧 - Bidirectional Figma server over a local WebSocket relay: turn a selection into framework-aware code (reusing your components and tokens), or author frames, text, styles, variables, and whole screens back onto the canvas. 92 tools, any MCP client, no Dev Mode seat or paid tier.
- [betterhyq/mermaid-grammer-inspector-mcp](https://github.com/betterhyq/mermaid_grammer_inspector_mcp) 📇 🏠 🍎 🪟 🐧 - A Model Context Protocol (MCP) server for validating Mermaid diagram syntax and providing comprehensive grammar checking capabilities
+- [bobaba99/motionlint](https://github.com/bobaba99/motionlint) [](https://glama.ai/mcp/servers/bobaba99/motionlint) 📇 🏠 🍎 🪟 🐧 - Catch bad animations before they ship. 13 deterministic checks on the live page (duration, easing, stagger, exits, reduced-motion, touch-gated hover) with no API key or LLM, plus optional vision-LLM UX review across viewports. Install via NPM: `npx -y motionlint mcp`
- [BV-Venky/excalidraw-architect-mcp](https://github.com/BV-Venky/excalidraw-architect-mcp) [](https://glama.ai/mcp/servers/@BV-Venky/excalidraw-architect-mcp) 🐍 🏠 🍎 🪟 🐧 - Generate beautiful Excalidraw architecture diagrams with auto-layout, architecture-aware component styling, and stateful editing. 50+ technology mappings including databases, message queues, caches, and more. No API keys required.
- [cisco-open/network-sketcher](https://github.com/cisco-open/network-sketcher) [](https://glama.ai/mcp/servers/cisco-open/network-sketcher) 🐍 🏠 🍎 🪟 🐧 - Local-first MCP server for AI-driven network design. Creates Cisco-style network master files, L1/L2/L3 topology diagrams, combined HTML viewers, device tables, and AI Context files.
- [ejwhite7/brandkit-mcp](https://github.com/ejwhite7/brandkit-mcp) [](https://glama.ai/mcp/servers/ejwhite7/brandkit-mcp) 📇 🏠 🍎 🪟 🐧 - Expose a company's complete design system (colors, typography, logos, components, guidelines, CSS tokens) to AI tools via MCP. Auto-parses CSS / Markdown / PDF / SVG / fonts; supports `marketing` vs `product` contexts with shared overrides; ships 12 tools, 16+ resources under `brandkit://`, and 4 prompts; stdio + SSE + Streamable HTTP transports. Install via NPM: `npx -y brandkit-mcp serve`.
@@ -335,8 +353,10 @@ Design and visualize software architecture, system diagrams, and technical docum
- [karyaboyraz/mockit-mcp](https://github.com/karyaboyraz/mockit-mcp) [](https://glama.ai/mcp/servers/karyaboyraz/mockit-mcp) 📇 🏠 🍎 🪟 🐧 - Generate premium iOS mobile UI mockups (PNG + HTML) from a single text prompt. Pairs Claude (Opus 4.7 by default) with a Playwright headless renderer. Two backends — `claude` CLI (uses your Claude Code subscription) or Anthropic API. Stdio + HTTP transports, MIT.
- [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`.
- [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`
- [RNVizion/rnv-color-mcp](https://github.com/RNVizion/rnv-color-mcp) [](https://glama.ai/mcp/servers/RNVizion/rnv-color-mcp) 🐍 ☁️ - A complete color workflow over MCP: mix (incl. Kubelka-Munk paint physics), convert formats, generate harmonies, and remember named palettes. Resolves hex, CSS, and custom brand color names, and refuses unknown colors rather than guessing. Hosted, no install: `https://rnvizion-rnv-color-mcp.hf.space/mcp`.
- [uxloom-dev/uxloom](https://github.com/uxloom-dev/uxloom) [](https://glama.ai/mcp/servers/uxloom-dev/uxloom) 📇 🏠 🍎 🪟 🐧 - Agent-native UI/UX design validation: model user journeys as state machines and prove what AI-generated screens are missing (unreachable states, missing empty/loading/error states, WCAG contrast, touch targets, localization overflow) before code exists — then verify the code implements the contract. Deterministic CI gates (`uxloom check`, `uxloom audit`), one-command setup (`npx uxloom init`).
- [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.
@@ -346,12 +366,15 @@ Design and visualize software architecture, system diagrams, and technical docum
- [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/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
- [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]`
- [HelixGenomics/Genomic-Agent-Discovery](https://github.com/HelixGenomics/Genomic-Agent-Discovery) [](https://glama.ai/mcp/servers/HelixGenomics/Genomic-Agent-Discovery) 📇 🏠 - Multi-agent MCP server for genomic analysis — specialized AI agents analyze raw DNA files across 16 databases (ClinVar, GWAS, gnomAD, CPIC, AlphaMissense, and more) and coordinate findings through shared MCP tools. Privacy-first, runs locally.
- [hlydecker/ucsc-genome-mcp](https://github.com/hlydecker/ucsc-genome-mcp) 🐍 ☁️ - MCP server to interact with the UCSC Genome Browser API, letting you find genomes, chromosomes, and more.
- [JamesANZ/medical-mcp](https://github.com/JamesANZ/medical-mcp) 📇 🏠 - An MCP server that provides access to medical information, drug databases, and healthcare resources. Enables AI assistants to query medical data, drug interactions, and clinical guidelines.
+- [kushaim/practice-fusion-mcp](https://github.com/kushaim/practice-fusion-mcp) [](https://glama.ai/mcp/servers/kushaim/practice-fusion-mcp) 📇 🏠 - FHIR-first, read-only MCP server for the Practice Fusion EHR. Search patients and review appointments, conditions, medications, and lab results. SMART backend-services auth, audit-logged, HIPAA-conscious.
- [mgnirck/lecka-mcp](https://github.com/mgnirck/lecka-mcp) 📇 ☁️ - Race nutrition planning for endurance athletes. Calculates carb, sodium and fluid targets for marathons, ultras, cycling and triathlons. Returns personalised Lecka product recommendations by race type, conditions and athlete weight. [](https://glama.ai/mcp/servers/mgnirck/lecka-mcp)
- [MyMedi-AI/mymedi-ai-mcp-server](https://github.com/MyMedi-AI/mymedi-ai-mcp-server) [](https://glama.ai/mcp/servers/OFODevelopment/mymedi-ai-mcp-server) 📇 ☁️ - Healthcare billing AI for agents: ICD-10/CPT/HCPCS code lookup (81,769 codes with RVU + OPPS pricing), prior auth prediction, medical NER, claims validation, denial-risk scoring, HIPAA compliance auditing, and NPI/drug enrichment. 20 tools, 10 free credits then pay-per-call via credits or anonymous USDC (x402). `npx @mymedi-ai/mcp-server`
- [SEOSiri-Official/biorobotics](https://github.com/SEOSiri-Official/biorobotics) [](https://glama.ai/mcp/servers/SEOSiri-Official/biorobotics) 🐍 🏠 🍎 🪟 🐧 - A stateless, deterministic Bio-Robotics Core Engine converting biological data (UniProt API) to Cartesian G-code coordinates using the Model Context Protocol. 🐍 🏠 🍎 🪟 🐧
@@ -370,11 +393,15 @@ Design and visualize software architecture, system diagrams, and technical docum
- [pubspro/pubmed-search](https://github.com/pubspro/pubmed-search) [](https://glama.ai/mcp/servers/pubspro/pubmed-search) 📇 ☁️ - Search PubMed and summarize biomedical literature, designed for AI health agents.
- [Rajskij/oura-mcp](https://github.com/Rajskij/oura-mcp) [](https://glama.ai/mcp/servers/Rajskij/oura-mcp) 📇 ☁️ 🏠 - Ask your Oura Ring about sleep, readiness, activity, stress and heart rate in ChatGPT or Claude, in any language. Read-only, token-efficient, self-hosted; 10 task-oriented tools grouped by how people actually ask.
- [SidneyBissoli/medical-terminologies-mcp](https://github.com/SidneyBissoli/medical-terminologies-mcp) [](https://glama.ai/mcp/servers/SidneyBissoli/medical-terminologies-mcp) 📇 ☁️ 🏠 🍎 🪟 🐧 - Unified MCP server for ICD-11 (WHO), LOINC, RxNorm, MeSH (NLM), ATC, CID-10 (Brazilian DataSUS), and optional SNOMED CT. 28 tools (34 with SNOMED) with `structuredContent` + `outputSchema` on every default tool. Hosted on Cloudflare Workers, listed on Smithery, and on npm.
+- [smaniches/alphafold-sovereign-mcp](https://github.com/smaniches/alphafold-sovereign-mcp) [](https://glama.ai/mcp/servers/smaniches/alphafold-sovereign-mcp) 🐍 🏠 ☁️ 🍎 🪟 🐧 - AlphaFold MCP server integrating AlphaFold DB with eight additional public biomedical data sources, backed by a local SQLite knowledge graph for structural-confidence, variant, disease/phenotype, drug-target, and orthology workflows. `uvx alphafold-sovereign-mcp`
- [smaniches/uniprot-mcp](https://github.com/smaniches/uniprot-mcp) [](https://glama.ai/mcp/servers/smaniches/uniprot-mcp) 🐍 🏠 ☁️ 🍎 🪟 🐧 - Auditable UniProt MCP server: 41 tools over the UniProt knowledgebase (entries, features, variants, PTMs, GO terms, cross-references) with per-query SHA-256 provenance and offline replay. `uvx uniprot-mcp-server`
- [the-momentum/apple-health-mcp-server](https://github.com/the-momentum/apple-health-mcp-server) 🐍 🏠 🍎 🪟 🐧 - An MCP server that provides access to exported data from Apple Health. Data analytics included.
- [the-momentum/fhir-mcp-server](https://github.com/the-momentum/fhir-mcp-server) 🐍 🏠 ☁️ - MCP Server that connects AI agents to FHIR servers. One example use case is querying patient history in natural language.
+- [thehealthai/clarity-mcp](https://github.com/thehealthai/clarity-mcp) [](https://glama.ai/mcp/servers/thehealthai/clarity-mcp) 📇 ☁️ - Condition-aware ingredient, product & supplement safety for agents, with provenance on every answer — a verdict, an evidence tier (Gold/Silver/Bronze), and a verifiable citation — across breastfeeding, pregnancy, histamine/MCAS, rosacea, HS, allergy and fertility lenses. 9 tools incl. validate_claim (fact-check a claim against curated cited sources) and check_recall (FDA/consumer recall lookup by brand with Class I flagging and source URLs). Hosted at mcp.healthai.com.
+- [thehealthai/fda-risk-radar-mcp](https://github.com/thehealthai/fda-risk-radar-mcp) [](https://glama.ai/mcp/servers/thehealthai/fda-risk-radar-mcp) 📇 ☁️ - The MCP server behind [Constat](https://constat.dev): FDA & NHTSA regulatory-risk intelligence for agents — device compliance risk by 3-letter product code, parsed 510(k) premarket evidence with verbatim source quotes, predicate chains, postmarket drift signals, clearance-to-payment reimbursement pathways (NTAP/CPT/CMS), and NHTSA vehicle safety. 14 tools. Decision support, not regulatory advice. Hosted at constat.dev/api/mcp.
- [thelongevityvault/decoder-3am-mcp](https://github.com/thelongevityvault/decoder-3am-mcp) [](https://glama.ai/mcp/servers/thelongevityvault/decoder-3am-mcp) 📇 ☁️ - Sleep disruption cause classifier using The Longevity Vault's 5-cause framework. Identifies the biological mechanism behind 3am wakeups from symptom descriptions, with tracked links to the full interactive 3AM Decoder.
- [wso2/fhir-mcp-server](https://github.com/wso2/fhir-mcp-server) 🐍 🏠 ☁️ - Model Context Protocol server for Fast Healthcare Interoperability Resources (FHIR) APIs. Provides seamless integration with FHIR servers, enabling AI assistants to search, retrieve, create, update, and analyze clinical healthcare data with SMART-on-FHIR authentication support.
+- [wjgoarxiv/pymol-mcp](https://github.com/wjgoarxiv/pymol-mcp) [](https://glama.ai/mcp/servers/wjgoarxiv/pymol-mcp) 🐍 🏠 🍎 🪟 🐧 - Headless PyMOL for molecular visualization, GROMACS/LAMMPS MD trajectories, and clathrate-hydrate cage analysis: H-bond networks, F3/F4 order parameters, and TRACE cage perception + occupancy.
### 📂 Browser Automation
@@ -385,6 +412,7 @@ Web content access and automation capabilities. Enables searching, scraping, and
- [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.
- [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.
- [apireno/DOMShell](https://github.com/apireno/DOMShell) [](https://glama.ai/mcp/servers/@apireno/domshell) 📇 🏠 - Browse the web using filesystem commands (ls, cd, grep, click). 38 MCP tools map Chrome's Accessibility Tree to a virtual filesystem via a Chrome Extension.
- [auspy/supasidebar-mcp](https://github.com/auspy/supasidebar-mcp) [](https://glama.ai/mcp/servers/auspy/supasidebar-mcp) 📇 🏠 🍎 - Access and organize your open browser tabs, bookmarks, and recently opened links across every macOS browser from your AI client. Powered by the free SupaSidebar app.
@@ -395,13 +423,16 @@ Web content access and automation capabilities. Enables searching, scraping, and
- [bighippoman/intercept-mcp](https://github.com/bighippoman/intercept-mcp) [](https://glama.ai/mcp/servers/bighippoman/intercept-mcp) 📇 🏠 - Multi-tier fallback chain for fetching web content as clean markdown. Handles tweets, YouTube, arXiv, PDFs, and regular pages with 9 fallback strategies.
- [blackwhite084/playwright-plus-python-mcp](https://github.com/blackwhite084/playwright-plus-python-mcp) 🐍 - An MCP python server using Playwright for browser automation,more suitable for llm
- [browserbase/mcp-server-browserbase](https://github.com/browserbase/mcp-server-browserbase) 🎖️ 📇 - Automate browser interactions in the cloud (e.g. web navigation, data extraction, form filling, and more)
+- [browserless/browserless-mcp](https://github.com/browserless/browserless-mcp) [](https://glama.ai/mcp/servers/browserless/browserless-mcp) 🎖️ ☁️ - Headless browser automation and web scraping infrastructure. Exposes the Browserless smart scraper API to LLM clients over MCP.
- [browsermcp/mcp](https://github.com/browsermcp/mcp) 📇 🏠 - Automate your local Chrome browser
- [brutalzinn/simple-mcp-selenium](https://github.com/brutalzinn/simple-mcp-selenium) 📇 🏠 - An MCP Selenium Server for controlling browsers using natural language in Cursor IDE. Perfect for testing, automation, and multi-user scenarios.
- [co-browser/browser-use-mcp-server](https://github.com/co-browser/browser-use-mcp-server) 🐍 - browser-use packaged as an MCP server with SSE transport. includes a dockerfile to run chromium in docker + a vnc server.
- [corralimited/snapdiff-mcp](https://github.com/corralimited/snapdiff-mcp) [](https://glama.ai/mcp/servers/corralimited/snapdiff-mcp) 📇 ☁️ 🏠 - Intent-aware visual verification for coding agents: the agent declares what a UI change should affect, and SnapDiff diffs the page against a baseline and flags anything that changed outside that intent for review or rollback — local screenshot capture via Playwright.
+- [Ceki-me/mcp-server](https://github.com/Ceki-me/mcp-server) [](https://glama.ai/mcp/servers/@Ceki-me/mcp-server) 📇 ☁️ - Rent real residential Chrome browsers from real humans — per-minute billing ($0.01/min), real fingerprints, residential IPs, no datacenter signals. MCP-native, with SDKs for Python, JS, LangChain, CrewAI, n8n. Crypto payouts.
- [Cubenest/rrweb-stack](https://github.com/Cubenest/rrweb-stack) [](https://glama.ai/mcp/servers/Cubenest/rrweb-stack) 📇 🏠 - Local-first MCP server (@peekdev/mcp) + Chrome extension that records your real authenticated browser session (rrweb DOM + console + network, PII-masked, to local SQLite) and lets AI coding agents query it or drive the browser. No cloud, no telemetry.
- [Custodia-Admin/pagebolt-mcp](https://github.com/Custodia-Admin/pagebolt-mcp) [](https://glama.ai/mcp/servers/Custodia-Admin/pagebolt-mcp) 📇 ☁️ - MCP server for screenshots, PDFs, OG images, and narrated video recording from Claude Desktop, Cursor, and Windsurf.
- [dashi96/chromium-bridge](https://github.com/dashi96/chromium-bridge) [](https://glama.ai/mcp/servers/@dashi96/chromium-bridge) 📇 🏠 🍎 🪟 🐧 - MCP server + Chrome extension that connects Claude Code to Chromium-based browsers (Arc, Vivaldi, Brave) where the official Claude in Chrome extension doesn't work — navigate, click, read pages, run JS, and record GIFs in the user's real browser.
+- [dmytrome/groundhog](https://github.com/dmytrome/groundhog) [](https://glama.ai/mcp/servers/dmytrome/groundhog) 🐍 🏠 🍎 🪟 🐧 - Web search, read and research over a real stealth-patched Chrome, driven by raw CDP so the `Runtime` domain is never enabled and the `isAutomatedWithCDP` tell is absent. Strips text that is invisible in the rendered DOM before the model reads it and reports each occurrence in `threats`, returns a SHA-256 provenance receipt per source, and re-checks the SSRF guard after redirects. `research` ranks passages across all sources in one pass — extracts, not summaries, so no model or API key is involved. MIT.
- [eat-pray-ai/yutu](https://github.com/eat-pray-ai/yutu) 🏎️ 🏠 🍎 🐧 🪟 - A fully functional MCP server and CLI for YouTube to automate YouTube operation
- [executeautomation/playwright-mcp-server](https://github.com/executeautomation/mcp-playwright) 📇 - An MCP server using Playwright for browser automation and webscrapping
- [eyalzh/browser-control-mcp](https://github.com/eyalzh/browser-control-mcp) 📇 🏠 - An MCP server paired with a browser extension that enables LLM clients to control the user's browser (Firefox).
@@ -428,6 +459,7 @@ Web content access and automation capabilities. Enables searching, scraping, and
- [LvcidPsyche/auto-browser](https://github.com/LvcidPsyche/auto-browser) [](https://glama.ai/mcp/servers/LvcidPsyche/auto-browser) 🐍 🏠 🐧 🍎 🪟 - Open-source MCP-native browser agent with human takeover via noVNC, reusable auth profiles, and approval/audit rails. Playwright + FastAPI, Docker-based isolated sessions, stdio bridge for Claude Desktop and Cursor.
- [Lyosis/claudeForSafari](https://github.com/Lyosis/claudeForSafari) [](https://glama.ai/mcp/servers/Lyosis/claudeForSafari) 📇 🏠 🍎 - Safari Web Extension + Node.js MCP bridge giving Claude Desktop full control over Safari — navigate, read pages, click elements, fill forms, and manage tabs. No Playwright or WebDriver dependency.
- [lyrenth/lyrenth-mcp](https://github.com/lyrenth/lyrenth-mcp) [](https://glama.ai/mcp/servers/lyrenth/lyrenth-mcp) 📇 🏠 - Read any URL as a clean AIDocument (Markdown + structure) through Lyrenth's cached index.
+- [MathiasPaulenko/wavexis-mcp](https://github.com/MathiasPaulenko/wavexis-mcp) [](https://glama.ai/mcp/servers/MathiasPaulenko/wavexis-mcp) 🐍 🏠 🍎 🪟 🐧 - MCP server exposing 220 browser automation tools across 13 capability tiers. Chrome + Firefox via CDP + BiDi. No Node.js, no Chromium download — uses your existing browser. Stealth mode, Lighthouse audits, multi-action YAML batching, raw CDP/BiDi access, structured errors with LLM-actionable suggestions.
- [microsoft/playwright-mcp](https://github.com/microsoft/playwright-mcp) - Official Microsoft Playwright MCP server, enabling LLMs to interact with web pages through structured accessibility snapshots
- [Mingye-Lu/AgenticCrawler](https://github.com/Mingye-Lu/AgenticCrawler) [](https://glama.ai/mcp/servers/Mingye-Lu/AgenticCrawler) 🦀 🏠 🍎 🪟 🐧 - Autonomous LLM-powered web crawler with 17 browser tools and goal-driven agent. Single binary, stealth browsing, 25 LLM providers.
- [modelcontextprotocol/server-puppeteer](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/puppeteer) 📇 🏠 - Browser automation for web scraping and interaction
@@ -439,6 +471,7 @@ Web content access and automation capabilities. Enables searching, scraping, and
- [ofershap/real-browser-mcp](https://github.com/ofershap/real-browser-mcp) [](https://glama.ai/mcp/servers/ofershap/real-browser-mcp) 📇 🏠 - MCP server + Chrome extension that gives AI agents control of the user's real browser with existing sessions, logins, and cookies. No headless browser, no re-authentication.
- [Pantheon-Security/chrome-mcp-secure](https://github.com/Pantheon-Security/chrome-mcp-secure) 📇 🏠 🍎 🪟 🐧 - Security-hardened Chrome automation with post-quantum encryption (ML-KEM-768 + ChaCha20-Poly1305), secure credential vault, memory scrubbing, and audit logging. 22 tools for browser automation and secure logins.
- [PhungXuanAnh/selenium-mcp-server](https://github.com/PhungXuanAnh/selenium-mcp-server) 🐍 🏠 🍎 🪟 🐧 - A Model Context Protocol server providing web automation capabilities through Selenium WebDriver
+- [paipaipai666/nexus-browser-mcp](https://github.com/paipaipai666/nexus-browser-mcp) [](https://glama.ai/mcp/servers/paipaipai666/nexus-browser-mcp) 🐍 🏠 🪟 🍎 🐧 - Browser automation via accessibility tree with event-driven deterministic snapshots (MutationObserver quiet-window instead of fixed sleeps), HITL governance gates with redacted JSONL audit, multi-task isolation with self-healing rebuilds, and developer observability (console / JS errors / network / Web Vitals).
- [pskill9/web-search](https://github.com/pskill9/web-search) 📇 🏠 - An MCP server that enables free web searching using Google search results, with no API keys required.
- [protostatis/unbrowser](https://github.com/protostatis/unbrowser) [](https://glama.ai/mcp/servers/protostatis/unbrowser) 🦀 🏠 🍎 🪟 🐧 - Lightweight browser MCP server for LLM agents. Runs JavaScript, follows links, fills forms, manages cookies, and returns low-token BlockMaps from a single native binary without Chrome.
- [prufa-dev/prufa-mcp](https://github.com/prufa-dev/prufa-mcp) [](https://glama.ai/mcp/servers/prufa-dev/prufa-mcp) 🐍 ☁️ - Point your coding agent at a URL and get a real-browser QA audit: broken signup/login/checkout flows, JS console errors, missing analytics, consent + security headers, mobile tap targets, and accessibility — returned as machine-verified findings graded A–F. Free 60-second audit, no signup.
@@ -447,11 +480,14 @@ Web content access and automation capabilities. Enables searching, scraping, and
- [recursechat/mcp-server-apple-shortcuts](https://github.com/recursechat/mcp-server-apple-shortcuts) 📇 🏠 🍎 - An MCP Server Integration with Apple Shortcuts
- [Retio-ai/pagemap](https://github.com/Retio-ai/Retio-pagemap) 🐍 🏠 - Compresses ~100K-token HTML into 2-5K-token structured maps while preserving every actionable element. AI agents can read and interact with any web page at 97% fewer tokens.
- [ScrapeUnblocker/scrapeunblocker-mcp](https://github.com/ScrapeUnblocker/scrapeunblocker-mcp) [](https://glama.ai/mcp/servers/ScrapeUnblocker/scrapeunblocker-mcp) 📇 🏠 🍎 🪟 🐧 - Fetch any web page's HTML (or AI-parsed JSON, or Google results) through the ScrapeUnblocker anti-bot API (Cloudflare, DataDome, PerimeterX, Akamai, Shape), using your own API key. Three tools: `fetch_html`, `fetch_parsed`, `google_search`. Install: `npx -y scrapeunblocker-mcp`.
+- [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.
- [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`
- [swimmwatch/cloakbrowser-mcp](https://github.com/swimmwatch/cloakbrowser-mcp) [](https://glama.ai/mcp/servers/swimmwatch/cloakbrowser-mcp) 📇 🏠 🍎 🪟 🐧 - Playwright MCP-compatible browser automation using CloakBrowser Chromium, available as an npm package and Docker image.
+- [sylin-org/ghostlight](https://github.com/sylin-org/ghostlight) [](https://glama.ai/mcp/servers/sylin-org/ghostlight) 🦀 🏠 🪟 🐧 - Visible local browser automation in the signed-in Chromium profile you already use, with useful recovery and optional policy and audit.
- [User0856/snaprender-mcp](https://github.com/User0856/snaprender-integrations/tree/main/mcp-server) [](https://glama.ai/mcp/servers/@User0856/snaprender-mcp) 📇 ☁️ - Screenshot API for AI agents — capture any website as PNG, JPEG, WebP, or PDF with device emulation, dark mode, ad blocking, and cookie banner removal. Free tier included.
- [copperline-labs/rendex-mcp](https://github.com/copperline-labs/rendex-mcp) [](https://glama.ai/mcp/servers/copperline-labs/rendex-mcp) 📇 ☁️ - Screenshot, PDF, and HTML rendering API for AI agents. Capture any URL or raw HTML as PNG/JPEG/WebP/PDF with batch processing, geo-targeting, async webhooks, and MCP-native integration. Free tier included.
- [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.
@@ -465,6 +501,7 @@ Web content access and automation capabilities. Enables searching, scraping, and
Cloud platform service integration. Enables management and interaction with cloud infrastructure and services.
- [4everland/4everland-hosting-mcp](https://github.com/4everland/4everland-hosting-mcp) 🎖️ 📇 🏠 🍎 🐧 - An MCP server implementation for 4EVERLAND Hosting enabling instant deployment of AI-generated code to decentralized storage networks like Greenfield, IPFS, and Arweave.
+- [AIops-tools/Nutanix-AIops](https://github.com/AIops-tools/Nutanix-AIops) [](https://glama.ai/mcp/servers/AIops-tools/Nutanix-AIops) 🐍 🏠 - Governed Nutanix Prism Central v4 operations — cluster, VM (AHV + ESXi), storage, networking, snapshot/DR, alerts, and LCM (51 tools) with unbypassable audit logging (MCP + CLI), budget/runaway guards, dry-run, and undo/rollback.
- [Focus-GTS/eds-mcp-server](https://github.com/Focus-GTS/eds-mcp-server) [](https://glama.ai/mcp/servers/Focus-GTS/eds-mcp-server) 📇 ☁️ 🍎 🪟 🐧 - Adobe Edge Delivery Services (AEM EDS) management with 20 tools for preview, publish, bulk operations, content reading, Core Web Vitals, 404 tracking, A/B experiments, site configuration, and redirects. Install: `npx @focusgts/eds-mcp-server`.
- [aashari/mcp-server-aws-sso](https://github.com/aashari/mcp-server-aws-sso) 📇 ☁️ 🏠 - AWS Single Sign-On (SSO) integration enabling AI systems to securely interact with AWS resources by initiating SSO login, listing accounts/roles, and executing AWS CLI commands using temporary credentials.
- [agentmetal/mcp](https://github.com/agentmetal/mcp) [](https://glama.ai/mcp/servers/agentmetal/mcp) 🎖️ 📇 ☁️ - Provision, SSH into, run commands on, and manage Linux VPSes from an agent — pay USDC over x402 or by card over HTTP 402, a running box in under 60s. No signup, no API key to buy.
@@ -477,9 +514,11 @@ Cloud platform service integration. Enables management and interaction with clou
- [alexei-led/aws-mcp-server](https://github.com/alexei-led/aws-mcp-server) 🐍 ☁️ - A lightweight but powerful server that enables AI assistants to execute AWS CLI commands, use Unix pipes, and apply prompt templates for common AWS tasks in a safe Docker environment with multi-architecture support
- [alexei-led/k8s-mcp-server](https://github.com/alexei-led/k8s-mcp-server) 🐍 - A lightweight yet robust server that empowers AI assistants to securely execute Kubernetes CLI commands (`kubectl`, `helm`, `istioctl`, and `argocd`) using Unix pipes in a safe Docker environment with multi-architecture support.
- [alexpota/cloudscope-mcp](https://github.com/alexpota/cloudscope-mcp) [](https://glama.ai/mcp/servers/alexpota/cloudscope-mcp) 📇 ☁️ - Azure cloud cost management — spending analysis, forecasts, anomaly detection, budgets, optimization recommendations, idle resource detection, tag-based cost allocation, and cross-subscription queries through natural language.
+- [Albaker-Group/cloudprice-mcp](https://github.com/Albaker-Group/cloudprice-mcp) [](https://glama.ai/mcp/servers/Albaker-Group/cloudprice-mcp) 🐍 ☁️ 🍎 🪟 🐧 - Compare on-demand compute, block/object storage, managed Postgres, egress & GPU pricing across AWS, Azure, GCP, and OCI, plus FinOps decision tools (RI/Savings Plan break-even, multi-cloud workload TCO, exit-cost migration analysis, and egress arbitrage). 25 tools.
- [AliKarami/MikroMCP](https://github.com/AliKarami/MikroMCP) [](https://glama.ai/mcp/servers/AliKarami/MikroMCP) 📇 🏠 🍎 🪟 🐧 - Manage MikroTik RouterOS devices through AI assistants — interfaces, firewall rules, DHCP, DNS, routes, WireGuard, WiFi, BGP/OSPF, VLANs, and more. 77 tools with dry-run previews, idempotency checks, circuit breakers, RBAC, and rollback-aware change workflows.
- [aliyun/alibaba-cloud-ops-mcp-server](https://github.com/aliyun/alibaba-cloud-ops-mcp-server) 🎖️ 🐍 ☁️ - A MCP server that enables AI assistants to operation resources on Alibaba Cloud, supporting ECS, Cloud Monitor, OOS and widely used cloud products.
- [awslabs/mcp](https://github.com/awslabs/mcp) 🎖️ ☁️ - AWS MCP servers for seamless integration with AWS services and resources.
+- [BlazingCDN/BlazingCDN-MCP](https://github.com/BlazingCDN/BlazingCDN-MCP) [](https://glama.ai/mcp/servers/BlazingCDN/BlazingCDN-MCP) 🎖️ 📇 ☁️ 🏠 🍎 🪟 🐧 - Official BlazingCDN server: manage CDN zones (TTLs, compression, on-the-fly image resizing, HLS/DASH), purge and warm up cache, traffic metrics, custom domains, cloud storage and Video CDN. 52 tools, read-only by default with opt-in write/delete. Install: `npx -y @blazingcdn/mcp`.
- [bright8192/esxi-mcp-server](https://github.com/bright8192/esxi-mcp-server) 🐍 ☁️ - A VMware ESXi/vCenter management server based on MCP (Model Control Protocol), providing simple REST API interfaces for virtual machine management.
- [chaandannn/finopsmcp](https://github.com/chaandannn/finopsmcp) [](https://glama.ai/mcp/servers/chaandannn/finopsmcp) 🐍 🏠 🍎 🪟 🐧 - Local-first FinOps copilot. Connect AWS, Azure, GCP, Kubernetes, and 15+ SaaS and AI bills, then ask cost questions in Claude or Cursor, find waste, and get the fix as a pull request you approve. Read-only; your credentials and bill stay on your machine. `uvx nable`.
- [cloudflare/mcp-server-cloudflare](https://github.com/cloudflare/mcp-server-cloudflare) 🎖️ 📇 ☁️ - Integration with Cloudflare services including Workers, KV, R2, and D1
@@ -491,6 +530,7 @@ Cloud platform service integration. Enables management and interaction with clou
- [espressif/esp-rainmaker-mcp](https://github.com/espressif/esp-rainmaker-mcp) 🎖️ 🐍 🏠 ☁️ 📟 - Official Espressif MCP Server to manage and control ESP RainMaker Devices.
- [flux159/mcp-server-kubernetes](https://github.com/Flux159/mcp-server-kubernetes) 📇 ☁️/🏠 - Typescript implementation of Kubernetes cluster operations for pods, deployments, services.
- [friendlygeorge/docker-mcp-server](https://github.com/friendlygeorge/docker-mcp-server) [](https://glama.ai/mcp/servers/friendlygeorge/docker-mcp-server) 📇 🏠 - Docker container management for AI agents — health checks, auto-restart, Compose lifecycle, and log streaming. 50+ tools for the agent operations loop.
+- [frndchagas/coolify-mcp](https://github.com/frndchagas/coolify-mcp) [](https://glama.ai/mcp/servers/frndchagas/coolify-mcp) 📇 🏠 - Manage Coolify (self-hosted PaaS): deploy with verified builds, diagnose apps by name or domain, databases with backup schedules (8 engines), offline docs search, and human-confirmed destructive operations. 65 tools generated from the official OpenAPI spec.
- [GeiserX/spinnaker-mcp](https://github.com/GeiserX/spinnaker-mcp) [](https://glama.ai/mcp/servers/GeiserX/spinnaker-mcp) 🏎️ ☁️ - A bridge that exposes any Spinnaker instance as an MCP server via the Gate API, enabling management of applications, pipelines, executions, and cloud infrastructure.
- [hardik-id/azure-resource-graph-mcp-server](https://github.com/hardik-id/azure-resource-graph-mcp-server) 📇 ☁️/🏠 - A Model Context Protocol server for querying and analyzing Azure resources at scale using Azure Resource Graph, enabling AI assistants to explore and monitor Azure infrastructure.
- [hashicorp/terraform-mcp-server](https://github.com/hashicorp/terraform-mcp-server) - 🎖️🏎️☁️ - The official Terraform MCP Server seamlessly integrates with the Terraform ecosystem, enabling provider discovery, module analysis, and direct Registry API integration for advanced Infrastructure as Code workflows.
@@ -518,6 +558,7 @@ Cloud platform service integration. Enables management and interaction with clou
- [Mogacode-ma/infomaniak-mcp-agent](https://github.com/Mogacode-ma/infomaniak-mcp-agent) [](https://glama.ai/mcp/servers/Mogacode-ma/infomaniak-mcp-agent) 📇 ☁️ - Unofficial agentic MCP server for Infomaniak (Swiss cloud provider). 54 tools covering web hosting, mail, kDrive, domains, DNS, DNSSEC, FTP/SSH users, AI catalogue and more. Two-phase commit on every destructive operation, history & undo, transparent reverse-engineering of undocumented manager-private endpoints.
- [mrostamii/rancher-mcp-server](https://github.com/mrostamii/rancher-mcp-server) [](https://glama.ai/mcp/servers/mrostamii/rancher-mcp-server) 🏎️ ☁️/🏠 - MCP server for the Rancher ecosystem with multi-cluster Kubernetes operations, Harvester HCI management (VMs, storage, networks), and Fleet GitOps tooling.
- [Nebula-Block-Data/nebulablock-mcp-server](https://github.com/Nebula-Block-Data/nebulablock-mcp-server) 📇 🏠 - integrates with the fastmcp library to expose the full range of NebulaBlock API functionalities as accessible tools
+- [ni-c/hetzner-dns-mcp](https://github.com/ni-c/hetzner-dns-mcp) [](https://glama.ai/mcp/servers/ni-c/hetzner-dns-mcp) 📇 ☁️ 🍎 🪟 🐧 - Manage Hetzner DNS zones and records through the current Hetzner Cloud API (the legacy `dns.hetzner.com` API was shut down in May 2026). 22 tools: zone and RRSet CRUD, zonefile import/export, TTL and protection changes, primary nameservers, and async action tracking. Every destructive tool requires an explicit `confirm`. `npx -y hetzner-dns-mcp`
- [nwiizo/tfmcp](https://github.com/nwiizo/tfmcp) - 🦀 🏠 - A Terraform MCP server allowing AI assistants to manage and operate Terraform environments, enabling reading configurations, analyzing plans, applying configurations, and managing Terraform state.
- [newageflyfish-max/volthq](https://github.com/newageflyfish-max/volthq) [](https://glama.ai/mcp/servers/newageflyfish-max/volthq) 📇 ☁️ 🏠 🍎 🪟 🐧 - Compute price oracle for AI agents. Compare inference pricing across 8 providers in real time with routing recommendations and spend tracking. One-command install: `npx volthq-mcp-server --setup`.
- [openpouch/openpouch](https://github.com/openpouch/openpouch) [](https://glama.ai/mcp/servers/openpouch/openpouch) 🎖️ 📇 ☁️ - Agent-native hosting: deploy any app to a live URL in one command — no account, no dashboard, no CAPTCHA. Full deploy lifecycle as tools (deploy, verify, logs, inspect, rollback, list/delete); production approval stays human-only. Apache-2.0.
@@ -528,6 +569,7 @@ Cloud platform service integration. Enables management and interaction with clou
- [portainer/portainer-mcp](https://github.com/portainer/portainer-mcp) 🏎️ ☁️/🏠 - A powerful MCP server that enables AI assistants to seamlessly interact with Portainer instances, providing natural language access to container management, deployment operations, and infrastructure monitoring capabilities.
- [nikhilnt1234/TokenBurnRate](https://github.com/nikhilnt1234/TokenBurnRate) [](https://glama.ai/mcp/servers/nikhilnt1234/TokenBurnRate) 📇 🏠 - Track LLM token costs across Claude, GPT and Gemini. MCP server + CLI with optimization hints and $ savings estimates. 📇🏠
- [s-b-e-n-s-o-n/portkey-admin-mcp](https://github.com/s-b-e-n-s-o-n/portkey-admin-mcp) [](https://glama.ai/mcp/servers/s-b-e-n-s-o-n/portkey-admin-mcp) 📇 ☁️ - MCP server for the Portkey AI Gateway Admin API — 150 tools for prompts, configs, analytics, keys, guardrails, integrations, and more.
+- [publee-dev/mcp](https://github.com/publee-dev/mcp) [](https://glama.ai/mcp/servers/publee-dev/mcp) 🎖️ 📇 ☁️ - Publish AI-generated HTML or static files to a shareable `.publee.site` URL in seconds. Works anonymously with zero setup (7-day retention); an API token adds permanent hosting, in-place updates that keep the same URL, and limited-sharing visibility (password, members-only).
- [pulumi/mcp-server](https://github.com/pulumi/mcp-server) 🎖️ 📇 🏠 - MCP server for interacting with Pulumi using the Pulumi Automation API and Pulumi Cloud API. Enables MCP clients to perform Pulumi operations like retrieving package information, previewing changes, deploying updates, and retrieving stack outputs programmatically.
- [pythonanywhere/pythonanywhere-mcp-server](https://github.com/pythonanywhere/pythonanywhere-mcp-server) 🐍 🏠 - MCP server implementation for PythonAnywhere cloud platform.
- [RajeevSirohi/mcp-server-terraform](https://github.com/RajeevSirohi/mcp-server-terraform) [](https://glama.ai/mcp/servers/RajeevSirohi/mcp-server-terraform) 📇 🏠 🍎 🪟 🐧 - Safety-first Terraform operations: plan/apply/destroy with two-step confirmation gates, plan risk & cost analysis that flags expensive always-on resources (NAT gateways, EKS, Azure Firewall), drift detection, import/taint/refresh, provider auth pre-flight checks, and audit logging.
@@ -586,6 +628,7 @@ Code execution servers. Allow LLMs to execute code in a secure environment, e.g.
- [ouvreboite/openapi-to-mcp](https://github.com/ouvreboite/openapi-to-mcp) #️⃣ ☁️ - Lightweight MCP server to access any API using their OpenAPI specification. Supports OAuth2 and full JSON schema parameters and request body.
- [pydantic/pydantic-ai/mcp-run-python](https://github.com/pydantic/pydantic-ai/tree/main/mcp-run-python) 🐍 🏠 - Run Python code in a secure sandbox via MCP tool calls
- [r33drichards/mcp-js](https://github.com/r33drichards/mcp-js) 🦀 🏠 🐧 🍎 - A Javascript code execution sandbox that uses v8 to isolate code to run AI generated javascript locally without fear. Supports heap snapshotting for persistent sessions.
+- [Reachpad/reachpad-mcp](https://github.com/Reachpad/reachpad-mcp) [](https://glama.ai/mcp/servers/qjk8wultuz) 🎖️ 📇 ☁️ 🍎 🪟 🐧 - Give any coding agent a persistent cloud development environment it can create, run commands in, checkpoint and fork. The filesystem, installed dependencies, running services and terminal state survive between calls, so a paused environment resumes instead of booting fresh. Available as a hosted remote server at `https://reachpad.dev/mcp` (OAuth, nothing to install) or over stdio with `npx @reachpad/mcp`.
- [rikarazome/prolog-reasoner](https://github.com/rikarazome/prolog-reasoner) [](https://glama.ai/mcp/servers/rikarazome/prolog-reasoner) 🐍 🏠 🍎 🪟 🐧 - SWI-Prolog execution for LLMs with CLP(FD), negation-as-failure, and recursion. Benchmarked 90% vs 73% LLM-only accuracy on 30 logic problems.
- [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.
@@ -608,10 +651,12 @@ Full coding agents that enable LLMs to read, edit, and execute code and solve ge
- [avansaber/tailtest-cline](https://github.com/avansaber/tailtest-cline) [](https://glama.ai/mcp/servers/avansaber/tailtest-cline) 🐍 🏠 🍎 🪟 🐧 - Adversarial test generation for AI coding sessions. Detects language and framework; writes tests; runs them; classifies failures via R12 (real_bug / environment / test_bug). Ships 8 adversarial scenario categories. Works in Cline directly and in 8+ editors via Cline host coverage. 162 plugin tests. MIT.
- [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.
- [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.
- [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.
- [eirikb/any-cli-mcp-server](https://github.com/eirikb/any-cli-mcp-server) 📇 🏠 - Universal MCP server that transforms any CLI tool into an MCP server. Works with any CLI that has `--help` output, supports caching for performance.
- [ejentum/ejentum-mcp](https://github.com/ejentum/ejentum-mcp) [](https://glama.ai/mcp/servers/ejentum/ejentum-mcp) 📇 🏠 - MCP server with reasoning, code, anti-deception, and memory tools for AI agents.
@@ -634,6 +679,7 @@ Full coding agents that enable LLMs to read, edit, and execute code and solve ge
- [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
- [MladenSU/cli-mcp-server](https://github.com/MladenSU/cli-mcp-server) 🐍 🏠 - Command line interface with secure execution and customizable security policies
+- [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.
@@ -675,10 +721,13 @@ Run commands, capture output and otherwise interact with shells and command line
- [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.
- [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.
+- [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.
- [PsYcGoD/sage](https://github.com/PsYcGoD/sage) [](https://glama.ai/mcp/servers/PsYcGoD/sage) 📇 🏠 🍎 🪟 🐧 - Local-first CLI and MCP wrapper for AI coding agents. Routes shell commands through `sage run --`, stores command history locally, and returns compressed terminal output to reduce context noise.
- [raychao-oao/pty-mcp](https://github.com/raychao-oao/pty-mcp) [](https://glama.ai/mcp/servers/raychao-oao/pty-mcp) 🏎️ 🏠 🍎 🐧 - Interactive PTY sessions for AI agents — local shells, SSH with persistent sessions (ai-tmux daemon for attach/detach), and serial ports. Single Go binary, no tmux dependency.
+- [soren-achebe/backscroll](https://github.com/soren-achebe/backscroll) [](https://glama.ai/mcp/servers/soren-achebe/backscroll) 🏎️ 🏠 🍎 🐧 - Answers "what did that command print?" from your real terminal history: a per-command PTY session recorder (OSC 133) stores every command's full output, exit code, cwd, and duration in local SQLite/FTS5, and the MCP server searches, retrieves, and diffs those outputs — secret redaction on by default before anything reaches the model.
- [ferodrigop/forge](https://github.com/ferodrigop/forge) [](https://glama.ai/mcp/servers/ferodrigop/forge) 📇 🏠 - Terminal MCP server for AI coding agents with persistent PTY sessions, ring-buffer incremental reads, headless xterm screen capture, multi-agent orchestration, and a real-time web dashboard.
- [WhenLabs-org/when](https://github.com/WhenLabs-org/when) [](https://glama.ai/mcp/servers/WhenLabs-org/when) 📇 🏠 🍎 🪟 🐧 - Developer toolkit: auto-detect stack for AI context files, catch port conflicts, validate .env schemas, spot docs drift, audit dependency licenses, and time coding tasks — 7 MCP tools, one install.
- [LukeLamb/claude-terminal-mcp](https://github.com/LukeLamb/claude-terminal-mcp) [](https://glama.ai/mcp/servers/LukeLamb/claude-terminal-mcp) 📇 🏠 🐧 🍎 - Terminal, filesystem, and background-job tools for Claude Desktop on Linux/macOS. Zero npm deps, pure Node.
@@ -714,6 +763,7 @@ Integration with communication platforms for message management and channel oper
- [cometchat/docs-mcp](https://github.com/cometchat/docs-mcp) [](https://glama.ai/mcp/servers/cometchat/docs-mcp) 🎖️ 📇 ☁️ - CometChat's official MCP server — searches CometChat documentation and returns curated implementation bundles for adding real-time chat, voice, video, and moderation to your app (React, React Native, Flutter, iOS, Android, JS SDK).
- [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.
- [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`.
@@ -734,6 +784,7 @@ Integration with communication platforms for message management and channel oper
- [grzgrzgrz3/pingwa-client](https://github.com/grzgrzgrz3/pingwa-client) [](https://glama.ai/mcp/servers/grzgrzgrz3/pingwa-client) 🐍 ☁️ 🍎 🪟 🐧 - WhatsApp notifications for AI agents with zero setup — no Meta account, no templates, no dashboard: text "join", get an API key, send in 60 seconds (`uvx pingwa mcp` or remote at pingwa.dev/mcp). Two-way: `ask` with tap-to-answer buttons, `check_replies`. Official Meta Cloud API — won't ban your number.
- [huj28-creator/wechat-fastbridge](https://github.com/huj28-creator/wechat-fastbridge) [](https://glama.ai/mcp/servers/huj28-creator/wechat-fastbridge) 📇 🏠 🍎 - Token-efficient macOS WeChat MCP server for verified chat reading, text/file/sticker sending, fuzzy safe routing, smart context retrieval, and allowlisted live monitoring without screenshots or private-protocol access.
- [hannesrudolph/imessage-query-fastmcp-mcp-server](https://github.com/hannesrudolph/imessage-query-fastmcp-mcp-server) 🐍 🏠 🍎 - An MCP server that provides safe access to your iMessage database through Model Context Protocol (MCP), enabling LLMs to query and analyze iMessage conversations with proper phone number validation and attachment handling
+- [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.
- [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`.
@@ -743,14 +794,17 @@ Integration with communication platforms for message management and channel oper
- [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.
+- [parasxos/apple-mail-mcp](https://github.com/parasxos/apple-mail-mcp) [](https://glama.ai/mcp/servers/parasxos/apple-mail-mcp) 🐍 🏠 🍎 - Full-featured MCP server for Apple Mail. Indexed search over 300k+ message mailboxes in milliseconds, full-text body search with Exchange backfill, verified multi-identity sending (SMTP/Keychain, SSH bastion, pipe), server-side scheduled sends with cancel, reviewed plan-then-apply triage, and a local audit ledger. 21 tools, frozen v1 wire contract.
- [sethbang/proton-mail-mcp](https://github.com/sethbang/proton-mail-mcp) [](https://glama.ai/mcp/servers/sethbang/proton-mail-mcp) 📇 🏠 - Unofficial Proton Mail MCP server — send, read, search, and organize email over SMTP and IMAP (via Proton Mail Bridge). Bulk ops with dry-run previews, read-only mode, and Trash-by-default deletes. Not affiliated with Proton AG.
- [shahabazdev/inxmail-mcp](https://github.com/shahabazdev/inxmail-mcp) [](https://glama.ai/mcp/servers/shahabazdev/inxmail-mcp) 📇 ☁️ - Manage Inxmail Commerce transactional emails — events, sendings, bounces, blocklist, blacklist, reactions, and delivery tracking.
- [TheSameAbramovych/qmailing-mcp-server](https://github.com/TheSameAbramovych/qmailing-mcp-server) [](https://glama.ai/mcp/servers/TheSameAbramovych/qmailing-mcp-server) 📇 ☁️ 🏠 🍎 🪟 🐧 - AI agents read & send email, manage mailboxes, custom domains and webhooks via the QMailing API (npm stdio + hosted OAuth connector).
- [radmail-ai/radmail-mcp](https://github.com/radmail-ai/radmail-mcp) [](https://glama.ai/mcp/servers/radmail-ai/radmail-mcp) ☁️ 📇 - Email operating system for agents: a `search` tool to find the one message by sender/subject/content (no filesystem grep), two-axis triage (importance × urgency), an explainable "Right Now" lane, commitment follow-through, and reviewable drafts. A machine-verifiable hard-stop keeps money/banking-change/first-contact human-only (BEC defense). Zero-auth HTTP sandbox at radmail.ai/api/mcp/sandbox — no account, no key.
- [rchanllc/joltsms-mcp-server](https://github.com/rchanllc/joltsms-mcp-server) [](https://glama.ai/mcp/servers/@rchanllc/joltsms-mcp-server) 📇 ☁️ - Provision dedicated real-SIM US phone numbers, receive inbound SMS, poll for messages, and extract OTP codes. Built for AI agents automating phone verification across platforms.
+- [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.
- [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.
- [jaspertvdm/mcp-server-rabel](https://github.com/jaspertvdm/mcp-server-rabel) 🐍 ☁️ 🏠 - AI-to-AI messaging via I-Poll protocol and AInternet. Enables agents to communicate using .aint domains, semantic messaging, and trust-based routing.
- [joinly-ai/joinly](https://github.com/joinly-ai/joinly) 🐍☁️ - MCP server to interact with browser-based meeting platforms (Zoom, Teams, Google Meet). Enables AI agents to send bots to online meetings, gather live transcripts, speak text, and send messages in the meeting chat.
@@ -777,6 +831,7 @@ Integration with communication platforms for message management and channel oper
- [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).
- [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.
- [overpod/mcp-telegram](https://github.com/overpod/mcp-telegram) [](https://glama.ai/mcp/servers/overpod/mcp-telegram) 📇 🏠 🍎 🪟 🐧 - Telegram MCP server via MTProto/GramJS — 20 tools for reading chats, searching messages, downloading media, managing contacts. QR code login, npx zero-install. Hosted version at mcp-telegram.com.
- [OverQuotaAI/chatterboxio-mcp-server](https://github.com/OverQuotaAI/chatterboxio-mcp-server) 📇 ☁️ - MCP server implementation for ChatterBox.io, enabling AI agents to send bots to online meetings (Zoom, Google Meet) and obtain transcripts and recordings.
@@ -807,6 +862,7 @@ Integration with communication platforms for message management and channel oper
- [windborne/zulipmcp](https://github.com/windborne/zulipmcp) [](https://glama.ai/mcp/servers/windborne/zulipmcp) 🐍 ☁️ - Run AI agents in Zulip as @mentionable bots — or wire into any MCP client. Real-time listening, session management, file handling.
- [YCloud-Developers/ycloud-whatsapp-mcp-server](https://github.com/YCloud-Developers/ycloud-whatsapp-mcp-server) 📇 🏠 - MCP server for WhatsApp Business Platform by YCloud.
- [yjcho9317/nworks](https://github.com/yjcho9317/nworks) [](https://glama.ai/mcp/servers/yjcho9317/nworks) 📇 🏠 🍎 🪟 🐧 - NAVER WORKS CLI + MCP server. 26 tools for messages, calendar, drive, mail, tasks, and boards. AI agents can manage NAVER WORKS directly.
+- [YS-projectcalc/agent-cold-email](https://github.com/YS-projectcalc/agent-cold-email) [](https://glama.ai/mcp/servers/YS-projectcalc/agent-cold-email) 🎖️ 📇 ☁️ - Coldrig: cold-email infrastructure your agent operates end to end — buy domains, provision mailboxes, warm up, run sequences, and handle replies (28 tools, remote streamable-HTTP or stdio via `npx agent-cold-email`). Free sandbox: `npx agent-cold-email demo`
- [zcaceres/gtasks-mcp](https://github.com/zcaceres/gtasks-mcp) 📇 ☁️ - An MCP server to Manage Google Tasks
- [ztxtxwd/open-feishu-mcp-server](https://github.com/ztxtxwd/open-feishu-mcp-server) 📇 ☁️ 🏠 - A Model Context Protocol (MCP) server with built-in Feishu OAuth authentication, supporting remote connections and providing comprehensive Feishu document management tools including block creation, content updates, and advanced features.
- [loglux/whatsapp-mcp-stream](https://github.com/loglux/whatsapp-mcp-stream) [](https://glama.ai/mcp/servers/@loglux/whatsapp-mcp-stream) 📇 🏠 🍎 🪟 🐧 - WhatsApp MCP server over Streamable HTTP with web admin UI (QR/status/settings), bidirectional media upload/download, and SQLite persistence.
@@ -818,9 +874,12 @@ Integration with communication platforms for message management and channel oper
Tools for building and operating AI conversation agents that hold structured dialogues with end users.
+- [TsvetanG2/cognigy-ai-mcp-management-server](https://github.com/TsvetanG2/cognigy-ai-mcp-management-server) [](https://glama.ai/mcp/servers/TsvetanG2/cognigy-ai-mcp-management-server) 📇 - Management and automation server for the Cognigy.AI conversational AI platform, exposing 132 tools across flows, agents, snapshots, NLU, functions, and deployment. Published to the official MCP Registry. `npx mcp-cognigy`
- [bodyegypt/lobbyvoices-mcp](https://github.com/bodyegypt/lobbyvoices-mcp) [](https://glama.ai/mcp/servers/bodyegypt/lobbyvoices-mcp) 🎖️ ☁️ - Official remote MCP server for [Lobby](https://lobbyvoices.com/developers), an AI receptionist for small businesses. Seven free no-auth tools: write business phone scripts and IVR menus (English + Mexican Spanish), generate ElevenLabs agent system prompts, calculate missed-call cost, get a hire-a-receptionist verdict, role-play a call against the live receptionist engine, and get a real demo number to call. Typed structured outputs.
+- [puspoaditya/cloudflare-workers-ai-mcp](https://github.com/puspoaditya/cloudflare-workers-ai-mcp) [](https://glama.ai/mcp/servers/puspoaditya/cloudflare-workers-ai-mcp) 📇 ☁️ 🍎 🪟 🐧 - Cloudflare Workers AI inference for AI agents: LLM chat completions (Llama 3.3 70B, Llama 3.1 8B, Llama 4 Scout, Qwen Coder 32B, DeepSeek R1 Distill), text embeddings (BGE small/base), and image generation (Flux 1 Schnell) — generous free tier, no infrastructure to run. `npx -y @puspoaditya/cloudflare-workers-ai-mcp`.
- [kiro0x/five-mcp](https://github.com/kiro0x/five-mcp) [](https://glama.ai/mcp/servers/kiro0x/five-mcp) 🐍 🏠 - LLM character consistency engine — generates structured JSON constraints from 4 multiple-choice questions about an AI's psychology. Drop the JSON into any LLM's system prompt to prevent persona drift; reduces inference cost from retries. 160,000 personality patterns; works with any LLM.
- [Perspective-AI/mcp](https://github.com/Perspective-AI/mcp) [](https://glama.ai/mcp/servers/Perspective-AI/mcp) 🎖️ 📇 ☁️ - Official MCP server for [Perspective AI](https://getperspective.ai). An AI Concierge replaces static forms with adaptive AI conversations for lead qualification, customer research, onboarding feedback, and advocacy. Design conversation agents (Concierge, Interviewer, Evaluator, Advocate), analyze conversations, deploy embeds, and automate follow-ups (webhook, email, Slack, HubSpot).
+- [guillaumehussong/standard-vocal-mcp](https://github.com/guillaumehussong/standard-vocal-mcp) [](https://glama.ai/mcp/servers/guillaumehussong/standard-vocal-mcp) 📇 🏠 - Voice Agent Factory for Vapi phone agents: vertical templates, self-testing agents, audio forensics, prompt versioning, and CI regression gates. `npx -y standard-vocal-mcp`
### 🔑 Cryptography
@@ -829,6 +888,7 @@ Tools for encrypting and decrypting data.
- [degenlegion-com/waxseal-sdk](https://github.com/degenlegion-com/waxseal-sdk) [](https://glama.ai/mcp/servers/degenlegion-com/waxseal-sdk) 📇 ☁️ 🏠 - On-chain Ed25519 identity for AI agents — verify seals by fingerprint, validate document signatures, and gate irreversible actions behind human-signed approval tokens. Hosted at `api.waxseal.id/mcp`; local install (`npx @waxseal/mcp`) for signing.
- [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`.
@@ -858,6 +918,7 @@ Provides access to customer profiles inside of customer data platforms
Secure database access with schema inspection capabilities. Enables querying and analyzing data with configurable security controls including read-only access.
+- [AIops-tools/Postgres-AIops](https://github.com/AIops-tools/Postgres-AIops) [](https://glama.ai/mcp/servers/AIops-tools/Postgres-AIops) 🐍 🏠 - Governed PostgreSQL DBA operations — slow-query, bloat, and blocking-lock RCA, index management, vacuum/analyze, and replication lag (35 tools) with unbypassable audit logging (MCP + CLI), budget/runaway guards, dry-run, and undo/rollback.
- [Aiven-Open/mcp-aiven](https://github.com/Aiven-Open/mcp-aiven) - 🐍 ☁️ 🎖️ - Navigate your [Aiven projects](https://go.aiven.io/mcp-server) and interact with the PostgreSQL®, Apache Kafka®, ClickHouse® and OpenSearch® services
- [alexanderzuev/supabase-mcp-server](https://github.com/alexander-zuev/supabase-mcp-server) - Supabase MCP Server with support for SQL query execution and database exploration tools
- [aliyun/alibabacloud-tablestore-mcp-server](https://github.com/aliyun/alibabacloud-tablestore-mcp-server) ☕ 🐍 ☁️ - MCP service for Tablestore, features include adding documents, semantic search for documents based on vectors and scalars, RAG-friendly, and serverless.
@@ -881,6 +942,7 @@ Secure database access with schema inspection capabilities. Enables querying and
- [Couchbase-Ecosystem/mcp-server-couchbase](https://github.com/Couchbase-Ecosystem/mcp-server-couchbase) 🎖️ 🐍 ☁️ 🏠 - Couchbase MCP server provides unfied access to both Capella cloud and self-managed clusters for document operations, SQL++ queries and natural language data analysis.
- [cr7258/elasticsearch-mcp-server](https://github.com/cr7258/elasticsearch-mcp-server) 🐍 🏠 - MCP Server implementation that provides Elasticsearch interaction
- [crystaldba/postgres-mcp](https://github.com/crystaldba/postgres-mcp) 🐍 🏠 - All-in-one MCP server for Postgres development and operations, with tools for performance analysis, tuning, and health checks
+- [datacharter/datacharter](https://github.com/datacharter/datacharter) [](https://glama.ai/mcp/servers/datacharter/datacharter) 🐍 🏠 - Local, contract-governed federation across files and databases (Postgres, Snowflake, BigQuery, DuckDB, Excel, and more) with read-only guards, PII masking, and per-column agent access.
- [Dataring-engineering/mcp-server-trino](https://github.com/Dataring-engineering/mcp-server-trino) 🐍 ☁️ - Trino MCP Server to query and access data from Trino Clusters.
- [davewind/mysql-mcp-server](https://github.com/dave-wind/mysql-mcp-server) 🏎️ 🏠 A – user-friendly read-only mysql mcp server for cursor and n8n...
- [designcomputer/mysql_mcp_server](https://github.com/designcomputer/mysql_mcp_server) 🐍 🏠 - MySQL database integration with configurable access controls, schema inspection, and comprehensive security guidelines
@@ -888,6 +950,7 @@ Secure database access with schema inspection capabilities. Enables querying and
- [domdomegg/airtable-mcp-server](https://github.com/domdomegg/airtable-mcp-server) 📇 🏠 - Airtable database integration with schema inspection, read and write capabilities
- [edwinbernadus/nocodb-mcp-server](https://github.com/edwinbernadus/nocodb-mcp-server) 📇 ☁️ - Nocodb database integration, read and write capabilities
- [ergut/mcp-bigquery-server](https://github.com/ergut/mcp-bigquery-server) 📇 ☁️ - Server implementation for Google BigQuery integration that enables direct BigQuery database access and querying capabilities
+- [Eszetael/postgres-mcp-hardened](https://github.com/Eszetael/postgres-mcp-hardened) [](https://glama.ai/mcp/servers/Eszetael/postgres-mcp-hardened) 🦀 🏠 ☁️ 🍎 🪟 🐧 - Maintained Rust replacement for the archived `@modelcontextprotocol/server-postgres`. Writes are refused twice: sqlparser AST validation rejects mutating statements before execution, and the session runs `default_transaction_read_only` with a per-session `statement_timeout` — so the read-only transaction is the fallback, not the only defence. Single self-contained binary, stdio and Streamable HTTP, schema inspection, column redaction that survives renames and casts, an EXPLAIN cost guard, a hash-chained audit log with `--verify-audit`, optional OAuth 2.1 RS256, distroless image, signed releases for five platforms. MIT.
- [f4ww4z/mcp-mysql-server](https://github.com/f4ww4z/mcp-mysql-server) 📇 🏠 - Node.js-based MySQL database integration that provides secure MySQL database operations
- [ferrants/memvid-mcp-server](https://github.com/ferrants/memvid-mcp-server) 🐍 🏠 - Python Streamable HTTP Server you can run locally to interact with [memvid](https://github.com/Olow304/memvid) storage and semantic search.
- [fireproof-storage/mcp-database-server](https://github.com/fireproof-storage/mcp-database-server) 📇 ☁️ - Fireproof ledger database with multi-user sync
@@ -922,6 +985,7 @@ Secure database access with schema inspection capabilities. Enables querying and
- [LucasHild/mcp-server-bigquery](https://github.com/LucasHild/mcp-server-bigquery) 🐍 ☁️ - BigQuery database integration with schema inspection and query capabilities
- [memgraph/mcp-memgraph](https://github.com/memgraph/ai-toolkit/tree/main/integrations/mcp-memgraph) 🐍 🏠 - Memgraph MCP Server - includes a tool to run a query against Memgraph and a schema resource.
- [mbentham/SqlAugur](https://github.com/mbentham/SqlAugur) #️⃣ 🏠 🪟 🐧 - SQL Server MCP server with AST-based query validation, read-only safety, schema exploration, ER diagram generation, and DBA toolkit integration (First Responder Kit, DarlingData, sp_WhoIsActive).
+- [mickelsamuel/migrationpilot](https://github.com/mickelsamuel/migrationpilot) [](https://glama.ai/mcp/servers/mickelsamuel/migrationpilot) 📇 🏠 - Gate unsafe PostgreSQL migrations before an agent writes or runs them. `check_before_apply` returns pass/fail; 112 lock-safety rules, offline, no database required. `npx migrationpilot-mcp`
- [modelcontextprotocol/server-postgres](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/postgres) 📇 🏠 - PostgreSQL database integration with schema inspection and query capabilities
- [modelcontextprotocol/server-sqlite](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/sqlite) 🐍 🏠 - SQLite database operations with built-in analysis features
- [mahAnuj/mcp-multi-db](https://github.com/mahAnuj/mcp-multi-db) [](https://glama.ai/mcp/servers/mahAnuj/mcp-multi-db) 📇 🏠 - One MCP server for PostgreSQL, MySQL, and SQLite. Unified read-only tools (`list_databases`, `list_tables`, `describe_table`, `run_query`) across all three engines with two-layer read-only enforcement (SQL-text guard + DB-level read-only transactions). Install: `npx -y mcp-multi-db`.
@@ -1029,15 +1093,19 @@ Data Platforms for data integration, transformation and pipeline orchestration.
### 💻 Developer Tools
+- [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`
+- [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`
- [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`
- [hernaninverso/eleata-verify-mcp](https://github.com/hernaninverso/eleata-verify-mcp) [](https://glama.ai/mcp/servers/hernaninverso/eleata-verify-mcp) 📇 ☁️ - Grounding / hallucination guard: verify a claim against evidence (Supported/Refuted/Not Enough Evidence) with a confidence + abstain flag, for RAG and agents. `npx -y eleata-verify-mcp`.
- [appcreationsca/bumpguard-mcp](https://github.com/appcreationsca/bumpguard-mcp) [](https://glama.ai/mcp/servers/appcreationsca/bumpguard-mcp) 🐍 🏠 🍎 🪟 🐧 - Pre-flight dependency-upgrade impact analysis: reports exactly which of your code's API usages break *before* you bump a dependency, with line numbers, severity, and fix hints. Also verifies AI-written code against the actually-installed API to catch hallucinated calls. Static analysis only — never runs third-party code. Python + .NET. `pip install bumpguard-mcp`
- [MasterPlayspots/motionspec](https://github.com/MasterPlayspots/motionspec) [](https://glama.ai/mcp/servers/MasterPlayspots/motionspec) 📇 ☁️ 🏠 - Reduced-motion / WCAG 2.2.2+2.3.3 verification for web animation: agents author validated specs; a deterministic compiler emits reduced-motion-safe, on-budget CSS. Keyless hosted endpoint (motion_catalog, motion_validate).
+- [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.
- [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.
@@ -1046,6 +1114,8 @@ Data Platforms for data integration, transformation and pipeline orchestration.
- [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.
- [Nishant-Chaudhary5338/mcp-code-indexer](https://github.com/Nishant-Chaudhary5338/mcp-code-indexer) [](https://glama.ai/mcp/servers/Nishant-Chaudhary5338/mcp-code-indexer) 📇 🏠 - Index any TypeScript/React repo (including monorepos) into a queryable code graph. Reverse queries (who-renders, who-calls, find-references), blast-radius analysis, dependency cycles, dead-code orphans, and symbol signatures — exposed over stdio. Install: `npx code-graph-indexer`.
+- [noisy/noisy-coding](https://github.com/noisy/noisy-coding) [](https://glama.ai/mcp/servers/noisy/noisy-coding) 🐍 🏠 🍎 🪟 🐧 - Voice interface for Claude Code: talk to your agent and it talks back while it works. Live speech-to-text with turn-taking, Grok/xAI voices, per-subagent voice personas, and a real-time HUD dashboard. Ships as a Docker image and a Claude Code plugin.
+- [nomadop/session-watcher](https://github.com/nomadop/session-watcher) [](https://glama.ai/mcp/servers/nomadop/session-watcher) 📇 🏠 🍎 🪟 🐧 - EOQ-based context economics for coding agents. Monitors LLM token cache with inventory theory, signals optimal session restart timing via live dashboard and terminal statusline. Zero context pollution — no metric ever enters the model's context.
- [oddunits/pntr-cli](https://github.com/oddunits/pntr-cli) [](https://glama.ai/mcp/servers/oddunits/pntr-cli) 🎖️ 📇 ☁️ - The official MCP server for PNTR free dev subdomains — register a `*.pntr.dev` subdomain, manage its DNS records, receive email on a disposable inbox, and capture inbound HTTP requests for webhook debugging. Free tier, no key needed to start. Local stdio via `npx @pntr/cli` or hosted endpoint (`https://api.pntr.dev/mcp`, OAuth).
- [raccioly/docguard](https://github.com/raccioly/docguard) [](https://glama.ai/mcp/servers/raccioly/docguard) 📇 🏠 🍎 🪟 🐧 - Deterministic documentation-drift detection for AI agents. Validates a project's canonical docs against its actual code — no LLM guessing; every finding has a stable code and a suggested fix. Five read-only tools over stdio: guard, score, explain, verify-claims, diagnose. `npx -y docguard-cli mcp`
- [tatavarthitarun/nowsecure-mcp-server](https://github.com/tatavarthitarun/nowsecure-mcp-server) [](https://glama.ai/mcp/servers/tatavarthitarun/nowsecure-mcp-server) 📇 ☁️ 🍎 🪟 🐧 - MCP server for NowSecure Platform mobile security testing. List applications, pull remediation findings via GraphQL, and generate PDF reports locally (bypasses broken UI export). Published as `nowsecure-mcp-server`. `npx -y nowsecure-mcp-server`
@@ -1055,12 +1125,16 @@ Data Platforms for data integration, transformation and pipeline orchestration.
- [saiffmirza/kiyas](https://github.com/saiffmirza/kiyas) [](https://glama.ai/mcp/servers/saiffmirza/kiyas) 📇 🏠 ☁️ 🍎 🪟 🐧 - Design-fidelity checks for AI agents: compare a Figma frame (or any design screenshot) against the rendered implementation and get structured discrepancies with CSS properties and severity. Resolves a natural-language component description to a URL + selector in your codebase, screenshots it with Playwright, and compares via vision AI using your existing Claude Code or Codex subscription — no API keys. 90% mutation recall, zero false positives on its golden eval set. `npx -y kiyas-cli mcp`
- [sapph1re/mcp-billing-gateway-sdk](https://github.com/sapph1re/mcp-billing-gateway-sdk) [](https://glama.ai/mcp/servers/sapph1re/mcp-billing-gateway-sdk) 📇 ☁️ - Billing infrastructure for MCP server operators. Add Stripe subscriptions, per-call credits, tiered pricing, and x402 crypto micropayments to any MCP server without writing billing code. Operator dashboard included.
- [agenticempire/axint](https://github.com/agenticempire/axint) [](https://glama.ai/mcp/servers/agenticempire/axint) 📇 🏠 - Apple-native execution layer for AI agents. Compiles TypeScript to validated Swift — App Intents, SwiftUI views, WidgetKit widgets, and full apps. 13 MCP tools, 150 diagnostics, 500 tests.
+- [AIStoryHub/etincel](https://github.com/AIStoryHub/etincel) [](https://glama.ai/mcp/servers/AIStoryHub/etincel) 🎖️ 📇 🏠 ☁️ 🍎 🪟 🐧 - Deterministic, local audit for AI writing tells (uniform paragraphs, hedged authority, stock transitions), paired with a trainable voice layer so Claude, Cursor, or any MCP client drafts closer to a real voice before you read it. No model call in the audit path. Also ships as a CLI and GitHub Action. `npx etincel serve`
- [callstackincubator/agent-device](https://github.com/callstackincubator/agent-device) [](https://glama.ai/mcp/servers/callstackincubator/agent-device) 📇 🏠 🍎 🐧 - Discovery router for the agent-device CLI. Exposes status, install guidance, version-matched help, prompts, and resources for iOS, Android, tvOS, macOS, and Linux automation workflows.
- [cq27-dev/rag-rat](https://github.com/cq27-dev/rag-rat) [](https://glama.ai/mcp/servers/cq27-dev/rag-rat) 🦀 🏠 🍎 🪟 🐧 - Local repo-intelligence index and MCP server for coding agents — "what a repository knows about itself." Hybrid BM25 + vector semantic search, a tree-sitter code graph (callers/callees/imports across Rust, TS/TSX, Kotlin, C/C++, Python) with an optional compiler-grade SCIP oracle, queryable git/GitHub history, and typed, source-anchored repo memories (Invariant, Decision, Risk, …) that persist across sessions. Every result carries provenance — confidence labels and coverage warnings. Keeps source read-only; a background watcher keeps queries fresh. PreToolUse hooks augment `grep` and flag near-duplicate code as you write it. `cargo install rag-rat`
+- [jospnunes/idencify-mcp](https://github.com/jospnunes/idencify-mcp) [](https://glama.ai/mcp/servers/jospnunes/idencify-mcp) 🎖️ 🦀 ☁️ - Hosted code-intelligence platform: connect a GitHub repo and agents get a whole-repo, cross-language call graph with 14 tools — blast-radius impact analysis, transitive callers, dead code, dependency cycles, architecture health, hybrid semantic search, and exact graph diffs between commits. OAuth 2.1; works with Claude Code, Cursor, and any MCP client.
- [drhalto/agentmako](https://github.com/drhalto/agentmako) [](https://glama.ai/mcp/servers/drhalto/agentmako) 📇 🏠 🍎 🪟 🐧 - Local-first codebase intelligence engine. Gives coding agents structured context packets, indexed code/schema facts, and diagnostics over MCP, backed by a local SQLite store — so agents stop rediscovering your repo with raw grep. Optional Postgres/Supabase awareness and a bundled Claude Code plugin.
- [Dusheh/myclaw-toolkit](https://github.com/Dusheh/myclaw-toolkit) [](https://glama.ai/mcp/servers/Dusheh/myclaw-toolkit) 📇 ☁️ 🍎 🪟 🐧 - 23-in-1 developer utility MCP server: web search, exchange rates, crypto prices, QR codes, JSON formatter, UUID, URL tools, domain check, RSS feeds, and more. 6 paid APIs via x402 micropayments ($0.003 USDC on Base). `npx myclaw-toolkit`
- [paramount-engineering/roku-dev-studio](https://github.com/paramount-engineering/roku-dev-studio) [](https://glama.ai/mcp/servers/paramount-engineering/roku-dev-studio) 📇 🏠 🍎 🪟 🐧 - All-in-one developer tool and MCP Server for Roku development, featuring ECP device control, automated channel sideloading, BrightScript debugging, and real-time log monitoring.
- [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]"`.
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.
@@ -1176,6 +1250,7 @@ Tools and integrations that enhance the development workflow and environment man
- [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.
- [flipt-io/mcp-server-flipt](https://github.com/flipt-io/mcp-server-flipt) 📇 🏠 - Enable AI assistants to interact with your feature flags in [Flipt](https://flipt.io).
- [flytohub/flyto-core](https://github.com/flytohub/flyto-core) [](https://glama.ai/mcp/servers/@flytohub/flyto-core) 🐍 🏠 - Deterministic execution engine for AI agents with 412 modules across 78 categories (browser, file, Docker, data, crypto, scheduling). Features execution trace, evidence snapshots, replay from any step, and supports both STDIO and Streamable HTTP transport.
+- [ForeverTools/kiprio-mcp](https://github.com/ForeverTools/kiprio-mcp) [](https://glama.ai/mcp/servers/ForeverTools/kiprio-mcp) 🐍 ☁️ - Multi-purpose API toolkit: email validation, DNS lookup, WHOIS, SSL certificate inspection, IBAN validation, business day calculator, hash encoding, and GPU pricing. Free tier included. `pip install kiprio-mcp`
- [freema/mcp-design-system-extractor](https://github.com/freema/mcp-design-system-extractor) 📇 🏠 - Extracts component information from Storybook design systems. Provides HTML, styles, props, dependencies, theme tokens and component metadata for AI-powered design system analysis.
- [gavelcode/gavel](https://github.com/gavelcode/gavel) [](https://glama.ai/mcp/servers/gavelcode/gavel) 🏎️ 🏠 - Code-quality gate for Bazel monorepos: runs lint, coverage and architecture checks off the build graph and returns a pass/fail verdict an agent can request before finishing a change.
- [GeiserX/lynxprompt-mcp](https://github.com/GeiserX/lynxprompt-mcp) [](https://glama.ai/mcp/servers/GeiserX/lynxprompt-mcp) 🏎️ ☁️ 🍎 🪟 🐧 - Go-based MCP server for LynxPrompt prompt management. Create, search, and organize AI prompts and AGENTS.md/CLAUDE.md configuration files. Docker image available.
@@ -1196,6 +1271,7 @@ Tools and integrations that enhance the development workflow and environment man
- [Muhammed-AbdelGhany/rest_api_mcp](https://github.com/Muhammed-AbdelGhany/rest_api_mcp) [](https://glama.ai/mcp/servers/Muhammed-AbdelGhany/rest_api_mcp) 📇 🏠 🍎 🪟 🐧 - MCP server for authenticated REST API calls — auto-login, token caching, 2FA/OTP support, Swagger spec fetch, and fuzzy endpoint search. Works with any REST API without writing auth code.
- [hloiseaufcms/mcp-gopls](https://github.com/hloiseaufcms/mcp-gopls) 🏎️ 🏠 - A MCP server for interacting with [Go's Language Server Protocol (gopls)](https://github.com/golang/tools/tree/master/gopls) and benefit from advanced Go code analysis features.
- [hoklims/stacksfinder-mcp](https://github.com/hoklims/stacksfinder-mcp) 📇 🏠 🍎 🪟 🐧 - Deterministic tech stack recommendations with 6-dimension scoring. Analyze, compare technologies, get optimal stack suggestions for any project type. 10 tools (4 free, 6 Pro).
+- [homespunapps/homespun](https://github.com/homespunapps/homespun) [](https://glama.ai/mcp/servers/homespunapps/homespun) 🎖️ 📇 ☁️ 🏠 🍎 🪟 🐧 - Deploy and operate multi-user web apps from an agent: one call returns a live app on its own URL with magic-link sign-in, a shared realtime database, per-role permissions, email notifications and file uploads, and the agent keeps read and write access to the app's data afterwards to keep changing it. Remote `https://homespun.dev/mcp` or `npx -y @homespunapps/mcp`.
- [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
@@ -1244,6 +1320,7 @@ Tools and integrations that enhance the development workflow and environment man
- [kindly-software/kdb](https://github.com/kindly-software/kdb) 🦀 ☁️ - AI-powered time-travel debugger with bidirectional execution replay, audit-compliant hash-chain logging, and SIMD-accelerated stack unwinding. Free Hobby tier available.
- [knewstimek/agent-tool](https://github.com/knewstimek/agent-tool) [](https://glama.ai/mcp/servers/knewstimek/agent-tool) 🏎️ 🏠 🍎 🪟 🐧 - Encoding-aware, indentation-smart file tools for AI coding agents. 20+ tools including read/edit with automatic encoding detection, smart indentation conversion, SSH, SFTP, process management, and system utilities. Preserves file encoding (UTF-8, EUC-KR, Shift_JIS, etc.) and respects .editorconfig settings.
- [KryptosAI/mcp-observatory](https://github.com/KryptosAI/mcp-observatory) [](https://glama.ai/mcp/servers/KryptosAI/mcp-observatory) 📇 🏠 🍎 🪟 🐧 - Regression testing for MCP servers. Auto-discovers servers from Claude configs, checks capabilities, invokes tools, detects schema drift between versions, and recommends new servers based on your environment. Works as both a CLI and an MCP server.
+- [kyisaiah47/kynth-mcp](https://github.com/kyisaiah47/kynth-mcp) [](https://glama.ai/mcp/servers/kyisaiah47/kynth-mcp) 📇 ☁️ - Eleven keyless read-only lookups for questions a model cannot answer from a training cutoff, because the fact changed after it: what a given AI model costs today, whether a dependency is still maintained, what a SaaS stack costs per month, item-level search across public shadcn registries, published agent skills and configs, AI app-builder App Store readiness, ADA Title II accessibility reports for US .gov sites, and nonprofit good-standing. No API key, no signup. `npx -y kynth-mcp`
- [LadislavSopko/mcp-ai-server-visual-studio](https://github.com/LadislavSopko/mcp-ai-server-visual-studio) #️⃣ 🏠 🪟 - MCP AI Server for Visual Studio. 20 Roslyn-powered tools giving AI assistants semantic code navigation, symbol search, inheritance trees, call graphs, safe rename, build/test execution. Works with Claude, Codex, Gemini, Cursor, Copilot, Windsurf, Cline.
- [kimwwk/repocrunch](https://github.com/kimwwk/repocrunch) [](https://glama.ai/mcp/servers/@kimwwk/repo-crunch) 🐍 🏠 🍎 🪟 🐧 - MCP server that gives AI agents structured, ground-truth GitHub repository intelligence. Analyze tech stack, dependencies, architecture, health metrics, and security indicators with deterministic JSON output.
- [lamemind/mcp-server-multiverse](https://github.com/lamemind/mcp-server-multiverse) 📇 🏠 🛠️ - A middleware server that enables multiple isolated instances of the same MCP servers to coexist independently with unique namespaces and configurations.
@@ -1253,6 +1330,7 @@ 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.
+- [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.
@@ -1358,6 +1436,7 @@ Tools and integrations that enhance the development workflow and environment man
- [SimplyLiz/CodeMCP](https://github.com/SimplyLiz/CodeMCP) 🏎️ 🏠 🍎 🪟 🐧 - Code intelligence MCP server with 80+ tools for semantic code search, impact analysis, call graphs, ownership detection, and architectural understanding. Supports Go, TypeScript, Python, Rust, Java via SCIP indexing.
- [simplypixi/bugbug-mcp-server](https://github.com/simplypixi/bugbug-mcp-server) ☁️ - MCP for BugBug API, to manage test and suites on BugBug
- [skullzarmy/vibealive](https://github.com/skullzarmy/vibealive) 📇 🏠 🍎 🪟 🐧 — Full-featured utility to test Next.js projects for unused files and APIs, with an MCP server that exposes project analysis tools to AI assistants.
+- [smplkit/mcp](https://github.com/smplkit/mcp) [](https://glama.ai/mcp/servers/smplkit/mcp) 📇 ☁️ - Scheduled HTTP jobs from your AI agent — cron, one-off, or on-demand, with retries and run history.
- [snaggle-ai/openapi-mcp-server](https://github.com/snaggle-ai/openapi-mcp-server) 🏎️ 🏠 - Connect any HTTP/REST API server using an Open API spec (v3)
- [softvoyagers/linkshrink-api](https://github.com/softvoyagers/linkshrink-api) 📇 ☁️ - Free privacy-first URL shortener API with analytics and link management. No API key required.
- [softvoyagers/ogforge-api](https://github.com/softvoyagers/ogforge-api) 📇 ☁️ - Free Open Graph image generator API with themes, Lucide icons, and custom layouts. No API key required.
@@ -1388,6 +1467,7 @@ Tools and integrations that enhance the development workflow and environment man
- [Mibayy/token-savior](https://github.com/Mibayy/token-savior) [](https://glama.ai/mcp/servers/Mibayy/token-savior) 🐍 🏠 🍎 🪟 🐧 - Structural code intelligence MCP server for AI-assisted development. Navigate and edit code by symbol names instead of raw text — symbol lookup, dependency graphs, call chains, dead code detection, and structural diff. Replaces grep/cat with semantic tools: 87% token reduction on large codebases.
- [Tommertom/awesome-ionic-mcp](https://github.com/Tommertom/awesome-ionic-mcp) 📇 🏠 - Your Ionic coding buddy enabled via MCP – build awesome mobile apps using React/Angular/Vue or even Vanilla JS!
- [tosin2013/mcp-adr-analysis-server](https://github.com/tosin2013/mcp-adr-analysis-server) 📇 ☁️ 🏠 - AI-powered architectural analysis server for software projects. Provides technology stack detection, ADR management, security checks, enhanced TDD workflow, and deployment readiness validation with support for multiple AI models.
+- [TranQui004/signalint](https://github.com/TranQui004/signalint) [](https://glama.ai/mcp/servers/TranQui004/signalint) 📇 🏠 🍎 🪟 🐧 - Local stdio MCP server for compact, cached, loop-aware JavaScript/TypeScript diagnostics. Clusters and prioritizes Oxlint/tsc/Biome issues, caches per-engine results to skip unchanged files, and detects recurring diagnostic loops. Also ships a `signalint` CLI and a composite GitHub Action for CI use.
- [tumf/mcp-text-editor](https://github.com/tumf/mcp-text-editor) 🐍 🏠 - A line-oriented text file editor. Optimized for LLM tools with efficient partial file access to minimize token usage.
- [ukkit/memcord](https://github.com/ukkit/memcord) 🐍 🏠 🐧 🍎 - A MCP server that keeps your chat history organized and searchable—with AI-powered summaries, secure memory, and full control.
- [utensils/mcp-nixos](https://github.com/utensils/mcp-nixos) 🐍 🏠 - MCP server providing accurate information about NixOS packages, system options, Home Manager configurations, and nix-darwin macOS settings to prevent AI hallucinations.
@@ -1468,17 +1548,22 @@ Tools and integrations that enhance the development workflow and environment man
- [get-tmonier/argot](https://github.com/get-tmonier/argot) [](https://glama.ai/mcp/servers/get-tmonier/argot) 🎖️ 🦀 🏠 🍎 🪟 🐧 - Guardrail that checks agent-written code against a repo's own git-history-learned patterns — flags foreign dependencies, reinvented functions, misplaced code, broken layering, and gamed tests. Exposes `voice_context` (the repo's familiar imports/idioms for a file, so agents write in-voice before generating), `check` (score a generated hunk against the repo's patterns), and `explain`. 100% local, no LLM, single Rust binary. `npm i -g @tmonier/argot`
- [MikhailHal/ariadne](https://github.com/MikhailHal/ariadne) [](https://glama.ai/mcp/servers/MikhailHal/ariadne) ☕ 🏠 🍎 🪟 🐧 - Affected-test selection for Kotlin/Android projects: returns only the unit tests impacted by the current working-tree changes, so agents skip full test runs while iterating. Function-level static analysis via Kotlin Analysis API — call graph over functions, properties (initializers, delegates, accessors), constructors and callable references — with automatic multi-module and Android variant source-set discovery. Verified on Now in Android (34 modules, ~4s per query). `brew install mikhailhal/tap/ariadne`
- [DanMat/create-packkit](https://github.com/DanMat/create-packkit/tree/main/mcp) [](https://glama.ai/mcp/servers/DanMat/create-packkit) 📇 🏠 - Scaffold modern npm packages, CLIs, services, and full-stack monorepos from your agent. Three tools: inspect the option schema, preview the generated file tree, and write the project to disk — optionally creating the GitHub repo and pushing to it, or merging into an existing clone without overwriting anything. Also available as a CLI and a web configurator. `npx -y packkit-mcp`
+- [gvasile29/qai-consultant](https://github.com/gvasile29/qai-consultant) [](https://glama.ai/mcp/servers/gvasile29/qai-consultant) 🐍 🏠 🍎 🪟 🐧 - Keyless local MCP server bringing ISTQB / OWASP / IEEE / ISO / EU AI Act QA standards into your AI client: standards-grounded retrieval, deterministic QA effort estimation, and automated QA document quality review (0-100 rubric) plus JUnit/CSV test-results flakiness analysis. `uvx qai-consultant-mcp`
- [MGM-FALCON/quelllm-mcp](https://github.com/MGM-FALCON/quelllm-mcp) [](https://glama.ai/mcp/servers/MGM-FALCON/quelllm-mcp) 🐍 ☁️ 🍎 🪟 🐧 - MCP server for [quelllm.fr](https://quelllm.fr) — open-weights LLM catalog (250+ models with params, VRAM by quantization, tokens/sec, license). Tools: `list_models`, `get_model`, `compare`, `estimate_vram`, `estimate_cost` (API providers vs self-hosted hardware in EUR), `search_models`. Useful when picking a local model that fits your GPU/Mac.
- [imqueue/mcp](https://github.com/imqueue/mcp) [](https://glama.ai/mcp/servers/imqueue/mcp) 📇 🏠 - Search @imqueue docs and scaffold typed services & clients for AI coding agents, access CLI and manage your service fleet.
- [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`
### 🔒 Delivery
+- [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`.
- [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).
- [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`.
- [Yang1Bai/claw-tsaver](https://github.com/Yang1Bai/claw-tsaver)__ 🐍 🏠 🍎 🪟 🐧 - Token-saving MCP proxy that intercepts oversized tool returns and replaces them with a preview + on-demand handle. Real benchmark: 11,507 tokens → 104 tokens (99.1% saved) on a Wikipedia fetch. Works with OpenClaw + Claude.
- [childrentime/reactuse](https://github.com/childrentime/reactuse) [](https://glama.ai/mcp/servers/childrentime/reactuse) 📇 🏠 🍎 🪟 🐧 - MCP server for the [ReactUse](https://reactuse.com) library — 110+ React Hooks (TypeScript-first, SSR-compatible, tree-shakable). Lets AI assistants discover hook signatures, demos, and usage patterns directly from the docs.
@@ -1486,6 +1571,7 @@ Tools and integrations that enhance the development workflow and environment man
- [todah-zg/codemagic-mcp](https://github.com/todah-zg/codemagic-mcp) [](https://glama.ai/mcp/servers/todah-zg/codemagic-mcp) 📇 ☁️ - Build, sign, and publish iOS and Android apps through AI agents. Integrates Codemagic CI/CD, App Store Connect, and Google Play in one server.
- [deslay1/amendor-mcp](https://github.com/deslay1/amendor-mcp) [](https://glama.ai/mcp/servers/deslay1/amendor-mcp) 📇 ☁️ - Lets the non-technical people you build for request UI changes directly on your live site, then pulls each request (with the exact element and page) into your coding agent so it builds it on a branch and opens a pull request. Works with Claude Code, Cursor, Cline, Codex, and remote agents over HTTP. `npx -y amendor-mcp`
- [LS-SIEM-LLP/qa-probe](https://github.com/LS-SIEM-LLP/qa-probe) [](https://glama.ai/mcp/servers/LS-SIEM-LLP/qa-probe) 📇 🏠 🍎 🪟 🐧 - Probes your live API and classifies why each endpoint failed (root cause + evidence + calibrated confidence) over MCP, so your AI assistant debugs from evidence instead of guessing. Deterministic rules, no black box. Works with FastAPI, Express, Next.js, tRPC, and GraphQL. `npm i -g qa-probe`
+- [zyqzyq/Unfour](https://github.com/zyqzyq/Unfour) [](https://glama.ai/mcp/servers/zyqzyq/Unfour)🦀 🏠 🪟 🍎 - Local-first backend developer workspace exposing API debugging, SSH, database, workspace, and diagnostics tools to AI agents through a local MCP server, with workspace-scoped safety policies and confirmation for risky actions.
### 🧮 Data Science Tools
@@ -1509,6 +1595,7 @@ Integrations and tools designed to simplify data exploration, analysis and enhan
- [haiiibin/data-profiler-mcp](https://github.com/haiiibin/data-profiler-mcp) [](https://glama.ai/mcp/servers/haiiibin/data-profiler-mcp) 🐍 🏠 🍎 🪟 🐧 - Profiles tabular data files (CSV, TSV, Parquet, Excel, JSON) for LLM agents: one-call dataset overview, per-column statistics, a data-quality audit (missing values, duplicates, mixed types, outliers), and memory-saving dtype suggestions. Pure Python (pandas); files are read locally and nothing leaves your machine. `pip install data-profiler-mcp`.
- [HumanSignal/label-studio-mcp-server](https://github.com/HumanSignal/label-studio-mcp-server) 🎖️ 🐍 ☁️ 🪟 🐧 🍎 - Create, manage, and automate Label Studio projects, tasks, and predictions for data labeling workflows.
- [jjsantos01/jupyter-notebook-mcp](https://github.com/jjsantos01/jupyter-notebook-mcp) 🐍 🏠 - connects Jupyter Notebook to Claude AI, allowing Claude to directly interact with and control Jupyter Notebooks.
+- [jonahthan433/cortexcloud-mcp](https://github.com/jonahthan433/cortexcloud-mcp) [](https://glama.ai/mcp/servers/jonahthan433/cortexcloud-mcp) 📇 ☁️ - Pay-per-call QUBO/Ising optimization for AI agents: estimate free, solve per run (classical $0.05, hybrid $0.10, quantum $0.85) via x402 (USDC on Base). No API keys. Remote Streamable HTTP at https://api.cortexcloud.org/mcp.
- [kdqed/zaturn](https://github.com/kdqed/zaturn) 🐍 🏠 🪟 🐧 🍎 - Link multiple data sources (SQL, CSV, Parquet, etc.) and ask AI to analyze the data for insights and visualizations.
- [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`.
@@ -1531,6 +1618,8 @@ Integrations and tools designed to simplify data exploration, analysis and enhan
Interactive charts, dashboards, and visual data tools rendered inside AI conversations.
+- [ganapativs/microcharts](https://github.com/ganapativs/microcharts/tree/main/packages/mcp) [](https://glama.ai/mcp/servers/ganapativs/microcharts) 📇 🏠 🍎 🪟 🐧 - Word-sized charts (sparklines, bars, bullets — 106 types) rendered to self-contained SVG with generated alt text. Three tools: find the right chart for a question, get its wiring, render it. Works in chat surfaces that can't run React. Install via `npx -y @microcharts/mcp`.
+
- [KyuRish/mcp-dashboards](https://github.com/KyuRish/mcp-dashboards) [](https://glama.ai/mcp/servers/@KyuRish/mcp-dashboards) 📇 🏠 🍎 🪟 🐧 - 45+ interactive chart types (bar, line, pie, candlestick, sankey, geo, radar, funnel, treemap, and more), dashboards with KPI cards, drill-down navigation, live API polling, 20 themes, and export to PNG/PPT/A4. Built on MCP Apps.
- [marzukia/charted](https://github.com/marzukia/charted) [](https://glama.ai/mcp/servers/marzukia/charted) 🐍 🏠 🍎 🪟 🐧 - Zero-dependency chart server that renders bar, line, pie, scatter, and more from JSON or CSV to SVG, HTML, PNG, or data URL. Built-in themes; PNG output renders inline in chat. Install via `uvx --from charted[mcp] charted-mcp`.
@@ -1556,6 +1645,7 @@ Provides access to documentation and shortcuts for working on embedded devices.
- [horw/esp-mcp](https://github.com/horw/esp-mcp) 📟 - Workflow for fixing build issues in ESP32 series chips using ESP-IDF.
- [kukapay/modbus-mcp](https://github.com/kukapay/modbus-mcp) 🐍 📟 - An MCP server that standardizes and contextualizes industrial Modbus data.
- [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.
- [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.
@@ -1569,7 +1659,9 @@ Provides access to documentation and shortcuts for working on embedded devices.
MCP servers for learning management systems (LMS) and educational tools.
- [admin978/canvas-mcp](https://github.com/admin978/canvas-mcp) [](https://glama.ai/mcp/servers/admin978/canvas-mcp) 🐍 🏠 🍎 🪟 🐧 - Local-first MCP server for Canvas LMS. Stdio transport, no third-party broker, token stays in `~/.canvas.env`. Exposes courses, assignments, modules, announcements, grades, planner items, upcoming events, todo, and bulk file dump as MCP 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`.
- [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: .
@@ -1578,11 +1670,13 @@ MCP servers for learning management systems (LMS) and educational tools.
MCP servers for e-commerce platforms and online store management.
+- [A1-x-Tech/mcp-yango-retail](https://github.com/A1-x-Tech/mcp-yango-retail) [](https://glama.ai/mcp/servers/A1-x-Tech/mcp-yango-retail) 📇 ☁️ - Yango Tech Retail (grocery platform) B2B API — orders, receipts, products, prices, discounts, stocks and stores.
- [agentcentral-to/agent-central-mcp](https://github.com/agentcentral-to/agent-central-mcp) [](https://glama.ai/mcp/servers/agentcentral-to/agent-central-mcp) 📇 ☁️ - Hosted Amazon Seller Central and Amazon Ads MCP server for Claude, ChatGPT, and other AI clients, exposing inventory, orders, catalog, finance, fulfillment, and advertising data through a remote MCP endpoint.
- [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`.
- [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`.
- [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`.
@@ -1604,6 +1698,7 @@ MCP servers for e-commerce platforms and online store management.
- [slookisen/lokal](https://github.com/slookisen/lokal) [](https://glama.ai/mcp/servers/slookisen/lokal) 📇 ☁️ 🍎 🪟 🐧 - Search and discover 1,400+ verified local food producers in Norway — farms, REKO rings, farmers' markets, and farm shops. Natural-language search (NO/EN), geo-filtered discovery, and A2A protocol support, backed by [rettfrabonden.com](https://rettfrabonden.com). Install via `npx lokal-mcp`.
- [tokenofesteem/mcp](https://github.com/tokenofesteem/mcp) [](https://glama.ai/mcp/servers/tokenofesteem/mcp) 🎖️ 📇 ☁️ - An agent can commission a funny, personalized printed booklet and have it printed and mailed as a gift, including a surprise for its own user. Pay with an account token, or tokenless with a single-use Stripe payment over HTTP 402. Remote MCP, US shipping, $19.99.
- [wppoland/woocommerce-mcp](https://github.com/wppoland/woocommerce-mcp) [](https://glama.ai/mcp/servers/wppoland/woocommerce-mcp) 📇 🏠 🍎 🪟 🐧 - Read-only MCP server for WordPress + WooCommerce. Five tools over the existing WP/WooCommerce REST APIs: list/search products, product details, recent orders, sales reports (week/month/last_month/year), and public blog-post search. No writes, no store-side plugin to install. Built by WPPoland. Install: `git clone` + `npm run build`.
+- [ncosic/webotee-mcp](https://github.com/ncosic/webotee-mcp) [](https://glama.ai/mcp/servers/ncosic/webotee-mcp) 🐍 ☁️ - Hosted Amazon market-intelligence MCP for Claude, ChatGPT, and other clients (Webotee AI Connect). Query brands, sellers, ASINs, under-competed niches, the cross-seller operator network, observed buy-box history, and Amazon/Walmart cross-marketplace overlap from a pre-collected research dataset. 76 read-only research tools at the remote endpoint `https://app.webotee.com/mcp` (paid plan, 7-day free trial).
- [ztemerbekov/a1-yandex-kit-skills](https://github.com/ztemerbekov/a1-yandex-kit-skills) [](https://glama.ai/mcp/servers/ztemerbekov/a1-yandex-kit-skills) 📇 ☁️ - Yandex KIT (Яндекс KIT) e-commerce platform — manage products and variants, prices, orders, discounts, promo codes, collections, warehouses and webhooks. 61 curated tools plus a kit_request escape hatch covering all 133 API operations.
### 🛒 E-Commerce
@@ -1634,6 +1729,7 @@ Provides direct access to local file systems with configurable permissions. Enab
- [convertica-net/convertica-mcp](https://github.com/convertica-net/convertica-mcp) [](https://glama.ai/mcp/servers/convertica-net/convertica-mcp) 📇 ☁️ - Convert PDF ⇄ Word, Excel, PowerPoint, JPG, HTML, Markdown, EPUB and PDF/A, plus merge, split, compress, watermark, sign, and protect PDFs, and convert images (HEIC, WebP) — 35+ tools from convertica.net. Zero-config via `npx convertica-mcp`.
- [cyberchitta/llm-context.py](https://github.com/cyberchitta/llm-context.py) 🐍 🏠 - Share code context with LLMs via MCP or clipboard
- [dabito/hledit-mcp](https://github.com/dabito/hledit-mcp) [](https://glama.ai/mcp/servers/dabito/hledit-mcp) 📇 🏠 🍎 🪟 🐧 - Hash-anchored file edits for MCP clients. Reads files with line anchors, validates anchors against current content, and rejects stale writes before changing files.
+- [dimitar-grigorov/mcp-file-tools](https://github.com/dimitar-grigorov/mcp-file-tools) [](https://glama.ai/mcp/servers/dimitar-grigorov/mcp-file-tools) 🏎️ 🏠 🍎 🪟 🐧 - Filesystem server for legacy, non-UTF-8 files. Auto-detects and converts 24 encodings (CP1251, CP1252, ISO-8859-x, KOI8-R/U, GBK/GB18030), keeps each file's original encoding on write, and manages BOM and line endings. Encoding-aware grep, partial reads with offset/limit for large files, and allowed-directory confinement. Single Go binary, no runtime dependencies.
- [Dissimilis/DirForge](https://github.com/Dissimilis/DirForge) [](https://glama.ai/mcp/servers/Dissimilis/DirForge) #️⃣ 🏠 🍎 🪟 🐧 - Read-only directory listing web app with a built-in MCP server: directory browsing, file reading, content search, archive inspection, file hashes, and disk usage tools over a configured root.
- [drolosoft/go-docs-mcp](https://github.com/drolosoft/go-docs-mcp) [](https://glama.ai/mcp/servers/drolosoft/go-docs-mcp) 🏎️ 🏠 🍎 🐧 - Multi-format document MCP server — read, search, OCR, and extract from PDF, TXT, MD, DOCX, CSV, and images. Single Go binary, 12 tools, smart mtime-based caching, directory-locked security.
- [ebbfijsf/agent-reader](https://github.com/ebbfijsf/agent-reader) [](https://glama.ai/mcp/servers/ebbfijsf/agent-reader) 📇 🏠 🍎 🪟 🐧 - Document beautifier for AI agents. Converts Markdown to styled webpages (with sidebar TOC), Word, PDF, and full-screen image slideshows. Zero-config via `npx agent-reader mcp`.
@@ -1667,7 +1763,8 @@ 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
-- [ogasurfproject-jpg/horizon-shield](https://github.com/ogasurfproject-jpg/horizon-shield) [](https://glama.ai/mcp/servers/ogasurfproject-jpg/horizon-shield) 📇 ☁️ - Third-party auditor for Japanese construction & renovation estimates; flags overcharge and returns Bitcoin-anchored, verifiable signed receipts (PTKA). Remote MCP, no auth.
+- [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`.
+- [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
- [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`.
@@ -1695,6 +1792,7 @@ Provides direct access to local file systems with configurable permissions. Enab
- [@asterpay/mcp-server](https://github.com/timolein74/asterpay-mcp-server) [](https://glama.ai/mcp/servers/timolein74/asterpay-mcp-server) 📇 ☁️ - EUR settlement for AI agents via x402 protocol. Market data, AI tools, crypto analytics — pay-per-call in USDC on Base. SEPA Instant EUR off-ramp.
- [Apex-Foundation/copilot-mcp](https://github.com/Apex-Foundation/copilot-mcp) [](https://glama.ai/mcp/servers/Apex-Foundation/copilot-mcp) 📇 ☁️ 🍎 🪟 🐧 - Web3 founder diligence stack: smart contract audit (Solidity via Slither, Rust via cargo-audit) with file/line findings, jurisdiction matching across 28 crypto-native domiciles, VC fund discovery with thesis matching, portfolio comparison against 47 accelerator companies, project scoring across team/traction/tokenomics/market/security, hackathon search, Twitter audience audit.
- [@czagents/cnb](https://github.com/martinhavel/cz-agents-mcp) [](https://glama.ai/mcp/servers/martinhavel/cz-agents-mcp) 📇 ☁️ 🏠 🍎 🪟 🐧 - Czech National Bank (ČNB) daily FX rates: fetch official CZK exchange rates, convert between currencies, fetch historical rates. Cached 10 min to ease upstream load. npm `@czagents/cnb` or HTTP at cnb.cz-agents.dev/mcp.
+- [Sofiia7/ARC](https://github.com/Sofiia7/ARC) [](https://glama.ai/mcp/servers/Sofiia7/ARC) 📇 🏠 ☁️ - Browse, take, and submit USDC bounties on ArcBounty (Arc Network, ERC-8183 escrow + ERC-8004 reputation). Read-only mode needs zero credentials; add a wallet and your agent can earn real USDC. In the official MCP Registry.
- [@frihet/mcp-server](https://github.com/Frihet-io/frihet-mcp) [](https://glama.ai/mcp/servers/Frihet-io/frihet-mcp) 📇 ☁️ - AI-native business management — invoices, expenses, clients, products, and quotes. 31 tools for Claude, Cursor, Windsurf, and Cline.
- [@iiatlas/hledger-mcp](https://github.com/iiAtlas/hledger-mcp) 📇 🏠 🍎 🪟 - Double entry plain text accounting, right in your LLM! This MCP enables comprehensive read, and (optional) write access to your local [HLedger](https://hledger.org/) accounting journals.
- [Fabio662/yieldagentx402-sdks](https://github.com/Fabio662/yieldagentx402-sdks) [](https://glama.ai/mcp/servers/Fabio662/yieldagentx402-sdks) 📇 ☁️ - Custody-free, policy-gated, receipt-backed execution layer for AI agents. 16 MCP tools across 18 chains (Base, Ethereum, Bitcoin native, Starknet, NEAR, Solana, Stacks, BNB, Rootstock, Filecoin, Aptos, Sui, TON, Tron, XRPL, Stellar, Algorand). One NEAR MPC key authority signs on EVM and BTC, no private keys held anywhere. ShadeGuard policy enforcement, Intel TDX TEE attestation, HMAC-SHA256 receipts, Filecoin and BTFS anchored. x402 protocol settlement with 0.25 percent protocol fee. Public discovery with no signup needed: call yax_get_capabilities without auth. Instant test key (5 USD cap, 7 day) via POST /api/apply. Install via `npx agentx402-mcp-server`.
@@ -1763,6 +1861,7 @@ Provides direct access to local file systems with configurable permissions. Enab
- [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.
- [dan1d/cobroya](https://github.com/dan1d/mercadopago-tool) [](https://glama.ai/mcp/servers/dan1d/cobroya) 📇 ☁️ 🍎 🪟 🐧 - Mercado Pago payments for AI agents — create payment links, search payments, and issue refunds. Built for LATAM merchants.
+- [debitura/Debitura.MCP](https://github.com/debitura/Debitura.MCP) [](https://glama.ai/mcp/servers/debitura/Debitura.MCP) 🎖️ 📇 ☁️ - Cross-border debt collection: check case status, read partner messages, get pricing, and submit collection cases handled by vetted local partners in 183 countries.
- [debridge-finance/debridge-mcp](https://github.com/debridge-finance/debridge-mcp) [](https://glama.ai/mcp/servers/@debridge-finance/de-bridge) 📇 🏠 ☁️ - Cross-chain swaps and bridging across EVM and Solana blockchains via the deBridge protocol. Enables AI agents to discover optimal routes, evaluate fees, and initiate non-custodial trades.
- [decidefyi/decide](https://github.com/decidefyi/decide) 📇 ☁️ - Deterministic refund eligibility notary MCP server. Returns ALLOWED / DENIED / UNKNOWN for subscription refunds (Adobe, Spotify, etc.) via a stateless rules engine.
- [debtstack-ai/debtstack-python](https://github.com/debtstack-ai/debtstack-python) 🐍 ☁️ - Corporate debt structure data for AI agents. Search 250+ issuers, 5,000+ bonds with leverage ratios, seniority, covenants, guarantor chains, and FINRA TRACE pricing.
@@ -1802,6 +1901,7 @@ Provides direct access to local file systems with configurable permissions. Enab
- [ferdousbhai/wsb-analyst-mcp](https://github.com/ferdousbhai/wsb-analyst-mcp) 🐍 ☁️ - Reddit integration to analyze content on WallStreetBets community
- [fernikolic/clawdentials](https://github.com/fernikolic/clawdentials) 📇 ☁️ - Trust layer for AI agent commerce — escrow-protected payments, verifiable reputation scores, and Nostr identity (NIP-05) for agents. Supports USDC, USDT, and BTC (Cashu).
- [financialdatanet/mcp-server](https://github.com/financialdatanet/mcp-server) 🐍 🏠 🪟 🐧 - [FinancialData.Net](https://financialdata.net/) MCP server allows you to retrieve end-of-day and intraday stock market data, company financial statements, insider and institutional trading data, sustainability data, earnings releases, and much more.
+- [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`.
- [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.
@@ -1828,6 +1928,7 @@ Provides direct access to local file systems with configurable permissions. Enab
- [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.
- [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.
- [IndigoProtocol/indigo-mcp](https://github.com/IndigoProtocol/indigo-mcp) [](https://glama.ai/mcp/servers/IndigoProtocol/indigo-mcp) 📇 ☁️ 🏠 - MCP server for Indigo Protocol on Cardano — iAsset prices, CDP/loan analytics, stability pools, INDY staking, governance, and DEX data for LLM agents
- [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
@@ -1936,6 +2037,7 @@ Provides direct access to local file systems with configurable permissions. Enab
- [narumiruna/yfinance-mcp](https://github.com/narumiruna/yfinance-mcp) 🐍 ☁️ - An MCP server that uses yfinance to obtain information from Yahoo Finance.
- [nckhemanth0/subscription-tracker-mcp](https://github.com/nckhemanth0/subscription-tracker-mcp) 🐍 ☁️ 🏠 - MCP server for intelligent subscription management with Gmail + MySQL integration.
- [nexusforge-tools/mcp-eu-finance](https://github.com/nexusforge-tools/mcp-eu-finance) 📇 🏠 ☁️ - European financial data for AI agents — ECB rates, Eurostat inflation, GDP and unemployment by EU country. Zero API key needed. [](https://glama.ai/mcp/servers/nexusforge-tools/mcp-eu-finance)
+- [nhantour/inferenceview-mcp](https://github.com/nhantour/inferenceview-mcp) [](https://glama.ai/mcp/servers/nhantour/inferenceview-mcp) 📇 🏠 ☁️ 🍎 🪟 🐧 - Preflight x402 and MCP resources before payment and fact-check claims before an AI agent acts. Wallet keys remain local; paid calls settle in USDC on Base.
- [nicholasbester/clickup-cli](https://github.com/nicholasbester/clickup-cli) [](https://glama.ai/mcp/servers/nicholasbester/clickup-cli) 🦀 🏠 ☁️ 🍎 🪟 🐧 - ClickUp API integration with 143 MCP tools covering all ~130 endpoints. Token-efficient compact responses (~98% smaller than raw JSON), flattening nested objects for minimal context usage. Also works as a standalone CLI.
- [nikicat/mcp-wallet-signer](https://github.com/nikicat/mcp-wallet-signer) 📇 🏠 - Non-custodial EVM wallet MCP — routes transactions to browser wallets (MetaMask, etc.) for signing. Private keys never leave the browser; every action requires explicit user approval via EIP-6963.
- [0x-devc/novai-mcp-server](https://github.com/0x-devc/novai-mcp-server) [](https://glama.ai/mcp/servers/0x-devc/novai-mcp-server) 📇 ☁️ - Read-only access to the live NOVAI blockchain (AI-native L1). Query blocks, transactions, AI entities, on-chain signals, oracle anchors, and memory objects over public JSON-RPC. No keys, no write paths.
@@ -1962,6 +2064,7 @@ Provides direct access to local file systems with configurable permissions. Enab
- [plagtech/spraay-x402-mcp](https://github.com/plagtech/spraay-x402-mcp) [](https://glama.ai/mcp/servers/@plagtech/spraay-x402-mcp) 📇 ☁️ - Pay-per-call onchain data, AI models, and batch USDC payments on Base via x402 micropayments. 9 tools including swap quotes, token prices, wallet balances, ENS resolution, and multi-recipient batch transfers.
- [polygon-io/mcp_polygon)](https://github.com/polygon-io/mcp_polygon)) 🐍 ☁️ - An MCP server that provides access to [Polygon.io](https://polygon.io/) financial market data APIs for stocks, indices, forex, options, and more.
- [PostOakLabs/ainumbers-mcp-apps](https://github.com/PostOakLabs/ainumbers-mcp-apps) [](https://glama.ai/mcp/servers/@PostOakLabs/ainumbers-mcp-apps) 📇 ☁️ - 420+ deterministic fintech tools — agentic payments (AP2, x402, Visa TAP, A2A), AML/KYC risk rating, BaaS provider comparison, and MCP dev tooling (tool-definition linter, server.json validator, OAuth auditor, readiness scorecard) — with 15 flagship tools rendered as interactive MCP Apps widgets. Remote streamable HTTP, read-only, no auth, zero PII.
+- [predictionmarketspicks/mcp](https://github.com/predictionmarketspicks/mcp) [](https://glama.ai/mcp/servers/predictionmarketspicks/mcp) 🎖️ 📇 ☁️ - Quant tools + an NFL fantasy draft assistant for AI agents — Kalshi & Polymarket EV, edge, ADP. 22 tools: expected value, Kelly sizing, Bayesian updating, odds conversion, base-rate gaps and a same-game combo builder, plus a full fantasy draft board (ADP, best-available, player outlook, sleepers) — all free, no key. Pro adds cross-platform gap scanning, macro pulse, commodity and NFL edge models, and live edge alerts. Remote Streamable HTTP at `https://predictionmarketspicks.com/api/mcp/mcp` — nothing to install.
- [PreReason/mcp](https://github.com/PreReason/mcp) [](https://glama.ai/mcp/servers/PreReason/mcp) 📇 ☁️ - Pre-reasoned Bitcoin and macro market briefings with trend signals, confidence scores, and regime classification. 17 briefings covering BTC, Fed balance sheet, M2, Treasury yields, and cross-asset correlations.
- [pricepertoken/mcp-server](https://pricepertoken.com/mcp) 📇 ☁️ - LLM API pricing comparison and benchmarks across 100+ models from 30+ providers including OpenAI, Anthropic, Google, and Meta. No API key required.
- [pwh-pwh/coin-mcp-server](https://github.com/pwh-pwh/coin-mcp-server) 🐍 ☁️ - Bitget API to fetch cryptocurrency price.
@@ -2032,6 +2135,7 @@ Provides direct access to local file systems with configurable permissions. Enab
- [zolo-ryan/MarketAuxMcpServer](https://github.com/Zolo-Ryan/MarketAuxMcpServer) 📇 ☁️ - MCP server for comprehensive market and financial news search with advanced filtering by symbols, industries, countries, and date ranges.
- [mnemox-ai/tradememory-protocol](https://github.com/mnemox-ai/tradememory-protocol) [Glama](https://glama.ai/mcp/servers/mnemox-ai/tradememory-protocol) 🐍 🏠 - Structured 3-layer memory system (trades → patterns → strategy) for AI trading agents. Supports MT5, Binance, and Alpaca.
- [thoughtproof/thoughtproof-mcp](https://github.com/ThoughtProof/thoughtproof-mcp) [](https://glama.ai/mcp/servers/ThoughtProof/thoughtproof-mcp) 📇 ☁️ - Adversarial multi-model reasoning verification for AI agents before trades execute. Claude, Grok, and DeepSeek challenge each decision — returns ALLOW or HOLD with JWKS-signed attestation. x402-gated on Base (USDC). Part of the 4-issuer Combined Attestation Standard with InsumerAPI, RNWY, and Maiat.
+- [tickerdb/tickerdb-mcp](https://github.com/tickerdb/tickerdb-mcp) [](https://glama.ai/mcp/servers/tickerdb/tickerdb-mcp) 📇 ☁️ - Pre-computed market data for AI agents — 10,000+ US stocks, ETFs, and crypto with 182 categorical indicators (trend, momentum, volatility, fundamentals, stage analysis) plus state-transition history with aftermath returns. Screen, cross-reference, and backtest without computing indicators in context. `npx tickerdb-mcp`
- [tunedforai/x402-mcp](https://github.com/tunedforai/x402-mcp) [](https://glama.ai/mcp/servers/tunedforai/x402-mcp) 📇 ☁️ - Real-time crypto market structure for AI agents — orderflow across 20 exchanges, 24 tokens. 9 tools: price/funding/OI snapshots, cross-exchange CVD with whale activity, 7yr OHLCV history with buy/sell flow, on-chain address risk. Free via MCP ([`@tunedforai/x402-mcp`](https://www.npmjs.com/package/@tunedforai/x402-mcp) on npm) or pay-per-call in USDC on Base via x402 REST at [`x402.tunedfor.ai`](https://x402.tunedfor.ai) — no API key, no rate limits.
- [toolstem/toolstem-mcp-server](https://github.com/toolstem/toolstem-mcp-server) [](https://glama.ai/mcp/servers/@toolstem/toolstem-mcp-server) 📇 ☁️ 🏠 – Agent-ready financial intelligence for AI agents. Curated tools (`get_stock_snapshot`, `get_company_metrics`, `compare_companies`) that fan out to multiple financial data sources, derive human-readable signals (`UNDERVALUED`, `STRONG`, `ACCELERATING`), and pre-compute CAGRs, margin trends, and DCF upside. One call, one flat JSON response — no cross-endpoint stitching. Available on npm (`toolstem-mcp-server`), the Official MCP Registry, and the Apify Store.
- [toolstem/toolstem-sec-mcp-server](https://github.com/toolstem/toolstem-sec-mcp-server) 📇 ☁️ – SEC EDGAR signal intelligence for AI agents — insider trading (Form 4), 13F institutional holdings, 10-K/8-K filing velocity, activist risk flags, and multi-company disclosure comparisons. Three pricing tiers. Available on the Apify Store.
@@ -2051,15 +2155,19 @@ px goldbean-mcp\.
- [true402/mcp-server](https://github.com/true402/mcp-server) [](https://glama.ai/mcp/servers/true402/mcp-server) 🎖️ 📇 ☁️ - Pay-per-call AI + web + on-chain tools for agents over x402 (USDC on Base) — no accounts, no API keys; the wallet is the identity. 11 tools incl. token rug/honeypot safety (0–100 score, risk band, buy/sell simulation), new-pairs / liquidity-pull / whale-swap signals, SEO/GEO audit, web extract, link preview, robots & security-headers checks, and LLM inference. Tools auto-discover from the live catalog. `npx -y @true402.dev/mcp-server`
- [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`
- [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`.
+- [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`.
+- [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.
### 🎮 Gaming
Integration with gaming related data, game engines, and services
@@ -2081,6 +2189,7 @@ Integration with gaming related data, game engines, and services
- [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.
+- [gripforgeai/mcp](https://github.com/gripforgeai/mcp) [](https://glama.ai/mcp/servers/gripforgeai/mcp) 📇 ☁️ - Attach weapons & props to rigged 3D characters: finds the hand bone whatever the rig calls it, scales the prop to the character's hand, closes the fist, and returns engine-ready binds (three.js / Unity / Godot) plus armed GLB exports. The missing step after Tripo, Meshy or Mixamo.
- [gregario/dnd-oracle](https://github.com/gregario/dnd-oracle) [](https://glama.ai/mcp/servers/gregario/dnd-oracle) 📇 🏠 - D&D 5e SRD reference and analysis with monster search, spell lookup, encounter building, and loadout analysis. 10 tools, 1198 entities embedded.
- [gregario/godot-forge](https://github.com/gregario/godot-forge) [](https://glama.ai/mcp/servers/gregario/godot-forge) 📇 🏠 🍎 🪟 🐧 - Godot 4 development companion with test running (GUT/GdUnit4), API docs with 3→4 migration mapping, script analysis, scene parsing, screenshots, and LSP diagnostics.
- [gregario/lorcana-oracle](https://github.com/gregario/lorcana-oracle) [](https://glama.ai/mcp/servers/gregario/lorcana-oracle) 📇 🏠 - Disney Lorcana TCG card search, deck analysis, ink curves, lore generation, and franchise browsing. 7 tools, 2,710 cards embedded.
@@ -2121,7 +2230,14 @@ Integration with gaming related data, game engines, and services
- [tomholford/mcp-tic-tac-toe](https://github.com/tomholford/mcp-tic-tac-toe) 🏎️ 🏠 - Play Tic Tac Toe against an AI opponent using this MCP server.
- [youichi-uda/godot-mcp-pro](https://github.com/youichi-uda/godot-mcp-pro) 📇 🏠 🍎 🪟 🐧 - Premium MCP server for Godot game engine with 84 tools for scene editing, scripting, animation, tilemap, shader, input simulation, and runtime debugging.
- [HadiCherkaoui/crafty-mcp](https://github.com/HadiCherkaoui/crafty-mcp) [](https://glama.ai/mcp/servers/HadiCherkaoui/crafty-mcp) 📇 🏠 🍎 🪟 🐧 - MCP server for managing Minecraft servers through [Crafty Controller 4](https://craftycontrol.com). Start, stop, backup, send commands, manage files, schedules, webhooks, and users via the Crafty API.
--
+
+### 🏥 Health & Wellness
+
+Access health metrics, wellness data, and medical information through various health platforms.
+
+- [findsaunaplunge/mcp](https://github.com/findsaunaplunge/mcp) [](https://glama.ai/mcp/servers/findsaunaplunge/mcp) 🎖️ 📇 ☁️ - Cold plunge, sauna and contrast-therapy venues across 23 US metros, with published temperatures and prices quoted from each venue's own pages and dated. Hosted at https://findsaunaplunge.com/mcp (Streamable HTTP, no auth); tools: search_venues, get_venue, list_cities, get_city_stats, get_data_freshness.
+- [io.github.PhilipAD/health-export-mcp](https://github.com/PhilipAD/health-export-mcp) [](https://glama.ai/mcp/servers/PhilipAD/health-export-mcp) 🍎 🏠 - Query 190 Apple Health metrics from any MCP agent — zero-dependency, read-only, local-first.
+- [Thecimal/quantified-self-mcp](https://github.com/Thecimal/quantified-self-mcp) [](https://glama.ai/mcp/servers/Thecimal/quantified-self-mcp) 🐍 🏠 - Query your personal health and finance data from Claude Desktop. Two local SQLite files, read directly off disk by a Python process you control — no cloud database, no dashboard, no third-party service.
### 🏠 Home Automation
@@ -2135,11 +2251,13 @@ Control smart home devices, home network equipment, and automation systems.
- [laszlopere/mcp-kodi](https://github.com/laszlopere/mcp-kodi) [](https://glama.ai/mcp/servers/laszlopere/mcp-kodi) 🌊 🏠 🐧 - Control a Kodi media player over its JSON-RPC API — transport, volume, library search, queue management, and playback history. 16 tools, targetable across multiple Kodi instances. Written in C on the GLib stack; builds from source (autotools / .deb).
- [claymore666/debmatic-mcp](https://github.com/claymore666/debmatic-mcp) [](https://glama.ai/mcp/servers/claymore666/debmatic-mcp) 📇 🏠 🍎 🪟 🐧 - Control a HomeMatic / debmatic CCU (eq-3 home automation) over its JSON-RPC and HM-Script APIs — switch and dim actuators, read sensors, system variables and service messages, run programs, and manage rooms, functions, channel links and device assignments. 25 tools over HTTP or stdio; runs locally against your own CCU.
- [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`
### 🏭 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)
### 🧠 Knowledge & Memory
@@ -2153,13 +2271,15 @@ Persistent memory storage using knowledge graph structures. Enables AI models to
- [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`
- [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`
+- [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`
- [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`
- [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.
- [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.
+- [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) 📇 🏠 ☁️ - MCP server for Obsidian vaults — hybrid search, notes & files, memory, tasks, link graph, OAuth-protected.
+- [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.
- [andreas-roennestad/openhive-mcp](https://github.com/andreas-roennestad/openhive-mcp) [](https://glama.ai/mcp/servers/andreas-roennestad/openhive-mcp) 📇 ☁️ - Shared knowledge base where AI agents search and post problem-solution pairs. Agents query before solving, post after resolving. Semantic search via pgvector, duplicate detection, auto-scoring. `npx openhive-mcp`, Free to use
- [AndreLYL/memkin](https://github.com/AndreLYL/memkin) [](https://glama.ai/mcp/servers/AndreLYL/memkin) 📇 🏠 🍎 🪟 🐧 - Local-first personal memory for AI agents. Ingests Feishu/Lark chats and Claude Code / Codex sessions, distills them into a private entity knowledge graph (people, projects, decisions, tasks), and serves it to any agent over MCP — read and write. `npx memkin`
- [Shweta-Mishra-ai/tokenmizer](https://github.com/Shweta-Mishra-ai/tokenmizer) [](https://glama.ai/mcp/servers/Shweta-Mishra-ai/tokenmizer) 🐍 🏠 🍎 🪟 🐧 - Graph-structured session memory for LLMs. Local OpenAI-compatible proxy that extracts tasks, decisions, and files into a typed knowledge graph, auto-checkpoints before context overflow, and resumes any session in ~250 tokens. 6 MCP tools including `why_decision` (traces why a decision changed, with reasons and evidence). `pip install tokenmizer`
@@ -2172,10 +2292,12 @@ 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`
+- [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]`
- [aitytech/agentkits-memory](https://github.com/aitytech/agentkits-memory) [](https://glama.ai/mcp/servers/@aitytech/agentkits-memory) 📇 🏠 🍎 🪟 🐧 - Persistent memory for AI coding assistants with hybrid search (FTS5 + vector embeddings), session tracking, automatic context hooks, and web viewer. SQLite-based with no daemon process — works with Claude Code, Cursor, Windsurf, and any MCP client.
- [AliceLJY/recallnest](https://github.com/AliceLJY/recallnest) [](https://glama.ai/mcp/servers/AliceLJY/recallnest) 📇 🏠 🍎 🪟 🐧 - Persistent memory MCP server for AI coding agents (Claude Code, Codex, Gemini CLI). Hybrid retrieval (vector + BM25), cross-encoder reranking, knowledge graph with PPR traversal, session checkpoint/resume, and multi-scope isolation. Local-first with LanceDB + SQLite, zero external dependencies.
+- [robotel-limited/robo-cortex](https://github.com/robotel-limited/robo-cortex) [](https://glama.ai/mcp/servers/robotel-limited/robo-cortex) 🐍 🏠 - Git-aware, evidence-based memory store for AI coding agents. Memories anchored to git blob hashes are automatically flagged for review when linked code changes. `pip install robo-cortex[mcp]` or on registry.modelcontextprotocol.io
- [ailenshen/apple-notes-mcp](https://github.com/ailenshen/apple-notes-mcp) [](https://glama.ai/mcp/servers/ailenshen/apple-notes-mcp) 📇 🏠 🍎 - Read and write Apple Notes with bidirectional Markdown conversion. Fast SQLite queries for listing/searching, AppleScript + native import for full CRUD. Supports stdio and Streamable HTTP transports.
- [AgenticRevolution/memory-nexus-cloud](https://github.com/AgenticRevolution/memory-nexus-cloud) 📇 ☁️ - Cloud-hosted persistent semantic memory for AI agents. Semantic search, knowledge graphs, specialist expertise hats, and multi-tenant isolation. Free 7-day trial.
- [AgentModule/mcp](https://github.com/AgentModule/mcp) [](https://glama.ai/mcp/servers/AgentModule/mcp) 📇 ☁️ - Agent-native knowledge infrastructure. Deterministic, vertical-specific knowledge bases engineered for autonomous agent consumption via MCP. Ethics module (22 modules, EU AI Act mapped) included with every membership. Free 24hr ethics trial.
@@ -2200,6 +2322,7 @@ Persistent memory storage using knowledge graph structures. Enables AI models to
- [bitbonsai/mcp-obsidian](https://github.com/bitbonsai/mcp-obsidian) 📇 🏠 🍎 🪟 🐧 - Universal AI bridge for Obsidian vaults using MCP. Provides safe read/write access to notes with 11 comprehensive methods for vault operations including search, batch operations, tag management, and frontmatter handling. Works with Claude, ChatGPT, and any MCP-compatible AI assistant.
- [bluzername/lennys-quotes](https://github.com/bluzername/lennys-quotes) 📇 🏠 - Query 269 episodes of Lenny's Podcast for product management wisdom. Search 51,000+ transcript segments with YouTube timestamps. Perfect for PRDs, strategy, and PM career advice.
- [lildaddyo/braintube-mcp](https://github.com/lildaddyo/braintube-mcp) [](https://glama.ai/mcp/servers/lildaddyo/braintube-mcp) 📇 ☁️ - Compiles saved YouTube videos, podcasts, articles, PDFs, and Notion/Obsidian notes into a persistent, semantically searchable knowledge base any AI can query over MCP.
+- [linklore/linklore-mcp](https://github.com/linklore/linklore-mcp) [](https://glama.ai/mcp/servers/linklore/linklore-mcp) 🐍 🏠 - AI-native structured memory for coding agents — typed lore/doc entries with status and links, read and written by agents via MCP.
- [cameronrye/openzim-mcp](https://github.com/cameronrye/openzim-mcp) 🐍 🏠 - Modern, secure MCP server for accessing ZIM format knowledge bases offline. Enables AI models to search and navigate Wikipedia, educational content, and other compressed knowledge archives with smart retrieval, caching, and comprehensive API.
- [carrasquelalex1/hipocampo](https://github.com/carrasquelalex1/hipocampo) [](https://glama.ai/mcp/servers/carrasquelalex1/hipocampo) 🐍 🏠 🍎 🪟 🐧 - Dual-memory MCP system (PostgreSQL 17 + pgvector + NVIDIA NIM). 11 tools: search, save, profile, health, auto-repair, stats, tune, dedup, checkpoint, maintenance. Sparse Selective Caching (SSC) with 4-phase progressive retrieval. Bilingual EN/ES. `python scripts/hipocampo_mcp_server.py`
- [catfish-1234/sessionmem](https://github.com/catfish-1234/sessionmem) [](https://glama.ai/mcp/servers/catfish-1234/sessionmem) 📇 🏠 - Local-first memory layer for AI coding assistants. Watches your coding sessions and injects a compact summary at the start of each new session. No cloud, no account, just a SQLite file on your machine. Works with Claude Code, Cursor, Cline, Windsurf, and any other MCP host.
@@ -2221,6 +2344,7 @@ Persistent memory storage using knowledge graph structures. Enables AI models to
- [XJTLUmedia/Context-First-MCP](https://github.com/XJTLUmedia/Context-First-MCP) 📇 ☁️ 🏠 🍎 🪟 🐧 - Session memory, context health monitoring, reasoning quality, and truthfulness verification MCP server with 37 tools and tiered memory storage. `npx -y context-first-mcp`
- [alfredoizdev/contextforge-mcp](https://github.com/alfredoizdev/contextforge-mcp) [](https://glama.ai/mcp/servers/alfredoizdev/contextforge-mcp) 📇 ☁️ - Persistent memory for Claude Code, Cursor, and GitHub Copilot via MCP. Semantic search, Git commit/PR sync, project-based organization, team collaboration. Free tier available. `npx contextforge-mcp`
- [contextium-io/contextium-mcp-server](https://github.com/contextium-io/contextium-mcp-server) [](https://glama.ai/mcp/servers/contextium-io/contextium-mcp-server) 📇 ☁️ 🍎 🪟 🐧 - One shared context for every AI tool your team uses. Serves your team's knowledge, coding standards, skills, and AI agents to Claude, Cursor, Copilot, and any MCP client — load a whole workflow (docs, agents, skills, tasks, phases) in a single call. Versioned and permissioned. `npx @contextium/mcp-server`
+- [yonro/memory-os-cli](https://github.com/yonro/memory-os-cli) [](https://glama.ai/mcp/servers/yonro/memory-os-cli) 📇 ☁️ - XMemo is user-owned memory for AI agents over a hosted Streamable HTTP MCP endpoint. Save, search, recall, and manage scoped memories across Copilot, Claude, ChatGPT, IDEs, and CLIs. `https://xmemo.dev/mcp`
- [contextstream/mcp-server](https://github.com/contextstream/mcp-server) [](https://glama.ai/mcp/servers/contextstream/mcp-server) 📇 ☁️ 🍎 🪟 🐧 - Universal persistent memory for AI coding tools. Semantic code search, knowledge graphs, impact analysis, and decision tracking. 90.0% on LongMemEval-S. Works across Cursor, Claude Code, Windsurf, and any MCP client. `npx -y @contextstream/mcp-server`
- [conversation-handoff-mcp](https://github.com/trust-delta/conversation-handoff-mcp) 📇 🏠 - Hand off conversation context between Claude Desktop projects and across MCP clients. Memory-based, no file clutter.
- [cryptosquanch/legends-mcp](https://github.com/cryptosquanch/legends-mcp) 📇 🏠 🍎 🪟 🐧 - Chat with 36 legendary founders & investors (Elon Musk, Warren Buffett, Steve Jobs, CZ). AI personas with authentic voices, frameworks, and principles. No API key required.
@@ -2239,7 +2363,7 @@ Persistent memory storage using knowledge graph structures. Enables AI models to
- [dot-RealityTest/obsidian-codex-mcp](https://github.com/dot-RealityTest/obsidian-codex-mcp) [](https://glama.ai/mcp/servers/dot-RealityTest/obsidian-codex-mcp) 🐍 🏠 🍎 🪟 🐧 - Local-first Obsidian vault MCP server for Codex, Claude Desktop, and other MCP clients. Works directly with markdown files, no Obsidian plugin, API key, cloud service, or running Obsidian app required. Includes read-only mode, backup-on-write, path isolation, and setup examples.
- [DollhouseMCP/mcp-server](https://github.com/DollhouseMCP/mcp-server) [](https://glama.ai/mcp/servers/DollhouseMCP/mcp-server) 📇 🏠 🍎 🪟 🐧 - One-line installable MCP server that adds reusable customization elements — personas, skills, templates, agents, memory, and ensembles (collected customization tools) — to any MCP Client application. Dynamic permissioning for safe AI operations, a robust validation architecture, versioning, and a public collection of shareable content. Install: `npx @dollhousemcp/mcp-server@latest --web`.
- [DomDemetz/claude-soul](https://github.com/DomDemetz/claude-soul) [](https://glama.ai/mcp/servers/DomDemetz/claude-soul) 📇 🏠 🍎 🐧 - Self-improving learning engine for Claude Code. Extracts signals from every session (corrections, successes, confusion), runs periodic reflections, and evolves behavioral frameworks through evidence tiers (hypothesis → observed → validated). Frameworks that keep working get promoted, bad ones get retired. 9 MCP tools, automatic hooks, phase-adaptive learning. Single dependency, local-only. `npx claude-soul init --starter`
-- [dshakes/distil](https://github.com/dshakes/distil) 🐍 🏠 [](https://glama.ai/mcp/servers/dshakes/distil) - Reversibly compress a large tool output to a recoverable 8-hex handle over stdio, expand it on demand, and report a local token/dollar savings ledger.
+- [dshakes/distil](https://github.com/dshakes/distil) [](https://glama.ai/mcp/servers/dshakes/distil) 🐍 🏠 - Reversibly compress a large tool output to a recoverable 8-hex handle over stdio, expand it on demand, and report a local token/dollar savings ledger.
- [edobusy/agenthold](https://github.com/edobusy/agenthold) [](https://glama.ai/mcp/servers/edobusy/agenthold) 🐍 🏠 🍎 🪟 🐧 - Shared versioned state store with optimistic concurrency control for coordinating concurrent AI agents. SQLite-backed claim/release locks and append-only audit log.
- [elvismdev/mem0-mcp-selfhosted](https://github.com/elvismdev/mem0-mcp-selfhosted) [](https://glama.ai/mcp/servers/elvismdev/mem0-mcp-selfhosted) 🐍 🏠 🍎 🪟 🐧 - Self-hosted mem0 MCP server for Claude Code with Qdrant vector search, Neo4j knowledge graph, and Ollama embeddings. Zero-config OAT auth, split-model graph routing, session hooks for automatic cross-session memory, and 11 tools. Supports both Anthropic and fully local Ollama setups.
- [Cartisien/engram-mcp](https://github.com/Cartisien/engram-mcp) [](https://glama.ai/mcp/servers/Cartisien/engram-mcp) 📇 🏠 🍎 🪟 🐧 - Persistent semantic memory for AI agents. SQLite-backed, local-first, zero config. Semantic search via Ollama embeddings (nomic-embed-text) with keyword fallback. remember, recall, history, forget, and stats tools. Works with Claude Desktop, Cursor, and any MCP client.
@@ -2269,10 +2393,14 @@ Persistent memory storage using knowledge graph structures. Enables AI models to
- [HatmanStack/ragstack-mcp](https://github.com/HatmanStack/RAGStack-Lambda/tree/main/src/ragstack-mcp) 🐍 ☁️ 🍎 🪟 🐧 - MCP server for RAGStack serverless knowledge bases. Search, chat with AI-generated answers, upload documents/media, scrape websites, and analyze metadata through an AWS-powered RAG pipeline (Lambda, Bedrock, S3, DynamoDB).
- [hifriendbot/cogmemai-mcp](https://github.com/hifriendbot/cogmemai-mcp) 📇 ☁️ 🍎 🪟 🐧 - Persistent cognitive memory for Claude Code. Cloud-first with semantic search, AI-powered extraction, and project scoping. Zero local databases.
- [hjqcan/GoodMemory](https://github.com/hjqcan/GoodMemory) [](https://glama.ai/mcp/servers/hjqcan/GoodMemory) 📇 🏠 - Local-first, auditable memory layer for Codex, Claude Code, and MCP clients. Stores scoped user/project memory in SQLite or Postgres, exposes read-only recall, trace, stats, and artifact tools by default, and supports opt-in governed writeback with review, forget, and audit controls. Published as `io.github.hjqcan/goodmemory` in the official MCP Registry.
+- [hoornet/agentdocs-mcp](https://github.com/hoornet/agentdocs-mcp) [](https://glama.ai/mcp/servers/hoornet/agentdocs-mcp) 📇 ☁️ 🏠 🍎 🪟 🐧 - Read, search (full-text + pgvector semantic), create, update, comment on, and share AgentDocs (agentdocs.eu) Markdown docs — a collaborative docs platform with AI agents as first-class citizens. Local stdio (`npx -y agentdocs-mcp`) or hosted remote with OAuth 2.1 (`https://agentdocs.eu/mcp`), incl. slug-or-UUID addressing and space-scoped sandbox tokens.
- [hubinoretros/deep-thinker](https://github.com/hubinoretros/deep-thinker) [](https://glama.ai/mcp/servers/hubinoretros/deep-thinker) 📇 🏠 🍎 🪟 🐧 - Advanced cognitive reasoning MCP server with DAG-based thought graph, 5 reasoning strategies (sequential, dialectic, parallel, analogical, abductive), metacognitive engine with stuck detection, multi-factor confidence scoring, self-critique, knowledge integration, and thought pruning. `npx deep-thinker`
- [hyunjae-labs/lore](https://github.com/hyunjae-labs/lore) [](https://glama.ai/mcp/servers/hyunjae-labs/lore) 📇 🏠 🍎 🪟 🐧 - Semantic search across Claude Code conversations. Hybrid vector + keyword search with Reciprocal Rank Fusion, fully local, background indexing, project-selective.
- [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`
+- [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.
- [JamesANZ/memory-mcp](https://github.com/JamesANZ/memory-mcp) 📇 🏠 - An MCP server that stores and retrieves memories from multiple LLMs using MongoDB. Provides tools for saving, retrieving, adding, and clearing conversation memories with timestamps and LLM identification.
- [japlete/md-vision-mcp](https://github.com/japlete/md-vision-mcp) [](https://glama.ai/mcp/servers/japlete/md-vision-mcp) 📇 🏠 🍎 🪟 🐧 - Read Markdown with inlined images and heading indexes for agentic RAG over local docs or allowed URLs.
@@ -2280,6 +2408,7 @@ Persistent memory storage using knowledge graph structures. Enables AI models to
- [jagoff/memo](https://github.com/jagoff/memo) [](https://glama.ai/mcp/servers/jagoff/memo) 🐍 🏠 🍎 🐧 - Local-first semantic memory server with hybrid search, plain Markdown storage, MLX or CPU embeddings, contradiction detection, time-travel history, synthesis, and cross-machine git sync.
- [JinNing6/Noosphere](https://github.com/JinNing6/Noosphere) [](https://glama.ai/mcp/servers/JinNing6/Noosphere) 🐍 ☁️ - Digital consciousness repository and community MCP server. Upload epiphanies, decisions, warnings, and patterns as consciousness payloads, then retrieve them via semantic telepathic search. Features 3D interactive consciousness globe, soul imprint authentication, and automated content moderation via CI/CD.
- [jinzcdev/markmap-mcp-server](https://github.com/jinzcdev/markmap-mcp-server) 📇 🏠 - An MCP server built on [markmap](https://github.com/markmap/markmap) that converts **Markdown** to interactive **mind maps**. Supports multi-format exports (PNG/JPG/SVG), live browser preview, one-click Markdown copy, and dynamic visualization features.
+- [junnnnnw00/obsidian-everywhere](https://github.com/junnnnnw00/obsidian-everywhere) [](https://glama.ai/mcp/servers/junnnnnw00/obsidian-everywhere) 📇 🏠 🍎 🪟 🐧 - Graph-native Obsidian vault server with 31 tools for search, backlinks, n-hop neighborhoods, structured and paginated reads, and safe file, partial, and bulk edits with dry-run and rollback. Works with Codex, ChatGPT, Claude, and any MCP client. `npx -y obsidian-everywhere /path/to/vault`
- [kael-bit/engram-rs](https://github.com/kael-bit/engram-rs) [](https://glama.ai/mcp/servers/@kael-bit/engram-rs) 📇 🏠 🍎 🪟 🐧 - Hierarchical memory engine for AI agents with automatic decay, promotion, semantic dedup, and self-organizing topic tree. Single Rust binary, zero external dependencies.
- [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
@@ -2299,6 +2428,7 @@ Persistent memory storage using knowledge graph structures. Enables AI models to
- [lyonzin/knowledge-rag](https://github.com/lyonzin/knowledge-rag) [](https://glama.ai/mcp/servers/lyonzin/knowledge-rag) 🐍 🏠 🍎 🪟 🐧 - Local RAG system for Claude Code with hybrid search (BM25 + semantic), cross-encoder reranking, markdown-aware chunking, query expansion, and 28 MCP tools. Runs entirely offline with zero external servers.
- [markmhendrickson/neotoma](https://github.com/markmhendrickson/neotoma) [](https://glama.ai/mcp/servers/markmhendrickson/neotoma) 📇 🏠 🍎 🪟 🐧 - Deterministic state layer for AI agents. Stores versioned entities (contacts, tasks, transactions, decisions) with immutable observations, full provenance, and schema-first extraction. Local-first SQLite, cross-client memory across Claude, Cursor, ChatGPT, and OpenClaw. [Website](https://neotoma.io)
- [mattjoyce/mcp-persona-sessions](https://github.com/mattjoyce/mcp-persona-sessions) 🐍 🏠 - Enable AI assistants to conduct structured, persona-driven sessions including interview preparation, personal reflection, and coaching conversations. Built-in timer management and performance evaluation tools.
+- [max-ramas/rms-memory-mcp](https://github.com/max-ramas/rms-memory-mcp) [](https://glama.ai/mcp/servers/max-ramas/rms-memory-mcp) 🦀 🏠 🍎 🐧 🪟 - Local-first persistent memory for AI coding agents. Hybrid vector + full-text search (LanceDB + Tantivy), separate Markdown and Tree-sitter code indexes, per-project isolated vaults shared across IDEs (Cursor, Zed, Claude Code, Codex), bounded recall with abstain-on-low-confidence.
- [maxkuminov/obsidian-mcp](https://github.com/maxkuminov/obsidian-mcp) [](https://glama.ai/mcp/servers/maxkuminov/obsidian-mcp) 🐍 🏠 🍎 🪟 🐧 - Self-hosted MCP server for Obsidian with semantic + full-text search over PostgreSQL/pgvector, wikilink graph traversal, atomic note CRUD, OAuth 2.0, and a self-describing vault guide.
- [mcasdfgf/mcp-roo-memory](https://github.com/mcasdfgf/mcp-roo-memory) 🐍 🏠 🍎 🪟 🐧 - Persistent fractal graph memory for AI coding agents via MCP. Semantic vector search, hot/cold/archive context tiers, decision tracking, and Docker-based deployment with Qdrant.
- [mem0ai/mem0-mcp](https://github.com/mem0ai/mem0-mcp) 🐍 🏠 - A Model Context Protocol server for Mem0 that helps manage coding preferences and patterns, providing tools for storing, retrieving and semantically handling code implementations, best practices and technical documentation in IDEs like Cursor and Windsurf
@@ -2334,6 +2464,7 @@ Persistent memory storage using knowledge graph structures. Enables AI models to
- [pavelpilyak/devrecall](https://github.com/pavelpilyak/devrecall) [](https://glama.ai/mcp/servers/pavelpilyak/devrecall) 🏎️ 🏠 🍎 🐧 - Local-first developer activity aggregator. Indexes commits, PRs, Jira/Linear tickets, Confluence docs, Slack threads, and Calendar events into SQLite + FTS5 + on-device ONNX embeddings; exposes 15 tools, 3 resources, and 3 prompts so Claude Code, Cursor, and Codex can search and cite your past work. `brew install --cask pavelpilyak/devrecall/devrecall`
- [Pantheon-Security/notebooklm-mcp-secure](https://github.com/Pantheon-Security/notebooklm-mcp-secure) 📇 🏠 🍎 🪟 🐧 - Security-hardened NotebookLM MCP with post-quantum encryption (ML-KEM-768), GDPR/SOC2/CSSF compliance, and 14 security layers. Query Google's Gemini-grounded research from Claude and AI agents.
- [pathrule/mcp](https://github.com/pathrule/mcp) [](https://glama.ai/mcp/servers/pathrule/mcp) 📇 ☁️ - AI coding context for Claude Code, Cursor, and Codex. Path-scoped team memories, rules, and skills from Pathrule Web workspaces via OAuth. `https://mcp.pathrule.io/mcp`
+- [paultaki/ailooplibrary-mcp](https://github.com/paultaki/ailooplibrary-mcp) [](https://glama.ai/mcp/servers/paultaki/ailooplibrary-mcp) 🐍 🏠 ☁️ - Read-only access to the AI Loop Library catalog: 63+ bounded, verifiable agent work loops. `pick_loop_for_goal` recommends a loop for a stated goal and `render_run_protocol` emits an executable markdown protocol with verification, stop conditions, budgets, and approval gates. Single-file, stdlib-only stdio server.
- [pi22by7/In-Memoria](https://github.com/pi22by7/In-Memoria) 📇 🦀 🏠 🍎 🐧 🪟 - Persistent intelligence infrastructure for agentic development that gives AI coding assistants cumulative memory and pattern learning. Hybrid TypeScript/Rust implementation with local-first storage using SQLite + SurrealDB for semantic analysis and incremental codebase understanding.
- [penfieldlabs/penfield-mcp](https://github.com/penfieldlabs/penfield-mcp) [](https://glama.ai/mcp/servers/penfieldlabs/penfield-mcp) 🐍 ☁️ - - 🐍 ☁️ - Penfield: persistent memory with hybrid search (BM25 + vector + graph), 24 relationship types for knowledge graphs, context checkpoints for cognitive handoff, artifact storage, and personality system. Works across Claude, Cursor, Windsurf, and any MCP client.
- [Perseus-Computing-LLC/perseus-vault](https://github.com/Perseus-Computing-LLC/perseus-vault) [](https://glama.ai/mcp/servers/Perseus-Computing-LLC/perseus-vault) 🦀 🏠 🍎 🪟 🐧 - Local-first, MCP-native persistent memory for AI agents — a single Rust binary with embedded SQLite, hybrid FTS5 + dense-vector search, and optional AES-256-GCM encryption. Fully offline, no cloud.
@@ -2342,6 +2473,7 @@ Persistent memory storage using knowledge graph structures. Enables AI models to
- [Piccolo123/url-manager-mcp](https://github.com/Piccolo123/url-manager-mcp) [](https://glama.ai/mcp/servers/Piccolo123/url-manager-mcp) 📇 🐍 🏠 🍎 🪟 🐧 - Agent-first cross-platform bookmark & knowledge manager. AI agents collect web pages from any source (pairs naturally with Fetch, Firecrawl, Brave Search) and auto-categorize into organized collections with search, tags, and shared folders. 16 tools including `agent_register` (zero-config onboarding), `add_footprint`, `search_footprints`, `create_shared_category`. `pip install -r requirements.txt && python server.py`
- [pinecone-io/assistant-mcp](https://github.com/pinecone-io/assistant-mcp) 🎖️ 🦀 ☁️ - Connects to your Pinecone Assistant and gives the agent context from its knowledge engine.
- [pomazanbohdan/memory-mcp-1file](https://github.com/pomazanbohdan/memory-mcp-1file) 🦀 🏠 🍎 🪟 🐧 - A self-contained Memory server with single-binary architecture (embedded DB & models, no dependencies). Provides persistent semantic and graph-based memory for AI agents.
+- [ProfessionalWiki/MediaWiki-MCP-Server](https://github.com/ProfessionalWiki/MediaWiki-MCP-Server) [](https://glama.ai/mcp/servers/ProfessionalWiki/MediaWiki-MCP-Server) 📇 ☁️ 🏠 🍎 🪟 🐧 - Read, search, and edit any MediaWiki wiki (Wikipedia, Fandom, corporate wikis) with OAuth and multi-wiki support. 50+ tools, including Semantic MediaWiki, Cargo, Wikibase, NeoWiki, and Bucket queries. Listed in the official MCP registry. `npx @professional-wiki/mediawiki-mcp-server`
- [Rarefied-Earth/groundwork](https://github.com/Rarefied-Earth/groundwork) [](https://glama.ai/mcp/servers/Rarefied-Earth/groundwork) 📇 ☁️ - Hosted company-state MCP for operating SMBs (brand, voice, charter, priorities, entitled modules/skills). Anonymous public discovery at `https://connector.rarefied.earth/public/mcp` proves live value in under 10 seconds; tenant feed after trial. Official registry: `io.github.Rarefied-Earth/groundwork`. [Product](https://rarefied.earth/groundwork/)
- [ragieai/mcp-server](https://github.com/ragieai/ragie-mcp-server) 📇 ☁️ - Retrieve context from your [Ragie](https://www.ragie.ai) (RAG) knowledge base connected to integrations like Google Drive, Notion, JIRA and more.
- [ravi-labs/mindmap-mcp-server](https://github.com/ravi-labs/mindmap-mcp-server) [](https://glama.ai/mcp/servers/ravi-labs/mindmap-mcp-server) 📇 🏠 - Local-first memory & context-handoff across AI tools — capture context in one tool, resume it in another, with graceful decay, a persona layer, and a portable memory passport.
@@ -2357,6 +2489,7 @@ Persistent memory storage using knowledge graph structures. Enables AI models to
- [seanmarkwei/agentram-mcp](https://github.com/seanmarkwei/agentram-mcp) [](https://glama.ai/mcp/servers/seanmarkwei/agentram-mcp) 📇 ☁️ - Persistent memory for AI agents through a simple key-value HTTP API. No vector database or embeddings required. Store, retrieve, search, and share memory across agents with shared namespaces and TTL support. `npx -y agentram-mcp`
- [SagaPeak/artifacta-mcp](https://github.com/SagaPeak/artifacta-mcp) [](https://glama.ai/mcp/servers/SagaPeak/artifacta-mcp) 🎖️ 📇 🐍 ☁️ 🍎 🪟 🐧 - The artifact store for AI agents. Every output your agents produce — persisted, retrievable, shareable. Across runs, sessions, and tools. Session/agent metadata, content-hash dedup, expiring share links; 11 tools with path-confined uploads and destructive actions gated by default. TypeScript (`npx @artifacta-mcp/mcp`) and Python (`pipx run artifacta-mcp`).
- [SAIHM-Admin/saihm-mcp](https://github.com/SAIHM-Admin/saihm-mcp) [](https://glama.ai/mcp/servers/SAIHM-Admin/saihm-mcp) 📇 ☁️ 🏠 🍎 🪟 🐧 - Sovereign, encrypted, persistent memory for AI agents. Eight MCP tools — remember, recall, forget (GDPR Art. 17 erasure), share. Anchored on COTI V2 mainnet. Apache-2.0. Install: `npx -y @saihm/mcp-server`.
+- [SAIHM-Admin/saihm-mcp-server-pro](https://github.com/SAIHM-Admin/saihm-mcp-server-pro) [](https://glama.ai/mcp/servers/SAIHM-Admin/saihm-mcp-server-pro) 📇 ☁️ 🏠 🍎 🪟 🐧 - Client-side-sealed persistent memory for AI agents. Cells are encrypted in-process before they leave, so the endpoint stores, anchors, and shares over ciphertext and never holds your keys. Post-quantum ML-DSA-65 identity and ML-KEM-768 authenticated sharing; `forget` crypto-shreds the wrapped key for GDPR Art. 17 erasure. Eight MCP tools. Apache-2.0. Install: `npx -y @saihm/mcp-server-pro`.
- [SaravananJaichandar/world-model-mcp](https://github.com/SaravananJaichandar/world-model-mcp) [](https://glama.ai/mcp/servers/SaravananJaichandar/world-model-mcp) 🐍 🏠 🍎 🪟 🐧 - Temporal knowledge graph for codebases. Captures decision traces, links test failures to code changes, learns co-edit patterns, predicts regression risk, and enforces learned constraints at the edit boundary via a PreToolUse hook. 22 MCP tools, 9 SQLite databases with FTS5, supports Python/TypeScript/JavaScript/Solidity/Go/Rust/Java. Install via `pip install world-model-mcp`.
- [sachitrafa/YourMemory](https://github.com/sachitrafa/YourMemory) [](https://glama.ai/mcp/servers/sachitrafa/YourMemory) 🐍 🏠 🍎 🪟 🐧 - Persistent memory for AI agents with Ebbinghaus forgetting-curve decay, hybrid BM25+vector retrieval, and entity graph for multi-hop reasoning. Memories auto-prune by importance and recall rate. Built-in browser dashboard, multi-agent support, and `yourmemory ask` for zero-API-call local queries. `pip install yourmemory`
- [Schubeler-Consulting/knowmind](https://github.com/Schubeler-Consulting/knowmind) [](https://glama.ai/mcp/servers/Schubeler-Consulting/knowmind) 📇 ☁️ - AI agent memory and knowledge graph, hosted in Germany (GDPR-compliant). Hybrid recall (BM25 + vector + Neo4j graph hops with cross-encoder rerank), typed relations, and bi-temporal store across sessions via MCP. Works with Claude, ChatGPT, and Cursor. `npx -y knowmind mcp`
@@ -2422,10 +2555,13 @@ Persistent memory storage using knowledge graph structures. Enables AI models to
- [yamantaka520/Agent-Memory-OS](https://github.com/yamantaka520/Agent-Memory-OS) [](https://glama.ai/mcp/servers/yamantaka520/Agent-Memory-OS) 🐍 🏠 🍎 🪟 🐧 - Local-first memory engine for AI-agent teams: private/team/project ACL (a hard gate before ranking), associative recall, and federated sync where revocation propagates across nodes. SQLite + FTS5, no LLM required; MCP server + web console included. `pip install 'agent-memory-os[mcp]'`
- [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`
+- [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`
### ⚖️ 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-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.
@@ -2444,7 +2580,10 @@ Access to legal information, legislation, and legal databases. Enables AI models
- [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).
- [Patent-PreCheck/patent-precheck-mcp](https://github.com/Patent-PreCheck/patent-precheck-mcp) [](https://glama.ai/mcp/servers/Patent-PreCheck/patent-precheck-mcp) 📇 ☁️ - Patentability pre-check for code — USPTO statutory pillar scores (§101 eligibility, §102 novelty, §103 non-obviousness, §112 documentation), filing-readiness, and prior-art signals. No API keys; runs as a CLI or MCP server. Tools: `precheck_score`, `precheck_pillars`, `precheck_start_review`. Install: `npx -y @patentprecheck/mcp`.
- [philrox/ris-mcp-ts](https://github.com/philrox/ris-mcp-ts) [](https://glama.ai/mcp/servers/philrox/ris-mcp-ts) 📇 ☁️ - Access Austrian federal laws, state laws, court decisions, and legal documents via the RIS (Rechtsinformationssystem) API with 12 specialized tools.
+- [PolicyForge/mcp](https://github.com/PolicyForge/mcp) [](https://glama.ai/mcp/servers/PolicyForge/mcp) 📇 ☁️ - Generate, audit and maintain legal policies from your codebase — privacy policies, terms of service, cookie policies, EULAs, refund policies and disclaimers, each hosted at a permanent URL. Audits the gap between what the code actually does and what the policy claims, and detects drift when the stack changes. 15 tools. Remote Streamable HTTP at policyforge.co/api/mcp with OAuth, or `npx -y @policyforge/mcp`. Listed in the MCP registry as co.policyforge/mcp.
- [ptrinh/finalnotice-mcp](https://github.com/ptrinh/finalnotice-mcp) [](https://glama.ai/mcp/servers/ptrinh/finalnotice-mcp) 📇 ☁️ - Generate localized debt-collection demand-letter PDFs (formal letter + matching envelope) across 100+ jurisdictions and 33 languages. No auth, no key — tools: `list_jurisdictions`, `preview_demand_letter`, `generate_demand_letter`. Hosted Streamable HTTP at finalnotice.io/mcp.
+- [SFHAJJI/lex](https://github.com/SFHAJJI/lex) [](https://glama.ai/mcp/servers/SFHAJJI/lex) ☁️ - Point-in-time Luxembourg and EU law: what did this article say on this date. Ten read-only tools for search, as-of retrieval, article history, diff, timeline, citations, provenance and coverage over the official Legilux and EUR-Lex texts, with publisher permalinks and content hashes on every answer. Remote server at law.soufien.lu/mcp.
+- [smilemin07/korean-rnd-regs-mcp](https://github.com/smilemin07/korean-rnd-regs-mcp) [](https://glama.ai/mcp/servers/smilemin07/korean-rnd-regs-mcp) 🐍 🏠 - Natural-language search and review of South Korea's national R&D (research & development) regulations (acts, decrees, and administrative rules), returning the current in-force provisions with citations, fetched live from the official national law database.
- [smythmyke/patent-search-mcp-server](https://github.com/smythmyke/patent-search-mcp-server) [](https://glama.ai/mcp/servers/smythmyke/patent-search-mcp-server) 📇 ☁️ - Patent intelligence and prior-art research for the AI Patent Search Generator. Eleven tools: full patent dossier (bibliography, claims, citations, family, classifications, examiner stats); USPTO prosecution-history file wrappers; AI Office Action analysis (rejection grounds, cited prior art, suggested response arguments); Boolean query generator; multi-strategy patent search (telescoping / onion-ring / faceted); similar-document ranking; citation graph (backward + forward, examiner-cited flagged); family lookup; and CPC classification lookup. Install: `npx -y patent-search-mcp-server`.
- [Vaquill-AI/canlii-mcp](https://github.com/Vaquill-AI/canlii-mcp) [](https://glama.ai/mcp/servers/Vaquill-AI/canlii-mcp) 📇 ☁️ - Canadian case law and legislation metadata via CanLII. Bring-your-own free CanLII API key. Hosted endpoint at canlii-mcp.vaquill.ai. MIT.
### 🗺️ Location Services
@@ -2465,6 +2604,8 @@ Location-based services and mapping tools. Enables AI models to work with geogra
- [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.
- [GeiserX/pumperly-mcp](https://github.com/GeiserX/pumperly-mcp) [](https://glama.ai/mcp/servers/GeiserX/pumperly-mcp) 🏎️ ☁️ 🍎 🪟 🐧 - Go-based MCP server for Pumperly fuel price comparison. Query gas station prices, plan fuel-efficient routes, and find nearby EV charging stations. Docker image available.
+- [geolens-io/geolens](https://github.com/geolens-io/geolens/tree/main/mcp) [](https://glama.ai/mcp/servers/geolens-io/geolens) 🎖️ 🐍 🏠 - Read-only access to a self-hosted GeoLens geospatial catalog: dataset search, schemas, GeoJSON features, saved maps, and sandboxed read-only SQL over PostGIS.
+- [geowire/geowire](https://github.com/geowire/geowire) [](https://glama.ai/mcp/servers/geowire/geowire) 📇 🏠 🍎 🪟 🐧 - Location intelligence gateway across 10 providers (OpenStreetMap, OSRM, Google, Yelp, Foursquare, US Census, Kakao, Naver, Baidu, your own CSV): place search, geocoding, directions + distance matrices, travel-time isochrones, and commercial-area analysis (category density, ratings, demographics). Multi-provider merge + dedup with per-field provenance, cost budgets, and a policy engine that enforces each provider’s caching/attribution terms. Works with zero API keys. `npx -y @geowirehq/mcp`
- [ip2location/mcp-ip2location-io](https://github.com/ip2location/mcp-ip2location-io) 🐍 ☁️ - Official IP2Location.io MCP server to obtain the geolocation, proxy and network information of an IP address utilizing IP2Location.io API.
- [ipfind/ipfind-mcp-server](https://github.com/ipfind/ipfind-mcp-server) 🐍 ☁️ - IP Address location service using the [IP Find](https://ipfind.com) API
- [ipfred/aiwen-mcp-server-geoip](https://github.com/ipfred/aiwen-mcp-server-geoip) 🐍 📇 ☁️ – MCP Server for the Aiwen IP Location, Get user network IP location, get IP details (country, province, city, lat, lon, ISP, owner, etc.)
@@ -2486,7 +2627,7 @@ Location-based services and mapping tools. Enables AI models to work with geogra
- [SecretiveShell/MCP-timeserver](https://github.com/SecretiveShell/MCP-timeserver) 🐍 🏠 - Access the time in any timezone and get the current local time
- [stadiamaps/stadiamaps-mcp-server-ts](https://github.com/stadiamaps/stadiamaps-mcp-server-ts) 📇 ☁️ - A MCP server for Stadia Maps' Location APIs - Lookup addresses, places with geocoding, find time zones, create routes and static maps
- [sthan-io/mcp-server](https://github.com/sthan-io/mcp-server) [](https://glama.ai/mcp/servers/sthan-io/mcp-server) 📇 ☁️ - US address verification, parsing, autocomplete, forward/reverse geocoding, and IP geolocation via sthan.io APIs. 8 tools, free tier available. `npx @sthan/mcp-server`
-- [vibecodebeast/swath-mcp](https://github.com/vibecodebeast/swath-mcp) 🎖️ 📇 ☁️ - Radar-verified hail/wind storm detection and affected-property intelligence for the continental US — NOAA MRMS swath detection, per-address storm history, area monitors with webhook + email alerts, emailed reports, and swath maps. Hosted Streamable HTTP endpoint at `https://swathapi.com/mcp` (9 tools, free tier). [](https://glama.ai/mcp/servers/@vibecodebeast/swath-mcp)
+- [vibecodebeast/swath-mcp](https://github.com/vibecodebeast/swath-mcp) [](https://glama.ai/mcp/servers/@vibecodebeast/swath-mcp) 🎖️ 📇 ☁️ - Radar-verified hail/wind storm detection and affected-property intelligence for the continental US — NOAA MRMS swath detection, per-address storm history, area monitors with webhook + email alerts, emailed reports, and swath maps. Hosted Streamable HTTP endpoint at `https://swathapi.com/mcp` (9 tools, free tier).
- [ThinAirTelematics/thinair-geo](https://github.com/ThinAirTelematics/thinair-geo) [](https://glama.ai/mcp/servers/ThinAirTelematics/thinair-geo) 📇 ☁️ - Location & routing intelligence for AI agents — geocoding, truck routing with hazmat/dimension constraints, traffic, weather, isochrones, place search. Full planet coverage. Hosted MCP server with OAuth 2.0 + Bearer auth.
- [TimLukaHorstmann/mcp-weather](https://github.com/TimLukaHorstmann/mcp-weather) 📇 ☁️ - Accurate weather forecasts via the AccuWeather API (free tier available).
- [tools-mcp/vessel-traffic-mcp](https://github.com/tools-mcp/vessel-traffic-mcp) [](https://glama.ai/mcp/servers/tools-mcp/vessel-traffic-mcp) 📇 ☁️ 🏠 🍎 🪟 🐧 - Read-only vessel identity lookup, AIS-style positions, tracks, port calls, carrier schedules, vessel schedules, and delay heuristics with source attribution and BYOK provider support.
@@ -2507,16 +2648,20 @@ Tools for creating and editing marketing content, working with web meta data, pr
- [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.
+- [alexcloudstar/makers.page-mcp](https://github.com/alexcloudstar/makers.page-mcp) [](https://glama.ai/mcp/servers/alexcloudstar/makers.page-mcp) 📇 🏠 🍎 🪟 🐧 - Local MCP server that drafts channel-native X posts from your coding agent with human approval. Draft → approve → publish via X API v2; drafts and credentials stay on your machine. Part of [makers.page](https://makers.page). `npx -y makers-page-mcp`
- [askads/mcp-vk-ads](https://github.com/askads/mcp-vk-ads) [](https://glama.ai/mcp/servers/askads/mcp-vk-ads) 📇 ☁️ - VK Ads (VK Реклама) API — manage ad plans, ad groups, banners, and pull statistics. Read + write.
+- [askads/mcp-yandex-metrica](https://github.com/askads/mcp-yandex-metrica) [](https://glama.ai/mcp/servers/askads/mcp-yandex-metrica) 📇 ☁️ - Yandex Metrica (Яндекс Метрика) web analytics — list counters and goals, and pull traffic/conversion statistics. Read-only.
- [Bishop81/wpgoldmine-mcp](https://github.com/Bishop81/wpgoldmine-mcp) [](https://glama.ai/mcp/servers/Bishop81/wpgoldmine-mcp) 📇 ☁️ - MCP server to find WordPress and WooCommerce plugin opportunities: large, established plugins weakened by abandonment, low ratings, or poor support that you could realistically replace. Powered by wpgoldmine.io.
- [BlockRunAI/x-grow](https://github.com/BlockRunAI/x-grow) 📇 ☁️ - X/Twitter algorithm optimizer with post drafting, review scoring, and AI image generation for maximum engagement.
- [Brand-System/brandsystem-mcp](https://github.com/Brand-System/brandsystem-mcp) [](https://glama.ai/mcp/servers/Brand-System/brandsystem-mcp) 📇 🏠 🍎 🪟 🐧 - Make your brand machine-readable. Extract brand identity (colors, fonts, logo, voice, visual rules) from any website via static CSS + rendered-page extraction, compile into DTCG tokens, brand runtime contracts, and interaction policies. 34 tools across 4 progressive sessions. Subscribable `brand://runtime` and `brand://policy` MCP resources. Content compliance scoring (0-100), pass/fail gate, and HTML/CSS preflight. Brandcode Studio connector for hosted brand sync.
- [BRNDMK/brandomica-mcp-server](https://github.com/BRNDMK/brandomica-mcp-server) [](https://glama.ai/mcp/servers/BRNDMK/brandomica-mcp-server) 📇 ☁️ - Brand name verification across domains (with pricing), social handles, trademarks (USPTO), web presence, app stores, and SaaS channels. Safety scoring, linguistic/phonetic screening, and filing readiness.
+- [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.
- [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.
- [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.
- [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/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.
- [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.
- [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.
@@ -2572,6 +2717,7 @@ Tools for creating and editing marketing content, working with web meta data, pr
- [atomno-mcp/mcp-seo-audit](https://github.com/atomno-mcp/mcp-seo-audit) [](https://glama.ai/mcp/servers/atomno-mcp/mcp-seo-audit) 🐍 ☁️ - Technical SEO audit powered by the detail.web engine. `audit_site(url)` returns a 0-100 health score, issues across 8 categories, and a GEO (Generative Engine Optimization) sub-score for visibility in AI search (ChatGPT, Perplexity, Google AI Overviews). Plus validators for robots.txt, sitemap.xml, JSON-LD, and meta tags. Install: `pipx install atomno-mcp-seo-audit`.
- [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.
### 📊 Monitoring
@@ -2610,6 +2756,7 @@ Access and analyze application monitoring data. Enables AI models to review erro
- [inspektor-gadget/ig-mcp-server](https://github.com/inspektor-gadget/ig-mcp-server) 🏎️ ☁️ 🏠 🐧 🪟 🍎 - Debug your Container and Kubernetes workloads with an AI interface powered by eBPF.
- [inventer-dev/mcp-internet-speed-test](https://github.com/inventer-dev/mcp-internet-speed-test) 🐍 ☁️ - Internet speed testing with network performance metrics including download/upload speed, latency, jitter analysis, and CDN server detection with geographic mapping
- [jabbawocky/statuscraft](https://github.com/jabbawocky/statuscraft) [](https://glama.ai/mcp/servers/jabbawocky/statuscraft) 📇 🏠 🍎 🪟 🐧 - MCP server that checks the live status of 3831 software services in real time. Ask your AI agent "is GitHub down?" or "what's wrong with Sentry?" — and get a live answer pulled directly from official status pages, including full incident detail when something is broken. `npx -y github:jabbawocky/statuscraft`
+- [jaimenbell/vllm-ops-mcp](https://github.com/jaimenbell/vllm-ops-mcp) [](https://glama.ai/mcp/servers/jaimenbell/vllm-ops-mcp) 🐍 🏠 - Read-only ops and health server for a local vLLM instance: liveness versus real-completion health tiers, GPU and VRAM status, service status, and live serve-flag introspection. `pip install vllm-ops-mcp`
- [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
@@ -2617,6 +2764,7 @@ Access and analyze application monitoring data. Enables AI models to review erro
- [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.
- [perceptdot/percept](https://github.com/perceptdot/percept) [](https://glama.ai/mcp/servers/perceptdot/percept) 📇 ☁️ 🏠 - AI-powered observability platform for agents. Auto-discovers and recommends MCP servers; built-in connectors for GA4, Vercel, GitHub, and Sentry with ROI tracking. `npx -y @perceptdot/core`
+- [ShekharBhardwaj/AgenticLedger](https://github.com/ShekharBhardwaj/AgenticLedger) [](https://glama.ai/mcp/servers/ShekharBhardwaj/AgenticLedger) 🐍 🏠 🍎 🪟 🐧 - Agents query their own ledger: sessions, costs, loop runs, and stuck-loop flags captured by the Agentic Ledger transparent-proxy flight recorder (local-first, MIT). Install: `pip install agentic-ledger`.
- [smigolsmigol/llmkit](https://github.com/smigolsmigol/llmkit) [](https://glama.ai/mcp/servers/@smigolsmigol/llmkit-mcp-server) 📇 ☁️ 🍎 🪟 🐧 - AI API cost tracking and budget enforcement across 11 LLM providers. 6 tools for spend analytics, budget monitoring, session summaries, and key management.
- [metoro-io/metoro-mcp-server](https://github.com/metoro-io/metoro-mcp-server) 🎖️ 🏎️ ☁️ - Query and interact with kubernetes environments monitored by Metoro
- [metrxbots/mcp-server](https://github.com/metrxbots/mcp-server) [](https://glama.ai/mcp/servers/metrxbots/metrx-mcp-server) 🏠 ☁️ - AI agent cost intelligence — track spend across providers, optimize model selection, manage budgets with enforcement, detect cost leaks, and prove ROI. 23 tools across 10 domains.
@@ -2642,9 +2790,11 @@ Access and analyze application monitoring data. Enables AI models to review erro
- [ThinkneoAI/mcp-server](https://github.com/ThinkneoAI/mcp-server) [](https://glama.ai/mcp/servers/ThinkneoAI/mcp-server) 🐍 ☁️ - ThinkNEO Control Plane — Enterprise AI governance MCP server with runtime guardrails, observability, AI FinOps, and agent lifecycle control.
- [tickstem/mcp](https://github.com/tickstem/mcp) [](https://glama.ai/mcp/servers/tickstem/mcp) 🏎️ ☁️ 🍎 🪟 🐧 - HTTP uptime monitoring, heartbeat (dead-man's switch) monitoring, cron job scheduling, and email verification. Single API key, per-tool quota tracking. Install: `go install github.com/tickstem/mcp/cmd/tsk-mcp@latest`.
- [tumf/grafana-loki-mcp](https://github.com/tumf/grafana-loki-mcp) 🐍 🏠 - An MCP server that allows querying Loki logs through the Grafana API.
+- [uptybots/mcp-server](https://github.com/uptybots/mcp-server) [](https://glama.ai/mcp/servers/uptybots/mcp-server) 🎖️ 📇 ☁️ 🍎 🪟 🐧 - Uptime monitoring for websites, APIs, SSL certificates, domain expiry, ping and TCP/UDP ports. 15 tools to list, create, pause and delete monitors, pull incident timelines with error codes and checker locations, and read hourly or daily uptime and response-time series. Checks run from probes in several countries. Remote server at `https://mcp.uptybots.com/mcp` needs no API key - it speaks OAuth 2.1 and the client registers itself; the stdio package is `npx -y uptybots-mcp-server`.
- [utapyngo/sentry-mcp-rs](https://github.com/utapyngo/sentry-mcp-rs) 🦀 ☁️ - Fast and minimal Sentry MCP server written in Rust
- [us-all/datadog-mcp-server](https://github.com/us-all/datadog-mcp-server) [](https://glama.ai/mcp/servers/us-all/datadog-mcp-server) 📇 🏠 🍎 🪟 🐧 - Datadog observability — 168 tools across metrics, monitors, logs, APM, RUM, incidents, status pages, fleet automation, workflows. 4 workflow Prompts and `incident-triage-snapshot` aggregation that fans out to 4 fetches in one call.
- [vdalhambra/siteaudit-mcp](https://github.com/vdalhambra/siteaudit-mcp) [](https://glama.ai/mcp/servers/vdalhambra/siteaudit-mcp) 🐍 ☁️ 🏠 - Instant website audits with 11 tools — full SEO audit (20+ checks), security headers and SSL verification, Lighthouse performance metrics, multi-site comparison, broken link checker, WCAG accessibility audit, Schema.org structured data validation, competitor gap analysis, and robots.txt parsing. No API keys required.
+- [ruslanlap/pagespeed-insights-mcp](https://github.com/ruslanlap/pagespeed-insights-mcp) [](https://glama.ai/mcp/servers/ruslanlap/pagespeed-insights-mcp) 📇 🏠 🍎 🪟 🐧 - 19-tool MCP server for Google PageSpeed Insights, Chrome UX Report (CrUX) and Lighthouse: page analysis & comparison, real-user CrUX data (URL + origin), batch analysis, baselines/regression tracking, deep diagnostics (network, JS, images, render-blocking, third-party impact), visual analysis and a prioritized recommendations engine. Published on npm (`npx pagespeed-insights-mcp`); listed in the Official MCP Registry and Glama.
- [VictoriaMetrics-Community/mcp-victoriametrics](https://github.com/VictoriaMetrics-Community/mcp-victoriametrics) 🎖️ 🏎️ 🏠 - Provides comprehensive integration with your [VictoriaMetrics instance APIs](https://docs.victoriametrics.com/victoriametrics/url-examples/) and [documentation](https://docs.victoriametrics.com/) for monitoring, observability, and debugging tasks related to your VictoriaMetrics instances
- [yshngg/pmcp](https://github.com/yshngg/pmcp) 🏎️ ☁️ 🏠 🍎 🪟 🐧 - A Prometheus Model Context Protocol Server.
- [zhaoyue722/llm-usage-mcp](https://github.com/zhaoyue722/llm-usage-mcp) [](https://glama.ai/mcp/servers/zhaoyue722/llm-usage-mcp) 🐍 🏠 🍎 🪟 🐧 - Local-first LLM API cost tracker. Captures usage across Anthropic, OpenAI, Qwen, and DeepSeek into a local SQLite ledger and exposes spend queries, provider comparison, and recommendations as MCP tools — with first-class Chinese-provider support (CNY→USD). Install: `uvx llm-usage-mcp`.
@@ -2666,11 +2816,13 @@ Provides the ability to handle multimedia, such as audio and video editing, play
- [ananddtyagi/gif-creator-mcp](https://github.com/ananddtyagi/gif-creator-mcp/tree/main) 📇 🏠 - A MCP server for creating GIFs from your videos.
- [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`.
- [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.
+- [editmamei/editmamei](https://github.com/editmamei/editmamei) [](https://glama.ai/mcp/servers/editmamei/editmamei) 📇 🏠 🍎 🪟 - Natural-language interface for Adobe Photoshop, running as a local MCP server. Rather than focusing on generative AI, it acts as an AI orchestration layer that plans edits and executes them with native Photoshop tools. `npm install -g editmamei`
- [FileToPDF/filetopdf-mcp](https://github.com/FileToPDF/filetopdf-mcp) [](https://glama.ai/mcp/servers/FileToPDF/filetopdf-mcp) 📇 ☁️ 🍎 🪟 🐧 - Convert files (DOCX, XLSX, PPTX, images…), HTML, and Markdown to pixel-perfect PDFs via the FileToPDF API. Returns the PDF as an embedded resource or saves it to disk. Runs via `npx filetopdf-mcp` or a hosted Streamable HTTP endpoint; free API key in one click.
- [huseyinstif/klaket](https://github.com/huseyinstif/klaket) [](https://glama.ai/mcp/servers/huseyinstif/klaket) 📇 🏠 🍎 🪟 🐧 - Let AI agents watch videos: word-timestamped transcripts, speaker labels, scenes, chapters and exact-moment search from any video URL or file — fully local, no API keys. `npx klaket-mcp`
- [quietnotion/barevalue-mcp](https://github.com/quietnotion/barevalue-mcp) 📇 ☁️ 🍎 🪟 🐧 - AI podcast editing as a service. Upload raw audio or submit a URL, get back edited episodes with filler words removed, noise reduction, transcripts, show notes, and social clips. Includes webhooks for automation.
@@ -2704,8 +2856,10 @@ Provides the ability to handle multimedia, such as audio and video editing, play
- [TopazLabs/topaz-mcp](https://github.com/TopazLabs/topaz-mcp) 📇 ☁️ 🍎 🪟 🐧 - AI image enhancement (upscaling, denoising, sharpening) via Topaz Labs API. Supports 8 models including Standard V2, Wonder 2, Bloom, and Recover 3.
- [verIdyia/autoeq-mcp](https://github.com/verIdyia/autoeq-mcp) [](https://glama.ai/mcp/servers/verIdyia/autoeq-mcp) 🐍 🏠 🍎 🪟 🐧 - Headphone/IEM equalization database with 8,800+ models from AutoEQ. Search by name or sound signature, get parametric EQ settings, compare headphones band-by-band, and browse Harman preference score rankings. Includes automatic sound signature classification (Neutral, Warm, Bright, Dark, V-shaped, etc.).
- [rendobar/mcp](https://github.com/rendobar/mcp) [](https://glama.ai/mcp/servers/rendobar/mcp) 🎖️ 📇 ☁️ - Submit media-processing jobs to the Rendobar API and upload local files in one tool call. Transcode, run raw FFmpeg, burn captions, and add watermarks over REST. Free tier.
+- [WaveSpeedAI/mcp-server](https://github.com/WaveSpeedAI/mcp-server) [](https://glama.ai/mcp/servers/WaveSpeedAI/mcp-server) 🎖️ 📇 ☁️ 🍎 🪟 🐧 - Official WaveSpeed server: run any model on the live wavespeed.ai catalog (image, video, audio, 3D) with catalog search, per-model schema introspection, local-file upload via @path markers, and price quotes before running. `npx -y @wavespeed/mcp`
- [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.
### 🖥️ OS Automation
@@ -2714,16 +2868,19 @@ Servers for controlling the desktop operating system: screenshots, window manage
- [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.
+- [glasswarp/mcp-server](https://github.com/glasswarp/mcp-server) [](https://glama.ai/mcp/servers/glasswarp/mcp-server) 📇 ☁️ 🪟 - See and control a real Windows PC you own from any MCP client, locally or remotely. Hosted MCP (`https://mcp.glasswarp.com/mcp`) or `npx @glasswarp/mcp`. Observe (UIA + screenshots), click/type/drag/scroll, launch apps, owner Live View. BYOH — your machine, your key; you bring the model.
- [juergenkoller-software/nemeton-mcp](https://github.com/juergenkoller-software/nemeton-mcp) [](https://glama.ai/mcp/servers/juergenkoller-software/nemeton-mcp) 🏠 🍎 - MCP bridge for [Nemeton](https://store.juergenkoller.software/en/apps/nemeton) — native macOS virtual machine manager built on Apples Virtualization.framework. Create/control Linux & macOS VMs (no Parallels, no QEMU), CoW snapshots on APFS, 50+ MCP tools across VM lifecycle, console, files, networking, and host metrics.
- [tinqiao-oss/clawtouch-mcp](https://github.com/tinqiao-oss/clawtouch-mcp) [](https://glama.ai/mcp/servers/tinqiao-oss/clawtouch-mcp) 🐍 🏠 🍎 🪟 🐧 - Physical USB HID keyboard/mouse control via a Raspberry Pi Pico 2 running open-source firmware. Exposes move, click, drag, type, key combos, and scroll as MCP tools for any MCP client. Genuine physical HID input on the standard driver path, with a `--mock` mode for hardware-free trials. `pip install clawtouch-mcp`
- [juergenkoller-software/freezetext-mcp](https://github.com/juergenkoller-software/freezetext-mcp) [](https://glama.ai/mcp/servers/juergenkoller-software/freezetext-mcp) 🏠 🍎 - MCP server for [FreezeText](https://store.juergenkoller.software/en/apps/freezetext) — OCR anything on your Mac screen. Freeze the screen and extract text via Apple Vision (videos, popups, protected PDFs), OCR a region or base64 image, and manage a searchable capture history. 12 tools.
- [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.
### 🎙️ Podcasts
Servers for podcast analytics, search, hosting, and discovery.
+- [conorbronsdon/apple-podcasts-mcp](https://github.com/conorbronsdon/apple-podcasts-mcp) [](https://glama.ai/mcp/servers/conorbronsdon/apple-podcasts-mcp) 📇 ☁️ - Owner-side Apple Podcasts analytics over the Podcasts Connect Reporter protocol: plays, unique and engaged listeners, followers, and per-episode listening for a show you own. Not the public iTunes catalog — this is the data Apple's hosting API does not expose. Read-only. Requires an Apple Podcasters Program membership, which is what issues the vendor number Reporter needs.
- [conorbronsdon/op3-mcp](https://github.com/conorbronsdon/op3-mcp) [](https://glama.ai/mcp/servers/conorbronsdon/op3-mcp) 📇 ☁️ - Podcast analytics from OP3, the Open Podcast Prefix Project: downloads over time, listener geography, app share, and per-episode breakdowns. Read-only by design.
- [conorbronsdon/podcastindex-mcp](https://github.com/conorbronsdon/podcastindex-mcp) [](https://glama.ai/mcp/servers/conorbronsdon/podcastindex-mcp) 📇 ☁️ - Search the Podcast Index: podcasts, episodes, guest appearances by person, trending shows, and feed health.
- [conorbronsdon/Transistor-MCP](https://github.com/conorbronsdon/Transistor-MCP) [](https://glama.ai/mcp/servers/conorbronsdon/Transistor-MCP) 📇 ☁️ - Manage Transistor.fm podcasts: episodes, analytics, download summaries, episode comparisons, transcripts, and webhooks.
@@ -2750,12 +2907,12 @@ auto-download. Install via `npx atlassian-trello-mcp`.
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).
- [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.
-- [ogasurfproject-jpg/horizon-shield](https://github.com/ogasurfproject-jpg/horizon-shield/tree/main/workers/hs-mcp) [](https://glama.ai/mcp/servers/ogasurfproject-jpg/horizon-shield) 🎖️ 📇 ☁️ - Audit Japanese construction and renovation estimates for overcharge: fair price ranges by work type, sales tactic red flags, and signed recomputable verdicts (KIRA). Includes an agent intake desk and a directory of independently audited contractors. Remote server, no API key required.
- [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`
### 🔬 Research
@@ -2772,6 +2929,7 @@ Tools for conducting research, surveys, interviews, and data collection.
- [Embassy-of-the-Free-Mind/sourcelibrary-v2](https://github.com/Embassy-of-the-Free-Mind/sourcelibrary-v2/tree/main/mcp-server) 📇 ☁️ - Search and cite rare historical texts (alchemy, Hermeticism, Renaissance philosophy) with DOI-backed academic citations from [Source Library](https://sourcelibrary.org)
- [Guitarmaniac24/getabrain-mcp-server](https://github.com/Guitarmaniac24/getabrain-mcp-server) [](https://glama.ai/mcp/servers/Guitarmaniac24/getabrain-mcp-server) 📇 ☁️ - Query real, quality-scored humans as an agent tool. [GetABrain](https://getabrain.ai) routes a question to paid human workers and returns schema-validated JSON — 16 response types (yes/no, ratings, rankings, A/B tests, sentiment, image/video/audio review, voice/video/photo capture). Fully programmatic signup with a $5 free trial credit, no card required. `npx -y @getabrain/mcp-server`.
- [HubLensOfficial/mcp-server](https://github.com/HubLensOfficial/mcp-server) [](https://glama.ai/mcp/servers/HubLensOfficial/mcp-server) 📇 ☁️ - Query daily trending open-source projects from GitHub & Hacker News with AI-generated bilingual (EN/ZH) summaries, categories, use cases, and custom scoring. Stateless, no API key required.
+- [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.
- [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.
@@ -2783,6 +2941,7 @@ Tools for conducting research, surveys, interviews, and data collection.
- [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.
+- [patsnap/patent-literature-search-mcp](https://github.com/patsnap/patent-literature-search-mcp) [](https://glama.ai/mcp/servers/patsnap/patent-literature-search-mcp) 📇 ☁️ 🏠 🍎 🪟 🐧 - Natural-language patent and scientific literature search across 200M+ patents and 216M+ papers from 170+ jurisdictions, with semantic/BM25 search, structured filters, and record retrieval. Hosted Streamable HTTP endpoint and Dockerized stdio bridge; requires a free Patsnap API key.
- [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.
@@ -2808,13 +2967,16 @@ Tools for conducting research, surveys, interviews, and data collection.
- [vectara/vectara-mcp](https://github.com/vectara/vectara-mcp) 🐍 🏠 ☁️ - An MCP server for accessing Vectara's trusted RAG-as-a-service platform.
### 🔎 Search & Data Extraction
-- [pgalyen1987/gate402-mcp](https://github.com/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`.
+- [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`.
- [KnockOutEZ/wigolo](https://github.com/KnockOutEZ/wigolo) [](https://glama.ai/mcp/servers/KnockOutEZ/wigolo) 📇 🏠 - Local-first, keyless web intelligence in one server: search, fetch, crawl, extract, cache, find-similar, and research. Multi-engine search with local ML reranking and a persistent SQLite cache, renders JS-heavy pages, and keeps everything on your machine. Install via `npx wigolo init --non-interactive --agents=`.
- [newsagentdata/newsagent-mcp](https://github.com/newsagentdata/newsagent-mcp) [](https://glama.ai/mcp/servers/newsagentdata/newsagent-mcp) 🐍 ☁️ - Real-time, ML-enriched news intelligence — urgency scoring, political lean & event clustering across 190+ countries.
- [qinisolabs/icdwise](https://github.com/qinisolabs/icdwise) 📇 🏠 ☁️ - Verified ICD-10-CM medical code lookup, validation & reverse search — official descriptions, never guessed. [](https://glama.ai/mcp/servers/qinisolabs/icdwise)
- [AIweather-Anurag/ottasia-mcp-server](https://github.com/AIweather-Anurag/ottasia-mcp-server) [](https://glama.ai/mcp/servers/AIweather-Anurag/ottasia-mcp-server) 📇 ☁️ 🏠 - Where to watch any movie or TV show across 30 Asian and Middle Eastern streaming markets (Netflix, Disney+ Hotstar, Wavve, Shahid, Hoichoi, ZEE5, JioCinema, and 17 more). `npx -y @ottasia/mcp-server`
- [Alisammour/storyflo-mcp](https://github.com/Alisammour/storyflo-mcp) [](https://glama.ai/mcp/servers/Alisammour/storyflo-mcp) 📇 ☁️ - Curated audio-news with a market-aware news signal. Search articles, fetch narrated audio, subscribe topic feeds, surface stories matched to actively traded Kalshi event contracts (CFTC-regulated; qualitative signal tags + link-out to Kalshi, never raw market data). 8 tools (7 free + 1 x402-paid over USDC on Base). Install via `npx -y storyflo-mcp`.
- [mrslbt/rippr](https://github.com/mrslbt/rippr) [](https://glama.ai/mcp/servers/mrslbt/rippr) 📇 🏠 - YouTube transcript extraction for AI agents. Clean text, timestamps, or structured JSON from any video. No API keys required. Install via `npx rippr-mcp`.
+- [rozetyp/grounder-mcp](https://github.com/rozetyp/grounder-mcp) [](https://glama.ai/mcp/servers/rozetyp/grounder-mcp) 🐍 ☁️ - Live web grounding for local and cloud LLMs: `web_search`, `fetch`, `deep_search` (a token-capped, cited evidence pack sized to a small context window), and `research` (an agentic search-and-read loop). Flat monthly pricing, no query content stored, free tier. Install via `uvx grounder-mcp`.
- [scavio-ai/scavio-mcp](https://github.com/scavio-ai/scavio-mcp) [](https://glama.ai/mcp/servers/scavio-ai/scavio-mcp) 📇 ☁️ 🏠 - Unified real-time search API for AI agents. Google, YouTube, Amazon, Walmart, Reddit, and TikTok through one endpoint. 21 tools for web search, e-commerce, product data, social media, and video platforms. Free tier included.
- [0xdaef0f/job-searchoor](https://github.com/0xDAEF0F/job-searchoor) 📇 🏠 - An MCP server for searching job listings with filters for date, keywords, remote work options, and more.
- [hanselhansel/aeo-cli](https://github.com/hanselhansel/aeo-cli) 🐍 🏠 - Audit URLs for AI crawler readiness — checks robots.txt, llms.txt, JSON-LD schema, and content density with 0-100 AEO scoring.
@@ -2834,6 +2996,7 @@ Tools for conducting research, surveys, interviews, and data collection.
- [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`.
- [Khamel83/argus](https://github.com/Khamel83/argus) [](https://glama.ai/mcp/servers/Khamel83/argus) 🐍 🏠 - Multi-provider search broker with automatic fallback, RRF ranking, content extraction, and budget enforcement.
- [idapixl/idapixl-web-research-mcp](https://github.com/idapixl/idapixl-web-research-mcp) [](https://glama.ai/mcp/servers/idapixl-web-research-mcp) 📇 ☁️ - Pay-per-use web research for AI agents on Apify. Search (Brave + DuckDuckGo), fetch pages to clean markdown, and multi-step research with relevance scoring and key fact extraction.
+- [BenyD/haypile](https://github.com/BenyD/haypile) [](https://glama.ai/mcp/servers/BenyD/haypile) 🏎️ 🏠 🍎 🪟 🐧 - Hybrid semantic and keyword search over local documents (PDF, docx, pptx, markdown, HTML) with file and page citations. Single binary with the embedding model inside; the index never leaves the machine.
- [Bigsy/Clojars-MCP-Server](https://github.com/Bigsy/Clojars-MCP-Server) 📇 ☁️ - Clojars MCP Server for upto date dependency information of Clojure libraries
- [blazickjp/arxiv-mcp-server](https://github.com/blazickjp/arxiv-mcp-server) ☁️ 🐍 - Search ArXiv research papers
- [boikot-xyz/boikot](https://github.com/boikot-xyz/boikot) 🦀☁️ - Model Context Protocol Server for looking up company ethics information. Learn about the ethical and unethical actions of major companies.
@@ -2856,6 +3019,7 @@ Tools for conducting research, surveys, interviews, and data collection.
- [dealx/mcp-server](https://github.com/DealExpress/mcp-server) ☁️ - MCP Server for DealX platform
- [deficlow/HyperStore-MCP](https://github.com/deficlow/HyperStore-MCP) [](https://glama.ai/mcp/servers/deficlow/HyperStore-MCP) 🐍 ☁️ 🏠 - Search 6,500+ curated AI applications from the HyperStore directory. 8 tools (keyword + semantic search, full details, browsing), 3 resources, 3 prompts. Install via `uvx hyperstore-mcp` or use the hosted endpoint at `https://mcp.store.hypergpt.ai/mcp`.
- [devflowinc/trieve](https://github.com/devflowinc/trieve/tree/main/clients/mcp-server) 🎖️ 📇 ☁️ 🏠 - Crawl, embed, chunk, search, and retrieve information from datasets through [Trieve](https://trieve.ai)
+- [divyanshu-iitian/SearchForge](https://github.com/divyanshu-iitian/SearchForge) [](https://glama.ai/mcp/servers/divyanshu-iitian/SearchForge) 📇 🏠 🍎 🪟 🐧 - Free capability-routed search and web reading for agents: GitHub, Crossref, Hacker News, Wikipedia, private SearXNG, and URL-to-Markdown, with live health diagnostics and no telemetry. Exposes `web_search`, `read_url`, and `search_status`.
- [dorukardahan/domain-search-mcp](https://github.com/dorukardahan/domain-search-mcp) 📇 ☁️ - Fast domain availability aggregator with pricing. Checks Porkbun, Namecheap, GoDaddy, RDAP & WHOIS. Includes bulk search, registrar comparison, AI-powered suggestions, and social media handle checking.
- [mikusnuz/gsc-mcp](https://github.com/mikusnuz/gsc-mcp) [](https://glama.ai/mcp/servers/mikusnuz/gsc-mcp) 📇 ☁️ - MCP server for Google Search Console & Indexing API — 13 tools for search analytics, sitemaps, URL inspection, and batch indexing.
- [oso95/domain-suite-mcp](https://github.com/oso95/domain-suite-mcp) [](https://glama.ai/mcp/servers/oso95/domain-suite-mcp) 📇 🏠 - Full domain lifecycle management: availability checking (zero config), registration, DNS, SSL, email auth (SPF/DKIM/DMARC), and WHOIS across Porkbun, Namecheap, GoDaddy, and Cloudflare. 21 tools.
@@ -2880,8 +3044,10 @@ Tools for conducting research, surveys, interviews, and data collection.
- [githunt-agent/githunt-mcp](https://github.com/githunt-agent/githunt-mcp) [](https://glama.ai/mcp/servers/githunt-agent/githunt-mcp) 📇 ☁️ - Search, rank, and analyze GitHub developers for tech recruiting. Location/role/skill search over millions of ranked profiles with AI scoring and contact discovery. Install via `npx githunt-mcp` or use the hosted server at `https://mcp.githunt.ai/mcp`.
- [goesByhc/cn-scraper-mcp](https://github.com/goesByhc/cn-scraper-mcp) [](https://glama.ai/mcp/servers/goesByhc/cn-scraper-mcp) 🐍 🏠 - MCP server that lets AI agents search and extract data from major Chinese internet platforms including Taobao, JD, Xiaohongshu, Zhihu, Weibo, Bilibili, ZSXQ, Douban, and Dianping, with local-first cookie storage and CDP-assisted login.
- [genomoncology/biomcp](https://github.com/genomoncology/biomcp) 🐍 ☁️ - Biomedical research server providing access to PubMed, ClinicalTrials.gov, and MyVariant.info.
+- [getrephonic/rephonic-mcp](https://github.com/getrephonic/rephonic-mcp) [](https://glama.ai/mcp/servers/getrephonic/rephonic-mcp) 🎖️ 📇 ☁️ - Search 3M+ podcasts and 170M+ episodes, with listener estimates, audience demographics, contacts, transcripts, chart rankings, sponsors, reviews, and audience-overlap data. Hosted by [Rephonic](https://rephonic.com).
- [goofrey/zoom-search](https://github.com/goofrey/zoom-search) [](https://glama.ai/mcp/servers/goofrey/zoom-search) 🐍 ☁️ 🏠 - MCP search and evidence tool for AI agents. Rewrites queries, zooms into source domains, and returns sourced answers with metrics.
- [gregm711/agent-domain-service-mcp](https://github.com/gregm711/agent-domain-service-mcp) 📇 ☁️ - AI-powered domain brainstorming, analysis, and availability checking via AgentDomainService.com. Generate creative domain names from descriptions, get AI scoring for brandability/memorability, and check real-time availability with pricing. No API keys required.
+- [hanoak/unsplash-mcp-server](https://github.com/hanoak/unsplash-mcp-server) [](https://glama.ai/mcp/servers/hanoak/unsplash-mcp-server) 📇 ☁️ - Unsplash API server exposing 21 tools across photos, search, users, collections, topics, and stats. Ships Unsplash-guideline compliance built in — ready-to-use attribution with UTM parameters, a download-tracking tool, rate-limit surfacing, and `content_filter=high` by default. Install via `npx -y @hanoak/unsplash-mcp-server`.
- [HasData/hasdata-mcp](https://github.com/HasData/hasdata-mcp) [](https://glama.ai/mcp/servers/HasData/hasdata-mcp) 📇 ☁️ - Remote MCP server providing structured data APIs for Google (Search, Maps, Trends, Flights), Amazon, Airbnb, Zillow, Yelp, and more. 40+ tools returns clean JSON data instead of browser automation or raw HTML scraping. Designed for AI agents requiring reliable hosted data access.
- [hbg/mcp-paperswithcode](https://github.com/hbg/mcp-paperswithcode) - 🐍 ☁️ MCP to search through PapersWithCode API
- [hellokaton/unsplash-mcp-server](https://github.com/hellokaton/unsplash-mcp-server)) 🐍 ☁️ - A MCP server for Unsplash image search.
@@ -2961,12 +3127,15 @@ Tools for conducting research, surveys, interviews, and data collection.
- [searchcraft-inc/searchcraft-mcp-server](https://github.com/searchcraft-inc/searchcraft-mcp-server) 🎖️ 📇 ☁️ - Official MCP server for managing Searchcraft clusters, creating a search index, generating an index dynamically given a data file and for easily importing data into a search index given a feed or local json file.
- [SecretiveShell/MCP-searxng](https://github.com/SecretiveShell/MCP-searxng) 🐍 🏠 - An MCP Server to connect to searXNG instances
- [securecoders/opengraph-io-mcp](https://github.com/securecoders/opengraph-io-mcp) [](https://glama.ai/mcp/servers/@securecoders/opengraph-io-mcp) 📇 ☁️ - OpenGraph.io API integration for extracting OG metadata, taking screenshots, scraping web content, querying sites with AI, and generating branded images (illustrations, diagrams, social cards, icons, QR codes) with iterative refinement.
+- [Seomarlboro/digmyname](https://github.com/Seomarlboro/digmyname/tree/main/mcp) [](https://glama.ai/mcp/servers/seomarlboro/digmyname) 📇 🏠 - Domain availability, 7-registrar price comparison, and domain age across 52 TLDs. Free, no API key.
- [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`.
- [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`
- [softvoyagers/linkmeta-api](https://github.com/softvoyagers/linkmeta-api) 📇 ☁️ - Free URL metadata extraction API (Open Graph, Twitter Cards, favicons, JSON-LD). No API key required.
+- [srezai-team/srezai-mcp](https://github.com/srezai-team/srezai-mcp) [](https://glama.ai/mcp/servers/srezai-team/srezai-mcp) 🎖️ 📇 ☁️ - Web and image search, page reading as clean Markdown, browser-rendered screenshots, schema-based extraction and agentic deep research. Strong Russian-web coverage. Remote (Streamable HTTP) at `https://srezai.ru/api/mcp` or via `npx srezai-mcp` for stdio-only clients.
- [ssatama/rescuedogs-mcp-server](https://github.com/ssatama/rescuedogs-mcp-server) 📇 ☁️ - Search and discover rescue dogs from European and UK organizations with AI-powered personality matching and detailed profiles.
- [StripFeed/mcp-server](https://github.com/StripFeed/mcp-server) [](https://glama.ai/mcp/servers/@StripFeed/stripfeed-mcp-server) 📇 ☁️ - Convert any URL to clean, token-efficient Markdown for AI agents. API-backed extraction with token counting, CSS selector support, and configurable caching via [StripFeed](https://www.stripfeed.dev).
- [takashiishida/arxiv-latex-mcp](https://github.com/takashiishida/arxiv-latex-mcp) 🐍 ☁️ - Get the LaTeX source of arXiv papers to handle mathematical content and equations
@@ -3004,12 +3173,16 @@ Tools for conducting research, surveys, interviews, and data collection.
### 🔒 Security
+- [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`
- [chasdaddy/basescope](https://github.com/chasdaddy/basescope) [](https://glama.ai/mcp/servers/chasdaddy/basescope) 📇 ☁️ - The read-only safety layer for onchain AI agents. 13 read-only tools on Base + EVM: token/contract safety (honeypot & rug-pull checks cross-referenced across GoPlus + honeypot.is), risky-approval detection, verified-source lookup, balances, ENS + Basenames, gas, and prices. No private keys, no required API keys. `npx -y basescope`
- [moxno/privacyscrubber-mcp](https://github.com/moxno/privacyscrubber-mcp) [](https://glama.ai/mcp/servers/moxno/privacyscrubber-mcp) 📇 🏠 - Zero-trust local PII and secrets masking server for Cursor, Windsurf, and Claude Desktop. `npx pii-masking-run`
- [askalf/truecopy](https://github.com/askalf/truecopy) [](https://glama.ai/mcp/servers/askalf/truecopy) 📇 🏠 🍎 🪟 🐧 - Supply-chain gate for agent skills and MCP servers — scans tool definitions for poisoned instructions, pins vetted servers by content hash in a committed lock, and verifies drift in CI; the bundled truecopy-mcp proxy exposes only pinned, unmodified tools from a live server.
+- [jamesdfinance-dev/lazaretto-mcp](https://github.com/jamesdfinance-dev/lazaretto-mcp) [](https://glama.ai/mcp/servers/jamesdfinance-dev/lazaretto-mcp) 📇 ☁️ 🏠 - Check whether anything you depend on is known malware, before an agent installs it. `check_lockfile` takes a package-lock.json, yarn.lock or pnpm-lock.yaml and matches every pinned version against published malicious-package advisories in one call, free and with no API key, catching compromised releases like chalk@5.6.1 while leaving their clean releases alone. `scan_artifact` adds deterministic behavioral analysis (no LLM in the serving path) for credential theft, exfiltration, obfuscation, prompt injection and install-time droppers, with the file, line and evidence that triggered it; verdicts are SHA-256-bound so you can re-verify what landed on disk. Paid scans settle at $0.03 USDC on Base (x402) or prepaid credits. `npx lazaretto-mcp`
- [RoscoNL/intodns-mcp-server](https://github.com/RoscoNL/intodns-mcp-server) [](https://glama.ai/mcp/servers/RoscoNL/intodns-mcp-server) 📇 ☁️ 🏠 🍎 🪟 🐧 - Free DNS and email security scanner for AI assistants. DNS, SPF, DKIM, DMARC, DNSSEC, MTA-STS, BIMI, TLS/STARTTLS, FCrDNS, CAA, TLSA/DANE, blacklist and full-deliverability checks, plus security-header/CSP analysis and bookmarkable report snapshots, via the IntoDNS.ai API. No signup or API key. `npx intodns-mcp`
- [astafford8488/agentaegis-mcp](https://github.com/astafford8488/agentaegis-mcp) [](https://glama.ai/mcp/servers/astafford8488/agentaegis-mcp) 📇 ☁️ - Security & trust layer for AI agents. Scan an MCP server or skill *before* you install it (`scan_mcp_plugin`, `scan_skill`) — flags exfiltration, prompt-injection sinks, dangerous capabilities, install hooks and obfuscation → PROCEED/CAUTION/BLOCK. Plus `vet_endpoint` (endpoint safety verdict before an agent calls or pays it) and 25 more tools: vuln scans, threat intel, compliance (SOC 2/ISO 27001/HIPAA), code security (SAST/secret/dependency), identity — 28 total. Per-call billing via API key or x402 USDC on Base; free discovery tier.
+- [Fronesis-Labs/dcl-webhook](https://github.com/Fronesis-Labs/dcl-webhook) [](https://glama.ai/mcp/servers/Fronesis-Labs/dcl-webhook) 🐍 ☁️ - Deterministic AI audit layer: evaluates LLM/agent outputs against configurable policies (jailbreak, safety, quality, wallet, trade, MEV compliance) and writes every verdict to a tamper-evident SHA-256 hash chain — metadata only, never raw content. 17 tools including a full crypto-trading compliance suite. Pay-per-call via x402 (USDC on Base), from $0.01. `mcp.fronesislabs.com/mcp`
- [hernaninverso/eleion-scanner-mcp](https://github.com/hernaninverso/eleion-scanner-mcp) [](https://glama.ai/mcp/servers/hernaninverso/eleion-scanner-mcp) 📇 ☁️ - Register/verify your domains, queue security scans (headers, TLS, DNS, ports, CVEs + AI-specific checks) and read findings, for AI agents. Install with `npx -y eleion-scanner-mcp`.
- [qinisolabs/qiniso](https://github.com/qinisolabs/qiniso) [](https://glama.ai/mcp/servers/qinisolabs/qiniso) 📇 🏠 ☁️ - 56 deterministic fact-checkers in one server (IBAN, VAT, VIN, GTIN/barcodes, national & tax IDs, crypto addresses, phone, dates, holidays) — verify the structured facts an agent emits against checksums and curated data.
- [node-man/dechonet-mcp](https://github.com/node-man/dechonet-mcp) [](https://glama.ai/mcp/servers/node-man/dechonet-mcp) 📇 ☁️ - Domain security reconnaissance for AI agents. 13 tools — DNS + DNSSEC, SSL/TLS chain & grade, HTTP security headers, SPF/DKIM/DMARC email auth, TCP port scan, ASN, RDAP/WHOIS — plus a one-shot `security_scan` returning a 0-100 Health Score (A–F). Free, no API key. `npx -y dechonet-mcp`
@@ -3097,6 +3270,7 @@ Tools for conducting research, surveys, interviews, and data collection.
- [ARKALDA/hejdar-mcp](https://github.com/ARKALDA/hejdar-mcp) [](https://glama.ai/mcp/servers/ARKALDA/hejdar-mcp) 🐍 ☁️ - Runtime policy enforcement for AI agents. Evaluate actions against organization policies before execution, with observe and enforce modes.
- [goldmembrane/cleaner-code](https://github.com/goldmembrane/cleaner-code) [](https://glama.ai/mcp/servers/goldmembrane/cleaner-code) 📇 🏠 🍎 🪟 🐧 - AI code security scanner MCP server. Detects 9 categories of threats in AI-generated code (invisible Unicode, Trojan Source, homoglyphs, Glassworm steganography, rules file backdoors, dependency typosquatting, obfuscation) using static analysis plus CodeBERT deep learning. Runs locally, free tier.
- [HaroldFinchIFT/vuln-nist-mcp-server](https://github.com/HaroldFinchIFT/vuln-nist-mcp-server) 🐍 ☁️️ 🍎 🪟 🐧 - A Model Context Protocol (MCP) server for querying NIST National Vulnerability Database (NVD) API endpoints.
+- [haruodev/tamperlens-mcp](https://github.com/haruodev/tamperlens-mcp) [](https://glama.ai/mcp/servers/haruodev/tamperlens-mcp) 📇 ☁️ 🍎 🪟 🐧 - Document forensics before an agent reads the file: whether a PDF, Office file or image was edited after it was written, whether its redactions actually removed the text, and whether it carries text addressed to a language model rather than to a reader — the recovered injection payload is elided rather than echoed back into the context. Thin client over the Tamperlens REST API; signals with evidence, never a verdict; nothing stored. 10 documents/hour with no key. `npx -y tamperlens-mcp`
- [hieutran/entraid-mcp-server](https://github.com/hieuttmmo/entraid-mcp-server) 🐍 ☁️ - A MCP server for Microsoft Entra ID (Azure AD) directory, user, group, device, sign-in, and security operations via Microsoft Graph Python SDK.
- [I4cTime/quantum_ring](https://github.com/I4cTime/quantum_ring) [](https://glama.ai/mcp/servers/I4cTime/quantum_ring) 📇 🏠 🍎 🪟 🐧 - Quantum-inspired keyring for AI coding agents. Secure secrets with superposition, entanglement, tunneling, and teleportation.
- [icoretech/warden-mcp](https://github.com/icoretech/warden-mcp) [](https://glama.ai/mcp/servers/icoretech/warden-mcp) 📇 ☁️ 🏠 🍎 🪟 🐧 - MCP server for Bitwarden and Vaultwarden vault management. Search, create, edit, and organize logins, notes, cards, identities, SSH keys, folders, collections, attachments, and Sends via the official `bw` CLI.
@@ -3197,10 +3371,13 @@ Tools for conducting research, surveys, interviews, and data collection.
- [OksigeniaSL/checker-mcp](https://github.com/OksigeniaSL/checker-mcp) [](https://glama.ai/mcp/servers/OksigeniaSL/checker-mcp) 📇 🏠 - Domain security & privacy checker: 17 live checks (SPF, DMARC, DKIM, DNSSEC, TLS, CAA, security headers) scored 0-100 with remediation. Local-first, zero telemetry. In the official MCP Registry as `com.oksigenia/checker-mcp`; npm `@oksigenia/checker-mcp`.
- [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).
- [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`
### 🌐 Social Media
@@ -3222,6 +3399,7 @@ Integration with social media platforms to allow posting, analytics, and interac
- [hiroata/meltbook-mcp-server](https://github.com/hiroata/meltbook) 📇 ☁️ - MCP server for meltbook, an AI-agent political discussion board. 50 AI agents autonomously post, vote, and debate Japanese politics. 11 tools for thread creation, posting, voting, and monitoring.
- [HagaiHen/facebook-mcp-server](https://github.com/HagaiHen/facebook-mcp-server) 🐍 ☁️ - Integrates with Facebook Pages to enable direct management of posts, comments, and engagement metrics through the Graph API for streamlined social media management.
- [drashrafsaiyed-cyber/instagram-mcp](https://github.com/drashrafsaiyed-cyber/instagram-mcp) [](https://glama.ai/mcp/servers/drashrafsaiyed-cyber/instagram-mcp) 🐍 ☁️ - Control Instagram from Claude: publish photos, reels, and carousels, read account insights, manage comments, and reply to DMs. 14 tools via the Instagram Login API. One-click free Render deploy for Claude Web and mobile.
+- [ihuzaifashoukat/x-use](https://github.com/ihuzaifashoukat/x-use) [](https://glama.ai/mcp/servers/ihuzaifashoukat/x-use) 🐍 🏠 🍎 🪟 🐧 - Multi-account X (Twitter) automation with no X API key: it drives a real Chrome session using your own cookies. 33 tools for posting, replies, keyword search, engagement, single-tweet reads that return images as MCP content, per-account personas, proxy pools, and a persistent scheduled-action queue. Draft-approval mode is on by default, so write tools return a draft and nothing goes live until you call `approve_draft`. Listed on the official MCP Registry. Install: `pip install x-use-mcp`, then `x-use init` and `x-use mcp`.
- [jj-cheng25/weixin-articles-mcp](https://github.com/jj-cheng25/weixin-articles-mcp) [](https://glama.ai/mcp/servers/jj-cheng25/weixin-articles-mcp) 🐍 ☁️ 🍎 🪟 🐧 - Read WeChat (微信) Official Account articles with native multimodal output — body, images, and video keyframes as MCP content blocks. Handles all three embed types: Tencent Video (yt-dlp keyframes), WeChat-native (mp4 keyframes), Channels/视频号 (metadata + cover via public API).
- [jorgenclaw/nostr-mcp-server](https://github.com/jorgenclaw/nostr-mcp-server) [](https://glama.ai/mcp/servers/jorgenclaw/nostr-mcp-server) 📇 ☁️ - Lightning-paid Nostr signing MCP server. AI agents pay sats per call to sign and publish Nostr events — no API keys, just Lightning. Live at https://mcp.jorgenclaw.ai/sse. Tools: nostr_sign_event (2 sats), nostr_publish_event (3 sats).
- [Kadenzo/kadenzo-mcp](https://github.com/Kadenzo/kadenzo-mcp) [](https://glama.ai/mcp/servers/Kadenzo/kadenzo-mcp) 📇 ☁️ - Schedule, manage, generate, and analyze social posts across 11 networks (Instagram, TikTok, X, LinkedIn, YouTube, Facebook, Pinterest, Threads, Bluesky, Mastodon, Telegram) — 13 tools for scheduling, media upload, AI caption generation, best-times, analytics, listening, and comments. `npx -y kadenzo-mcp`.
@@ -3246,6 +3424,7 @@ Integration with social media platforms to allow posting, analytics, and interac
- [bulatko/vk-mcp-server](https://github.com/bulatko/vk-mcp-server) [](https://glama.ai/mcp/servers/bulatko/vk-mcp-server) 📇 ☁️ - MCP server for VK (VKontakte) social network API. Access users, walls, groups, friends, newsfeed, photos, and community stats.
- [solnk-dev/solnk-mcp](https://github.com/solnk-dev/solnk-mcp) [](https://glama.ai/mcp/servers/solnk-dev/solnk-mcp) 🎖️ 📇 ☁️ - Official Solnk MCP server — publish and schedule content across 9 platforms (X, Instagram, TikTok, YouTube, Facebook, LinkedIn, Pinterest, Threads, Bluesky) from any MCP client. 11 tools for publishing, drafts, scheduling, media upload, and post analytics. Hosted at mcp.solnk.com with bearer API key auth.
- [timkulbaev/mcp-linkedin](https://github.com/timkulbaev/mcp-linkedin) [](https://glama.ai/mcp/servers/timkulbaev/mcp-linkedin) 📇 ☁️ - LinkedIn publishing, commenting, and reacting via Unipile API. Dry-run by default, SKILL.md included, CLI-first design for AI automation workflows.
+- [tokportal/tokportal-mcp](https://github.com/tokportal/tokportal-mcp) [](https://glama.ai/mcp/servers/tokportal/tokportal-mcp) 🎖️ 📇 ☁️ - Official TokPortal MCP server: managed social infrastructure — real TikTok, Instagram and YouTube accounts created, warmed and operated by human account managers in 16+ countries, plus video upload/scheduling at scale, analytics, ban lifecycle and webhooks (91 tools with `readOnlyHint`/`destructiveHint` annotations). No per-account OAuth, no 25-posts/day cap. Remote (OAuth 2.1) at app.tokportal.com/api/ext/mcp or `npx -y tokportal-mcp`. Listed on the official MCP Registry as `com.tokportal/mcp`.
- [realMNohgee/hermtica](https://github.com/realMNohgee/hermtica) [](https://glama.ai/mcp/servers/realMNohgee/hermtica) 📇 ☁️ - AI agent social network and marketplace with native MCP server. 6 tools: browse_feed, search, get_trending, get_agent_profile, search_marketplace, get_marketplace_stats. Endpoint: hermtica.com/api/mcp. Free.
- [veezeehq/veezee-mcp](https://github.com/veezeehq/veezee-mcp) [](https://glama.ai/mcp/servers/veezeehq/veezee-mcp) 🎖️ ☁️ - Real-time LinkedIn, X (Twitter) and Reddit data: profiles, companies, posts, search, sentiment. Hosted at mcp.veezee.io with OAuth or self-serve keys.
- [Vovala14/vynly-mcp](https://github.com/Vovala14/vynly-mcp) [](https://glama.ai/mcp/servers/Vovala14/vynly-mcp) 📇 ☁️ - Post AI-generated images to [Vynly](https://vynly.co), an AI-only social feed built for agents. Four tools — `vynly_post_image`, `vynly_post_spark`, `vynly_read_feed`, `vynly_search`. Auto-claims a 10-write demo token on first run via a public no-auth endpoint, so it works out of the box with no signup. Provenance-aware (C2PA / SynthID / XMP).
@@ -3256,6 +3435,7 @@ 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.
+- [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.
- [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`.
@@ -3288,6 +3468,7 @@ Tools for accessing sports-related data, results, and statistics.
- [NasserAlbusaidi/macrofactor-mcp](https://github.com/NasserAlbusaidi/macrofactor-mcp) [](https://glama.ai/mcp/servers/NasserAlbusaidi/macrofactor-mcp) 🐍 🏠 🍎 🐧 - Fueling & recovery decision engine combining MacroFactor nutrition data with Garmin training data. Recovery checks, daily briefings, weekly reports, and nutrition-performance correlations over your own local data. Install: `uvx macrofactor-mcp`.
- [partymola/bosch-flow-mcp](https://github.com/partymola/bosch-flow-mcp) [](https://glama.ai/mcp/servers/partymola/bosch-flow-mcp) 🐍 ☁️ 🏠 - MCP server for Bosch eBike Flow (Smart System / BES3). Read-only, signs in with your own Bosch account via PKCE. Battery health and charge-cycle trends, components and firmware, live state-of-charge, and per-ride activity data (distance, elevation, power, assist-mode, CO2). Local SQLite cache with auto-sync.
- [partymola/fitbit-mcp](https://github.com/partymola/fitbit-mcp) [](https://glama.ai/mcp/servers/partymola/fitbit-mcp) 🐍 ☁️ 🏠 - MCP server for the Fitbit Web API. OAuth 2.0 PKCE, local SQLite cache with auto-sync, and trend analysis. Tools for heart rate, activity, exercises, sleep, weight, SpO2, and HRV.
+- [partymola/google-health-mcp](https://github.com/partymola/google-health-mcp) [](https://glama.ai/mcp/servers/partymola/google-health-mcp) 🐍 ☁️ 🏠 - MCP server for the Google Health API. OAuth with auto-refresh, local SQLite cache with incremental sync, an offline cache-only mode, and trend analysis. Tools for heart rate, activity, exercises, sleep, weight, SpO2, HRV, ECG, and irregular-rhythm notifications.
- [partymola/withings-mcp](https://github.com/partymola/withings-mcp) [](https://glama.ai/mcp/servers/partymola/withings-mcp) 🐍 ☁️ 🏠 - MCP server for the Withings Health API: OAuth, local SQLite cache, and trend analysis for body composition, sleep, activity, workouts, and ECG.
- [proplineapi/propline-mcp](https://github.com/proplineapi/propline-mcp) [](https://glama.ai/mcp/servers/proplineapi/propline-mcp) 📇 ☁️ - Live sports betting odds, cross-book +EV, and graded prop resolution (every Over/Under settled against real box scores) across 13 sportsbooks for MLB, NBA, NHL, NFL, soccer, and UFC. the-odds-api compatible; free tier, no card.
- [r-huijts/firstcycling-mcp](https://github.com/r-huijts/firstcycling-mcp) 📇 ☁️ - Access cycling race data, results, and statistics through natural language. Features include retrieving start lists, race results, and rider information from firstcycling.com.
@@ -3351,10 +3532,12 @@ Access to travel and transportation information. Enables querying schedules, rou
- [Autonomad1/autonomad-travel](https://github.com/Autonomad1/autonomad-travel) [](https://glama.ai/mcp/servers/Autonomad1/autonomad-travel) 📇 ☁️ - AI travel agent over MCP — live flights, hotels, activities, and events worldwide, then completes the booking on autonomad.ai (free signup at checkout, first month of Premium included).
- [campertunity/mcp-server](https://github.com/campertunity/mcp-server) 🎖️ 📇 🏠 - Search campgrounds around the world on campertunity, check availability, and provide booking links
- [cobanov/teslamate-mcp](https://github.com/cobanov/teslamate-mcp) 🐍 🏠 - A Model Context Protocol (MCP) server that provides access to your TeslaMate database, allowing AI assistants to query Tesla vehicle data and analytics.
+- [Departi/mcp-server](https://github.com/Departi/mcp-server) [](https://glama.ai/mcp/servers/Departi/mcp-server) ☁️ - Travel compliance and curated booking for digital nomads — visa requirements, tax residency analysis, Schengen 90/180-day tracking, accommodation, transport, and experiences across 189 European destinations. Hosted at https://mcp.departi.eu/v3 (Streamable HTTP, OAuth 2.1).
- [Flightmussy/sunshine-atlas-mcp](https://github.com/Flightmussy/sunshine-atlas-mcp) [](https://glama.ai/mcp/servers/Flightmussy/sunshine-atlas-mcp) 📇 ☁️ - Where is it sunny? Monthly 0–100 Sunshine Scores, day/night temperatures, rainfall and sea temperature for 3,833 destinations that all have their own airport — ranked sunny-in-a-month searches, best-time-to-visit lookups and side-by-side comparisons from long-term climate normals. Hosted at https://sunshineatlas.com/api/mcp, no key required. Data CC BY 4.0.
- [Flightmussy/trainrouter-atlas](https://github.com/Flightmussy/trainrouter-atlas) [](https://glama.ai/mcp/servers/Flightmussy/trainrouter-atlas) 📇 ☁️ - World train-route atlas for AI assistants — search 744 notable train routes (high-speed, scenic, night trains) and get facts and geometry for each. Hosted at https://trainrouter.com/mcp (Streamable HTTP, no auth); data CC BY 4.0.
- [forgemeshlabs/travel-agent-mcp](https://github.com/forgemeshlabs/travel-agent-mcp) [](https://glama.ai/mcp/servers/forgemeshlabs/travel-agent-mcp) 📇 ☁️ - Free travel utilities plus live x402 travel intelligence: $0.01 Travel Pulse disruption and emergency-awareness checks, day trips, weekend getaways, creator experiences, weather-aware planning, mobility options, currency conversion, airport checks, and timing guidance.
- [forgemeshlabs/travel-mcp](https://github.com/forgemeshlabs/travel-mcp) [](https://glama.ai/mcp/servers/forgemeshlabs/travel-mcp) 📇 ☁️ - Public travel search workflow MCP server for airport lookup, route comparison, timing guidance, and external booking links through generic travel search providers.
+- [gondola-ai/gondola-mcp](https://github.com/gondola-ai/gondola-mcp) [](https://glama.ai/mcp/servers/gondola-ai/gondola-mcp) 🎖️ ☁️ - The travel MCP that shows cash and award (points) rates side by side — hotels, flights, and rental cars across every major loyalty program, with cents-per-point valuations, loyalty balance tracking, rate alerts, and direct booking. Remote streamable-http at https://mcp.gondola.ai/mcp, OAuth 2.1, no API key for search. Installs as a Claude Code plugin; also works with Codex, Cursor, Windsurf, VS Code, ChatGPT, and Gemini.
- [gregoriofraile/gasolineras-mcp](https://github.com/gregoriofraile/gasolineras-mcp) [](https://glama.ai/mcp/servers/gregoriofraile/gasolineras-mcp) 🐍 ☁️ - Fuel prices at every gas station in Spain, from the Spanish government's open data API. Find a municipality and get its stations sorted by price. No API key, no state, no telemetry.
- [HemmaBo-se/hemmabo-mcp-server](https://github.com/HemmaBo-se/hemmabo-mcp-server) [](https://glama.ai/mcp/servers/HemmaBo-se/hemmabo-mcp-server) 📇 ☁️ 🎖️ - Host-owned, agent-native direct booking for vacation rentals: agents discover a host's own domain, verify a host-domain signed (VRP · Ed25519/JWKS) stay offer, read live availability and pricing, and book directly at 0% commission. Live endpoint: https://www.hemmabo.com/mcp
- [haomingkoo/japan-seasons-mcp](https://github.com/haomingkoo/japan-seasons-mcp) [](https://glama.ai/mcp/servers/haomingkoo/japan-seasons-mcp) 📇 ☁️ - Live Japan seasonal travel — cherry blossom forecasts, autumn leaves, flower spots, fruit picking & festivals. 1,700+ GPS-tagged spots from Japan Meteorological Corporation. Updated daily.
@@ -3372,10 +3555,12 @@ Access to travel and transportation information. Enables querying schedules, rou
- [pab1it0/tripadvisor-mcp](https://github.com/pab1it0/tripadvisor-mcp) 📇 🐍 - A MCP server that enables LLMs to interact with Tripadvisor API, supporting location data, reviews, and photos through standardized MCP interfaces
- [PeanutSplash/chelaile-mcp](https://github.com/PeanutSplash/chelaile-mcp) [](https://glama.ai/mcp/servers/PeanutSplash/chelaile-mcp) 📇 🏠 🍎 🪟 🐧 - A Chelaile-powered MCP server that lets LLMs query realtime bus and metro data in China — arrival times, vehicle positions, timetables, nearby stops, and transit routing. No login required.
- [Perufitlife/aviation-mcp](https://github.com/Perufitlife/aviation-mcp) [](https://glama.ai/mcp/servers/Perufitlife/aviation-mcp) 📇 ☁️ - Live aviation data for AI agents: decoded METAR weather by ICAO, airport & aircraft specs, an aviation glossary, and FAA-style practice questions. Hosted (Streamable HTTP + SSE), no signup.
+- [asokore/pifini-mcp](https://github.com/asokore/pifini-mcp) [](https://glama.ai/mcp/servers/asokore/pifini-mcp) 📇 ☁️ - Real events, reviewed places, and ticket checkout across the Caribbean & Latin America. Search festivals/carnivals and reviewed restaurants/venues/professionals, read verified reviews, and generate a Stripe-hosted checkout link — humans pay, agents never touch card details. Hosted Streamable HTTP endpoint; read tools need no auth. Listed in the official MCP Registry as `net.pifini/pifini`.
- [Pradumnasaraf/aviationstack-mcp](https://github.com/Pradumnasaraf/aviationstack-mcp) 🐍 ☁️ 🍎 🪟 🐧 - An MCP server using the AviationStack API to fetch real-time flight data including airline flights, airport schedules, future flights and aircraft types.
- [prosperkartik/hostaway-mcp](https://github.com/prosperkartik/hostaway-mcp) [](https://glama.ai/mcp/servers/prosperkartik/hostaway-mcp) 📇 ☁️ - MCP server for the Hostaway property management system (vacation rentals & short-term rentals). 10 read-only tools across listings, reservations, calendar availability, guest conversations, and owner financials.
- [r-huijts/ns-mcp-server](https://github.com/r-huijts/ns-mcp-server) 📇 ☁️ - Access Dutch Railways (NS) travel information, schedules, and real-time updates
- [roamzy-io/mcp-server](https://github.com/roamzy-io/mcp-server) [](https://glama.ai/mcp/servers/roamzy-io/mcp-server) 🎖️ 📇 ☁️ - Buy and manage a global eSIM through chat. One eSIM for 192 countries, per-MB billing in USDT/USDC across TRON, Solana, BSC, Polygon, Optimism, Arbitrum, TON. Anonymous-flow by default — no account required. [npm](https://www.npmjs.com/package/@roamzy/mcp-server)
+- [rsiva2294/madurai-transit-mcp](https://github.com/rsiva2294/madurai-transit-mcp) [](https://glama.ai/mcp/servers/rsiva2294/madurai-transit-mcp) 📇 ☁️ 🏠 🍎 🪟 🐧 - Model Context Protocol (MCP) server for Madurai CityBus public transit: direct and 1-transfer route planning across 966 bus routes and 3,000 stops, official TNSTC stage fare breakdowns, platform bay departures, and bilingual stop search. Install: `npx -y madurai-transit-mcp`.
- [skedgo/tripgo-mcp-server](https://github.com/skedgo/tripgo-mcp-server) 📇 ☁️ - Provides tools from the TripGo API for multi-modal trip planning, transport locations, and public transport departures, including real-time information.
- [snenenenenenene/transita-mcp-server](https://github.com/snenenenenenene/transita-mcp-server) [](https://glama.ai/mcp/servers/snenenenenenene/transita-mcp-server) 📇 ☁️ 🏠 - Visa eligibility matching across 102 immigration pathways in 15 countries. Scores a profile (citizenship, education, work history, income, goal) against official government criteria — points thresholds, salary floors, language requirements — and returns ranked matches with processing times, fees, PR timelines and links to the official source. Also compares pathways side-by-side and reports live intake status for round-based programmes (Express Entry, Australia SkillSelect). Remote endpoint https://transita.app/api/mcp, no key required, or `npx @transita/mcp-server`.
- [SoapyRED/freightutils-mcp](https://github.com/SoapyRED/freightutils-mcp) [](https://glama.ai/mcp/servers/SoapyRED/freightutils-mcp) 📇 ☁️ - 17 freight calculation and reference tools — ADR dangerous goods, HS codes, LDM/CBM/chargeable weight calculators, duty estimation, airline codes, UN/LOCODE, and more. Free REST APIs + MCP server.
@@ -3398,6 +3583,7 @@ Interact with Git repositories and version control platforms. Enables repository
- [costajohnt/oss-autopilot](https://github.com/costajohnt/oss-autopilot) [](https://glama.ai/mcp/servers/costajohnt/oss-autopilot) 📇 ☁️ 🏠 🍎 🪟 🐧 - Open source contribution manager with PR tracking across repos, issue discovery, CI failure diagnosis, and maintainer response drafting. Available as CLI, MCP server, and Claude Code plugin.
- [daniloneto/bitbucket-mcp](https://github.com/daniloneto/bitbucket-mcp) [](https://glama.ai/mcp/servers/daniloneto/bitbucket-mcp) 📇 ☁️ - MCP server for Bitbucket Cloud focused on pull-request review — read PRs, diffs, comments, commits, files and the repo tree; post inline/general comments, approve, or request changes. Uses Atlassian API tokens (stdio).
- [ddukbg/github-enterprise-mcp](https://github.com/ddukbg/github-enterprise-mcp) 📇 ☁️ 🏠 - MCP server for GitHub Enterprise API integration
+- [Doucs91/hivelore](https://github.com/Doucs91/hivelore) [](https://glama.ai/mcp/servers/Doucs91/hivelore) 📇 🏠 - Deterministic policy gate for agent-written code: briefs agents with the team's repo-specific rules, then blocks any commit whose diff reintroduces a documented mistake — validated regex/AST/test guards enforced in Git hooks and CI.
- [gitea/gitea-mcp](https://gitea.com/gitea/gitea-mcp) 🎖️ 🏎️ ☁️ 🏠 🍎 🪟 🐧 - Interactive with Gitea instances with MCP.
- [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.
@@ -3406,9 +3592,11 @@ Interact with Git repositories and version control platforms. Enables repository
- [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.
- [kopfrechner/gitlab-mr-mcp](https://github.com/kopfrechner/gitlab-mr-mcp) 📇 ☁️ - Interact seamlessly with issues and merge requests of your GitLab projects.
+- [madeinplutofabio/vibe-revert](https://github.com/madeinplutofabio/vibe-revert) [](https://glama.ai/mcp/servers/madeinplutofabio/vibe-revert) 📇 🏠 🍎 🪟 🐧 - Local safety layer for vibe coding and AI agents. MCP tools expose deterministic risk checks, sessions, checkpoints, policy inspection, and fix prompts; the companion CLI can restore project files, including uncommitted work, to their pre-session state. No LLM judges risk.
- [modelcontextprotocol/server-git](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/git) 🐍 🏠 - Direct Git repository operations including reading, searching, and analyzing local repositories
- [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.
- [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.
- [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.
@@ -3447,13 +3635,16 @@ Interact with Git repositories and version control platforms. Enables repository
- [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).
- [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.
+- [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.
- [ernestocorona/kanboard-mcp](https://github.com/ErnestoCorona/kanboard-mcp) [](https://glama.ai/mcp/servers/ErnestoCorona/kanboard-mcp) 📇 🏠 🍎 🪟 🐧 - TypeScript MCP server for [Kanboard](https://kanboard.org) with multi-project routing via `.kanboard.yaml`. 37 tools, 982 unit tests, Docker multi-arch on GHCR, provenance-signed npm releases via OIDC, Diátaxis-structured docs, MIT licensed.
+- [EveryPageApp/everypage-mcp](https://github.com/EveryPageApp/everypage-mcp) [](https://glama.ai/mcp/servers/EveryPageApp/everypage-mcp) 🎖️ 📇 🏠 🍎 🪟 🐧 - Official MCP server for [EveryPage](https://everypage.co): upload PDFs, mint trackable share links, and read page-by-page readership analytics (who read, how far, how long) from any MCP client. `npx -y everypage-mcp`
- [OurThinkTank/founders-os](https://github.com/OurThinkTank/founders-os) [](https://glama.ai/mcp/servers/OurThinkTank/founders-os) 📇 🏠 - Self-hosted business context for your AI client: CRM, check points, automation triggers, financial ledger, tasks, playbooks, news feeds, projects, and semantic memory in one MCP server. Ask one question and it reads your CRM and books together. Your data stays in your own database. MIT licensed.
- [foxintheloop/UpTier](https://github.com/foxintheloop/UpTier) 📇 🏠 🪟 - Desktop task manager with clean To Do-style UI and 25+ MCP tools for prioritization, goal tracking, and multi-profile workflows.
- [getalai/alai-mcp-server](https://github.com/getalai/alai-mcp-server) [](https://glama.ai/mcp/servers/getalai/Alai) 🐍 ☁️ 🎖️ - Generate, edit, and export high quality presentations with AI to PDF, PPTX, or a shareable link.
- [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).
- [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.
@@ -3472,7 +3663,9 @@ Interact with Git repositories and version control platforms. Enables repository
- [minhhq-a1/odoo-pulse](https://github.com/minhhq-a1/odoo-pulse) [](https://glama.ai/mcp/servers/minhhq-a1/odoo-pulse) 🐍 ☁️ - An AI Business Analyst for Odoo ERP: one-call reports with a verdict (business_pulse, pipeline_review, receivables_health, inventory_risk, sales_snapshot, absence_overview) over the XML-RPC API.
- [mnoomnoo/resume-mcp-server](https://github.com/mnoomnoo/resume-mcp-server) [](https://glama.ai/mcp/servers/mnoomnoo/resume-mcp-server) 🐍 🏠 🪟 🐧 - MCP server for searching and retrieving structured information from local resume and job application documents (.docx, .pdf, .md, .txt) with auto hot-reload. 21 tools for full-text search and filtering by skill, company, and education, plus structured extraction of work experience, achievements, badge skills, and side projects. `pip install resume-mcp-server`
- [moro3k/mcp-altegio](https://github.com/moro3k/mcp-altegio) 📇 ☁️ - MCP server for Altegio API — appointments, clients, services, staff schedules for salon/spa/clinic management. 18 tools with Docker support.
+- [nometalalchemist/KitchenSink4Word](https://github.com/nometalalchemist/KitchenSink4Word) [](https://glama.ai/mcp/servers/nometalalchemist/KitchenSink4Word) 🐍 🏠 🍎 🪟 🐧 - Everything plus the kitchen sink for Microsoft Word: 170 tools for .docx editing including live editing of open documents, merge-aware tables, citations/footnotes/TOC, tracked-changes writing, mail merge, redaction, accessibility audits, LaTeX equations, Zotero integration, and publication style conversion. Windows for live/COM features; the file-based majority is cross-platform. `pip install kitchensink4word`
- [io.github.opsconduit/jobber-mcp](https://github.com/opsconduit/jobber-mcp) [](https://glama.ai/mcp/servers/opsconduit/jobber-mcp) 📇 ☁️ 🏠 - Customer-hosted, read-only MCP server for Jobber operations queries: owner action lists, overdue invoices, stale requests, estimates, jobs, and safe read-only GraphQL validation.
+- [pdfops/pdfops-mcp](https://github.com/pdfops/pdfops-mcp) [](https://glama.ai/mcp/servers/pdfops/pdfops-mcp) 📇 ☁️ 🏠 🍎 🪟 🐧 - Deterministic PDF tools for agents: inspect AcroForm fields, fill forms, merge PDFs, and generate invoice PDFs. Tools take file paths, so PDF bytes never transit model context; the same input produces byte-identical output. Keyless free tier. Install: `npx -y pdfops-mcp`.
- [poolside-ventures/meetbot-mcp](https://github.com/poolside-ventures/meetbot-mcp) [](https://glama.ai/mcp/servers/poolside-ventures/meetbot-mcp) 🎖️ 📇 ☁️ - Meet.bot: scheduling for AI agents. Check real calendar availability and book meetings on connected Google/Microsoft calendars. Pay per meeting booked, not per seat.
- [prompeteer/prompeteer-mcp](https://github.com/prompeteer/prompeteer-mcp) [](https://glama.ai/mcp/servers/@prompeteer/prompeteer-mcp) 📇 ☁️ - Generate A+ prompts for ChatGPT, Claude, Midjourney, and 130+ AI platforms. Score quality across 16 dimensions and manage your prompt library with PromptDrive.
- [proompteng/bilig](https://github.com/proompteng/bilig) [](https://glama.ai/mcp/servers/proompteng/bilig) 📇 🏠 - Headless WorkPaper MCP server for spreadsheet formulas, workbook edits, JSON persistence, and verified readback from TypeScript services.
@@ -3485,7 +3678,7 @@ Interact with Git repositories and version control platforms. Enables repository
- [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.
- [starecz/karea-mcp](https://github.com/starecz/karea-mcp) [](https://glama.ai/mcp/servers/starecz/karea-mcp) 📇 ☁️ 🍎 🪟 🐧 - MCP server for [Karea](https://karea.app) task manager. 44 tools to create, edit, close, recap, and link your dev tasks while Claude Code or Cursor codes. Per-task open questions, attached resources, Jira links, productivity recap. `npx -y karea-mcp`
- [takumi0706/google-calendar-mcp](https://github.com/takumi0706/google-calendar-mcp) 📇 ☁️ - An MCP server to interface with the Google Calendar API. Based on TypeScript.
-- [tarunlnmiit/autopilot-jobhunt](https://github.com/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.
+- [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.
- [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`.
@@ -3527,6 +3720,7 @@ Interact with Git repositories and version control platforms. Enables repository
- [AbdelStark/bitcoin-mcp](https://github.com/AbdelStark/bitcoin-mcp) - ₿ A Model Context Protocol (MCP) server that enables AI models to interact with Bitcoin, allowing them to generate keys, validate addresses, decode transactions, query the blockchain, and more.
- [AIDataNordic/Food-Recipe-MCP](https://github.com/AIDataNordic/Food-Recipe-MCP) [](https://glama.ai/mcp/servers/AIDataNordic/Food-Recipe-MCP) 🐍 ☁️ 🍎 🪟 🐧 - Semantic search across 50,000+ Food.com recipes with hybrid dense+sparse retrieval and cross-encoder reranking. Filter by diet, cooking time and difficulty. Live remote endpoint available.
- [akseyh/bear-mcp-server](https://github.com/akseyh/bear-mcp-server) - Allows the AI to read from your Bear Notes (macOS only)
+- [bguillow-rgb/perfume-picks-mcp](https://github.com/bguillow-rgb/perfume-picks-mcp) [](https://glama.ai/mcp/servers/bguillow-rgb/perfume-picks-mcp) 🎖️ 📇 ☁️ 🍎 🪟 🐧 - Read-only access to the Perfume Picks fragrance database: search 13,000+ scents with note pyramids and accords, find curated dupes with match percentages, compare fragrances, and get wear suggestions scored with community compliment and office-safety data. Zero-config `npx -y perfume-picks-mcp`; remote streamable-HTTP endpoint also available.
- [allenporter/mcp-server-home-assistant](https://github.com/allenporter/mcp-server-home-assistant) 🐍 🏠 - Expose all Home Assistant voice intents through a Model Context Protocol Server allowing home control.
- [altinoren/utopia](https://github.com/altinoren/Utopia) #️⃣ 🏠 - MCP that simulates a set of smart home and lifestyle devices, allowing you to test agent's reasoning and discovery capabilities.
- [Amazon Bedrock Nova Canvas](https://github.com/zxkane/mcp-server-amazon-bedrock) 📇 ☁️ - Use Amazon Nova Canvas model for image generation.
@@ -3584,6 +3778,7 @@ Interact with Git repositories and version control platforms. Enables repository
- [hmk/attio-mcp-server](https://github.com/hmk/attio-mcp-server) - 📇 ☁️ Allows AI clients to manage records and notes in Attio CRM
- [hushvert/mcp](https://github.com/hushvert/mcp) [](https://glama.ai/mcp/servers/hushvert/mcp) 📇 ☁️ - File-conversion tools for AI agents: convert documents, images, audio, video, archives and PDFs across formats (convert_file, convert_poll, list_formats, check_usage). Runs local-doable conversions in the browser and refuses to bill for them. Backed by hushvert.com.
- [hypescale/storyblok-mcp-server](https://github.com/hypescale/storyblok-mcp-server) [](https://glama.ai/mcp/servers/martinkogut/storyblok-mcp-server) 📇 ☁️ - MCP server for the Storyblok headless CMS with 160 tools across 30 modules. Manage stories, components, assets, workflows, releases, and more via AI assistants.
+- [imnoo-team/drawing-converter-mcp](https://github.com/imnoo-team/drawing-converter-mcp) [](https://glama.ai/mcp/servers/imnoo-team/drawing-converter-mcp) 📇 🏠 🍎 🪟 🐧 - Convert technical-drawing PDFs and engineering callouts between metric and imperial — dimensions, ± tolerances, ISO fit classes, M⇄UNC threads, surface roughness — with converted values stamped in place on the PDF. Install via NPM: `npx -y drawing-converter-mcp`
- [imprvhub/mcp-claude-spotify](https://github.com/imprvhub/mcp-claude-spotify) 📇 ☁️ 🏠 - An integration that allows Claude Desktop to interact with Spotify using the Model Context Protocol (MCP).
- [inkbytefo/screenmonitormcp](https://github.com/inkbytefo/screenmonitormcp) 🐍 🏠 🍎 🪟 🐧 - Real-time screen analysis, context-aware recording, and UI monitoring MCP server. Supports AI vision, event hooks, and multimodal agent workflows.
- [integromat/make-mcp-server](https://github.com/integromat/make-mcp-server) 🎖️ 📇 🏠 - Turn your [Make](https://www.make.com/) scenarios into callable tools for AI assistants.