diff --git a/.github/workflows/check-glama.yml b/.github/workflows/check-glama.yml
index 9d5e9223..c1b07e8f 100644
--- a/.github/workflows/check-glama.yml
+++ b/.github/workflows/check-glama.yml
@@ -244,7 +244,7 @@ jobs:
Please complete the following steps:
- 1. **Ensure your server is listed on Glama.** If it isn't already, submit it at https://glama.ai/mcp/servers and verify that it passes all checks (including a successfully built Docker image and a release).
+ 1. **Ensure your server is listed on Glama.** If it isn't already, submit it at https://glama.ai/mcp/servers and verify that it passes all checks (note: you must add Dockerfile directly to Glama. For checks to pass, we only need the server to start and respond to introspection requests).
2. **Update your PR** by adding a Glama score badge after the server description, using this format:
diff --git a/README.md b/README.md
index a8a0f2f8..a9ba7d35 100644
--- a/README.md
+++ b/README.md
@@ -134,16 +134,19 @@ Servers for accessing many apps and tools through a single MCP server.
- [Aganium/agenium](https://github.com/Aganium/agenium) π βοΈ π πͺ π§ - Bridge any MCP server to the agent:// network β 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.
- [espadaw/Agent47](https://github.com/espadaw/Agent47) π βοΈ - Unified job aggregator for AI agents across 9+ platforms (x402, RentAHuman, Virtuals, etc).
- [AgentHotspot](https://github.com/AgentHotspot/agenthotspot-mcp) π βοΈ π π πͺ π§ - Search, integrate and monetize MCP connectors on the AgentHotspot MCP marketplace
+- [Work90210/APIFold](https://github.com/Work90210/APIFold) [](https://glama.ai/mcp/servers/Work90210/APIFold) π βοΈ - Turn any REST API into a hosted MCP server. 18 free public servers (GitHub, Stripe, Slack, OpenAI, Notion, and more) β no setup required, bring your own API key.
- [rhein1/agoragentic-integrations](https://github.com/rhein1/agoragentic-integrations) [](https://glama.ai/mcp/servers/@rhein1/agoragentic-integrations) π βοΈ - 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) π βοΈ π πͺ π§ - 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) π βοΈ π π πͺ π§ - 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.
- [askbudi/roundtable](https://github.com/askbudi/roundtable) π βοΈ π π πͺ π§ - Meta-MCP server that unifies multiple AI coding assistants (Codex, Claude Code, Cursor, Gemini) through intelligent auto-discovery and standardized MCP interface, providing zero-configuration access to the entire AI coding ecosystem.
- [blockrunai/blockrun-mcp](https://github.com/blockrunai/blockrun-mcp) π βοΈ π πͺ π§ - Access 30+ AI models (GPT-5, Claude, Gemini, Grok, DeepSeek) without API keys. Pay-per-use via x402 micropayments with USDC on Base.
- [Data-Everything/mcp-server-templates](https://github.com/Data-Everything/mcp-server-templates) π π π πͺ π§ - One server. All tools. A unified MCP platform that connects many apps, tools, and services behind one powerful interfaceβideal for local devs or production agents.
+- [depwire/depwire](https://github.com/depwire/depwire) [](https://glama.ai/mcp/servers/depwire/depwire) π π ποΈ π¦ π π - Dependency graph + 15 MCP tools for AI coding assistants. Parses TypeScript, JavaScript, Python, Go, Rust, and C. Arc diagram visualization, health scoring, dead code detection, and temporal graph.
- [duaraghav8/MCPJungle](https://github.com/duaraghav8/MCPJungle) ποΈ π - Self-hosted MCP Server registry for enterprise AI Agents
- [edgarriba/prolink](https://github.com/edgarriba/prolink) π βοΈ π π πͺ π§ - Agent-to-agent marketplace middleware β MCP-native discovery, negotiation, and transaction between AI agents
- [entire-vc/evc-spark-mcp](https://github.com/entire-vc/evc-spark-mcp) [](https://glama.ai/mcp/servers/entire-vc/evc-spark-mcp) π βοΈ π π πͺ π§ - 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) βοΈ π π πͺ π§ - A list of MCP servers so you can ask your client which servers you can use to improve your daily workflow.
+- [gpu-bridge/mcp-server](https://github.com/gpu-bridge/mcp-server) [](https://glama.ai/mcp/servers/gpu-bridge/mcp-server) π βοΈ π πͺ π§ - 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) βοΈ π - 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) π π - 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.
- [hamflx/imagen3-mcp](https://github.com/hamflx/imagen3-mcp) π π πͺ π π§ - A powerful image generation tool using Google's Imagen 3.0 API through MCP. Generate high-quality images from text prompts with advanced photography, artistic, and photorealistic controls.
@@ -161,6 +164,7 @@ Servers for accessing many apps and tools through a single MCP server.
- [metatool-ai/metatool-app](https://github.com/metatool-ai/metatool-app) π βοΈ π π πͺ π§ - MetaMCP is the one unified middleware MCP server that manages your MCP connections with GUI.
- [MikkoParkkola/mcp-gateway](https://github.com/MikkoParkkola/mcp-gateway) [](https://glama.ai/mcp/servers/MikkoParkkola/mcp-gateway) ποΈ π π πͺ π§ - Universal MCP gateway with single-port multiplexing and Meta-MCP. 4 meta-tools replace 100+ registrations, saving 95% context window. Hot-reloadable capabilities, OpenAPI auto-import, 42 starter capabilities (25 zero-config).
- [mindsdb/mindsdb](https://github.com/mindsdb/mindsdb) - Connect and unify data across various platforms and databases with [MindsDB as a single MCP server](https://docs.mindsdb.com/mcp/overview).
+- [opentabs-dev/opentabs](https://github.com/opentabs-dev/opentabs) [](https://glama.ai/mcp/servers/opentabs-dev/opentabs) π π π πͺ π§ - Plugin-based MCP server + Chrome extension that gives AI agents access to web applications through the user's authenticated browser session. 100+ plugins with a plugin SDK for building new ones.
- [oxgeneral/agentnet](https://github.com/oxgeneral/agentnet) π βοΈ π πͺ π§ - Agent-to-agent referral network where AI agents discover, recommend, and refer users to each other. Features bilateral trust model, credit economy, and 7 MCP tools for agent registration, discovery, and referral tracking.
- [particlefuture/MCPDiscovery](https://github.com/particlefuture/1mcpserver) π βοΈ π π πͺ - MCP of MCPs. Automatic discovery and configure MCP servers on your local machine.
- [PipedreamHQ/pipedream](https://github.com/PipedreamHQ/pipedream/tree/master/modelcontextprotocol) βοΈ π - Connect with 2,500 APIs with 8,000+ prebuilt tools, and manage servers for your users, in your own app.
@@ -168,7 +172,9 @@ Servers for accessing many apps and tools through a single MCP server.
- [profullstack/mcp-server](https://github.com/profullstack/mcp-server) π βοΈ π π πͺ π§ - A comprehensive MCP server aggregating 20+ tools including SEO optimization, document conversion, domain lookup, email validation, QR generation, weather data, social media posting, security scanning, and more developer utilities.
- [robhunter/agentdeals](https://github.com/robhunter/agentdeals) [](https://glama.ai/mcp/servers/robhunter/agentdeals) π βοΈ - 1,500+ developer infrastructure deals, free tiers, and startup programs across 54 categories. Search deals, compare vendors, plan stacks, and track pricing changes. REST API and web browser at [agentdeals.dev](https://agentdeals.dev).
- [rupinder2/mcp-orchestrator](https://github.com/rupinder2/mcp-orchestrator) π π π πͺ© π§ - Central hub that aggregates tools from multiple MCP servers with unified BM25/regex search and deferred loading.
+- [supertrained/rhumb](https://github.com/supertrained/rhumb) [](https://glama.ai/mcp/servers/supertrained/rhumb) π βοΈ π πͺ π§ - Agent-native tool intelligence across 1,000+ scored services. 21 MCP tools: discover services, check AN Scores, compare alternatives, resolve capabilities to ranked providers, execute through 3 credential modes (managed, BYOK, agent vault), track costs with receipts, and inspect failure modes. Zero-signup option via x402 micropayments.
- [sitbon/magg](https://github.com/sitbon/magg) π πͺ π§ βοΈ π π - Magg: A meta-MCP server that acts as a universal hub, allowing LLMs to autonomously discover, install, and orchestrate multiple MCP servers - essentially giving AI assistants the power to extend their own capabilities on-demand.
+- [strale-io/strale](https://github.com/strale-io/strale) [](https://glama.ai/mcp/servers/strale-io/strale) βοΈ π - Trust and quality infrastructure for AI agents. 270+ quality-scored capabilities for company data, compliance checks, financial validation, web extraction, and more. Every capability has a transparent SQS quality score. `npx strale-mcp`
- [sonnyflylock/voxie-ai-directory-mcp](https://github.com/sonnyflylock/voxie-ai-directory-mcp) π βοΈ - AI Phone Number Directory providing access to AI services via webchat. Query Voxie AI personas and third-party services like ChatGPT, with instant webchat URLs for free interactions.
- [SureScaleAI/openai-gpt-image-mcp](https://github.com/SureScaleAI/openai-gpt-image-mcp) π βοΈ - OpenAI GPT image generation/editing MCP server.
- [sxhxliang/mcp-access-point](https://github.com/sxhxliang/mcp-access-point) π βοΈ π π πͺ π§ - Turn a web service into an MCP server in one click without making any code changes.
@@ -195,12 +201,14 @@ Servers for accessing many apps and tools through a single MCP server.
Access and explore art collections, cultural heritage, and museum databases. Enables AI models to search and analyze artistic and cultural content.
+- [AceDataCloud/MCPNanoBanana](https://github.com/AceDataCloud/MCPNanoBanana) [](https://glama.ai/mcp/servers/AceDataCloud/MCPNanoBanana) π βοΈ - NanoBanana AI image generation and editing with virtual try-on and product placement in realistic scenes.
- [8enSmith/mcp-open-library](https://github.com/8enSmith/mcp-open-library) π βοΈ - A MCP server for the Open Library API that enables AI assistants to search for book information.
- [abhiemj/manim-mcp-server](https://github.com/abhiemj/manim-mcp-server) π π πͺ π§ - A local MCP server that generates animations using Manim.
- [austenstone/myinstants-mcp](https://github.com/austenstone/myinstants-mcp) π βοΈ π π πͺ π§ - A soundboard MCP server with millions of meme sounds from myinstants.com. Search, play, and browse categories β let your AI agent play vine boom when code compiles. `npx myinstants-mcp`
- [ahujasid/blender-mcp](https://github.com/ahujasid/blender-mcp) π - MCP server for working with Blender
- [albertnahas/icogenie-mcp](https://github.com/albertnahas/icogenie-mcp) [](https://glama.ai/mcp/servers/@albertnahas/icogenie-mcp) π βοΈ - AI-powered SVG icon generation MCP server. Generate production-ready SVG icons from text descriptions with customizable styles.
- [aliafsahnoudeh/shahnameh-mcp-server](https://github.com/aliafsahnoudeh/shahnameh-mcp-server) π π π πͺ π§ - 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) π π π πͺ π§ - 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.
- [asmith26/jupytercad-mcp](https://github.com/asmith26/jupytercad-mcp) π π π πͺ π§ - An MCP server for [JupyterCAD](https://github.com/jupytercad/JupyterCAD) that allows you to control it using LLMs/natural language.
- [burningion/video-editing-mcp](https://github.com/burningion/video-editing-mcp) π - Add, Analyze, Search, and Generate Video Edits from your Video Jungle Collection
- [cantian-ai/bazi-mcp](https://github.com/cantian-ai/bazi-mcp) π π βοΈ π πͺ - Provides comprehensive and accurate Bazi (Chinese Astrology) charting and analysis
@@ -212,6 +220,7 @@ Access and explore art collections, cultural heritage, and museum databases. Ena
- [drakonkat/wizzy-mcp-tmdb](https://github.com/drakonkat/wizzy-mcp-tmdb) π βοΈ - A MCP server for The Movie Database API that enables AI assistants to search and retrieve movie, TV show, and person information.
- [gavxm/ani-mcp](https://github.com/gavxm/ani-mcp) [](https://glama.ai/mcp/servers/gavxm/ani-mcp) π π - MCP server for AniList with taste-aware recommendations, watch analytics, social tools, and full list management.
- [GenWaveLLC/svgmaker-mcp](https://github.com/GenWaveLLC/svgmaker-mcp) π βοΈ - Provides AI-driven SVG generation and editing via natural language, with real-time updates and secure file handling.
+- [gupta-kush/spotify-mcp](https://github.com/gupta-kush/spotify-mcp) π βοΈ π πͺ π§ - 93-tool Spotify server with smart shuffle, natural language song search, vibe analysis, artist network mapping, taste evolution, and playlist power tools. Works after Spotify's Feb 2026 API changes.
- [jau123/MeiGen-AI-Design-MCP](https://github.com/jau123/MeiGen-AI-Design-MCP) [](https://glama.ai/mcp/servers/@jau123/mei-gen-ai-design-mcp) π βοΈ π - AI image generation & editing MCP server with 1,500+ curated prompt library, smart prompt enhancement, and multi-provider routing (local ComfyUI, MeiGen Cloud, OpenAI-compatible APIs).
- [khglynn/spotify-bulk-actions-mcp](https://github.com/khglynn/spotify-bulk-actions-mcp) π βοΈ - Bulk Spotify operations with confidence-scored song matching, batch playlist creation from CSV/podcast lists, and library exports for discovering your most-saved artists and albums.
- [mikechao/metmuseum-mcp](https://github.com/mikechao/metmuseum-mcp) π βοΈ - Metropolitan Museum of Art Collection API integration to search and display artworks in the collection.
@@ -221,6 +230,7 @@ Access and explore art collections, cultural heritage, and museum databases. Ena
- [omni-mcp/isaac-sim-mcp](https://github.com/omni-mcp/isaac-sim-mcp) π βοΈ - A MCP Server and an extension enables natural language control of NVIDIA Isaac Sim, Lab, OpenUSD and etc.
- [PatrickPalmer/MayaMCP](https://github.com/PatrickPalmer/MayaMCP) π π - MCP server for Autodesk Maya
- [peek-travel/mcp-intro](https://github.com/peek-travel/mcp-intro) βοΈ π πͺ π§ - Remote MCP Server for discovering and planning experiences, at home and on vacation
+- [doctorm333/promptpilot-mcp-server](https://github.com/doctorm333/promptpilot-mcp-server) [](https://glama.ai/mcp/servers/doctorm333/promptpilot-mcp-server) π βοΈ - Generate images, video, and audio via 20+ AI models (Flux, GPT-Image-1, Imagen 4, Grok, Seedance, ElevenLabs). Prompt builder with styles, lighting, camera, mood presets. Batch generation support.
- [r-huijts/oorlogsbronnen-mcp](https://github.com/r-huijts/oorlogsbronnen-mcp) π βοΈ - 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) π βοΈ - Rijksmuseum API integration for artwork search, details, and collections
- [raveenb/fal-mcp-server](https://github.com/raveenb/fal-mcp-server) π βοΈ - Generate AI images, videos, and music using Fal.ai models (FLUX, Stable Diffusion, MusicGen) directly in Claude Desktop
@@ -247,8 +257,10 @@ Design and visualize software architecture, system diagrams, and technical docum
- [dnaerys/onekgpd-mcp](https://github.com/dnaerys/onekgpd-mcp) β βοΈ π πͺ π§- 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) π βοΈ - 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) π βοΈ - Biomedical research MCP server providing access to PubMed, ClinicalTrials.gov, and MyVariant.info.
+- [HelixGenomics/Genomic-Agent-Discovery](https://github.com/HelixGenomics/Genomic-Agent-Discovery) [](https://glama.ai/mcp/servers/HelixGenomics/Genomic-Agent-Discovery) π π - Multi-agent MCP server for genomic analysis β 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) π βοΈ - 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) π π - 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.
+- [NyxToolsDev/dicom-hl7-mcp-server](https://github.com/NyxToolsDev/dicom-hl7-mcp-server) [](https://glama.ai/mcp/servers/NyxToolsDev/dicom-hl7-mcp-server) π π - The only MCP server bridging DICOM, HL7v2, and FHIR in one package. Cross-standard mapping, Mirth Connect channel generation, vendor private tag decoding (GE, Siemens, Philips), and integration pattern knowledge. Built by a 19-year healthcare IT veteran. `pip install dicom-hl7-mcp`
- [longevity-genie/biothings-mcp](https://github.com/longevity-genie/biothings-mcp) π π βοΈ - MCP server to interact with the BioThings API, including genes, genetic variants, drugs, and taxonomic information.
- [longevity-genie/gget-mcp](https://github.com/longevity-genie/gget-mcp) π π βοΈ - MCP server providing a powerful bioinformatics toolkit for genomics queries and analysis, wrapping the popular `gget` library.
- [longevity-genie/opengenes-mcp](https://github.com/longevity-genie/opengenes-mcp) ποΈ π π βοΈ - MCP server for a queryable database for aging and longevity research from the OpenGenes project.
@@ -256,6 +268,7 @@ Design and visualize software architecture, system diagrams, and technical docum
- [OHNLP/omop_mcp](https://github.com/OHNLP/omop_mcp) π π βοΈ - Map clinical terminology to OMOP concepts using LLMs for healthcare data standardization and interoperability.
- [the-momentum/apple-health-mcp-server](https://github.com/the-momentum/apple-health-mcp-server) π π π πͺ π§ - 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) π π βοΈ - MCP Server that connects AI agents to FHIR servers. One example use case is querying patient history in natural language.
+- [thelongevityvault/decoder-3am-mcp](https://github.com/thelongevityvault/decoder-3am-mcp) [](https://glama.ai/mcp/servers/thelongevityvault/decoder-3am-mcp) π βοΈ - 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) π π βοΈ - 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.
### π Browser Automation
@@ -263,6 +276,7 @@ Design and visualize software architecture, system diagrams, and technical docum
Web content access and automation capabilities. Enables searching, scraping, and processing web content in AI-friendly formats.
- [34892002/bilibili-mcp-js](https://github.com/34892002/bilibili-mcp-js) π π - A MCP server that supports searching for Bilibili content. Provides LangChain integration examples and test scripts.
+- [achiya-automation/safari-mcp](https://github.com/achiya-automation/safari-mcp) [](https://glama.ai/mcp/servers/achiya-automation/safari-mcp) π π π - Native Safari browser automation for AI agents with 80+ tools. No Chrome dependency, optimized for Apple Silicon with 60% less CPU overhead.
- [agent-infra/mcp-server-browser](https://github.com/bytedance/UI-TARS-desktop/tree/main/packages/agent-infra/mcp-servers/browser) π π - Browser automation capabilities using Puppeteer, both support local and remote browser connection.
- [aparajithn/agent-scraper-mcp](https://github.com/aparajithn/agent-scraper-mcp) [](https://glama.ai/mcp/servers/@aparajithn/agent-scraper-mcp) π βοΈ - 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) π π - 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.
@@ -290,6 +304,7 @@ Web content access and automation capabilities. Enables searching, scraping, and
- [kimtth/mcp-aoai-web-browsing](https://github.com/kimtth/mcp-aoai-web-browsing) π π - A `minimal` server/client MCP implementation using Azure OpenAI and Playwright.
- [junipr-labs/mcp-server](https://github.com/junipr-labs/mcp-server) [](https://glama.ai/mcp/servers/junipr-labs/mcp-server) π βοΈ - Web intelligence API for AI agents β screenshot capture, PDF generation, page metadata extraction, and 75+ specialized data extractors for news, social media, SERP, pricing, and more. Free tier included.
- [lightpanda-io/gomcp](https://github.com/lightpanda-io/gomcp) π π /βοΈ π§/π - An MCP server in Go for Lightpanda, the ultra fast headless browser designed for web automation
+- [LvcidPsyche/auto-browser](https://github.com/LvcidPsyche/auto-browser) [](https://glama.ai/mcp/servers/LvcidPsyche/auto-browser) π π π§ π πͺ - 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.
- [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
- [modelcontextprotocol/server-puppeteer](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/puppeteer) π π - Browser automation for web scraping and interaction
- [ndthanhdev/mcp-browser-kit](https://github.com/ndthanhdev/mcp-browser-kit) π π - An MCP Server that enables AI assistants to interact with your local browsers.
@@ -341,6 +356,7 @@ Cloud platform service integration. Enables management and interaction with clou
- [jdubois/azure-cli-mcp](https://github.com/jdubois/azure-cli-mcp) - A wrapper around the Azure CLI command line that allows you to talk directly to Azure
- [johnneerdael/netskope-mcp](https://github.com/johnneerdael/netskope-mcp) π βοΈ - An MCP to give access to all Netskope Private Access components within a Netskope Private Access environments including detailed setup information and LLM examples on usage.
- [kestra-io/mcp-server-python](https://github.com/kestra-io/mcp-server-python) π βοΈ - Implementation of MCP server for [Kestra](https://kestra.io) workflow orchestration platform.
+- [Labs64/NetLicensing-MCP](https://github.com/Labs64/NetLicensing-MCP) [](https://glama.ai/mcp/servers/Labs64/NetLicensing-MCP) ποΈ π βοΈ - The official NetLicensing MCP Server is a natural language interface that enables agentic applications to manage the full software licensing lifecycle in Labs64 NetLicensing without writing a single API call.
- [liquidmetal-ai/raindrop-mcp](https://docs.liquidmetal.ai/tutorials/claude-code-mcp-setup/) π βοΈ - The best way to deploy cloud infrastructure using Claude Code and MCP.
- [liveblocks/liveblocks-mcp-server](https://github.com/liveblocks/liveblocks-mcp-server) ποΈ π βοΈ - Create, modify, and delete different aspects of [Liveblocks](https://liveblocks.io) such as rooms, threads, comments, notifications, and more. Additionally, it has read access to Storage and Yjs.
- [localstack/localstack-mcp-server](https://github.com/localstack/localstack-mcp-server) ποΈ π π - A MCP server for LocalStack to manage local AWS environments, including lifecycle operations, infra deployments, log analysis, fault injection, and state management.
@@ -445,6 +461,7 @@ Full coding agents that enable LLMs to read, edit, and execute code and solve ge
- [SunflowersLwtech/mcp_creator_growth](https://github.com/SunflowersLwtech/mcp_creator_growth) π π π πͺ π§ - Intelligent learning sidecar for AI coding assistants. Helps developers learn from AI-generated code changes through interactive blocking quizzes and provides agents with persistent project-specific debugging memory using silent RAG tools. Features 56% token optimization and multi-language support.
- [tiianhk/MaxMSP-MCP-Server](https://github.com/tiianhk/MaxMSP-MCP-Server) π π π΅ π₯ - A coding agent for Max (Max/MSP/Jitter), which is a visual programming language for music and multimedia.
- [tufantunc/ssh-mcp](https://github.com/tufantunc/ssh-mcp) π π π§ πͺ - MCP server exposing SSH control for Linux and Windows servers via Model Context Protocol. Securely execute remote shell commands with password or SSH key authentication.
+- [Touchpoint-Labs/touchpoint](https://github.com/Touchpoint-Labs/touchpoint) [](https://glama.ai/mcp/servers/Touchpoint-Labs/Touchpoint) π π π πͺ π§ - Playwright for the entire OS. Gives AI agents the ability to see, find, and interact with UI elements in any desktop application.
- [tumf/mcp-shell-server](https://github.com/tumf/mcp-shell-server) - A secure shell command execution server implementing the Model Context Protocol (MCP)
- [VertexStudio/developer](https://github.com/VertexStudio/developer) π¦ π π πͺ π§ - Comprehensive developer tools for file editing, shell command execution, and screen capture capabilities
- [wende/cicada](https://github.com/wende/cicada) π π π πͺ π§ - Code Intelligence for Elixir: module search, function tracking, and PR attribution through tree-sitter AST parsing
@@ -484,6 +501,7 @@ Integration with communication platforms for message management and channel oper
- [FastAlertNow/mcp-server](https://github.com/FastAlertNow/mcp-server) ποΈ π βοΈ - Official Model Context Protocol (MCP) server for FastAlert. This server allows AI agents (like Claude, ChatGPT, and Cursor) to list of your channels and send notifications directly through the FastAlert API.
- [FantomaSkaRus1/telegram-bot-mcp](https://github.com/FantomaSkaRus1/telegram-bot-mcp) [](https://glama.ai/mcp/servers/@FantomaSkaRus1/telegram-bot-mcp) π βοΈ π - Full-featured Telegram Bot API MCP server with 174 tools covering the entire Bot API.
- [gerkensm/callcenter.js-mcp](https://github.com/gerkensm/callcenter.js-mcp) π βοΈ - An MCP server to make phone calls using VoIP/SIP and OpenAI's Realtime API and observe the transcript.
+- [GeiserX/telegram-archive-mcp](https://github.com/GeiserX/telegram-archive-mcp) [](https://glama.ai/mcp/servers/GeiserX/telegram-archive-mcp) ποΈ βοΈ π πͺ π§ - Go-based MCP server for Telegram Archive. Search and browse Telegram chat history, list chats, and retrieve messages with full-text search. Docker image available.
- [gitmotion/ntfy-me-mcp](https://github.com/gitmotion/ntfy-me-mcp) π βοΈ π - An ntfy MCP server for sending/fetching ntfy notifications to your self-hosted ntfy server from AI Agents π€ (supports secure token auth & more - use with npx or docker!)
- [gotoolkits/wecombot](https://github.com/gotoolkits/mcp-wecombot-server.git) π βοΈ - An MCP server application that sends various types of messages to the WeCom group robot.
- [hannesrudolph/imessage-query-fastmcp-mcp-server](https://github.com/hannesrudolph/imessage-query-fastmcp-mcp-server) π π π - 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
@@ -491,17 +509,21 @@ Integration with communication platforms for message management and channel oper
- [imdinu/apple-mail-mcp](https://github.com/imdinu/apple-mail-mcp) [](https://glama.ai/mcp/servers/@imdinu/apple-mail-mcp) π π π - Fast MCP server for Apple Mail β 87x faster email fetching via batch JXA and FTS5 search index for ~2ms body search. 6 tools: list accounts/mailboxes, get emails with filters, full-text search across all scopes, and attachment extraction.
- [InditexTech/mcp-teams-server](https://github.com/InditexTech/mcp-teams-server) π βοΈ - MCP server that integrates Microsoft Teams messaging (read, post, mention, list members and threads)
- [Infobip/mcp](https://github.com/infobip/mcp) ποΈ βοΈ - Official Infobip MCP server for integrating Infobip global cloud communication platform. It equips AI agents with communication superpowers, allowing them to send and receive SMS and RCS messages, interact with WhatsApp and Viber, automate communication workflows, and manage customer data, all in a production-ready environment.
+- [shahabazdev/inxmail-mcp](https://github.com/shahabazdev/inxmail-mcp) [](https://glama.ai/mcp/servers/shahabazdev/inxmail-mcp) π βοΈ - Manage Inxmail Commerce transactional emails β events, sendings, bounces, blocklist, blacklist, reactions, and delivery tracking.
- [rchanllc/joltsms-mcp-server](https://github.com/rchanllc/joltsms-mcp-server) [](https://glama.ai/mcp/servers/@rchanllc/joltsms-mcp-server) π βοΈ - 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.
- [virtualsms-io/mcp-server](https://github.com/virtualsms-io/mcp-server) [](https://glama.ai/mcp/servers/virtualsms-io/mcp-server) π βοΈ - 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) π π - 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.
- [jaipandya/producthunt-mcp-server](https://github.com/jaipandya/producthunt-mcp-server) π π - 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) π βοΈ π - 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) πβοΈ - 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.
+- [kushneryk/join.cloud](https://github.com/kushneryk/join.cloud) [](https://glama.ai/mcp/servers/kushneryk/join.cloud) π βοΈ π - Collaboration rooms for AI agents. Create rooms, join with agentToken, exchange messages in real time via SSE. Supports MCP and A2A protocols. Self-hostable or use the hosted version at join.cloud.
- [jtalk22/slack-mcp-server](https://github.com/jtalk22/slack-mcp-server) π βοΈ π π πͺ π§ - Your complete Slack context for ClaudeβDMs, channels, threads, search. No OAuth apps, no admin approval. `--setup` and done, 11 tools, auto-refresh.
- [keturiosakys/bluesky-context-server](https://github.com/keturiosakys/bluesky-context-server) π βοΈ - Bluesky instance integration for querying and interaction
- [khan2a/telephony-mcp-server](https://github.com/khan2a/telephony-mcp-server) π π¬ - MCP Telephony server for automating voice calls with Speech-to-Text and Speech Recognition to summarize call conversations. Send and receive SMS, detect voicemail, and integrate with Vonage APIs for advanced telephony workflows.
- [korotovsky/slack-mcp-server](https://github.com/korotovsky/slack-mcp-server) π βοΈ - The most powerful MCP server for Slack Workspaces.
+- [lanchuske/local-mcp](https://github.com/lanchuske/local-mcp-releases) [](https://glama.ai/mcp/servers/lanchuske/local-mcp-releases) π π π - Connect Claude, Cursor, Windsurf and other AI agents to macOS native apps: Mail, Calendar, Contacts, Reminders, Notes, iMessage, Finder, Safari, OmniFocus, Microsoft Teams, Outlook, OneDrive, and Office documents. 82 tools. Runs entirely on your Mac β no cloud, no tokens, no API keys.
- [lharries/whatsapp-mcp](https://github.com/lharries/whatsapp-mcp) π ποΈ - An MCP server for searching your personal WhatsApp messages, contacts and sending messages to individuals or groups
+- [nakulben/whatsapp-mcp](https://github.com/nakulben/whatsapp-mcp) [](https://glama.ai/mcp/servers/nakulben/whatsapp-mcp) π βοΈ - WhatsApp Business API template management via Meta Cloud API. Create, validate, and send all 12 template types (text, image, video, document, location, authentication, carousel, coupon, catalog, MPM, limited-time offer, and flows) from any MCP client.
- [line/line-bot-mcp-server](https://github.com/line/line-bot-mcp-server) π π βοΈ - MCP Server for Integrating LINE Official Account
- [littlebearapps/outlook-assistant](https://github.com/littlebearapps/outlook-assistant) [](https://glama.ai/mcp/servers/@littlebearapps/outlook-assistant) π βοΈ - Ask your AI assistant to search your inbox, send emails, schedule meetings, manage contacts, and configure mailbox settings β without leaving the conversation. Works with Claude, Cursor, Windsurf, and any MCP-compatible client.
- [Leximo-AI/leximo-ai-call-assistant-mcp-server](https://github.com/Leximo-AI/leximo-ai-call-assistant-mcp-server) π βοΈ - Make AI-powered phone calls on your behalf β book reservations, schedule appointments, and view call transcripts
@@ -514,9 +536,10 @@ Integration with communication platforms for message management and channel oper
- [OverQuotaAI/chatterboxio-mcp-server](https://github.com/OverQuotaAI/chatterboxio-mcp-server) π βοΈ - MCP server implementation for ChatterBox.io, enabling AI agents to send bots to online meetings (Zoom, Google Meet) and obtain transcripts and recordings.
- [PhononX/cv-mcp-server](https://github.com/PhononX/cv-mcp-server) ποΈ π π βοΈ π πͺ π§ - MCP Server that connects AI Agents to [Carbon Voice](https://getcarbon.app). Create, manage, and interact with voice messages, conversations, direct messages, folders, voice memos, AI actions and more in [Carbon Voice](https://getcarbon.app).
- [PostcardBot/mcp-server](https://github.com/PostcardBot/mcp-server) [](https://glama.ai/mcp/servers/PostcardBot/postcardbot-mcp-server) π βοΈ - Send real physical postcards worldwide via AI agents. Bulk send up to 500 recipients. Volume pricing from $0.72/card.
+- [PaSympa/discord-mcp](https://github.com/PaSympa/discord-mcp) [](https://glama.ai/mcp/servers/PaSympa/discord-mcp) π π π πͺ π§ - Lightweight multi-guild Discord MCP server with 60+ tools for messages, channels, roles, forums, webhooks, and moderation.
- [Py2755/aiogram-mcp](https://github.com/Py2755/aiogram-mcp) [](https://glama.ai/mcp/servers/Py2755/aiogram-mcp) π βοΈ - MCP server middleware for aiogram Telegram bots β 30 tools, 7 resources, 3 prompts covering messaging, rich media, moderation, interactive keyboards, real-time event streaming, rate limiting, permissions, and audit logging.
- [qq418716640/botbell-mcp](https://github.com/qq418716640/botbell-mcp) [](https://glama.ai/mcp/servers/qq418716640/botbell-mcp) π βοΈ - Send push notifications to iPhone, iPad, and Mac from AI assistants. Two-way messaging β users reply in the BotBell app, AI reads and continues. Supports action buttons, Markdown, and multi-bot management via PAT.
-- [saseq/discord-mcp](https://github.com/SaseQ/discord-mcp) β π π π¬ - A MCP server for the Discord integration. Enable your AI assistants to seamlessly interact with Discord. Enhance your Discord experience with powerful automation capabilities.
+- [saseq/discord-mcp](https://github.com/SaseQ/discord-mcp) β π π π πͺ π§ - A MCP server for the Discord integration. Enable your AI assistants to seamlessly interact with Discord. Enhance your Discord experience with powerful automation capabilities.
- [sawa-zen/vrchat-mcp](https://github.com/sawa-zen/vrchat-mcp) - π π This is an MCP server for interacting with the VRChat API. You can retrieve information about friends, worlds, avatars, and more in VRChat.
- [softeria/ms-365-mcp-server](https://github.com/softeria/ms-365-mcp-server) π βοΈ - MCP server that connects to Microsoft Office and the whole Microsoft 365 suite using Graph API (including Outlook, mail, files, Excel, calendar)
- [Spix-HQ/spix-mcp](https://github.com/Spix-HQ/spix-mcp) [](https://glama.ai/mcp/servers/Spix-HQ/spix-mcp) π βοΈ - Give AI agents a real phone number and voice. Make outbound calls, handle inbound calls, send email, and manage contacts via 26 MCP tools. ~500ms voice latency (Deepgram Nova-3 + Claude + Cartesia Sonic-3). Install: `pip install spix-mcp`. [Free tier available](https://spix.sh).
@@ -542,10 +565,12 @@ Provides access to customer profiles inside of customer data platforms
- [hustcc/mcp-echarts](https://github.com/hustcc/mcp-echarts) π π - Generate visual charts using [Apache ECharts](https://echarts.apache.org) with AI MCP dynamically.
- [hustcc/mcp-mermaid](https://github.com/hustcc/mcp-mermaid) π π - Generate [mermaid](https://mermaid.js.org/) diagram and chart with AI MCP dynamically.
- [iaptic/mcp-server-iaptic](https://github.com/iaptic/mcp-server-iaptic) ποΈ π βοΈ - Connect with [iaptic](https://www.iaptic.com) to ask about your Customer Purchases, Transaction data and App Revenue statistics.
+- [embeddedlayers/mcp-analytics](https://github.com/embeddedlayers/mcp-analytics) [](https://glama.ai/mcp/servers/embeddedlayers/mcp-analytics) π βοΈ - Statistical analysis, forecasting, and ML for business data (Shopify, Stripe, WooCommerce, eBay, GA4, Search Console). Upload a CSV or connect live data sources β ask a question in Claude or Cursor, get an interactive HTML report.
- [OpenDataMCP/OpenDataMCP](https://github.com/OpenDataMCP/OpenDataMCP) π βοΈ - Connect any Open Data to any LLM with Model Context Protocol.
- [QuackbackIO/quackback](https://github.com/QuackbackIO/quackback) π βοΈ - Open-source customer feedback platform with built-in MCP server. Agents can search feedback, triage posts, update statuses, create and comment on posts, vote, manage roadmaps, merge duplicates, and publish changelogs.
- [sergehuber/inoyu-mcp-unomi-server](https://github.com/sergehuber/inoyu-mcp-unomi-server) π βοΈ - An MCP server to access and updates profiles on an Apache Unomi CDP server.
- [tinybirdco/mcp-tinybird](https://github.com/tinybirdco/mcp-tinybird) π βοΈ - An MCP server to interact with a Tinybird Workspace from any MCP client.
+- [lionkiii/google-searchconsole-mcp](https://github.com/lionkiii/google-searchconsole-mcp) [](https://glama.ai/mcp/servers/lionkiii/google-searchconsole-mcp) π π - Google Search Console MCP server with 13 SEO tools β search analytics, URL inspection, sitemap management, keyword opportunities, brand analysis, and performance comparison.
- [saurabhsharma2u/search-console-mcp](https://github.com/saurabhsharma2u/search-console-mcp) - An MCP server to interact with Google Search Console and Bing Webmasters.
### ποΈ Databases
@@ -687,11 +712,13 @@ Data Platforms for data integration, transformation and pipeline orchestration.
Tools and integrations that enhance the development workflow and environment management.
+- [LWTlong/ai-dev-analytics](https://github.com/LWTlong/ai-dev-analytics) [](https://glama.ai/mcp/servers/LWTlong/ai-dev-analytics) π π - An open-source observability layer for AI coding. Silently tracks dev tokens/time and auto-codifies AI deviations into persistent project rules.
- [3KniGHtcZ/codebeamer-mcp](https://github.com/3KniGHtcZ/codebeamer-mcp) [](https://glama.ai/mcp/servers/3KniGHtcZ/codebeamer-mcp) π βοΈ π πͺ π§ - Codebeamer ALM integration for managing work items, trackers, and projects. Provides 17 tools for reading and writing items, associations, references, comments, and risk management data via Codebeamer REST API v3.
- [21st-dev/Magic-MCP](https://github.com/21st-dev/magic-mcp) - Create crafted UI components inspired by the best 21st.dev design engineers.
- [a-25/ios-mcp-code-quality-server](https://github.com/a-25/ios-mcp-code-quality-server) π π π - iOS code quality analysis and test automation server. Provides comprehensive Xcode test execution, SwiftLint integration, and detailed failure analysis. Operates in both CLI and MCP server modes for direct developer usage and AI assistant integration.
- [raye-deng/open-code-review](https://github.com/raye-deng/open-code-review) [](https://glama.ai/mcp/servers/raye-deng/open-code-review) π π βοΈ - AI code quality gate detecting hallucinated packages, phantom dependencies, stale APIs, and AI-specific code defects. MCP Server + CLI + CI/CD integration.
- [AaronVick/ECHO_RIFT_MCP](https://github.com/AaronVick/ECHO_RIFT_MCP) π βοΈ - MCP server for EchoRift infrastructure primitives (BlockWire, CronSynth, Switchboard, Arbiter). Makes EchoRift's agent infrastructure callable as MCP tools so any MCP client can treat EchoRift like a native capability layer.
+- [AgiMaulana/HuaweiAppGalleryMcp](https://github.com/AgiMaulana/HuaweiAppGalleryMcp) [](https://glama.ai/mcp/servers/AgiMaulana/HuaweiAppGalleryMcp) π βοΈ π πͺ π§ - Huawei AppGallery Connect publishing: upload APK/AAB, update metadata and localizations, submit for review, and manage phased rollouts.
- [aparajithn/agent-utils-mcp](https://github.com/aparajithn/agent-utils-mcp) [](https://glama.ai/mcp/servers/@aparajithn/agent-utils-mcp) π βοΈ - Swiss-army-knife utility server for AI agents. 18 tools including JSON validation, base64, hashing, UUID generation, regex testing, markdown conversion, datetime conversion, cron parsing, CSV/JSON conversion, JWT decoding, and more. Streamable HTTP MCP + REST API with x402 micropayments.
- [aashari/mcp-server-atlassian-bitbucket](https://github.com/aashari/mcp-server-atlassian-bitbucket) π βοΈ - Atlassian Bitbucket Cloud integration. Enables AI systems to interact with repositories, pull requests, workspaces, and code in real time.
- [aashari/mcp-server-atlassian-confluence](https://github.com/aashari/mcp-server-atlassian-confluence) π βοΈ - Atlassian Confluence Cloud integration. Enables AI systems to interact with Confluence spaces, pages, and content with automatic ADF to Markdown conversion.
@@ -704,6 +731,7 @@ Tools and integrations that enhance the development workflow and environment man
- [wooxogh/adr-mcp-setup](https://github.com/wooxogh/adr-mcp-setup) [](https://glama.ai/mcp/servers/wooxogh/adr-mcp-setup) π π - Automatically generates Architecture Decision Records (ADRs) from Claude Code conversations using Claude Opus. Features AI quality review, duplicate detection, dependency graph, and stale ADR alerts.
- [agent-hanju/char-index-mcp](https://github.com/agent-hanju/char-index-mcp) π π βοΈ π πͺ π§ - Precise character-level string indexing for LLMs. Provides tools for finding, extracting, and manipulating text by exact character position to solve position-based operations.
- [CSCSoftware/AiDex](https://github.com/CSCSoftware/AiDex) π π π πͺ π§ - Persistent code index MCP server using Tree-sitter for fast, precise code search. Replaces grep with ~50 token responses instead of 2000+. Supports 11 languages including C#, TypeScript, Python, Rust, and Go.
+- [Elmoaid/TempoGraph](https://github.com/Elmoaid/TempoGraph) [](https://glama.ai/mcp/servers/Elmoaid/TempoGraph) π π π πͺ π§ - Code graph context engine with 24 MCP tools for structural code intelligence. Tree-sitter parsing for 170+ languages, dependency graphs, blast radius, hotspots, dead code, and adaptive context injection. Benchmarked +27% F1 on change-localization.
- [akramIOT/MCP_AI_SOC_Sher](https://github.com/akramIOT/MCP_AI_SOC_Sher) π βοΈ π - MCP Server to do dynamic AI SOC Security Threat analysis for a Text2SQL AI Agent.
- [aktsmm/skill-ninja-mcp-server](https://github.com/aktsmm/skill-ninja-mcp-server) π π π πͺ π§ - Agent Skill Ninja for MCP: Search, install, and manage AI agent skills (SKILL.md files) from GitHub repositories. Features workspace analysis for personalized recommendations and supports 140+ pre-indexed skills.
- [alimo7amed93/webhook-tester-mcp](https://github.com/alimo7amed93/webhook-tester-mcp) π βοΈ β A FastMCP-based server for interacting with webhook-test.com. Enables users to create, retrieve, and delete webhooks locally using Claude.
@@ -719,6 +747,7 @@ Tools and integrations that enhance the development workflow and environment man
- [azer/react-analyzer-mcp](https://github.com/azer/react-analyzer-mcp) π π - Analyze React code locally, generate docs / llm.txt for whole project at once
- [back1ply/agent-skill-loader](https://github.com/back1ply/agent-skill-loader) π π - Dynamically load Claude Code skills into AI agents without copying files. Discover, read, and install skills on demand.
- [bbonnin/openapi-to-mcp](https://github.com/bbonnin/openapi-to-mcp) β π π πͺ π§ - MCP server that automatically converts any OpenAPI/Swagger specification into a set of usable MCP tools. Unlike manual tool definition, this approach auto-generates tools directly from the Swagger spec, ensuring consistency, reducing maintenance effort, and preventing mismatches between the tools and the actual API.
+- [BetterDB-inc/monitor](https://github.com/BetterDB-inc/monitor) [](https://glama.ai/mcp/servers/BetterDB-inc/monitor) π βοΈ π - Valkey-first observability with Redis compatibility. Query real-time metrics, analyze slow commands, detect hot keys, and investigate performance issues directly from AI coding assistants.
- [muvon/octocode](https://github.com/Muvon/octocode) [](https://glama.ai/mcp/servers/Muvon/) π¦ π π πͺ π§ - Semantic code indexer with GraphRAG knowledge graph. Index your codebase, search in natural language, and expose everything via MCP so AI agents understand architecture β not just files.
- [bgauryy/octocode-mcp](https://github.com/bgauryy/octocode-mcp) βοΈ π π πͺ π§ - AI-powered developer assistant that enables advanced research, analysis and discovery across GitHub and NPM realms in realtime.
- [bitrise-io/bitrise-mcp](https://github.com/bitrise-io/bitrise-mcp) ποΈ π βοΈ π πͺ π§ - MCP Server for the [Bitrise](https://bitrise.io) API, enabling app management, build operations, artifact management and more.
@@ -739,8 +768,7 @@ Tools and integrations that enhance the development workflow and environment man
- [ConfigCat/mcp-server](https://github.com/configcat/mcp-server) ποΈ π βοΈ - MCP server for interacting with ConfigCat feature flag platform. Supports managing feature flags, configs, environments, products and organizations.
- [context-rot-detection](https://github.com/milos-product-maker/context-rot-detection) π π - Gives AI agents self-awareness about their cognitive state. Monitors token utilization, context quality degradation, and session fatigue. Returns health scores (0-100) and recovery recommendations based on model-specific degradation curves.
- [cqfn/aibolit-mcp-server](https://github.com/cqfn/aibolit-mcp-server) β - Helping Your AI Agent Identify Hotspots for Refactoring; Help AI Understand How to 'Make Code Better'
-- [nullptr-z/code-rag-golang](https://github.com/nullptr-z/code-rag-golang) [](https://glama.ai/mcp/servers/nullptr-z/code-rag-golang) ποΈ π - Static call graph analyzer for Go projects using SSA + VTA. Provides impact analysis, upstream/downstream queries, risk assessment, and interface tracking β so AI editors know exactly what code is affected before making changes.
-- [oscarsterling/clelp-mcp-server](https://github.com/oscarsterling/clelp-mcp-server) [](https://glama.ai/mcp/servers/oscarsterling/clelp-mcp-server) π βοΈ - Discover and rate 3,500+ MCP servers and AI agent skills with community ratings. Search by name, category, or use case. Rate tools from real usage to help others find what actually works.
+- [rafsilva85/credit-optimizer-v5](https://github.com/rafsilva85/credit-optimizer-v5) [](https://glama.ai/mcp/servers/rafsilva85/credit-optimizer-v5) π π - Save 30-75% on Manus AI credits through intelligent model routing, smart testing, and context hygiene. Audited across 53 scenarios with zero quality loss.
- [currents-dev/currents-mcp](https://github.com/currents-dev/currents-mcp) ποΈ π βοΈ Enable AI Agents to fix Playwright test failures reported to [Currents](https://currents.dev).
- [ofershap/cursor-usage](https://github.com/ofershap/cursor-usage) [](https://glama.ai/mcp/servers/ofershap/cursor-usage) π π - Enterprise AI coding usage analytics β track spend, model usage, and costs across Cursor/Claude Code sessions via MCP server
- [Daghis/teamcity-mcp](https://github.com/Daghis/teamcity-mcp) π βοΈ π πͺ π§ - MCP server for JetBrains TeamCity with 87 tools for builds, tests, agents, and CI/CD pipeline management. Features dual-mode operation (dev/full) and runtime mode switching.
@@ -763,6 +791,7 @@ Tools and integrations that enhance the development workflow and environment man
- [flipt-io/mcp-server-flipt](https://github.com/flipt-io/mcp-server-flipt) π π - 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) π π - 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.
- [freema/mcp-design-system-extractor](https://github.com/freema/mcp-design-system-extractor) π π - Extracts component information from Storybook design systems. Provides HTML, styles, props, dependencies, theme tokens and component metadata for AI-powered design system analysis.
+- [GeiserX/lynxprompt-mcp](https://github.com/GeiserX/lynxprompt-mcp) [](https://glama.ai/mcp/servers/GeiserX/lynxprompt-mcp) ποΈ βοΈ π πͺ π§ - Go-based MCP server for LynxPrompt prompt management. Create, search, and organize AI prompts and AGENTS.md/CLAUDE.md configuration files. Docker image available.
- [gitkraken/gk-cli](https://github.com/gitkraken/gk-cli) ποΈ ποΈ π βοΈ π πͺ π§ - A CLI for interacting with GitKraken APIs. Includes an MCP server via `gk mcp` that not only wraps GitKraken APIs, but also Jira, GitHub, GitLab, and more. Works with local tools and remote services.
- [GLips/Figma-Context-MCP](https://github.com/GLips/Figma-Context-MCP) π π - Provide coding agents direct access to Figma data to help them one-shot design implementation.
- [gofireflyio/firefly-mcp](https://github.com/gofireflyio/firefly-mcp) ποΈ π βοΈ - Integrates, discovers, manages, and codifies cloud resources with [Firefly](https://firefly.ai).
@@ -786,6 +815,7 @@ Tools and integrations that enhance the development workflow and environment man
- [imatza-rh/mcp-zuul](https://github.com/imatza-rh/mcp-zuul) [](https://glama.ai/mcp/servers/imatza-rh/mcp-zuul) π βοΈ - Zuul CI integration with 14 tools for build failure analysis, log search, pipeline status, and job configuration.
- [InditexTech/mcp-server-simulator-ios-idb](https://github.com/InditexTech/mcp-server-simulator-ios-idb) π π π - A Model Context Protocol (MCP) server that enables LLMs to interact with iOS simulators (iPhone, iPad, etc.) through natural language commands.
- [InhiblabCore/mcp-image-compression](https://github.com/InhiblabCore/mcp-image-compression) π π - MCP server for local compression of various image formats.
+- [Adityaaery20/media-mcp](https://github.com/Adityaaery20/media-mcp) π π π πͺ π§ - Local image and video processing MCP server with 13 tools for resize, convert, compress, crop, thumbnail, metadata extraction, rotate, flip, filters, and ffmpeg-based video operations. No API keys required.
- [InsForge/insforge-mcp](https://github.com/InsForge/insforge-mcp) π βοΈ - AI-native backend-as-a-service platform enabling AI agents to build and manage full-stack applications. Provides Auth, Database (PostgreSQL), Storage, and Functions as production-grade infrastructure, reducing MVP development time from weeks to hours.
- [Inspizzz/jetbrains-datalore-mcp](https://github.com/inspizzz/jetbrains-datalore-mcp) π βοΈ - MCP server for interacting with cloud deployments of Jetbrains Datalore platform. Fully incorporated Datalore API ( run, run interactively, get run data, fetch files )
- [ios-simulator-mcp](https://github.com/joshuayoes/ios-simulator-mcp) π π π - A Model Context Protocol (MCP) server for interacting with iOS simulators. This server allows you to interact with iOS simulators by getting information about them, controlling UI interactions, and inspecting UI elements.
@@ -800,6 +830,7 @@ Tools and integrations that enhance the development workflow and environment man
- [jawdat6/fixgraph-mcp](https://github.com/jawdat6/fixgraph-mcp) [](https://glama.ai/mcp/servers/jawdat6/fixgraph-mcp) π βοΈ π π πͺ π§ - Search and contribute to a community-verified knowledge base of 25,000+ engineering issues and fixes. Find step-by-step solutions with trust scores, submit new issues, and verify fixes work in your environment.
- [jetbrains/mcpProxy](https://github.com/JetBrains/mcpProxy) ποΈ π π - Connect to JetBrains IDE
- [Jktfe/serveMyAPI](https://github.com/Jktfe/serveMyAPI) π π π - A personal MCP (Model Context Protocol) server for securely storing and accessing API keys across projects using the macOS Keychain.
+- [jonradoff/lightcms](https://github.com/jonradoff/lightcms) [](https://glama.ai/mcp/servers/jonradoff/lightcms) ποΈ βοΈ - AI-native CMS with 72 MCP tools for managing websites through natural language. Create and publish content, manage templates, assets, snippets, themes, collections, redirects, and multi-site forks β with full content versioning and semantic search.
- [jordandalton/restcsv-mcp-server](https://github.com/JordanDalton/RestCsvMcpServer) π βοΈ - An MCP server for CSV files.
- [joshuarileydev/app-store-connect-mcp-server](https://github.com/JoshuaRileyDev/app-store-connect-mcp-server) π π - An MCP server to communicate with the App Store Connect API for iOS Developers
- [joshuarileydev/simulator-mcp-server](https://github.com/JoshuaRileyDev/simulator-mcp-server) π π - An MCP server to control iOS Simulators
@@ -808,6 +839,7 @@ Tools and integrations that enhance the development workflow and environment man
- [kadykov/mcp-openapi-schema-explorer](https://github.com/kadykov/mcp-openapi-schema-explorer) π βοΈ π - Token-efficient access to OpenAPI/Swagger specs via MCP Resources.
- [Kapeli/dash-mcp-server](https://github.com/Kapeli/dash-mcp-server) [](https://glama.ai/mcp/servers/@Kapeli/dash-mcp-server) π π π - MCP server for [Dash](https://kapeli.com/dash), the macOS API documentation browser. Instant search over 200+ documentation sets.
- [kenneives/design-token-bridge-mcp](https://github.com/kenneives/design-token-bridge-mcp) [](https://glama.ai/mcp/servers/kenneives/design-token-bridge-mcp) π π - Translates design tokens between platforms β extract from Tailwind, CSS, Figma, or W3C DTCG, then generate Material 3 (Kotlin), SwiftUI, Tailwind config, and CSS Variables with WCAG contrast validation.
+- [kevinswint/xcode-studio-mcp](https://github.com/kevinswint/xcode-studio-mcp) [](https://glama.ai/mcp/servers/kevinswint/xcode-studio-mcp) π π π - Unified MCP server for iOS development β build, run, screenshot, and interact with iOS Simulator.
- [kindly-software/kdb](https://github.com/kindly-software/kdb) π¦ βοΈ - 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) ποΈ π π πͺ π§ - 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) π π π πͺ π§ - 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.
@@ -837,6 +869,7 @@ Tools and integrations that enhance the development workflow and environment man
- [mmorris35/devplan-mcp-server](https://github.com/mmorris35/devplan-mcp-server) π βοΈ - Generate comprehensive, paint-by-numbers development plans using the [ClaudeCode-DevPlanBuilder](https://github.com/mmorris35/ClaudeCode-DevPlanBuilder) methodology. Creates PROJECT_BRIEF.md, DEVELOPMENT_PLAN.md, and CLAUDE.md.
- [mobile-next/mobile-mcp](https://github.com/mobile-next/mobile-mcp) π π π§ π - MCP Server for Android/iOS application and device automation, development and app scraping. Simulator/Emulator/Physical devices like iPhone, Google Pixel, Samsung supported.
- [getmockd/mockd](https://github.com/getmockd/mockd) [](https://glama.ai/mcp/servers/getmockd/mockd) ποΈ π π πͺ π§ - Multi-protocol API mock server with 18 MCP tools. Mock HTTP, GraphQL, gRPC, WebSocket, MQTT, SSE, and SOAP APIs with chaos engineering, stateful CRUD, 8 import formats (OpenAPI, Postman, HAR, WireMock, cURL, Mockoon, WSDL), and deterministic seeded responses.
+- [mockherodev/mcp-server](https://github.com/dinosaur24/mockhero/tree/main/packages/mcp-server) [](https://glama.ai/mcp/servers/dinosaur24/mockhero) π - Generate realistic synthetic test data via MCP. 156 field types, 22 locales, relational data, sub-50ms responses. Free tier: 1,000 records/day.
- [mrexodia/user-feedback-mcp](https://github.com/mrexodia/user-feedback-mcp) π π - Simple MCP Server to enable a human-in-the-loop workflow in tools like Cline and Cursor.
- [mumez/pharo-smalltalk-interop-mcp-server](https://github.com/mumez/pharo-smalltalk-interop-mcp-server) π π - Pharo Smalltalk integration enabling code evaluation, class/method introspection, package management, test execution, and project installation for interactive development with Pharo images.
- [n8daniels/RulesetMCP](https://github.com/n8daniels/RulesetMCP) π π - Weight-On-Wheels for AI - keeps agents grounded in your project's rules. Query coding standards, validate snippets, and get task-specific guidance from version-controlled rule files.
@@ -844,6 +877,7 @@ Tools and integrations that enhance the development workflow and environment man
- [narumiruna/gitingest-mcp](https://github.com/narumiruna/gitingest-mcp) π π - A MCP server that uses [gitingest](https://github.com/cyclotruc/gitingest) to convert any Git repository into a simple text digest of its codebase.
- [neilberkman/editorconfig_mcp](https://github.com/neilberkman/editorconfig_mcp) π π - Formats files using `.editorconfig` rules, acting as a proactive formatting gatekeeper to ensure AI-generated code adheres to project-specific formatting standards from the start.
- [Neo1228/spring-boot-starter-swagger-mcp](https://github.com/Neo1228/spring-boot-starter-swagger-mcp) β βοΈ π - Turn your Spring Boot application into an MCP server instantly by reusing existing Swagger/OpenAPI documentation.
+- [nk3750/jitapi](https://github.com/nk3750/jitapi) [](https://glama.ai/mcp/servers/nk3750/jitapi) π βοΈ π π πͺ π§ - Dynamic API discovery and execution from OpenAPI specs. Uses semantic search and dependency graphs to find relevant endpoints across multiple registered APIs, plan multi-step workflows, and execute API calls β without dumping entire specs into context.
- [Neverlow512/agent-droid-bridge](https://github.com/Neverlow512/agent-droid-bridge) [](https://glama.ai/mcp/servers/Neverlow512/agent-droid-bridge) π π - MCP server giving AI agents programmatic control over Android devices and emulators via ADB. 11 tools covering UI inspection, screen interaction, ADB commands, and change detection.
- [OctoMind-dev/octomind-mcp](https://github.com/OctoMind-dev/octomind-mcp) π βοΈ - lets your preferred AI agent create & run fully managed [Octomind](https://www.octomind.dev/) end-to-end tests from your codebase or other data sources like Jira, Slack or TestRail.
- [ofershap/mcp-server-devutils](https://github.com/ofershap/mcp-server-devutils) [](https://glama.ai/mcp/servers/ofershap/mcp-server-devutils) π π - Zero-auth developer utilities: base64, UUID, hash, JWT decode, cron parse, timestamps, JSON, and regex.
@@ -858,10 +892,12 @@ Tools and integrations that enhance the development workflow and environment man
- [OpenZeppelin/contracts-wizard](https://github.com/OpenZeppelin/contracts-wizard/tree/master/packages/mcp) - A Model Context Protocol (MCP) server that allows AI agents to generate secure smart contracts in multiples languages based on [OpenZeppelin Wizard templates](https://wizard.openzeppelin.com/).
- [opslevel/opslevel-mcp](https://github.com/opslevel/opslevel-mcp) ποΈ ποΈ βοΈ πͺ π π§ - Official MCP Server for [OpsLevel](https://www.opslevel.com)
- [optimaquantum/claude-critical-rules-mcp](https://github.com/optimaquantum/claude-critical-rules-mcp) π βοΈ π π πͺ π§ - Automatic enforcement of critical rules for Claude AI preventing 96 documented failure patterns. Provides compliance verification checklist and rules summary via MCP tools.
+- [paladini/devutils-mcp-server](https://github.com/paladini/devutils-mcp-server) [](https://glama.ai/mcp/servers/paladini/devutils-mcp-server) π π π πͺ π§ - 36 zero-auth developer utilities: MD5/SHA/bcrypt hashing, Base64/hex/URL encoding, UUID/password/passphrase generation, JWT decoding, JSON/YAML/XML formatting, timestamp conversion, CIDR calculator, and text tools.
- [paracetamol951/P-Link-MCP](https://github.com/paracetamol951/P-Link-MCP) π π§ π βοΈ - Implementation of HTTP 402 (payment required http code) relying on Solana
- [mcpware/pagecast](https://github.com/mcpware/pagecast) [](https://glama.ai/mcp/servers/mcpware/pagecast) π π - Record any browser page as GIF or video. AI-driven demo recording with scroll/click/hover interactions via Playwright + ffmpeg. `npx @mcpware/pagecast`
- [Pharaoh-so/pharaoh](https://github.com/0xUXDesign/pharaoh-mcp) [](https://glama.ai/mcp/servers/@Pharaoh-so/pharaoh) π βοΈ π πͺ π§ - Hosted MCP server that parses TypeScript and Python codebases into Neo4j knowledge graphs for blast radius analysis, dead code detection, dependency tracing, and architectural context.
- [picahq/mcp](https://github.com/picahq/mcp) ποΈ π¦ π βοΈ - One MCP for all your integrations β powered by [Pica](https://www.picaos.com), the infrastructure for intelligent, collaborative agents.
+- [pipepie/pipepie](https://github.com/pipepie/pipepie) [](https://glama.ai/mcp/servers/pipepie/pipepie) ποΈ π - Self-hosted webhook relay and tunnel with Noise NK encryption. 13 MCP tools to inspect requests, replay webhooks, trace AI pipelines, connect/disconnect tunnels, and manage subdomains. No tokens or passwords β the cryptographic handshake is the auth.
- [pmptwiki/pmpt-cli](https://github.com/pmptwiki/pmpt-cli) [](https://glama.ai/mcp/servers/@pmptwiki/pmpt-mcp) π π - Record and share your AI-driven development journey. Auto-saves project milestones with summaries, generates structured AI prompts via 5-question planning, and publishes to [pmptwiki.com](https://pmptwiki.com) community platform.
- [posthog/mcp](https://github.com/posthog/mcp) ποΈ π βοΈ - An MCP server for interacting with PostHog analytics, feature flags, error tracking and more.
- [pylonapi/pylon-mcp](https://github.com/pylonapi/pylon-mcp) π βοΈ - x402-native API gateway with 20+ capabilities (web-extract, web-search, translate, image-generate, screenshot, PDF, OCR, and more) payable with USDC on Base. No API keys β agents pay per call via HTTP 402.
@@ -877,6 +913,7 @@ Tools and integrations that enhance the development workflow and environment man
- [qainsights/jmeter-mcp-server](https://github.com/QAInsights/jmeter-mcp-server) π π - JMeter MCP Server for performance testing
- [qainsights/k6-mcp-server](https://github.com/QAInsights/k6-mcp-server) π π - Grafana k6 MCP Server for performance testing
- [qainsights/locust-mcp-server](https://github.com/QAInsights/locust-mcp-server) π π - Locust MCP Server for performance testing
+- [benswel/qr-agent-core](https://github.com/benswel/qr-agent-core) [](https://glama.ai/mcp/servers/benswel/qr-agent-core) π βοΈ - Dynamic QR code service for AI agents. Create, update, track, and retarget QR codes without regenerating images. 37 tools covering 11 QR types, one-command install via `npx qr-for-agent`.
- [QuantGeekDev/docker-mcp](https://github.com/QuantGeekDev/docker-mcp) ποΈ π - Docker container management and operations through MCP
- [Quantum3-Labs/ARBuilder](https://github.com/Quantum3-Labs/ARBuilder) [](https://glama.ai/mcp/servers/Quantum3-Labs/ARBuilder) π βοΈ π π πͺ π§ - AI-powered code generator for the Arbitrum ecosystem. 19 MCP tools for Stylus smart contracts, SDK bridging, full-stack dApps, and Orbit chain deployment, backed by RAG-based retrieval over Arbitrum documentation.
- [r-huijts/xcode-mcp-server](https://github.com/r-huijts/xcode-mcp-server) π π π - Xcode integration for project management, file operations, and build automation
@@ -917,6 +954,7 @@ Tools and integrations that enhance the development workflow and environment man
- [TencentEdgeOne/edgeone-pages-mcp](https://github.com/TencentEdgeOne/edgeone-pages-mcp) π βοΈ - An MCP service for deploying HTML content to EdgeOne Pages and obtaining a publicly accessible URL.
- [testdino-hq/testdino-mcp](https://github.com/testdino-hq/testdino-mcp) ποΈ π βοΈ - Connects your TestDino testrun/testcase data to AI agents so you can review runs, debug failures, and manage manual test cases using natural language.
- [tgeselle/bugsnag-mcp](https://github.com/tgeselle/bugsnag-mcp) π βοΈ - An MCP server for interacting with [Bugsnag](https://www.bugsnag.com/)
+- [thecombatwombat/replicant-mcp](https://github.com/thecombatwombat/replicant-mcp) [](https://glama.ai/mcp/servers/thecombatwombat/replicant-mcp) π π π πͺ π§ - Android MCP server for AI-assisted Android development. Build APKs, launch emulators, manage devices, automate UI, and analyze logs through natural conversation.
- [themesberg/flowbite-mcp](https://github.com/themesberg/flowbite-mcp) π π π πͺ π§ - MCP server that provides AI assistance for an open-source UI framework based on Tailwind CSS
- [tipdotmd/tip-md-x402-mcp-server](https://github.com/tipdotmd/tip-md-x402-mcp-server) π βοΈ - MCP server for cryptocurrency tipping through AI interfaces using x402 payment protocol and CDP Wallet.
- [Tommertom/awesome-ionic-mcp](https://github.com/Tommertom/awesome-ionic-mcp) π π - Your Ionic coding buddy enabled via MCP β build awesome mobile apps using React/Angular/Vue or even Vanilla JS!
@@ -954,6 +992,7 @@ Tools and integrations that enhance the development workflow and environment man
- [YuliiaKovalova/dotnet-template-mcp](https://github.com/YuliiaKovalova/dotnet-template-mcp) [](https://glama.ai/mcp/servers/@YuliiaKovalova/dotnet-template-mcp) #οΈβ£ π π πͺ π§ - .NET Template Engine MCP server for AI-driven project scaffolding. Search, inspect, preview, and create `dotnet new` projects via natural language with parameter validation, smart defaults, NuGet auto-resolve, and interactive elicitation.
- [Yutarop/ros-mcp](https://github.com/Yutarop/ros-mcp) π π π§ - MCP server that supports ROS2 topics, services, and actions communication, and controls robots using natural language.
- [yWorks/mcp-typescribe](https://github.com/yWorks/mcp-typescribe) π π - MCP server that provides Typescript API information efficiently to the agent to enable it to work with untrained APIs
+- [ypollak2/llm-router](https://github.com/ypollak2/llm-router) [](https://glama.ai/mcp/servers/ypollak2/llm-router) π π π πͺ π§ - Subscription-aware LLM router for Claude Code. Routes tasks to 20+ providers (OpenAI, Gemini, Groq, Ollama, Codex) based on complexity classification, Claude subscription pressure, and cost. Free tasks stay on Claude subscription; expensive tasks fall back to the cheapest capable model. Includes 30 MCP tools, 6 auto-routing hooks, semantic dedup cache, prompt caching, daily spend cap, and a live web dashboard.
- [zaizaizhao/mcp-swagger-server](https://github.com/zaizaizhao/mcp-swagger-server) π βοΈ π - A Model Context Protocol (MCP) server that converts OpenAPI/Swagger specifications to MCP format, enabling AI assistants to interact with REST APIs through standardized protocol.
- [zcaceres/fetch-mcp](https://github.com/zcaceres/fetch-mcp) π π - An MCP server to flexibly fetch JSON, text, and HTML data
- [zelentsov-dev/asc-mcp](https://github.com/zelentsov-dev/asc-mcp) π π - App Store Connect API server with 208 tools for managing apps, builds, TestFlight, subscriptions, reviews, and more β directly from any MCP client.
@@ -988,10 +1027,13 @@ Integrations and tools designed to simplify data exploration, analysis and enhan
- [kdqed/zaturn](https://github.com/kdqed/zaturn) π π πͺ π§ π - Link multiple data sources (SQL, CSV, Parquet, etc.) and ask AI to analyze the data for insights and visualizations.
- [mckinsey/vizro-mcp](https://github.com/mckinsey/vizro/tree/main/vizro-mcp) ποΈ π π - Tools and templates to create validated and maintainable data charts and dashboards.
- [optuna/optuna-mcp](https://github.com/optuna/optuna-mcp) ποΈ π π π§ π - Official MCP server enabling seamless orchestration of hyperparameter search and other optimization tasks with [Optuna](https://optuna.org/).
+- [Whatsonyourmind/oraclaw](https://github.com/Whatsonyourmind/oraclaw) [](https://glama.ai/mcp/servers/Whatsonyourmind/oraclaw) π βοΈ π π πͺ π§ - Decision intelligence MCP server with 19 algorithms (bandits, Monte Carlo, constraint optimization, forecasting, anomaly detection, risk analysis, graph algorithms), 12 MCP tools. Install via `npx -y @oraclaw/mcp-server`.
- [phisanti/MCPR](https://github.com/phisanti/MCPR) π π πͺ π§ - Model Context Protocol for R: enables AI agents to participate in interactive live R sessions.
- [phuongrealmax/code-guardian](https://github.com/phuongrealmax/code-guardian) π π - AI-powered code refactor engine with 80+ MCP tools for code analysis, hotspot detection, complexity metrics, persistent memory, and automated refactoring plans.
- [pramod/kaggle](https://github.com/KrishnaPramodParupudi/kaggle-mcp-server) π - This Kaggle MCP Server makes Kaggle more accessible by letting you browse competitions, leaderboards, models, datasets, and kernels directly within MCP, streamlining discovery for data scientists and developers.
- [reading-plus-ai/mcp-server-data-exploration](https://github.com/reading-plus-ai/mcp-server-data-exploration) π βοΈ - Enables autonomous data exploration on .csv-based datasets, providing intelligent insights with minimal effort.
+- [ShipItAndPray/mcp-compress](https://github.com/ShipItAndPray/mcp-compress) [](https://glama.ai/mcp/servers/ShipItAndPray/mcp-compress) π π βοΈ π πͺ π§ - Data compression MCP server. 7 tools for gzip, brotli, deflate, and TurboQuant quantization. Auto-selects best algorithm. 60x compression on docs. Zero dependencies.
+- [ShipItAndPray/mcp-turboquant](https://github.com/ShipItAndPray/mcp-turboquant) [](https://glama.ai/mcp/servers/ShipItAndPray/mcp-turboquant) π π π πͺ π§ - LLM quantization via tool call. Convert models to GGUF, GPTQ, and AWQ formats. Recommend optimal quant settings, evaluate quality, and push to Hugging Face Hub.
- [98lukehall/renoun-mcp](https://github.com/98lukehall/renoun-mcp) [](https://glama.ai/mcp/servers/@98lukehall/renoun-mcp) π βοΈ - Structural observability for AI conversations. Detects loops, stuck states, breakthroughs, and convergence across 17 channels without analyzing content.
- [subelsky/bundler_mcp](https://github.com/subelsky/bundler_mcp) π π - Enables agents to query local information about dependencies in a Ruby project's `Gemfile`.
- [zcaceres/markdownify-mcp](https://github.com/zcaceres/markdownify-mcp) π π - An MCP server to convert almost any file or web content into Markdown
@@ -1018,6 +1060,7 @@ Provides access to documentation and shortcuts for working on embedded devices.
- [octoco-ltd/sheetsdata-mcp](https://github.com/octoco-ltd/sheetsdata-mcp) [](https://glama.ai/mcp/servers/octoco-ltd/sheetsdata-mcp) π βοΈ π - Instant access to electronic component datasheets for AI agents β specs, pinouts, package info, absolute max ratings extracted from manufacturer PDFs on demand.
- [stack-chan/stack-chan](https://github.com/stack-chan/stack-chan) π π - A JavaScript-driven M5Stack-embedded super-kawaii robot with MCP server functionality for AI-controlled interactions and emotions.
- [yoelbassin/gnuradioMCP](https://github.com/yoelbassin/gnuradioMCP) π π π - An MCP server for GNU Radio that enables LLMs to autonomously create and modify RF `.grc` flowcharts.
+- [catallo/misterclaw](https://github.com/catallo/misterclaw) [](https://glama.ai/mcp/servers/catallo/misterclaw) ποΈ π π π§ π - MiSTerClaw β MCP remote control for MiSTer-FPGA. Launch games, search ROMs, take screenshots, manage systems, and set up Tailscale VPN. Auto-discovers 70+ systems with dynamic core/ROM scanning.
### π Education
@@ -1030,8 +1073,14 @@ MCP servers for learning management systems (LMS) and educational tools.
MCP servers for e-commerce platforms and online store management.
+- [laundromatic/shopgraph](https://github.com/laundromatic/shopgraph) [](https://glama.ai/mcp/servers/laundromatic/shopgraph) π βοΈ - Structured product data from the open web β Schema.org + AI extraction for e-commerce enrichment. Pay per call via Stripe. [shopgraph.dev](https://shopgraph.dev)
- [lofder/dsers-mcp-product](https://github.com/lofder/dsers-mcp-product) [](https://glama.ai/mcp/servers/lofder/dsers-mcp-product) π βοΈ - Automate AliExpress/Alibaba dropshipping product import to Shopify or Wix via DSers. Bulk import, variant editing, pricing rules, and multi-store push with a single command.
+- [OFODevelopment/cerebrochain-mcp-server](https://github.com/OFODevelopment/cerebrochain-mcp-server) [](https://glama.ai/mcp/servers/OFODevelopment/cerebrochain-mcp-server) π βοΈ - Supply chain & logistics intelligence β rate shopping across 85+ carriers, inventory management, order tracking, fleet logistics, and AI-powered demand forecasting. 20 tools and 3 resources for warehouse and supply chain operations.
+
+- [samrothschild23/intelligence-api](https://github.com/samrothschild23/intelligence-api) [](https://glama.ai/mcp/servers/samrothschild23/intelligence-api) π βοΈ - E-commerce and business intelligence MCP server. Analyze any Shopify store, research Amazon products with Opportunity Score and FBA profitability estimates, and find qualified sales leads from Google Maps with Lead Quality Scoring. Pay-per-call via x402 (USDC on Base).
+
- [the402ai/mcp-server](https://github.com/the402ai/mcp-server) [](https://glama.ai/mcp/servers/the402ai/mcp-server) π βοΈ π πͺ π§ - AI agent service marketplace with x402 micropayments (USDC on Base). 30 tools for browsing services, purchasing, managing conversation threads, listing services as a provider, handling subscriptions, and tracking earnings. Install via `npx -y @the402/mcp-server`.
+- [cmcgrabby-hue/syndicate-links](https://github.com/cmcgrabby-hue/syndicate-links/tree/master/mcp) [](https://glama.ai/mcp/servers/cmcgrabby-hue/syndicate-links) π π π πͺ π§ - Affiliate commission infrastructure for AI agents. 7 tools for program discovery, attribution tracking, commission status, and payouts. Search programs, get details, track conversions with signed attribution tokens, and trigger settlement cycles. Install via `npx syndicate-links-mcp`.
### π³ Environment & Nature
@@ -1063,6 +1112,7 @@ Provides direct access to local file systems with configurable permissions. Enab
- [microsoft/markitdown](https://github.com/microsoft/markitdown/tree/main/packages/markitdown-mcp) ποΈ π π - MCP tool access to MarkItDown -- a library that converts many file formats (local or remote) to Markdown for LLM consumption.
- [modelcontextprotocol/server-filesystem](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/filesystem) π π - Direct local file system access.
- [FacundoLucci/plsreadme](https://github.com/FacundoLucci/plsreadme) [](https://glama.ai/mcp/servers/@FacundoLucci/plsreadme) π βοΈ π - Share markdown files and text as clean, readable web links via `plsreadme_share_file` and `plsreadme_share_text`; zero setup (`npx -y plsreadme-mcp` or `https://plsreadme.com/mcp`).
+- [UseJunior/safe-docx](https://github.com/UseJunior/safe-docx) [](https://glama.ai/mcp/servers/UseJunior/safe-docx) π π π π§ πͺ - Surgical editing of existing Word .docx files with formatting preservation, tracked changes, comments, footnotes, and document comparison.
- [willianpinho/large-file-mcp](https://github.com/willianpinho/large-file-mcp) π π π πͺ π§ - Production-ready MCP server for intelligent handling of large files with smart chunking, navigation, streaming capabilities, regex search, and built-in LRU caching.
- [Xuanwo/mcp-server-opendal](https://github.com/Xuanwo/mcp-server-opendal) π π βοΈ - Access any storage with Apache OpenDALβ’
- [xxczaki/local-history-mcp](https://github.com/xxczaki/local-history/mcp) π π π πͺ π§ - MCP server for accessing VS Code/Cursor Local History
@@ -1075,17 +1125,20 @@ Provides direct access to local file systems with configurable permissions. Enab
- [aaronjmars/web3-research-mcp](https://github.com/aaronjmars/web3-research-mcp) π βοΈ - Deep Research for crypto - free & fully local
- [ahmetsbilgin/finbrain-mcp](https://github.com/ahmetsbilgin/finbrain-mcp) ποΈ π βοΈ π - Access institutional-grade alternative financial data directly in your LLM workflows.
- [ahnlabio/bicscan-mcp](https://github.com/ahnlabio/bicscan-mcp) ποΈ π βοΈ - Risk score / asset holdings of EVM blockchain address (EOA, CA, ENS) and even domain names.
+- [AlexanderLawson17/revettr-python](https://github.com/AlexanderLawson17/revettr-python) [](https://glama.ai/mcp/servers/AlexanderLawson17/revettr-python) π βοΈ - Counterparty risk scoring for agentic commerce. Scores wallets, domains, IPs, and companies 0-100 via x402 micropayments. $0.01 USDC per request on Base.
- [unixlamadev-spec/aiprox-mcp](https://github.com/unixlamadev-spec/aiprox-mcp) [](https://glama.ai/mcp/servers/unixlamadev-spec/aiprox-mcp) π βοΈ - Open agent registry β discover and hire autonomous AI agents by capability. 16 agents live. Supports Bitcoin Lightning, Solana USDC, and Base x402. Includes workflow engine for chaining agents.
- [alchemy/alchemy-mcp-server](https://github.com/alchemyplatform/alchemy-mcp-server) ποΈ π βοΈ - Allow AI agents to interact with Alchemy's blockchain APIs.
- [anjor/coinmarket-mcp-server](https://github.com/anjor/coinmarket-mcp-server) π βοΈ - Coinmarket API integration to fetch cryptocurrency listings and quotes
- [araa47/jupiter-mcp](https://github.com/araa47/jupiter-mcp) π βοΈ - Jupiter API Access (allow AI to Trade Tokens on Solana + Access Balances + Search Tokens + Create Limit Orders )
- [ariadng/metatrader-mcp-server](https://github.com/ariadng/metatrader-mcp-server) π π πͺ - Enable AI LLMs to execute trades using MetaTrader 5 platform
+- [aranjan/kite-mcp](https://github.com/aranjan/kite-mcp) [](https://glama.ai/mcp/servers/aranjan/kite-mcp) π π - Trade Indian stocks on Zerodha Kite via natural conversation. 14 tools for holdings, orders, quotes, GTT triggers, and more with automated TOTP login.
- [armorwallet/armor-crypto-mcp](https://github.com/armorwallet/armor-crypto-mcp) π βοΈ - MCP to interface with multiple blockchains, staking, DeFi, swap, bridging, wallet management, DCA, Limit Orders, Coin Lookup, Tracking and more.
- [autonsol/sol-mcp](https://github.com/autonsol/sol-mcp) [](https://glama.ai/mcp/servers/autonsol/sol-mcp) π βοΈ - Solana token risk scoring and pump.fun graduation signals. Score any token by mint address (0-100 risk, risk_label, holder concentration, liquidity), detect graduation momentum (buy/sell ratio, velocity), and query trust attestations. Live API. Freemium β 4 free tools, PRO via x402 micropayments ($0.01/call USDC).
- [azeth-protocol/mcp-server](https://github.com/azeth-protocol/mcp-server) [](https://glama.ai/mcp/servers/@azeth-protocol/mcp-azeth) π βοΈ - Trust infrastructure for the machine economy β non-custodial ERC-4337 smart accounts, x402 payments, on-chain reputation via ERC-8004, and service discovery for AI agents.
- [bankless/onchain-mcp](https://github.com/Bankless/onchain-mcp/) π βοΈ - Bankless Onchain API to interact with smart contracts, query transaction and token information
- [bolivian-peru/baozi-mcp](https://github.com/bolivian-peru/baozi-mcp) π βοΈ - 68 tools for AI agents to interact with Solana prediction markets on [Baozi.bet](https://baozi.bet) β browse markets, place bets, claim winnings, create markets, and earn affiliate commissions.
- [base/base-mcp](https://github.com/base/base-mcp) ποΈ π βοΈ - Base Network integration for onchain tools, allowing interaction with Base Network and Coinbase API for wallet management, fund transfers, smart contracts, and DeFi operations
+- [clicks-protocol/mcp-server](https://github.com/clicks-protocol/clicks-protocol/tree/main/mcp-server) [](https://glama.ai/mcp/servers/clicks-protocol/clicks-protocol) π βοΈ - Autonomous USDC yield for AI agents on Base. 9 tools: register agents, split payments 80/20 (liquid/yield), withdraw anytime, simulate splits, check APY, and track on-chain referrals. Non-custodial, no lockup, MIT licensed. `npx @clicks-protocol/mcp-server`
- [up2itnow0822/clawpay-mcp](https://github.com/up2itnow0822/clawpay-mcp) [](https://glama.ai/mcp/servers/@up2itnow0822/clawpay-mcp) π βοΈ - Non-custodial x402 payment layer for AI agents. Agents sign transactions from their own wallet with on-chain spend limits β no custodial infrastructure, no API keys. Built on Base.
- [berlinbra/alpha-vantage-mcp](https://github.com/berlinbra/alpha-vantage-mcp) π βοΈ - Alpha Vantage API integration to fetch both stock and crypto information
- [bitteprotocol/mcp](https://github.com/BitteProtocol/mcp) π - Bitte Protocol integration to run AI Agents on several blockchains.
@@ -1095,7 +1148,9 @@ Provides direct access to local file systems with configurable permissions. Enab
- [carsol/monarch-mcp-server](https://github.com/carsol/monarch-mcp-server) π βοΈ - MCP server providing read-only access to Monarch Money financial data, enabling AI assistants to analyze transactions, budgets, accounts, and cashflow data with MFA support.
- [calintzy/evmscope](https://github.com/calintzy/evmscope) [](https://glama.ai/mcp/servers/calintzy/evmscope) π βοΈ - EVM blockchain intelligence toolkit with 20 tools for token prices, gas comparison, swap quotes, yield rates, honeypot detection, and transaction simulation across Ethereum, Polygon, Arbitrum, Base, and Optimism. Zero config, no API keys required.
- [chargebee/mcp](https://github.com/chargebee/agentkit/tree/main/modelcontextprotocol) ποΈ π βοΈ - MCP Server that connects AI agents to [Chargebee platform](https://www.chargebee.com/).
+- [grahammccain/chart-library-mcp](https://github.com/grahammccain/chart-library-mcp) [](https://glama.ai/mcp/servers/grahammccain/chart-library-mcp) π βοΈ - Historical stock chart pattern intelligence for AI agents. 24M pre-computed embeddings across 15K stocks and 10 years of data. Search by ticker+date or screenshot to find the most similar historical patterns and see what happened next. 19 tools including pattern search, forward returns, regime analysis, and trade simulation. Install: `pip install chartlibrary-mcp`. Free tier: 200 calls/day.
- [CryptoRugMunch/rug-munch-mcp](https://github.com/CryptoRugMunch/rug-munch-mcp) [](https://glama.ai/mcp/servers/@CryptoRugMunch/rug-munch-intelligence) π βοΈ - 19 crypto token risk intelligence tools for AI agents. Rug pull detection, honeypot scoring, deployer tracking, holder deep-dive, KOL shill detection, social OSINT, and LLM forensic analysis. Free tier (1 call/day) + API keys + x402 USDC micropayments. Remote SSE transport available.
+- [cct15/war-dashboard-data](https://github.com/cct15/war-dashboard-data) π βοΈ - Geopolitical conflict risk probabilities for AI agents. Covers 6 regions (Russia-Ukraine, Iran-Israel, China-Taiwan, etc.) with escalation/ceasefire/regime change probabilities at 1d/7d/30d horizons. Includes maritime chokepoint vessel data and political event probabilities. Updated daily.
- [codex-data/codex-mcp](https://github.com/Codex-Data/codex-mcp) ποΈ π βοΈ - [Codex API](https://www.codex.io) integration for real-time enriched blockchain and market data on 60+ networks
- [coinpaprika/dexpaprika-mcp](https://github.com/coinpaprika/dexpaprika-mcp) ποΈ π βοΈ π πͺ π§ - Coinpaprika's DexPaprika MCP server exposes high-performance [DexPaprika API](https://docs.dexpaprika.com) covering 20+ chains and 5M+ tokens with real time pricing, liquidity pool data & historical OHLCV data, providing AI agents standardized access to comprehensive market data through Model Context Protocol.
- [conviction-fm/conviction-mcp](https://github.com/abcxz/conviction-fm) [](https://glama.ai/mcp/servers/abcxz/conviction-fm) π βοΈ - 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.
@@ -1124,13 +1179,17 @@ Provides direct access to local file systems with configurable permissions. Enab
- [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.
- [getAlby/mcp](https://github.com/getAlby/mcp) ποΈ π βοΈ π - Connect any bitcoin lightning wallet to your agent to send and receive instant payments globally.
- [getalby/nwc-mcp-server](https://github.com/getalby/nwc-mcp-server) π π - Bitcoin Lightning wallet integration powered by Nostr Wallet Connect
+- [GeiserX/cashpilot-mcp](https://github.com/GeiserX/cashpilot-mcp) [](https://glama.ai/mcp/servers/GeiserX/cashpilot-mcp) ποΈ βοΈ π πͺ π§ - Go-based MCP server for CashPilot bandwidth-sharing dashboards. Monitor passive income, DePIN earnings, and container status across multiple sharing services. Docker image available.
- [glaksmono/finbud-data-mcp](https://github.com/glaksmono/finbud-data-mcp/tree/main/packages/mcp-server) π βοΈ π - Access comprehensive, real-time financial data (stocks, options, crypto, forex) via developer-friendly, AI-native APIs offering unbeatable value.
+- [cryptobriefing/gloria-mcp](https://github.com/cryptobriefing/gloria-mcp) [](https://glama.ai/mcp/servers/cryptobriefing/gloria-mcp) ποΈ π βοΈ - AI-curated crypto news intelligence for agents. Real-time headlines with sentiment analysis, AI-generated recaps, keyword search, and ticker summaries across 16 categories including Bitcoin, Ethereum, DeFi, and AI.
- [gpartin/CryptoGuardClient](https://github.com/gpartin/CryptoGuardClient) [](https://glama.ai/mcp/servers/gpartin/CryptoGuardClient) π βοΈ - Per-transaction deterministic crypto validator for AI trading agents. Validate trades (PROCEED/CAUTION/BLOCK), scan tokens, detect rug pulls β powered by WaveGuard physics engine. 5 free calls/day, x402 USDC payments. `pip install CryptoGuardClient`
- [gosodax/builders-sodax-mcp-server](https://github.com/gosodax/builders-sodax-mcp-server) [](https://glama.ai/mcp/servers/@gosodax/sodax-builders-mcp) π βοΈ - SODAX MCP server: live cross-chain DeFi API data and auto-updating SDK docs for 17+ networks. Query swaps, lending, solver volume, and intent history from your AI coding assistant.
+- [goodmeta/intelligence-mcp](https://github.com/goodmeta/intelligence-mcp) [](https://glama.ai/mcp/servers/goodmeta/intelligence-mcp) π βοΈ - Agent payments ecosystem intelligence. Scans GitHub, Hacker News, and npm for activity across AP2, ACP, x402, MPP, and UCP protocols. Returns scored opportunities with recommended actions. Free protocol comparison + paid scan via x402 USDC.
- [Helm-Protocol/openttt-mcp](https://github.com/Helm-Protocol/openttt-mcp) [](https://glama.ai/mcp/servers/Helm-Protocol/openttt-mcp) π βοΈ - Proof-of-Time temporal attestation for AI agents. 4 HTTPS sources, 54K+ proofs. Claude Desktop compatible.
- [heurist-network/heurist-mesh-mcp-server](https://github.com/heurist-network/heurist-mesh-mcp-server) ποΈ β
οΈ π π - Access specialized web3 AI agents for blockchain analysis, smart contract security auditing, token metrics evaluation, and on-chain interactions through the Heurist Mesh network. Provides comprehensive tools for DeFi analysis, NFT valuation, and transaction monitoring across multiple blockchains
- [hive-intel/hive-crypto-mcp](https://github.com/hive-intel/hive-crypto-mcp) π βοΈ π - Hive Intelligence: Ultimate cryptocurrency MCP for AI assistants with unified access to crypto, DeFi, and Web3 analytics
- [hypurrquant/perp-cli](https://github.com/hypurrquant/perp-cli) [](https://glama.ai/mcp/servers/hypurrquant/perp-cli) π βοΈ π π πͺ π§ - Multi-DEX perpetual futures trading MCP server for Pacifica (Solana), Hyperliquid (HyperEVM), and Lighter (Ethereum). 18 tools for market data, trade execution with dry-run safety, funding rate arbitrage scanning, portfolio analytics, and cross-exchange comparison.
+- [sentien-labs/verdictswarm-mcp](https://github.com/sentien-labs/verdictswarm-mcp) [](https://glama.ai/mcp/servers/sentien-labs/verdictswarm-mcp) π π - Multi-AI crypto token scanner. 6 AI agents independently analyze and debate token risk on Solana, Base, and Ethereum. Detects rug pulls, honeypots, holder concentration, and wash trading through adversarial consensus.
- [hoqqun/stooq-mcp](https://github.com/hoqqun/stooq-mcp) π¦ βοΈ - Fetch real-time stock prices from Stooq without API keys. Supports global markets (US, Japan, UK, Germany).
- [HuggingAGI/mcp-baostock-server](https://github.com/HuggingAGI/mcp-baostock-server) π βοΈ - MCP server based on baostock, providing access and analysis capabilities for Chinese stock market data.
- [IndigoProtocol/indigo-mcp](https://github.com/IndigoProtocol/indigo-mcp) [](https://glama.ai/mcp/servers/IndigoProtocol/indigo-mcp) π βοΈ π - MCP server for Indigo Protocol on Cardano β iAsset prices, CDP/loan analytics, stability pools, INDY staking, governance, and DEX data for LLM agents
@@ -1168,6 +1227,7 @@ Provides direct access to local file systems with configurable permissions. Enab
- [kukapay/crypto-trending-mcp](https://github.com/kukapay/crypto-trending-mcp) π βοΈ - Tracking the latest trending tokens on CoinGecko.
- [kukapay/crypto-whitepapers-mcp](https://github.com/kukapay/crypto-whitepapers-mcp) π βοΈ - Serving as a structured knowledge base of crypto whitepapers.
- [kukapay/cryptopanic-mcp-server](https://github.com/kukapay/cryptopanic-mcp-server) π βοΈ - Providing latest cryptocurrency news to AI agents, powered by CryptoPanic.
+- [make-software/cspr-trade-mcp](https://github.com/make-software/cspr-trade-mcp) [](https://glama.ai/mcp/servers/make-software/cspr-trade-mcp) π βοΈ π π πͺ π§ - Non-custodial DEX trading on the Casper Network via [CSPR.trade](https://cspr.trade). 14 tools for market data, swaps, liquidity, and account queries. Transactions built remotely, signed locally β private keys never leave the machine. Public endpoint: `https://mcp.cspr.trade/mcp`
- [kukapay/dao-proposals-mcp](https://github.com/kukapay/dao-proposals-mcp) π βοΈ - An MCP server that aggregates live governance proposals from major DAOs.
- [kukapay/defi-yields-mcp](https://github.com/kukapay/defi-yields-mcp) π βοΈ - An MCP server for AI agents to explore DeFi yield opportunities.
- [kukapay/dex-pools-mcp](https://github.com/kukapay/dex-pools-mcp) π βοΈ - An MCP server that provides AI agents with real-time access to DEX liquidity pool data.
@@ -1197,6 +1257,7 @@ Provides direct access to local file systems with configurable permissions. Enab
- [kukapay/wallet-inspector-mcp](https://github.com/kukapay/wallet-inspector-mcp) π βοΈ - An MCP server that empowers AI agents to inspect any walletβs balance and onchain activity across major EVM chains and Solana chain.
- [kukapay/web3-jobs-mcp](https://github.com/kukapay/web3-jobs-mcp) π βοΈ - An MCP server that provides AI agents with real-time access to curated Web3 jobs.
- [kukapay/whale-tracker-mcp](https://github.com/kukapay/whale-tracker-mcp) π βοΈ - A mcp server for tracking cryptocurrency whale transactions.
+- [Frontier-Compute/zcash-mcp](https://github.com/Frontier-Compute/zcash-mcp) [](https://glama.ai/mcp/servers/Frontier-Compute/zcash-mcp) π βοΈ - Zcash shielded operations for AI agents. Chain queries, memo decoding, on-chain attestation, and proof verification.
- [KyuRish/trading212-mcp-server](https://github.com/KyuRish/trading212-mcp-server) [](https://glama.ai/mcp/servers/@KyuRish/trading212-mcp-server) π βοΈ - Trading 212 API integration with 28 tools for portfolio management, trading (market/limit/stop orders), pies, dividends, market data, and analytics. Built-in rate limiting.
- [klever-io/mcp-klever-vm](https://github.com/klever-io/mcp-klever-vm) ποΈ π βοΈ - Klever blockchain MCP server for smart contract development, on-chain data exploration, account and asset queries, transaction analysis, and contract deployment tooling.
- [laukikk/alpaca-mcp](https://github.com/laukikk/alpaca-mcp) π βοΈ - An MCP Server for the Alpaca trading API to manage stock and crypto portfolios, place trades, and access market data.
@@ -1218,6 +1279,7 @@ Provides direct access to local file systems with configurable permissions. Enab
- [muvon/mcp-binance-futures](https://github.com/muvon/mcp-binance-futures) [](https://glama.ai/mcp/servers/Muvon/mcp-binance-futures) π βοΈ - MCP server for Binance USDT-M Futures trading β exposes tools for market data, account state, order management, and position/margin control.
- [narumiruna/yfinance-mcp](https://github.com/narumiruna/yfinance-mcp) π βοΈ - An MCP server that uses yfinance to obtain information from Yahoo Finance.
- [nckhemanth0/subscription-tracker-mcp](https://github.com/nckhemanth0/subscription-tracker-mcp) π βοΈ π - MCP server for intelligent subscription management with Gmail + MySQL integration.
+- [nicholasbester/clickup-cli](https://github.com/nicholasbester/clickup-cli) [](https://glama.ai/mcp/servers/nicholasbester/clickup-cli) π¦ π βοΈ π πͺ π§ - 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) π π - Non-custodial EVM wallet MCP β routes transactions to browser wallets (MetaMask, etc.) for signing. Private keys never leave the browser; every action requires explicit user approval via EIP-6963.
- [nullpath-labs/mcp-client](https://github.com/nullpath-labs/mcp-client) [](https://glama.ai/mcp/servers/@nullpath-labs/mcp-client) π βοΈ π πͺ π§ - AI agent marketplace with x402 micropayments. Discover, execute, and pay agents per-request via MCP with USDC on Base.
- [OctagonAI/octagon-mcp-server](https://github.com/OctagonAI/octagon-mcp-server) π βοΈ - Octagon AI Agents to integrate private and public market data
@@ -1235,6 +1297,7 @@ Provides direct access to local file systems with configurable permissions. Enab
- [PreReason/mcp](https://github.com/PreReason/mcp) [](https://glama.ai/mcp/servers/PreReason/mcp) π βοΈ - 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) π βοΈ - 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) π βοΈ - Bitget API to fetch cryptocurrency price.
+- [pythia-the-oracle/pythia-oracle-mcp](https://github.com/pythia-the-oracle/pythia-oracle-mcp) [](https://glama.ai/mcp/servers/pythia-the-oracle/pythia-oracle-mcp) π βοΈ - On-chain calculated crypto indicators (EMA, RSI, Bollinger Bands, Volatility) for 22 tokens via Chainlink oracle. 484 indicator feeds, 4 timeframes, free trial faucet.
- [qbt-labs/openmm-mcp](https://github.com/qbt-labs/openmm-mcp) [](https://glama.ai/mcp/servers/QBT-Labs/openmm-mcp) π βοΈ - AI-native crypto market making toolkit with 13 tools for DeFi analytics, CEX/DEX trading, and liquidity management
- [QuantConnect/mcp-server](https://github.com/QuantConnect/mcp-server) π βοΈ β A Dockerized Python MCP server that bridges your local AI (e.g., Claude Desktop, etc) with the QuantConnect APIβempowering you to create projects, backtest strategies, manage collaborators, and deploy live-trading workflows directly via natural-language prompts.
- [QuantGeekDev/coincap-mcp](https://github.com/QuantGeekDev/coincap-mcp) π βοΈ - Real-time cryptocurrency market data integration using CoinCap's public API, providing access to crypto prices and market information without API keys
@@ -1247,6 +1310,7 @@ Provides direct access to local file systems with configurable permissions. Enab
- [SaintDoresh/YFinance-Trader-MCP-ClaudeDesktop](https://github.com/SaintDoresh/YFinance-Trader-MCP-ClaudeDesktop.git) π βοΈ - An MCP tool that provides stock market data and analysis using the Yahoo Finance API.
- [sapph1re/findata-mcp](https://github.com/sapph1re/findata-mcp) [](https://glama.ai/mcp/servers/sapph1re/findata-mcp) π βοΈ - Real-time stocks, company fundamentals, FRED economic indicators (800k+ series), SEC filings, and crypto prices. Five tools, $0.01/call via x402 micropayments on Base mainnet. No signup required.
- [shareseer/shareseer-mcp-server](https://github.com/shareseer/shareseer-mcp-server) ποΈ βοΈ - MCP to Access SEC filings, financials & insider trading data in real time using [ShareSeer](https://shareseer.com)
+- [ShipItAndPray/mcp-market-data](https://github.com/ShipItAndPray/mcp-market-data) [](https://glama.ai/mcp/servers/ShipItAndPray/mcp-market-data) π π βοΈ π πͺ π§ - Live cryptocurrency market data. 8 tools for real-time prices, OHLCV, order books, and market summaries. Zero API keys required. Zero dependencies.
- [lmwharton/sieve-mcp](https://github.com/lmwharton/sieve-mcp) [](https://glama.ai/mcp/servers/lmwharton/sieve-mcp) π βοΈ - AI-powered startup due diligence. Screen any startup across 7 IMPACT-X dimensions, get a Sieve Score (0-140) with evidence-typed findings and a clear meeting recommendation. Built for VCs, solo GPs, and angel investors.
- [SidneyBissoli/bcb-br-mcp](https://github.com/SidneyBissoli/bcb-br-mcp) [](https://glama.ai/mcp/servers/SidneyBissoli/bcb-br-mcp) π βοΈ π πͺ π§ - Brazilian Central Bank (BCB) economic data β 18,000+ time series including Selic, IPCA, exchange rates, GDP, and 150+ curated indicators via the SGS/BCB public API.
- [softvoyagers/fakturka-api](https://github.com/softvoyagers/fakturka-api) π βοΈ - Free Polish VAT invoice generator API (Faktura VAT) with PDF output and preview. No API key required.
@@ -1260,6 +1324,7 @@ Provides direct access to local file systems with configurable permissions. Enab
- [twelvedata/mcp](https://github.com/twelvedata/mcp) π βοΈ - Interact with [Twelve Data](https://twelvedata.com) APIs to access real-time and historical financial market data for your AI agents.
- [Fluke-Studio/uk-business-intelligence-mcp](https://github.com/Fluke-Studio/uk-business-intelligence-mcp) [](https://glama.ai/mcp/servers/Fluke-Studio/uk-business-intelligence-mcp) π βοΈ - Enrich any UK business with Companies House records, Google Places ratings, website/SSL status, and social media links in one call. Four data sources, single JSON response.
- [VENTURE-AI-LABS/cryptodataapi-mcp](https://github.com/VENTURE-AI-LABS/cryptodataapi-mcp) π βοΈ - Real-time crypto market data for AI agents β market health scores, derivatives, funding rates, ETF flows, cycle indicators, and 100+ endpoints via CryptoDataAPI.
+- [veroq-ai/veroq-mcp](https://github.com/veroq-ai/veroq-mcp) [](https://glama.ai/mcp/servers/Veroq-ai/veroq-mcp) π βοΈ - 62 verified intelligence tools β claim verification with evidence chains, market data for 1,061+ tickers, trading signals, SEC filings, insider trades, technical analysis, and multi-agent verified swarm.
- [minhoyoo-iotrust/WAIaaS](https://github.com/minhoyoo-iotrust/WAIaaS) [](https://glama.ai/mcp/servers/minhoyoo-iotrust/WAIaaS) π π π πͺ π§ - Self-hosted wallet-as-a-service for AI agents. 60 tools for multi-chain crypto: transfers, DeFi (swap, lend, stake, bridge, perp, yield), NFTs, smart contracts, transaction signing, and x402 payments. Solana + EVM with session auth and spending policies.
- [wowinter13/solscan-mcp](https://github.com/wowinter13/solscan-mcp) π¦ π - An MCP tool for querying Solana transactions using natural language with Solscan API.
- [W3Ship/w3ledger-mcp-server](https://github.com/baskcart/w3ledger-mcp-server) [](https://glama.ai/mcp/servers/@baskcart/w3ledger-mcp-server) π βοΈ - Self-verifying ledger MCP server with dual-signed transactions, gift cards, sponsor cards, and W3SH loyalty tiers. Supports EVM, ML-DSA-65, and SLH-DSA post-quantum signatures.
@@ -1290,6 +1355,7 @@ Integration with gaming related data, game engines, and services
- [gregario/warhammer-oracle](https://github.com/gregario/warhammer-oracle) [](https://glama.ai/mcp/servers/gregario/warhammer-oracle) π π - Warhammer 40K, Combat Patrol, and Kill Team rules reference with unit datasheets, keyword definitions, phase sequences, and game flow. 6 tools, 3148 units embedded.
- [Erodenn/godot-mcp-runtime](https://github.com/Erodenn/godot-mcp-runtime) [](https://glama.ai/mcp/servers/@Erodenn/godot-runtime-mcp) π π π πͺ π§ - MCP server for Godot 4.x with runtime control via injected UDP bridge: input simulation, screenshots, UI discovery, and live GDScript execution while the game is running.
- [hkaanengin/opendota-mcp-server](https://github.com/hkaanengin/opendota-mcp-server) π π βοΈ - MCP server providing AI assistants with access to Dota 2 statistics via OpenDota API. 20+ tools for player stats, hero data, and match analysis with natural language support.
+- [hope1026/weppy-roblox-mcp](https://github.com/hope1026/weppy-roblox-mcp) [](https://glama.ai/mcp/servers/hope1026/roblox-mcp) π π π πͺ - MCP server and plugin that lets AI agents (Claude Code, Cursor, Codex, Gemini) directly control a live Roblox Studio session β create scripts, instances, terrain, lighting, and assets via natural language. 21 tools, 140+ actions, bidirectional sync, and automated playtest.
- [IvanMurzak/Unity-MCP](https://github.com/IvanMurzak/Unity-MCP) #οΈβ£ π π πͺ π§ - MCP Server for Unity Editor and for a game made with Unity
- [jiayao/mcp-chess](https://github.com/jiayao/mcp-chess) π π - A MCP server playing chess against LLMs.
- [jkiley129/steam-mcp](https://github.com/jkiley129/steam-mcp) [](https://glama.ai/mcp/servers/jkiley129/steam-mcp) π π π πͺ π§ - Connect Claude to your Steam library. Query your games, playtime, recently played, and store metadata via natural language.
@@ -1300,6 +1366,7 @@ Integration with gaming related data, game engines, and services
- [n24q02m/better-godot-mcp](https://github.com/n24q02m/better-godot-mcp) [](https://glama.ai/mcp/servers/@n24q02m/better-godot-mcp) π π π πͺ π§ - 18 composite tools for structured Godot 4.x interaction: scenes, nodes, GDScript, shaders, animation, tilemap, physics, audio, navigation, UI, input mapping, and signals.
- [opgginc/opgg-mcp](https://github.com/opgginc/opgg-mcp) π βοΈ - Access real-time gaming data across popular titles like League of Legends, TFT, and Valorant, offering champion analytics, esports schedules, meta compositions, and character statistics.
- [pab1ito/chess-mcp](https://github.com/pab1it0/chess-mcp) π βοΈ - Access Chess.com player data, game records, and other public information through standardized MCP interfaces, allowing AI assistants to search and analyze chess information.
+- [razz-games/razz-mcp](https://github.com/razz-games/razz-mcp) [](https://glama.ai/mcp/servers/razz-games/razz-mcp) π βοΈ - Play provably fair dice, flip, crash, plinko, limbo, mines, tower & HexWar with real SOL wagering for any AI agent. [](https://glama.ai/mcp/servers/razz-games/razz-mcp)
- [rishijatia/fantasy-pl-mcp](https://github.com/rishijatia/fantasy-pl-mcp/) π βοΈ - An MCP server for real-time Fantasy Premier League data and analysis tools.
- [sonirico/mcp-stockfish](https://github.com/sonirico/mcp-stockfish) - ποΈ π π πͺ π§οΈ MCP server connecting AI systems to Stockfish chess engine.
- [stefan-xyz/mcp-server-runescape](https://github.com/stefan-xyz/mcp-server-runescape) π - An MCP server with tools for interacting with RuneScape (RS) and Old School RuneScape (OSRS) data, including item prices, player hiscores, and more.
@@ -1314,6 +1381,7 @@ Integration with gaming related data, game engines, and services
Control smart home devices, home network equipment, and automation systems.
- [apiarya/wemo-mcp-server](https://github.com/apiarya/wemo-mcp-server) - [](https://glama.ai/mcp/servers/@apiarya/wemo-mcp-server) π π π πͺ π§ - Control WeMo smart home devices via AI assistants using natural language. Built on pywemo for 100% local control β no cloud dependency. Supports dimmer brightness, device rename, HomeKit codes, and multi-phase discovery.
+- [Hybirdss/smartest-tv](https://github.com/Hybirdss/smartest-tv) [](https://glama.ai/mcp/servers/Hybirdss/smartest-tv) π π π πͺ π§ - Control any smart TV with natural language. Play Netflix, YouTube, Spotify by name with deep linking, cast URLs, scene presets, multi-room audio, and multi-TV sync. Supports LG, Samsung, Android TV, Roku. 21 MCP tools, no cloud required.
- [kambriso/fritzbox-mcp-server](https://github.com/kambriso/fritzbox-mcp-server) ποΈ π - Control AVM FRITZ!Box routers - manage devices, WiFi, network settings, parental controls, and schedule time-delayed actions
### π§ Knowledge & Memory
@@ -1325,6 +1393,8 @@ Persistent memory storage using knowledge graph structures. Enables AI models to
- [20alexl/mini_claude](https://github.com/20alexl/mini_claude) π π - Persistent memory and guardrails for Claude Code. Features mistake tracking, loop detection, scope guard, and hooks that block risky edits. Runs locally with Ollama.
- [agentic-mcp-tools/memora](https://github.com/agentic-mcp-tools/memora) π π βοΈ - Persistent memory with knowledge graph visualization, semantic/hybrid search, cloud sync (S3/R2), and cross-session context management.
- [aitytech/agentkits-memory](https://github.com/aitytech/agentkits-memory) [](https://glama.ai/mcp/servers/@aitytech/agentkits-memory) π π π πͺ π§ - 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 β works with Claude Code, Cursor, Windsurf, and any MCP client.
+- [AliceLJY/recallnest](https://github.com/AliceLJY/recallnest) [](https://glama.ai/mcp/servers/AliceLJY/recallnest) π π π πͺ π§ - 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.
+- [ailenshen/apple-notes-mcp](https://github.com/ailenshen/apple-notes-mcp) [](https://glama.ai/mcp/servers/ailenshen/apple-notes-mcp) π π π - 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) π βοΈ - 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) π βοΈ - 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.
- [AlekseiMarchenko/central-intelligence](https://github.com/AlekseiMarchenko/central-intelligence) [](https://glama.ai/mcp/servers/AlekseiMarchenko/central-intelligence) π βοΈ - Persistent memory for AI agents. Five tools (remember, recall, context, forget, share) with semantic search via vector embeddings and agent/user/org scoping. Works with Claude Code, Cursor, Windsurf, and any MCP client.
@@ -1394,6 +1464,7 @@ Persistent memory storage using knowledge graph structures. Enables AI models to
- [MWGMorningwood/Central-Memory-MCP](https://github.com/MWGMorningwood/Central-Memory-MCP) π βοΈ - An Azure PaaS-hostable MCP server that provides a workspace-grounded knowledge graph for multiple developers using Azure Functions MCP triggers and Table storage.
- [MyAgentHubs/aimemo](https://github.com/MyAgentHubs/aimemo) ποΈ π π πͺ π§ - Zero-dependency MCP memory server. Single binary, 100% local, no Docker.
- [n24q02m/mnemo-mcp](https://github.com/n24q02m/mnemo-mcp) [](https://glama.ai/mcp/servers/@n24q02m/mnemo-mcp) π π π πͺ π§ - Persistent AI memory with SQLite hybrid search (FTS5 + semantic). Built-in Qwen3 embedding, rclone sync across machines. Zero config, no cloud, no limits.
+- [ndjordjevic/pinrag](https://github.com/ndjordjevic/pinrag) [](https://glama.ai/mcp/servers/ndjordjevic/pinrag) π π - RAG for PDFs, YouTube, GitHub repos, Discord exports; index documents and query with citations.
- [nicholasglazer/gnosis-mcp](https://github.com/nicholasglazer/gnosis-mcp) π π - Zero-config MCP server for searchable documentation. Loads markdown into SQLite (default) or PostgreSQL with FTS5/tsvector keyword search and optional pgvector hybrid semantic search.
- [nonatofabio/local-faiss-mcp](https://github.com/nonatofabio/local_faiss_mcp) π π π π§ - Local FAISS vector database for RAG with document ingestion (PDF/TXT/MD/DOCX), semantic search, re-ranking, and CLI tools for indexing and querying
- [novyxlabs/novyx-mcp](https://github.com/novyxlabs/novyx-core/tree/main/packages/novyx-mcp) [](https://glama.ai/mcp/servers/@novyxlabs/novyx-mcp-desktop) π π βοΈ π πͺ π§ - Persistent AI agent memory with rollback, audit trails, semantic search, and knowledge graph. Zero-config local SQLite mode or cloud API. 23 tools, 6 resources, 3 prompts.
@@ -1405,6 +1476,7 @@ Persistent memory storage using knowledge graph structures. Enables AI models to
- [papersflow-ai/papersflow-mcp](https://github.com/papersflow-ai/papersflow-mcp) [](https://glama.ai/mcp/servers/papersflow-ai/papers-flow) π βοΈ - Hosted MCP server by [PapersFlow](https://papersflow.ai) for academic research with 7 specialized AI agents and 474M+ papers from Semantic Scholar and OpenAlex. Literature search, citation verification, citation graph exploration, and autonomous deep research workflows.
- [Pantheon-Security/notebooklm-mcp-secure](https://github.com/Pantheon-Security/notebooklm-mcp-secure) π π π πͺ π§ - 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.
- [pi22by7/In-Memoria](https://github.com/pi22by7/In-Memoria) π π¦ π π π§ πͺ - 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) π βοΈ - - π βοΈ - 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.
- [pfillion42/memviz](https://github.com/pfillion42/memviz) π π π πͺ π§ - Visual explorer for [MCP Memory Service](https://github.com/doobidoo/mcp-memory-service) SQLite-vec databases. Browse, search, filter, edit memories with dashboard, timeline, UMAP projection, semantic clustering, duplicate detection, and association graph.
- [pinecone-io/assistant-mcp](https://github.com/pinecone-io/assistant-mcp) ποΈ π¦ βοΈ - 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) π¦ π π πͺ π§ - A self-contained Memory server with single-binary architecture (embedded DB & models, no dependencies). Provides persistent semantic and graph-based memory for AI agents.
@@ -1417,6 +1489,7 @@ Persistent memory storage using knowledge graph structures. Enables AI models to
- [SecurityRonin/alaya](https://github.com/SecurityRonin/alaya) [](https://glama.ai/mcp/servers/SecurityRonin/alaya) π¦ π π πͺ π§ - Neuroscience-inspired memory engine for AI agents. Stores episodes, consolidates knowledge through a Bjork-strength lifecycle (strengthening, transformation, forgetting), and builds a personal knowledge graph with emergent categories, preferences, and semantic recall. Local SQLite, zero config, 10 MCP tools. Install via `npx alaya-mcp`.
- [SecurityRonin/docx-mcp](https://github.com/SecurityRonin/docx-mcp) [](https://glama.ai/mcp/servers/SecurityRonin/docx-mcp) π π π πͺ π§ - Read and edit Word (.docx) documents with track changes, comments, footnotes, and structural validation. The only MCP server combining w:ins/w:del tracked changes, threaded comments, and footnotes with OOXML-level paraId validation and document auditing. 18 tools, Python 3.10+.
- [shinpr/mcp-local-rag](https://github.com/shinpr/mcp-local-rag) π π - Privacy-first document search server running entirely locally. Supports semantic search over PDFs, DOCX, TXT, and Markdown files with LanceDB vector storage and local embeddings - no API keys or cloud services required.
+- [ShipItAndPray/mcp-memory](https://github.com/ShipItAndPray/mcp-memory) [](https://glama.ai/mcp/servers/ShipItAndPray/mcp-memory) π π π πͺ π§ - Smart memory with exponential decay. Memories strengthen on access and fade when unused β solving the Karpathy problem of unbounded context growth. 7 tools, SQLite-based, zero dependencies.
- [sgx-labs/statelessagent](https://github.com/sgx-labs/statelessagent) [](https://glama.ai/mcp/servers/sgx-labs/statelessagent) ποΈ π π πͺ π§ - Memory with provenance tracking β records where agent knowledge originated and detects when sources change. 17 MCP tools for session handoffs, decisions, semantic search, and knowledge graph. Works across Claude Code, Cursor, Windsurf, Codex CLI, and Gemini CLI. Single Go binary, SQLite + vector search, fully local.
- [l33tdawg/sage](https://github.com/l33tdawg/sage) [](https://glama.ai/mcp/servers/l33tdawg/s-age) ποΈ π π πͺ π§ - Institutional memory for AI agents with real BFT consensus. 4 application validators vote on every memory before it's committed β no more storing garbage. 13 MCP tools, runs locally, works with any MCP-compatible model. Backed by 4 published research papers.
- [Smart-AI-Memory/empathy-framework](https://github.com/Smart-AI-Memory/empathy-framework) π π - Five-level AI collaboration system with persistent memory and anticipatory capabilities. MCP-native integration for Claude and other LLMs with local-first architecture via MemDocs.
@@ -1435,6 +1508,7 @@ Persistent memory storage using knowledge graph structures. Enables AI models to
- [upstash/context7](https://github.com/upstash/context7) π βοΈ - Up-to-date code documentation for LLMs and AI code editors.
- [varun29ankuS/shodh-memory](https://github.com/varun29ankuS/shodh-memory) π¦ π - Cognitive memory for AI agents with Hebbian learning, 3-tier architecture, and knowledge graphs. Single ~15MB binary, runs offline on edge devices.
- [vectorize-io/hindsight](https://github.com/vectorize-io/hindsight) π βοΈ π - Hindsight: Agent Memory That Works Like Human Memory - Built for AI Agents to manage Long Term Memory
+- [wazionapps/nexo](https://github.com/wazionapps/nexo) [](https://glama.ai/mcp/servers/wazionapps/nexo) π π - Cognitive memory for AI agents with Atkinson-Shiffrin memory model (STM/LTM/sensory register), semantic RAG, Ebbinghaus decay, trust scoring, and 76+ MCP tools.
- [whynowlab/jarvis-orb](https://github.com/whynowlab/jarvis-orb) [](https://glama.ai/mcp/servers/whynowlab/jarvis-orb) π π - Persistent 4-tier AI memory (episodic, semantic, project, procedural) with temporal scoring, contradiction detection, entity tracking, and real-time desktop visualization orb.
- [teolex2020/AuraSDK](https://github.com/teolex2020/AuraSDK) [](https://glama.ai/mcp/servers/teolex2020-aurasdk) π π β Persistent cognitive memory for Claude Desktop. Sub-ms recall, offline, encrypted.
- [arthurpanhku/Arthor-Agent](https://github.com/arthurpanhku/Arthor-Agent) [](https://glama.ai/mcp/servers/@arthurpanhku/arthor-agent) π π βοΈ - ...
@@ -1446,6 +1520,7 @@ Access to legal information, legislation, and legal databases. Enables AI models
- [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) π βοΈ - EU AI Act compliance scanner that detects regulatory violations in AI codebases with risk classification and remediation guidance.
- [buildsyncinc/gibs-mcp](https://github.com/buildsyncinc/gibs-mcp) π βοΈ - Regulatory compliance (AI Act, GDPR, DORA) with article-level citations
- [JamesANZ/us-legal-mcp](https://github.com/JamesANZ/us-legal-mcp) π βοΈ - An MCP server that provides comprehensive US legislation.
+- [open-agreements/open-agreements](https://github.com/open-agreements/open-agreements) [](https://glama.ai/mcp/servers/open-agreements/open-agreements) π π βοΈ π π§ πͺ - Fill standard legal agreement templates (NDAs, SAFEs, NVCA docs, employment, cloud terms) and produce signable DOCX files.
- [philrox/ris-mcp-ts](https://github.com/philrox/ris-mcp-ts) [](https://glama.ai/mcp/servers/philrox/ris-mcp-ts) π βοΈ - Access Austrian federal laws, state laws, court decisions, and legal documents via the RIS (Rechtsinformationssystem) API with 12 specialized tools.
### πΊοΈ Location Services
@@ -1458,6 +1533,7 @@ Location-based services and mapping tools. Enables AI models to work with geogra
- [devilcoder01/weather-mcp-server](https://github.com/devilcoder01/weather-mcp-server) π βοΈ - Access real-time weather data for any location using the WeatherAPI.com API, providing detailed forecasts and current conditions.
- [discava/mcp-server](https://github.com/discava/mcp-server) π βοΈ - Search Millions of local businesses worldwide (Europe, Northamerica, Southamerica, Asia, Oceania), confidence scores, and agent trust rankings. No API key required. [](https://glama.ai/mcp/servers/discava/mcp-server)
- [gaopengbin/cesium-mcp](https://github.com/gaopengbin/cesium-mcp) [](https://glama.ai/mcp/servers/gaopengbin/cesium-mcp) π π π πͺ π§ - AI-powered 3D globe control via MCP. Connect any MCP-compatible AI agent to CesiumJS β 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) ποΈ βοΈ π πͺ π§ - 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.
- [ip2location/mcp-ip2location-io](https://github.com/ip2location/mcp-ip2location-io) π βοΈ - 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) π βοΈ - 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) π π βοΈ β MCP Server for the Aiwen IP Location, Get user network IP location, get IP details (country, province, city, lat, lon, ISP, owner, etc.)
@@ -1517,6 +1593,7 @@ Access and analyze application monitoring data. Enables AI models to review erro
- [edgedelta/edgedelta-mcp-server](https://github.com/edgedelta/edgedelta-mcp-server) ποΈ ποΈ βοΈ β Interact with Edge Delta anomalies, query logs / patterns / events, and pinpoint root causes and optimize your pipelines.
- [ejcho623/agent-breadcrumbs](https://github.com/ejcho623/agent-breadcrumbs) π βοΈ π - Unified agent work logging and observability across ChatGPT, Claude, Cursor, Codex, and OpenClaw with config-first schemas and pluggable sinks.
- [getsentry/sentry-mcp](https://github.com/getsentry/sentry-mcp) π βοΈ - Sentry.io integration for error tracking and performance monitoring
+- [GeiserX/duplicacy-mcp](https://github.com/GeiserX/duplicacy-mcp) [](https://glama.ai/mcp/servers/GeiserX/duplicacy-mcp) ποΈ βοΈ π πͺ π§ - Go-based MCP server for Duplicacy backup monitoring. Query backup job status and Prometheus metrics from a Duplicacy exporter. Docker image available.
- [GeiserX/genieacs-mcp](https://github.com/GeiserX/genieacs-mcp) [](https://glama.ai/mcp/servers/GeiserX/genieacs-mcp) ποΈ βοΈ π πͺ π§ - Go-based MCP server that bridges any GenieACS (TR-069 ACS) instance, exposing device data, firmware management, and CPE actions (reboot, parameter refresh, firmware download) over JSON-RPC. Docker image available.
- [gjenkins20/unofficial-fortimonitor-mcp-server](https://github.com/gjenkins20/unofficial-fortimonitor-mcp-server) [](https://glama.ai/mcp/servers/@gjenkins20/unofficial-forti-monitor-mcp-server) π βοΈ π πͺ π§ - Unofficial FortiMonitor v2 API integration with 241 tools for server monitoring, outages, maintenance, metrics, notifications, and more.
- [gjenkins20/webmin-mcp-server](https://github.com/gjenkins20/webmin-mcp-server) [](https://glama.ai/mcp/servers/@gjenkins20/webmin-mcp-server) π βοΈ π π§ - MCP server for Webmin with 61 tools for Linux system administration: services, users, storage, security, databases, and more.
@@ -1540,11 +1617,15 @@ Access and analyze application monitoring data. Enables AI models to review erro
- [netdata/netdata#Netdata](https://github.com/netdata/netdata/blob/master/src/web/mcp/README.md) ποΈ π βοΈ π π πͺ π§ - Discovery, exploration, reporting and root cause analysis using all observability data, including metrics, logs, systems, containers, processes, and network connections
- [Oluwatunmise-olat/mcp-server-logs-sieve](https://github.com/Oluwatunmise-olat/mcp-server-logs-sieve) [](https://glama.ai/mcp/servers/Oluwatunmise-olat/mcp-server-logs-sieve) π βοΈ π π πͺ π§ - Query, summarize, and trace logs in plain English across GCP Cloud Logging, AWS CloudWatch, Azure Log Analytics, Grafana Loki, and Elasticsearch
- [pydantic/logfire-mcp](https://github.com/pydantic/logfire-mcp) ποΈ π βοΈ - Provides access to OpenTelemetry traces and metrics through Logfire
+- [Higangssh/homebutler](https://github.com/Higangssh/homebutler) [](https://glama.ai/mcp/servers/Higangssh/homebutler) ποΈ π - All-in-one homelab management MCP server. Monitor system resources, manage Docker containers, Wake-on-LAN, scan networks, check open ports, and run alerts β across multiple servers via SSH. Single 10MB binary, zero dependencies.
- [gsmethells/preflight-mcp](https://github.com/gsmethells/preflight-mcp) [](https://glama.ai/mcp/servers/gsmethells/preflight-mcp) π βοΈ - TrustPilot for APIs β independent reliability ratings for APIs and MCP servers, powered by synthetic probes and crowdsourced agent telemetry.
+- [incu6us/loki-mcp-server](https://github.com/incu6us/loki-mcp-server) [](https://glama.ai/mcp/servers/incu6us/loki-mcp-server) ποΈ π π πͺ π§ - An MCP server for querying Grafana Loki directly with a discovery-first workflow β labels, values, series, and LogQL queries without requiring Grafana.
- [seekrays/mcp-monitor](https://github.com/seekrays/mcp-monitor) ποΈ π - A system monitoring tool that exposes system metrics via the Model Context Protocol (MCP). This tool allows LLMs to retrieve real-time system information through an MCP-compatible interface.οΌsupport CPUγMemoryγDiskγNetworkγHostγProcessοΌ
+- [Sudhan30/freshprobe](https://github.com/Sudhan30/freshprobe) [](https://glama.ai/mcp/servers/Sudhan30/freshprobe) ποΈ βοΈ π - Data freshness verification for AI agents. Probes endpoints for HTTP cache staleness, latency percentiles, content fingerprinting, TLS health, DNS timing, and redirect chains. Returns deterministic FRESH/STALE/UNKNOWN verdicts with NIST AI RMF mapping. CLI + MCP server + HTTP API with Prometheus metrics and YAML policy engine.
- [shibley/apistatuscheck-mcp-server](https://github.com/shibley/apistatuscheck-mcp-server) [](https://glama.ai/mcp/servers/shibley/apistatuscheck-mcp-server) π βοΈ - Check real-time operational status of 114+ cloud services and APIs (AWS, GitHub, Stripe, OpenAI, Vercel, etc.) directly from AI assistants. Published on npm.
- [speedofme-dev/speedofme-mcp](https://www.npmjs.com/package/@speedofme/mcp) π βοΈ π πͺ π§ - Official SpeedOf.Me server for accurate internet speed tests via 129 global Fastly edge servers with analytics dashboard and local history
- [TANTIOPE/datadog-mcp-server](https://github.com/TANTIOPE/datadog-mcp-server) π βοΈ π πͺ π§ - MCP server providing comprehensive Datadog observability access for AI assistants. Features grep-like log search, APM trace filtering with duration/status/error queries, smart sampling modes for token efficiency, and cross-correlation between logs, traces, and metrics.
+- [ThinkneoAI/mcp-server](https://github.com/ThinkneoAI/mcp-server) [](https://glama.ai/mcp/servers/ThinkneoAI/mcp-server) π βοΈ - ThinkNEO Control Plane β Enterprise AI governance MCP server with runtime guardrails, observability, AI FinOps, and agent lifecycle control.
- [tumf/grafana-loki-mcp](https://github.com/tumf/grafana-loki-mcp) π π - An MCP server that allows querying Loki logs through the Grafana API.
- [utapyngo/sentry-mcp-rs](https://github.com/utapyngo/sentry-mcp-rs) π¦ βοΈ - Fast and minimal Sentry MCP server written in Rust
- [VictoriaMetrics-Community/mcp-victoriametrics](https://github.com/VictoriaMetrics-Community/mcp-victoriametrics) ποΈ ποΈ π - 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
@@ -1561,6 +1642,7 @@ Provides the ability to handle multimedia, such as audio and video editing, play
- [bogdan01m/zapcap-mcp-server](https://github.com/bogdan01m/zapcap-mcp-server) π βοΈ - MCP server for ZapCap API providing video caption and B-roll generation via natural language
- [quietnotion/barevalue-mcp](https://github.com/quietnotion/barevalue-mcp) π βοΈ π πͺ π§ - 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.
- [elestirelbilinc-sketch/vap-showcase](https://github.com/elestirelbilinc-sketch/vap-showcase) π βοΈ π πͺ π§ - AI media generation (Flux, Veo, Suno) with cost control. Pre-commit pricing, budget enforcement, reserve-burn-refund billing.
+- [realcrabcut/crabcut-mcp-server](https://github.com/realcrabcut/crabcut-mcp-server) [](https://glama.ai/mcp/servers/realcrabcut/crabcut-mcp-server) π βοΈ - Turn YouTube videos into short-form clips from any AI assistant. AI-powered highlight detection, subtitle generation, 9:16 reframing, and direct download URLs via the Crabcut API.
- [keiver/image-tiler-mcp-server](https://github.com/keiver/image-tiler-mcp-server) [](https://glama.ai/mcp/servers/keiver/image-tiler-mcp-server) π π π πͺ π§ - Full-resolution vision for LLMs. Tiles large images and captures web pages via Chrome CDP so vision models process every detail without downscaling. Generates interactive HTML tile previews. Supports Claude, OpenAI, Gemini presets with per-model token math and entropy-based tile classification.
- [guimatheus92/mcp-video-analyzer](https://github.com/guimatheus92/mcp-video-analyzer) [](https://glama.ai/mcp/servers/guimatheus92/mcp-video-analyzer) π π π πͺ π§ - MCP server for video analysis β extracts transcripts, key frames, OCR text, and annotated timelines from video URLs. Supports Loom and direct video files (.mp4, .webm). Zero auth required.
- [pastorsimon1798/mcp-video](https://github.com/pastorsimon1798/mcp-video) [](https://glama.ai/mcp/servers/pastorsimon1798/mcp-video) π π π πͺ π§ - Video editing MCP server with 26 tools for trimming, merging, text overlays, audio sync, filters, color grading, audio normalization, picture-in-picture, split-screen, batch processing, format conversion, subtitles, watermarks, and more. 380 tests, CI on Python 3.11+3.12, progress callbacks, works with Claude Code, Cursor, and any MCP client.
@@ -1595,6 +1677,7 @@ Tools for conducting research, surveys, interviews, and data collection.
- [BrowseAI-HQ/BrowserAI-Dev](https://github.com/BrowseAI-HQ/BrowserAI-Dev) [](https://glama.ai/mcp/servers/BrowseAI-HQ/browse-ai) π βοΈ - Evidence-backed web research for AI agents. Real-time search with cited claims, confidence scores, and compare mode (raw LLM vs evidence-backed). MCP server, REST API, and Python SDK.
- [Embassy-of-the-Free-Mind/sourcelibrary-v2](https://github.com/Embassy-of-the-Free-Mind/sourcelibrary-v2/tree/main/mcp-server) π βοΈ - Search and cite rare historical texts (alchemy, Hermeticism, Renaissance philosophy) with DOI-backed academic citations from [Source Library](https://sourcelibrary.org)
+- [kimimgo/viznoir](https://github.com/kimimgo/viznoir) [](https://glama.ai/mcp/servers/kimimgo/viznoir) π π π§ - 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.
- [mnemox-ai/idea-reality-mcp](https://github.com/mnemox-ai/idea-reality-mcp) [](https://glama.ai/mcp/servers/@mnemox-ai/idea-reality-mcp) π βοΈ π πͺ π§ - Pre-build reality check for AI coding agents. Scans GitHub, Hacker News, npm, PyPI, and Product Hunt to detect existing competition before building, returning a reality signal score (0-100), duplicate likelihood, similar projects, and pivot hints.
- [ovlabs/mcp-server-originalvoices](https://github.com/ovlabs/mcp-server-originalvoices) π βοΈ - 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) π π π πͺ π§ - Query Google NotebookLM from Claude/AI agents with 14 security hardening layers. Session-based conversations, notebook library management, and source-grounded research responses.
@@ -1602,6 +1685,7 @@ Tools for conducting research, surveys, interviews, and data collection.
- [sh-patterson/legiscan-mcp](https://github.com/sh-patterson/legiscan-mcp) [](https://glama.ai/mcp/servers/ggstefivzf) π βοΈ - Access legislative data from all 50 US states and Congress β search bills, get full text, track votes, and look up legislators via the LegiScan API.
- [thinkchainai/agentinterviews_mcp](https://github.com/thinkchainai/agentinterviews_mcp) - Conduct AI-powered qualitative research interviews and surveys at scale with [Agent Interviews](https://agentinterviews.com). Create interviewers, manage research projects, recruit participants, and analyze interview data through MCP.
- [yusong652/pfc-mcp](https://github.com/yusong652/pfc-mcp) [](https://glama.ai/mcp/servers/yusong652/pfc-mcp) π π πͺ - MCP server for [ITASCA PFC](https://www.itascacg.com/software/pfc) discrete element simulation β browse documentation, execute scripts, capture plots, and manage long-running tasks via a WebSocket bridge to the PFC GUI.
+- [yusong652/yade-mcp](https://github.com/yusong652/yade-mcp) [](https://glama.ai/mcp/servers/yusong652/yade-mcp) π π π§ - MCP server for [YADE](https://yade-dem.org/) β open-source discrete element method (DEM) engine for granular and particle simulation. Browse API docs with BM25 search, execute code via synchronous REPL or async background tasks, monitor progress, and review task history.
### π end to end RAG platforms
@@ -1614,6 +1698,7 @@ Tools for conducting research, surveys, interviews, and data collection.
- [0xdaef0f/job-searchoor](https://github.com/0xDAEF0F/job-searchoor) π π - 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) π π - Audit URLs for AI crawler readiness β checks robots.txt, llms.txt, JSON-LD schema, and content density with 0-100 AEO scoring.
- [Aas-ee/open-webSearch](https://github.com/Aas-ee/open-webSearch) π π βοΈ - Web search using free multi-engine search (NO API KEYS REQUIRED) β Supports Bing, Baidu, DuckDuckGo, Brave, Exa, and CSDN.
+- [AIMLPM/markcrawl](https://github.com/AIMLPM/markcrawl) [](https://glama.ai/mcp/servers/AIMLPM/markcrawl) π π - Crawl websites into clean Markdown, search pages, and extract structured data with LLMs. Built-in MCP server for web research and RAG pipelines.
- [ac3xx/mcp-servers-kagi](https://github.com/ac3xx/mcp-servers-kagi) π βοΈ - Kagi search API integration
- [adawalli/nexus](https://github.com/adawalli/nexus) π βοΈ - AI-powered web search server using Perplexity Sonar models with source citations. Zero-install setup via NPX.
- [ananddtyagi/webpage-screenshot-mcp](https://github.com/ananddtyagi/webpage-screenshot-mcp) π π - A MCP server for taking screenshots of webpages to use as feedback during UI developement.
@@ -1651,6 +1736,8 @@ Tools for conducting research, surveys, interviews, and data collection.
- [format37/youtube_mcp](https://github.com/format37/youtube_mcp) π βοΈ β MCP server that transcribes YouTube videos to text. Uses yt-dlp to download audio and OpenAI's Whisper-1 for more precise transcription than youtube captions. Provide a YouTube URL and get back the full transcript splitted by chunks for long videos.
- [wd041216-bit/free-web-search-ultimate](https://github.com/wd041216-bit/free-web-search-ultimate) π π [](https://glama.ai/mcp/servers/wd041216-bit/free-web-search-ultimate) - Zero-cost, privacy-first universal web search MCP server. Enforces a **Search-First** paradigm β instructs LLMs to retrieve real-time information before answering factual questions. Supports 10+ search engines (DuckDuckGo, Bing, Google, Brave, Wikipedia, Arxiv, YouTube, Reddit) and deep page browsing. No API key required.
- [gemy411/multi-research-agents](https://github.com/gemy411/multi-agents-research) βοΈ - a KTOR server/ MCP server written in Kotlin applying multi-agents schools in a flexible research system to be used with coding or for research any general case.
+- [giskard09/giskard-search](https://github.com/giskard09/giskard-search) [](https://glama.ai/mcp/servers/giskard09/giskard-search) π π - Pay-per-use semantic web search for AI agents. Powered by SearxNG, agents pay in sats via Lightning Network micropayments β no API keys required. Self-hosted with phoenixd.
+- [genomoncology/biomcp](https://github.com/genomoncology/biomcp) π βοΈ - Biomedical research server providing access to PubMed, ClinicalTrials.gov, and MyVariant.info.
- [gregm711/agent-domain-service-mcp](https://github.com/gregm711/agent-domain-service-mcp) π βοΈ - 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.
- [hbg/mcp-paperswithcode](https://github.com/hbg/mcp-paperswithcode) - π βοΈ MCP to search through PapersWithCode API
- [hellokaton/unsplash-mcp-server](https://github.com/hellokaton/unsplash-mcp-server)) π βοΈ - A MCP server for Unsplash image search.
@@ -1659,6 +1746,7 @@ Tools for conducting research, surveys, interviews, and data collection.
- [imprvhub/mcp-claude-hackernews](https://github.com/imprvhub/mcp-claude-hackernews) π π βοΈ - An integration that allows Claude Desktop to interact with Hacker News using the Model Context Protocol (MCP).
- [imprvhub/mcp-domain-availability](https://github.com/imprvhub/mcp-domain-availability) π βοΈ - A Model Context Protocol (MCP) server that enables Claude Desktop to check domain availability across 50+ TLDs. Features DNS/WHOIS verification, bulk checking, and smart suggestions. Zero-clone installation via uvx.
- [imprvhub/mcp-rss-aggregator](https://github.com/imprvhub/mcp-rss-aggregator) π βοΈ π - Model Context Protocol Server for aggregating RSS feeds in Claude Desktop.
+- [lionkiii/rss-feeds-mcp](https://github.com/lionkiii/rss-feeds-mcp) [](https://glama.ai/mcp/servers/lionkiii/rss-feeds-mcp) π π - RSS feeds MCP server with 8 tools β fetch, filter, search, and manage RSS feeds by category or source. Zero config, no API keys required.
- [isnow890/naver-search-mcp](https://github.com/isnow890/naver-search-mcp) π βοΈ - MCP server for Naver Search API integration, supporting blog, news, shopping search and DataLab analytics features.
- [jae-jae/fetcher-mcp](https://github.com/jae-jae/fetcher-mcp) π π - MCP server for fetching web page content using Playwright headless browser, supporting Javascript rendering and intelligent content extraction, and outputting Markdown or HTML format.
- [jae-jae/g-search-mcp](https://github.com/jae-jae/g-search-mcp) π π - A powerful MCP server for Google search that enables parallel searching with multiple keywords simultaneously.
@@ -1737,16 +1825,19 @@ Tools for conducting research, surveys, interviews, and data collection.
- [13bm/GhidraMCP](https://github.com/13bm/GhidraMCP) π β π - MCP server for integrating Ghidra with AI assistants. This plugin enables binary analysis, providing tools for function inspection, decompilation, memory exploration, and import/export analysis via the Model Context Protocol.
- [82ch/MCP-Dandan](https://github.com/82ch/MCP-Dandan) π π π π πͺ π§ - Real-time security framework for MCP servers that detects and blocks malicious AI agent behavior by analyzing tool call patterns and intent across multiple threat detection engines.
+- [MARUCIE/authbox](https://github.com/MARUCIE/authbox) [](https://glama.ai/mcp/servers/MARUCIE/authbox) π ποΈ π π πͺ π§ - Zero-knowledge password manager with MCP credential gateway. BIP-39 seed phrase recovery, deterministic passwords, policy-gated AI agent access (scope, rate limits, time windows, step-up approval), 70+ API key providers, and hash-chain audit trail. Go + Next.js + TypeScript.
- [Acacian/aegis](https://github.com/Acacian/aegis) [](https://glama.ai/mcp/servers/Acacian/aegis) π π π πͺ π§ - Policy-based governance for AI agent tool calls. YAML policies, approval gates, risk assessment, and audit logging. Cross-platform: LangChain, OpenAI, Anthropic, MCP.
- [adeptus-innovatio/solvitor-mcp](https://github.com/Adeptus-Innovatio/solvitor-mcp) π¦ π Β - Solvitor MCP server provides tools to access reverse engineering tools that help developers extract IDL files from closed-source Solana smart contracts and decompile them.
- [agentward-ai/agentward](https://github.com/agentward-ai/agentward) [](https://glama.ai/mcp/servers/agentward-ai/agent-ward) π π π πͺ π§ - Permission control plane for AI agents. MCP proxy that enforces least-privilege YAML policies on every tool call, classifies sensitive data (PII/PHI), detects dangerous skill chains, and generates compliance audit trails. Supports stdio and HTTP proxy modes.
- [agntor/mcp](https://github.com/agntor/mcp) π βοΈ π πͺ π§ - MCP audit server for agent discovery and certification. Provides trust and payment rail for AI agents including identity verification, escrow, settlement, and reputation management.
- [vinaybhosle/agentstamp](https://github.com/vinaybhosle/agentstamp) [](https://glama.ai/mcp/servers/vinaybhosle/agentstamp) π βοΈ - Trust intelligence for AI agents β identity stamps, reputation scoring (0-100), registry, forensic audit trails, and A2A passports via x402 micropayments.
+- [jimmyracheta/AI-Runtime-Guard](https://github.com/runtimeguard/runtime-guard)[](https://glama.ai/mcp/servers/runtimeguard/runtime-guard)π π π πͺ - Runtime policy enforcement for AI agents - prevents accidental damage to your systems, unauthorized agent access and automates backup-before-write for any touched files.
- [airblackbox/air-blackbox-mcp](https://github.com/airblackbox/air-blackbox-mcp) [](https://glama.ai/mcp/servers/@airblackbox/air-blackbox-mcp) π π π πͺ π§ - EU AI Act compliance scanner for Python AI agents. Scans, analyzes, and remediates LangChain/CrewAI/AutoGen/OpenAI code across 6 articles with 10 tools including prompt injection detection, risk classification, and trust layer integration. The only MCP compliance server that generates fix code, not just findings.
- [AIM-Intelligence/AIM-Guard-MCP](https://github.com/AIM-Intelligence/AIM-MCP) π π π πͺ π§ - Security-focused MCP server that provides safety guidelines and content analysis for AI agents.
- [alberthild/shieldapi-mcp](https://github.com/alberthild/shieldapi-mcp) [](https://glama.ai/mcp/servers/@alberthild/shield-api-mcp) π βοΈ π πͺ π§ - Security intelligence for AI agents: password breach checks (900M+ HIBP hashes), email/domain/IP/URL reputation, prompt injection detection (200+ patterns), and skill supply chain scanning. Pay-per-request via x402 USDC micropayments or free demo mode, no API key needed.
- [jagmarques/asqav-mcp](https://github.com/jagmarques/asqav-mcp) [](https://glama.ai/mcp/servers/jagmarques/asqav-mcp) π π π πͺ π§ - AI agent governance MCP server with policy enforcement, quantum-safe audit trails (ML-DSA), multi-party authorization, and compliance reporting. Check policies, sign actions, and verify signatures through MCP tools.
- [imran-siddique/agentos-mcp-server](https://github.com/imran-siddique/agent-os/tree/master/extensions/mcp-server) [](https://glama.ai/mcp/servers/@imran-siddique/agentos-mcp-server) - Agent OS MCP server for AI agent governance with policy enforcement, code safety verification, multi-model hallucination detection, and immutable audit trails.
+- [kastelldev/kastell](https://github.com/kastelldev/kastell) [](https://glama.ai/mcp/servers/kastelldev/kastell) π βοΈ π π πͺ π§ - Server security auditing and hardening toolkit. 413 security checks across 29 categories (SSH, Firewall, Docker, TLS, HTTP Headers), CIS/PCI-DSS/HIPAA compliance mapping, 19-step production hardening, fleet management, and forensic evidence collection. Supports Hetzner, DigitalOcean, Vultr, and Linode. 13 MCP tools.
- [ark-forge/arkforge-mcp](https://github.com/ark-forge/arkforge-mcp) [](https://glama.ai/mcp/servers/ze6ad36390) π βοΈ π πͺ π§ - Third-party certifying proxy β sign any HTTP call (AI agents, webhooks, microservices) with an independent Ed25519 signature, RFC 3161 timestamp, and Sigstore Rekor anchor. Works with Claude, GPT-4, Mistral, LangChain, AutoGen, or any HTTP client.
- [atomicchonk/roadrecon_mcp_server](https://github.com/atomicchonk/roadrecon_mcp_server) π πͺ π MCP server for analyzing ROADrecon gather results from Azure tenant enumeration
- [behrensd/mcp-firewall](https://github.com/behrensd/mcp-firewall) π π π πͺ π§ - Deterministic security proxy (iptables for MCP) that intercepts tool calls, enforces YAML policies, scans for secret leakage, and logs everything. No AI, no cloud.
@@ -1758,6 +1849,8 @@ Tools for conducting research, surveys, interviews, and data collection.
- [bx33661/Wireshark-MCP](https://github.com/bx33661/Wireshark-MCP) [](https://glama.ai/mcp/servers/bx33661/Wireshark-MCP) π π - Wireshark network packet analysis MCP Server with capture, protocol stats, field extraction, and security analysis capabilities.
- [Chimera-Protocol/csl-core](https://github.com/Chimera-Protocol/csl-core) π π π πͺ π§ - Deterministic AI safety policy engine with Z3 formal verification. Write, verify, and enforce machine-verifiable constraints for AI agents via MCP.
- [co-browser/attestable-mcp-server](https://github.com/co-browser/attestable-mcp-server) π π βοΈ π§ - An MCP server running inside a trusted execution environment (TEE) via Gramine, showcasing remote attestation using [RA-TLS](https://gramine.readthedocs.io/en/stable/attestation.html). This allows an MCP client to verify the server before conencting.
+- [creatorrmode-lead/avp-sdk](https://github.com/creatorrmode-lead/avp-sdk) [](https://glama.ai/mcp/servers/creatorrmode-lead/avp-sdk) π βοΈ - Trust, identity (W3C DID), and EigenTrust reputation for AI agents. Attestations, disputes, sybil detection, IPFS audit anchoring.
+- [gebalamariusz/cloud-audit](https://github.com/gebalamariusz/cloud-audit) [](https://glama.ai/mcp/servers/gebalamariusz/cloud-audit) π π π πͺ π§ - Open-source AWS security scanner with attack chain detection, breach cost estimation, and copy-paste remediation (CLI + Terraform). 47 checks, 16 attack chain rules. First free standalone AWS security MCP server.
- [cyntrisec/cyntrisec-cli](https://github.com/cyntrisec/cyntrisec-cli) π π - Local-first AWS security analyzer that discovers attack paths and generates remediations using graph theory.
- [dkvdm/onepassword-mcp-server](https://github.com/dkvdm/onepassword-mcp-server) - An MCP server that enables secure credential retrieval from 1Password to be used by Agentic AI.
- [duriantaco/skylos](https://github.com/duriantaco/skylos) [](https://glama.ai/mcp/servers/@duriantaco/mcp-skylos) π π π πͺ π§ - Dead code detection, security scanning, and code quality analysis for Python, TypeScript, and Go. 98% recall with fewer false positives than Vulture. Includes AI-powered remediation.
@@ -1774,11 +1867,13 @@ Tools for conducting research, surveys, interviews, and data collection.
- [knowledgepa3/gia-mcp-server](https://github.com/knowledgepa3/gia-mcp-server) π βοΈ π πͺ π§ - Enterprise AI governance layer with 29 tools: MAI decision classification (Mandatory/Advisory/Informational), hash-chained forensic audit trails, human-in-the-loop gates, compliance mapping (NIST AI RMF, EU AI Act, ISO 42001), governed memory packs, and site reliability tools.
- [girste/mcp-cybersec-watchdog](https://github.com/girste/mcp-cybersec-watchdog) π π π§ - Comprehensive Linux server security audit with 89 CIS Benchmark controls, NIST 800-53, and PCI-DSS compliance checks. Real-time monitoring with anomaly detection across 23 analyzers: firewall, SSH, fail2ban, Docker, CVE, rootkit, SSL/TLS, filesystem, network, and more.
- [gridinsoft/mcp-inspector](https://github.com/gridinsoft/mcp-inspector) π βοΈ π πͺ π§ - MCP server for domain and URL security analysis powered by GridinSoft Inspector, enabling AI agents to verify website and link safety.
+- [goklab/guardvibe](https://github.com/goklab/guardvibe) [](https://glama.ai/mcp/servers/goklab/guardvibe) π π π πͺ π§ - Security MCP for vibe coding with 330 rules and 29 tools. Purpose-built for AI-generated code β scans Next.js, Supabase, Clerk, Stripe, Prisma, Hono, GraphQL, and 25+ modules. Cross-file taint analysis, host security audit, auto-fix, SARIF export, pre-commit hook, and CVE version detection. Zero config, runs locally.
- [HaroldFinchIFT/vuln-nist-mcp-server](https://github.com/HaroldFinchIFT/vuln-nist-mcp-server) π βοΈοΈ π πͺ π§ - A Model Context Protocol (MCP) server for querying NIST National Vulnerability Database (NVD) API endpoints.
- [hieutran/entraid-mcp-server](https://github.com/hieuttmmo/entraid-mcp-server) π βοΈ - 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) π π π πͺ π§ - 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) π βοΈ π π πͺ π§ - 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.
- [intruder-io/intruder-mcp](https://github.com/intruder-io/intruder-mcp) π βοΈ - MCP server to access [Intruder](https://www.intruder.io/), helping you identify, understand, and fix security vulnerabilities in your infrastructure.
+- [inkog-io/inkog-mcp](https://github.com/inkog-io/inkog-mcp) [](https://glama.ai/mcp/servers/inkog-io/inkog) π βοΈ - AI agent security scanner. Audits MCP servers for vulnerabilities, detects prompt injection, infinite loops, token bombing, and missing human oversight across 20+ frameworks. Maps findings to EU AI Act, OWASP LLM Top 10.
- [jaspertvdm/mcp-server-inject-bender](https://github.com/jaspertvdm/mcp-server-inject-bender) π βοΈ π - Security through absurdity: transforms SQL injection and XSS attempts into harmless comedy responses using AI-powered humor defense.
- [joergmichno/clawguard-mcp](https://github.com/joergmichno/clawguard-mcp) [](https://glama.ai/mcp/servers/joergmichno/clawguard-mcp) π π - Security scanner for AI agents that detects prompt injections using 42+ regex patterns
- [jtang613/GhidrAssistMCP](https://github.com/jtang613/GhidrAssistMCP) β π - A native Model Context Protocol server for Ghidra. Includes GUI configuration and logging, 31 powerful tools and no external dependencies.
@@ -1792,6 +1887,7 @@ Tools for conducting research, surveys, interviews, and data collection.
- [msaad00/agent-bom](https://github.com/msaad00/agent-bom) [](https://glama.ai/mcp/servers/@msaad00/agent-bom) π π βοΈ π πͺ π§ - AI supply chain security scanner with 18 MCP tools. Auto-discovers 20 MCP clients, scans dependencies for CVEs (OSV/NVD/EPSS/CISA KEV), maps blast radius from vulnerabilities to exposed credentials and tools, runs CIS benchmarks, generates CycloneDX/SPDX SBOMs, and enforces compliance across OWASP LLM Top 10, MITRE ATLAS, NIST AI RMF, and EU AI Act.
- [mrexodia/ida-pro-mcp](https://github.com/mrexodia/ida-pro-mcp) π π - MCP server for IDA Pro, allowing you to perform binary analysis with AI assistants. This plugin implement decompilation, disassembly and allows you to generate malware analysis reports automatically.
- [nickpending/mcp-recon](https://github.com/nickpending/mcp-recon) ποΈ π - Conversational recon interface and MCP server powered by httpx and asnmap. Supports various reconnaissance levels for domain analysis, security header inspection, certificate analysis, and ASN lookup.
+- [operantlabs/operant-mcp](https://github.com/operantlabs/operant-mcp) [](https://glama.ai/mcp/servers/operantlabs/operant-mcp) π βοΈ π - Security testing MCP server with 51 tools for penetration testing, network forensics, memory analysis, and vulnerability assessment.
- [panther-labs/mcp-panther](https://github.com/panther-labs/mcp-panther) ποΈ π βοΈ π - MCP server that enables security professionals to interact with Panther's SIEM platform using natural language for writing detections, querying logs, and managing alerts.
- [pullkitsan/mobsf-mcp-server](https://github.com/pullkitsan/mobsf-mcp-server) π¦ π π πͺ π§ - A MCP server for MobSF which can be used for static and dynamic analysis of Android and iOS application.
- [qianniuspace/mcp-security-audit](https://github.com/qianniuspace/mcp-security-audit) π βοΈ A powerful MCP (Model Context Protocol) Server that audits npm package dependencies for security vulnerabilities. Built with remote npm registry integration for real-time security checks.
@@ -1804,10 +1900,12 @@ Tools for conducting research, surveys, interviews, and data collection.
- [sanyambassi/ciphertrust-manager-mcp-server](https://github.com/sanyambassi/ciphertrust-manager-mcp-server) π βοΈ π π§ πͺ - MCP server for Thales CipherTrust Manager integration, enabling secure key management, cryptographic operations, and compliance monitoring through AI assistants.
- [sanyambassi/thales-cdsp-cakm-mcp-server](https://github.com/sanyambassi/thales-cdsp-cakm-mcp-server) π βοΈ π π§ πͺ - MCP server for Thales CDSP CAKM integration, enabling secure key management, cryptographic operations, and compliance monitoring through AI assistants for Ms SQL and Oracle Databases.
- [sanyambassi/thales-cdsp-crdp-mcp-server](https://github.com/sanyambassi/thales-cdsp-crdp-mcp-server) π βοΈ π π§ πͺ - MCP server for Thales CipherTrust Manager RestFul Data Protection service.
+- [tomjwxf/scopeblind-gateway](https://github.com/tomjwxf/scopeblind-gateway) [](https://glama.ai/mcp/servers/tomjwxf/scopeblind-gateway) π π β Security gateway that wraps any MCP server with per-tool policies, approval gates, and optional Ed25519-signed receipts. Shadow mode logs every tool call; enforce mode blocks, rate-limits, or requires approval.
- [securityfortech/secops-mcp](https://github.com/securityfortech/secops-mcp) π π - All-in-one security testing toolbox that brings together popular open source tools through a single MCP interface. Connected to an AI agent, it enables tasks like pentesting, bug bounty hunting, threat hunting, and more.
- [semgrep/mcp](https://github.com/semgrep/mcp) π βοΈ Allow AI agents to scan code for security vulnerabilites using [Semgrep](https://semgrep.dev).
- [GUCCI-atlasv/skillssafe-mcp](https://github.com/GUCCI-atlasv/skillssafe-mcp) [](https://glama.ai/mcp/servers/dneiil7zph) π βοΈ - Free AI agent skill security scanner. Scan SKILL.md, MCP configs, and system prompts for credential theft, prompt injection, zero-width character attacks, and ClawHavoc indicators. Supports OpenClaw, Claude Code, Cursor, and Codex. No signup required.
- [slouchd/cyberchef-api-mcp-server](https://github.com/slouchd/cyberchef-api-mcp-server) π βοΈ - MCP server for interacting with the CyberChef server API which will allow an MCP client to utilise the CyberChef operations.
+- [sidclawhq/platform](https://github.com/sidclawhq/platform) [](https://glama.ai/mcp/servers/sidclawhq/platform) π π βοΈ π πͺ π§ - Governance proxy for MCP servers. Wraps any upstream server with policy evaluation, human approval workflows, and hash-chain audit trails. 18+ framework integrations. Apache 2.0 SDK.
- [snyk/studio-mcp](https://github.com/snyk/studio-mcp) ποΈ π βοΈ π πͺ π§ - Embeds Snyk's security engines into agentic workflows. Secures AI-generated code in real-time and accelerates the fixing vulnerability backlogs.
- [StacklokLabs/osv-mcp](https://github.com/StacklokLabs/osv-mcp) ποΈ βοΈ - Access the OSV (Open Source Vulnerabilities) database for vulnerability information. Query vulnerabilities by package version or commit, batch query multiple packages, and get detailed vulnerability information by ID.
- [vespo92/OPNSenseMCP](https://github.com/vespo92/OPNSenseMCP) π π - MCP Server for managing & interacting with Open Source NGFW OPNSense via Natural Language
@@ -1815,8 +1913,10 @@ Tools for conducting research, surveys, interviews, and data collection.
- [zinja-coder/apktool-mcp-server](https://github.com/zinja-coder/apktool-mcp-server) π π - APKTool MCP Server is a MCP server for the Apk Tool to provide automation in reverse engineering of Android APKs.
- [takleb3rry/zitadel-mcp](https://github.com/takleb3rry/zitadel-mcp) π βοΈ π - MCP server for Zitadel identity management β manage users, projects, OIDC apps, roles, and service accounts through natural language.
- [toan203/osv-ui](https://github.com/toan203/osv-ui) [](https://glama.ai/mcp/servers/toan203/osv-ui) π π π πͺ π§ - Visual CVE audit dashboard for npm, Python, Go, and Rust. Scan from Claude/Cursor, opens a browser UI for human review (human-in-the-loop), applies fixes with explicit confirmation. Powered by OSV.dev.
+- [ScopeBlind/verify-mcp](https://github.com/ScopeBlind/verify-mcp) [](https://glama.ai/mcp/servers/ScopeBlind/verify-mcp) π π π πͺ π§ - Offline verification of signed artifacts -- receipts, manifests, audit bundles. Ed25519 + JCS. No accounts, no API calls. Apache-2.0.
- [zinja-coder/jadx-ai-mcp](https://github.com/zinja-coder/jadx-ai-mcp) β π - JADX-AI-MCP is a plugin and MCP Server for the JADX decompiler that integrates directly with Model Context Protocol (MCP) to provide live reverse engineering support with LLMs like Claude.
-- [loglux/authmcp-gateway](https://github.com/loglux/authmcp-gateway) [](https://glama.ai/mcp/servers/@loglux/auth-mcp-gateway) π βοΈ π π πͺ π§ - Auth proxy for MCP servers: OAuth2 + DCR, JWT, RBAC, rate limiting, multi-server aggregation, and monitoring dashboard.
+- [loglux/authmcp-gateway](https://github.com/loglux/authmcp-gateway) [glama](https://glama.ai/mcp/servers/@loglux/auth-mcp-gateway) π βοΈ π π πͺ π§ - Auth proxy for MCP servers: OAuth2 + DCR, JWT, RBAC, rate limiting, multi-server aggregation, and monitoring dashboard.
+- [jstibal/openterms-mcp](https://github.com/jstibal/openterms-mcp) [](https://glama.ai/mcp/servers/jstibal/openterms-mcp) π βοΈ - Ed25519-signed consent receipts and programmable policy engine for AI agents. Spending caps, action whitelists, escalation thresholds, and JWKS-backed provider verification. Independently verifiable.
- [tponscr-debug/oracle-h-mcp](https://github.com/tponscr-debug/oracle-h-mcp) [](https://glama.ai/mcp/servers/tponscr-debug/mcp-oracle-h) π βοΈ π πͺ π§ - Mandatory human approval gate for autonomous AI agents. Intercepts critical, irreversible, or financially significant actions and routes them to a human via Telegram for real-time approve/reject. Raises workflow success probability from 81.5% to 99.6%.
- [arthurpanhku/DocSentinel](https://github.com/arthurpanhku/DocSentinel) [](https://glama.ai/mcp/servers/arthurpanhku/DocSentinel) π βοΈ π π πͺ π§ - MCP server for AI agent for cybersecurity: automate assessment of documents, questionnaires & reports. Multi-format parsing, RAG knowledge base,Risks, compliance gaps, remediations.
- [urldna/mcp](https://github.com/urldna/mcp) [](https://glama.ai/mcp/servers/urldna/mcp) π βοΈ π πͺ π§ - MCP server for automated URL scanning and forensic phishing triage. Captures full DOM snapshots, network requests, and visual screenshots to identify malicious redirects and infrastructure. Supports historical threat hunting using Custom Query Language (CQL) to map actor patterns across millions of recorded scans.
@@ -1832,6 +1932,7 @@ Integration with social media platforms to allow posting, analytics, and interac
- [gwbischof/bluesky-social-mcp](https://github.com/gwbischof/bluesky-social-mcp) π π - An MCP server for interacting with Bluesky via the atproto client.
- [hiroata/meltbook-mcp-server](https://github.com/hiroata/meltbook) π βοΈ - 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) π βοΈ - Integrates with Facebook Pages to enable direct management of posts, comments, and engagement metrics through the Graph API for streamlined social media management.
+- [jorgenclaw/nostr-mcp-server](https://github.com/jorgenclaw/nostr-mcp-server) [](https://glama.ai/mcp/servers/jorgenclaw/nostr-mcp-server) π βοΈ - Lightning-paid Nostr signing MCP server. AI agents pay sats per call to sign and publish Nostr events β no API keys, just Lightning. Live at https://mcp.jorgenclaw.ai/sse. Tools: nostr_sign_event (2 sats), nostr_publish_event (3 sats).
- [karanb192/reddit-mcp-buddy](https://github.com/karanb192/reddit-mcp-buddy) π π - Browse Reddit posts, search content, and analyze user activity without API keys. Works out-of-the-box with Claude Desktop.
- [king-of-the-grackles/reddit-research-mcp](https://github.com/king-of-the-grackles/reddit-research-mcp) π βοΈ - AI-powered Reddit intelligence for market research and competitive analysis. Discover subreddits via semantic search across 20k+ indexed communities, fetch posts/comments with full citations, and manage research feeds. No Reddit API credentials needed.
- [kunallunia/twitter-mcp](https://github.com/LuniaKunal/mcp-twitter) π π - All-in-one Twitter management solution providing timeline access, user tweet retrieval, hashtag monitoring, conversation analysis, direct messaging, sentiment analysis of a post, and complete post lifecycle control - all through a streamlined API.
@@ -1923,6 +2024,7 @@ Interact with Git repositories and version control platforms. Enables repository
- [ddukbg/github-enterprise-mcp](https://github.com/ddukbg/github-enterprise-mcp) π βοΈ π - MCP server for GitHub Enterprise API integration
- [gitea/gitea-mcp](https://gitea.com/gitea/gitea-mcp) ποΈ ποΈ βοΈ π π πͺ π§ - Interactive with Gitea instances with MCP.
- [github/github-mcp-server](https://github.com/github/github-mcp-server) π βοΈ - 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) ποΈ π π πͺ π§ - 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.
- [JaviMaligno/mcp-server-bitbucket](https://github.com/JaviMaligno/mcp-server-bitbucket) π βοΈ - 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) π βοΈ - 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) π βοΈ - Interact seamlessly with issues and merge requests of your GitLab projects.
@@ -1941,6 +2043,7 @@ Interact with Git repositories and version control platforms. Enables repository
- [Agentled/mcp-server](https://github.com/Agentled/mcp-server) [](https://glama.ai/mcp/servers/Agentled/mcp-server) π βοΈ - AI-native workflow orchestration with long-term memory, 100+ integrations, and unified credits. 32 MCP tools for building and running intelligent business workflows β lead enrichment, content publishing, company research, media production, and more. Knowledge Graph that learns across executions.
- [6figr-com/jobgpt-mcp-server](https://github.com/6figr-com/jobgpt-mcp-server) [](https://glama.ai/mcp/servers/@6figr-com/job-gpt-mcp-server) π βοΈ π π πͺ π§ - MCP server for [JobGPT](https://6figr.com/jobgpt) β search jobs, auto-apply, generate tailored resumes, track applications, and find recruiters from any MCP client. 34 tools for job search, applications, resumes, and outreach.
- [bivex/kanboard-mcp](https://github.com/bivex/kanboard-mcp) ποΈ βοΈ π - A Model Context Protocol (MCP) server written in Go that empowers AI agents and Large Language Models (LLMs) to seamlessly interact with Kanboard. It transforms natural language commands into Kanboard API calls, enabling intelligent automation of project, task, and user management, streamlining workflows, and enhancing productivity.
+- [bobbyrgoldsmith/quarterback](https://github.com/bobbyrgoldsmith/quarterback) π π π π§ - Strategic task prioritization and agent orchestration for multi-project operators. 22 MCP tools with 5-factor scoring engine, advisory document analysis, agent dispatch with autonomy levels, HMAC webhooks, time-aware planning, and CI/CD integration. Standalone CLI + MCP server.
- [bug-breeder/quip-mcp](https://github.com/bug-breeder/quip-mcp) π βοΈ π πͺ π§ - A Model Context Protocol (MCP) server providing AI assistants with comprehensive Quip document access and management. Enables document lifecycle management, smart search, comment management, and secure token-based authentication for both Quip.com and enterprise instances.
- [ByAxe/keynote-mcp](https://github.com/ByAxe/keynote-mcp) [](https://glama.ai/mcp/servers/ByAxe/keynote-mcp) π π π - MCP server for full control of Apple Keynote through AppleScript automation. Create, edit, and export presentations via natural language with 30+ tools covering slides, content, layout, and Unsplash image integration. Ships with a Claude Skill for design patterns and font workarounds.
- [conorbronsdon/gws-mcp-server](https://github.com/conorbronsdon/gws-mcp-server) [](https://glama.ai/mcp/servers/@conorbronsdon/gws-mcp-server) π βοΈ π πͺ π§ - Google Workspace MCP server exposing 23 curated tools for Drive, Sheets, Calendar, Docs, and Gmail via the gws CLI.
@@ -1963,11 +2066,13 @@ Interact with Git repositories and version control platforms. Enables repository
- [moro3k/mcp-altegio](https://github.com/moro3k/mcp-altegio) π βοΈ - MCP server for Altegio API β appointments, clients, services, staff schedules for salon/spa/clinic management. 18 tools with Docker support.
- [prompeteer/prompeteer-mcp](https://github.com/prompeteer/prompeteer-mcp) [](https://glama.ai/mcp/servers/@prompeteer/prompeteer-mcp) π βοΈ - Generate A+ prompts for ChatGPT, Claude, Midjourney, and 130+ AI platforms. Score quality across 16 dimensions and manage your prompt library with PromptDrive.
- [SparkSheets/sparksheets-mcp](https://github.com/saikiyusuke/sparksheets-mcp) π βοΈ - AI-native collaborative spreadsheet MCP server for session management, knowledge base, task tracking, and sheet operations. Integrates with Claude Code, Cursor, and Cline.
+- [Startvest-LLC/idealift-mcp-server](https://github.com/Startvest-LLC/idealift-mcp-server) [](https://glama.ai/mcp/servers/Startvest-LLC/idealift-mcp-server) π βοΈ π πͺ π§ - Decision intelligence MCP server with signal aggregation, RICE scoring, and decision audit trails. Captures product feedback from Slack, Teams, Discord, and GitHub.
- [takumi0706/google-calendar-mcp](https://github.com/takumi0706/google-calendar-mcp) π βοΈ - An MCP server to interface with the Google Calendar API. Based on TypeScript.
- [taylorwilsdon/google_workspace_mcp](https://github.com/taylorwilsdon/google_workspace_mcp) π βοΈ π πͺ π§ - 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) ποΈ ποΈ βοΈ π πͺ π§ - 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) π βοΈ - Create scheduling polls (like Doodle/When2Meet) from AI agents. No auth required. Tools: `create_poll`, `get_poll`, `vote_on_poll`, `get_results`, `finalize_poll`.
- [tubasasakunn/context-apps-mcp](https://github.com/tubasasakunn/context-apps-mcp) π π π πͺ π§ - AI-powered productivity suite connecting Todo, Idea, Journal, and Timer apps with Claude via Model Context Protocol.
+- [twtrubiks/odoo19-mcp-server](https://github.com/twtrubiks/odoo19-mcp-server) [](https://glama.ai/mcp/servers/twtrubiks/odoo19-mcp-server) π βοΈ π π πͺ π§ - MCP Server for Odoo 19 ERP using JSON-RPC API, built with FastMCP. Supports CRUD operations, model inspection, and user/company context with readonly mode and delete confirmation safety.
- [universalamateur/reclaim-mcp-server](https://github.com/universalamateur/reclaim-mcp-server) π βοΈ - Reclaim.ai calendar integration with 40 tools for tasks, habits, focus time, scheduling links, and productivity analytics.
- [UnMarkdown/mcp-server](https://github.com/UnMarkdown/mcp-server) [](https://glama.ai/mcp/servers/@UnMarkdown/mcp-server) π βοΈ - The document publishing layer for AI tools. Convert markdown to formatted documents for Google Docs, Word, Slack, OneNote, Email, and Plain Text with 62 templates.
- [vakharwalad23/google-mcp](https://github.com/vakharwalad23/google-mcp) π βοΈ - Collection of Google-native tools (Gmail, Calendar, Drive, Tasks) for MCP with OAuth management, automated token refresh, and auto re-authentication capabilities.
@@ -1979,6 +2084,8 @@ Interact with Git repositories and version control platforms. Enables repository
- [2niuhe/plantuml_web](https://github.com/2niuhe/plantuml_web) π π βοΈ π πͺ π§ - A web-based PlantUML frontend with MCP server integration, enable plantuml image generation and plantuml syntax validation.
- [2niuhe/qrcode_mcp](https://github.com/2niuhe/qrcode_mcp) π π π πͺ π§ - A QR code generation MCP server that converts any text (including Chinese characters) to QR codes with customizable colors and base64 encoding output.
+- [webaesbyamin/agent-receipts](https://github.com/webaesbyamin/agent-receipts) [](https://glama.ai/mcp/servers/webaesbyamin/agent-receipts) π π - Cryptographic accountability for AI agents. Ed25519-signed receipts for every MCP tool call β constraints, chains, AI judgment, invoicing, local dashboard.
+- [AceDataCloud/MCPShortURL](https://github.com/AceDataCloud/MCPShortURL) [](https://glama.ai/mcp/servers/AceDataCloud/MCPShortURL) π βοΈ - Free URL shortening with batch support (up to 10 URLs), permanent `surl.id` short links, zero credit consumption.
- [AbdelStark/bitcoin-mcp](https://github.com/AbdelStark/bitcoin-mcp) - βΏ 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.
- [akseyh/bear-mcp-server](https://github.com/akseyh/bear-mcp-server) - Allows the AI to read from your Bear Notes (macOS only)
- [allenporter/mcp-server-home-assistant](https://github.com/allenporter/mcp-server-home-assistant) π π - Expose all Home Assistant voice intents through a Model Context Protocol Server allowing home control.
@@ -1993,6 +2100,7 @@ Interact with Git repositories and version control platforms. Enables repository
- [ankitmalik84/notion-mcp-server](https://github.com/ankitmalik84/Agentic_Longterm_Memory/tree/main/src/notion_mcp_server) π βοΈ - A comprehensive Model Context Protocol (MCP) server for Notion integration with enhanced functionality, robust error handling, production-readyΒ feature.
- [apify/actors-mcp-server](https://github.com/apify/actors-mcp-server) π βοΈ - Use 3,000+ pre-built cloud tools, known as Actors, to extract data from websites, e-commerce, social media, search engines, maps, and more
- [apinetwork/piapi-mcp-server](https://github.com/apinetwork/piapi-mcp-server) π βοΈ PiAPI MCP server makes users able to generate media content with Midjourney/Flux/Kling/Hunyuan/Udio/Trellis directly from Claude or any other MCP-compatible apps.
+- [AryanBV/pdf-toolkit-mcp](https://github.com/AryanBV/pdf-toolkit-mcp) [](https://glama.ai/mcp/servers/AryanBV/pdf-toolkit-mcp) π π π πͺ π§ - Create PDFs from Markdown with tables and formatting, fill forms, merge, split, encrypt, add QR codes. 16 tools, zero-config, TypeScript-native.
- [awkoy/replicate-flux-mcp](https://github.com/awkoy/replicate-flux-mcp) π βοΈ - Provides the ability to generate images via Replicate's API.
- [awwaiid/mcp-server-taskwarrior](https://github.com/awwaiid/mcp-server-taskwarrior) π π - An MCP server for basic local taskwarrior usage (add, update, remove tasks)
- [Azure/azure-mcp](https://github.com/Azure/azure-mcp) - Official Microsoft MCP server for Azure services including Storage, Cosmos DB, and Azure Monitor.
@@ -2009,10 +2117,12 @@ Interact with Git repositories and version control platforms. Enables repository
- [cnghockey/sats-for-ai](https://github.com/cnghockey/sats-for-ai) [](https://glama.ai/mcp/servers/@cnghockey/sats4ai) π βοΈ - Bitcoin-powered AI tools via Lightning Network micropayments (L402). Image, text, video, music, speech synthesis & transcription, vision, OCR, 3D model generation, file conversion, and SMS β no signup or API keys required.
- [danhilse/notion_mcp](https://github.com/danhilse/notion_mcp) π βοΈ - Integrates with Notion's API to manage personal todo lists
- [danielkennedy1/pdf-tools-mcp](https://github.com/danielkennedy1/pdf-tools-mcp) π - PDF download, view & manipulation utilities.
+- [davidsimoes/digisign-mcp](https://github.com/davidsimoes/digisign-mcp) [](https://glama.ai/mcp/servers/davidsimoes/digisign-mcp) π βοΈ - MCP server for DigiSign.cz digital signature API β create, send, and manage digital signature envelopes.
- [dev-mirzabicer/ticktick-sdk](https://github.com/dev-mirzabicer/ticktick-sdk) π βοΈ - Comprehensive async Python SDK for [TickTick](https://ticktick.com/) with MCP server support. Features 45 tools for tasks, projects, tags, habits, focus/pomodoro sessions, and user analytics.
- [disco-trooper/apple-notes-mcp](https://github.com/disco-trooper/apple-notes-mcp) π π π - Apple Notes MCP with semantic search, hybrid vector+keyword search, full CRUD operations, and incremental indexing. Uses JXA for native macOS integration.
- [dotemacs/domain-lookup-mcp](https://github.com/dotemacs/domain-lookup-mcp) ποΈ - Domain name lookup service, first via [RDAP](https://en.wikipedia.org/wiki/Registration_Data_Access_Protocol) and then as a fallback via [WHOIS](https://en.wikipedia.org/wiki/WHOIS)
- [ekkyarmandi/ticktick-mcp](https://github.com/ekkyarmandi/ticktick-mcp) π βοΈ - [TickTick](https://ticktick.com/) MCP server that integrates with TickTick's API to manage personal todo projects and the tasks.
+- [eyloni/pythia-oracle](https://github.com/eyloni/pythia-oracle) [](https://glama.ai/mcp/servers/eyloni/pythia-oracle) π βοΈ - Oracle for AI agents that need to think past obvious answers. One tool, one reading. Free tier included.
- [emicklei/mcp-log-proxy](https://github.com/emicklei/mcp-log-proxy) ποΈ π - MCP server proxy that offers a Web UI to the full message flow
- [TollboothLabs/ai-tool-optimizer](https://github.com/TollboothLabs/ai-tool-optimizer) [](https://glama.ai/mcp/servers/@TollboothLabs/ai-tool-optimizer) π - Reduces MCP tool description token costs by 40-70% through pure text schema distillation.
- [esignaturescom/mcp-server-esignatures](https://github.com/esignaturescom/mcp-server-esignatures) π βοΈοΈ - Contract and template management for drafting, reviewing, and sending binding contracts via the eSignatures API.
@@ -2070,6 +2180,7 @@ Interact with Git repositories and version control platforms. Enables repository
- [Mtehabsim/ScreenPilot](https://github.com/Mtehabsim/ScreenPilot) π π - enables AI to fully control and access GUI interactions by providing tools for mouse and keyboard, ideal for general automation, education, and experimentation.
- [muammar-yacoob/GMail-Manager-MCP](https://github.com/muammar-yacoob/GMail-Manager-MCP#readme) π βοΈ π π πͺ π§ - Connects Claude Desktop to your Gmail so you can start managing your inbox using natural language. Bulk delete promos & newsletters, organize labels and get useful insights.
- [mzxrai/mcp-openai](https://github.com/mzxrai/mcp-openai) π βοΈ - Chat with OpenAI's smartest models
+- [nach-dakwale/instadomain-mcp](https://github.com/nach-dakwale/instadomain-mcp) [](https://glama.ai/mcp/servers/nach-dakwale/instadomain-mcp) π βοΈ - Domain registration for AI agents. Check availability, buy domains (Stripe or x402 crypto), and auto-configure Cloudflare DNS. Zero setup required.
- [NakaokaRei/swift-mcp-gui](https://github.com/NakaokaRei/swift-mcp-gui.git) π π - MCP server that can execute commands such as keyboard input and mouse movement
- [nanana-app/mcp-server-nano-banana](https://github.com/nanana-app/mcp-server-nano-banana) π π π πͺ π§ - AI image generation using Google Gemini's nano banana model.
- [nguyenvanduocit/all-in-one-model-context-protocol](https://github.com/nguyenvanduocit/all-in-one-model-context-protocol) ποΈ π - Some useful tools for developer, almost everything an engineer need: confluence, Jira, Youtube, run script, knowledge base RAG, fetch URL, Manage youtube channel, emails, calendar, gitlab
@@ -2123,6 +2234,7 @@ Interact with Git repositories and version control platforms. Enables repository
- [wishfinity/wishfinity-mcp-plusw](https://github.com/wishfinity/wishfinity-mcp-plusw) π βοΈ π - Universal wishlist for AI shopping experiences. Save any product URL from any store to a wishlist. Works with Claude, ChatGPT, LangChain, n8n, and any MCP client.
- [wong2/mcp-cli](https://github.com/wong2/mcp-cli) π π - CLI tool for testing MCP servers
- [ws-mcp](https://github.com/nick1udwig/ws-mcp) - Wrap MCP servers with a WebSocket (for use with [kitbitz](https://github.com/nick1udwig/kibitz))
+- [0xMassi/webclaw](https://github.com/0xMassi/webclaw) [](https://glama.ai/mcp/servers/0xMassi/webclaw) π¦ π π π§ - Web content extraction for AI agents. 10 tools: scrape, crawl, map, batch, extract, summarize, diff, brand, search, research. TLS fingerprinting bypasses anti-bot without a browser. 67% fewer tokens than raw HTML. `npx create-webclaw` auto-configures Claude, Cursor, Windsurf, Codex, OpenCode.
- [yuna0x0/hackmd-mcp](https://github.com/yuna0x0/hackmd-mcp) π βοΈ - Allows AI models to interact with [HackMD](https://hackmd.io)
- [ZeparHyfar/mcp-datetime](https://github.com/ZeparHyfar/mcp-datetime) - MCP server providing date and time functions in various formats
- [zueai/mcp-manager](https://github.com/zueai/mcp-manager) π βοΈ - Simple Web UI to install and manage MCP servers for Claude Desktop App.
@@ -2134,6 +2246,7 @@ Interact with Git repositories and version control platforms. Enables repository
> More frameworks, utilities, and other developer tools are available at https://github.com/punkpeye/awesome-mcp-devtools
> - [Nyrok/flompt](https://github.com/Nyrok/flompt) [](https://glama.ai/mcp/servers/@nyrok/flompt) π βοΈ - Visual AI prompt builder MCP server. Decompose any prompt into 12 semantic blocks and compile to Claude-optimized XML. Tools: `decompose_prompt`, `compile_prompt`. Setup: `claude mcp add flompt https://flompt.dev/mcp/`
+- [escapeboy/agent-fleet-o](https://github.com/escapeboy/agent-fleet-o) [](https://glama.ai/mcp/servers/escapeboy/agent-fleet-o) βοΈ π - AI Agent Mission Control with 200+ MCP tools. Manage agents, experiments, workflows, crews, skills, and more via stdio + HTTP/SSE. Self-hosted, open-source (AGPL-3.0). Remote server: `https://fleetq.net/mcp`
- [Epistates/TurboMCP](https://github.com/Epistates/turbomcp) π¦ - TurboMCP SDK: Enterprise MCP SDK in Rust
- [FastMCP](https://github.com/jlowin/fastmcp) π - A high-level framework for building MCP servers in Python
- [jamjet-labs/jamjet](https://github.com/jamjet-labs/jamjet) [](https://glama.ai/mcp/servers/jamjet-labs/jamjet) π¦ π - Durable, agent-native AI runtime with native MCP client + server and A2A support. Rust core for performance, Python authoring for ergonomics. Features graph-based workflows, durable execution, and multi-agent coordination.