Discover Awesome MCP Servers
Extend your agent with 84,508 capabilities via MCP servers.
- All84,508
- Developer Tools3,867
- Search1,714
- Research & Data1,557
- AI Integration Systems229
- Cloud Platforms219
- Data & App Analysis181
- Database Interaction177
- Remote Shell Execution165
- Browser Automation147
- Databases145
- Communication137
- AI Content Generation127
- OS Automation120
- Programming Docs Access109
- Content Fetching108
- Note Taking97
- File Systems96
- Version Control93
- Finance91
- Knowledge & Memory90
- Monitoring79
- Security71
- Image & Video Processing69
- Digital Note Management66
- AI Memory Systems62
- Advanced AI Reasoning59
- Git Management Tools58
- Cloud Storage51
- Entertainment & Media43
- Virtualization42
- Location Services35
- Web Automation & Stealth32
- Media Content Processing32
- Calendar Management26
- Ecommerce & Retail18
- Speech Processing18
- Customer Data Platforms16
- Travel & Transportation14
- Education & Learning Tools13
- Home Automation & IoT13
- Web Search Integration12
- Health & Wellness10
- Customer Support10
- Marketing9
- Games & Gamification8
- Google Cloud Integrations7
- Art & Culture4
- Language Translation3
- Legal & Compliance2
html2md-mcp
Converts HTML webpages to clean Markdown format, reducing size by ~90-95% while preserving tables, images, and important content. Supports both simple HTTP fetch and Playwright browser mode for JavaScript-heavy or authenticated pages.
ContextSkeleton
An MCP server that folds function and class implementations into structural skeletons while preserving signatures, interfaces, and docstrings, reducing tokens by up to 90%+ for AI agents. Exposes tools to get repository skeletons, unfold specific symbols on demand, and retrieve exact token and prompt cost savings metrics.
Prisma MCP Zed Extension
Zed拡張機能、Prisma MCPサーバー向け (Zed kakuchō kinō, Prisma MCP sābā muke)
Slay the Spire Copilot
Enables AI-assisted gameplay for Slay the Spire by reading game state and providing strategy advice or automated actions via Claude Code.
Policy Troubleshooter API MCP Server
An MCP server that provides natural language interaction with Google's Policy Troubleshooter API, allowing users to troubleshoot access denied errors and analyze IAM policies.
agent-scrape
MCP server that lets AI agents scrape web pages as clean markdown for a micro-payment in USDC, using the x402 protocol on Base network. No API keys or signup required.
cloudwright-mcp
AI-powered cloud architecture - describe infrastructure in natural language, get Terraform, cost estimates, and compliance reports
Gemini MCP
Remote MCP server that exposes Google Gemini's text, image, video (Veo), and audio transcription capabilities as tools any MCP client can call directly.
deepsee
MCP server that gives text-only LLMs like DeepSeek vision capabilities by converting images to text via vision APIs, enabling image description, OCR, and generation in MCP clients.
optionality-mcp
An AI-judged options trading practice game with a dealer LLM that generates scenarios and a judge LLM that evaluates pitches. It includes red herrings, difficulty modes, options math, and monetization via Tollbooth-DPYC Bitcoin Lightning.
Mixpanel MCP
A server that interfaces with the Mixpanel API, allowing users to query events data, retention, and funnels through natural language from any MCP client like Cursor or Claude Desktop.
sportsdata-mcp
An MCP server that exposes sports-data APIs from multiple providers (AFL, Sportsbet, Entain, NRL) as interchangeable tools, enabling cross-provider odds and stats comparison.
Release Notes Coverage Checker
Checks whether release notes cover the feature changes, fixes, and known issues provided by the user.
protonmail-mcp
MCP server that gives AI coding agents access to ProtonMail via Proton Bridge, enabling secure search, read, draft, and send of emails while keeping decrypted mail local.
chronoverify-mcp
Provides MCP-compatible AI agents with a verify_image tool to check a photo's capture time and provenance using C2PA, EXIF, XMP metadata, and pixel forensics, returning a verdict and confidence score.
Grist MCP Server
Enables reading and writing to Grist documents via natural language through MCP tools, allowing users to manage data, schemas, documents, and more using AI assistants like Perplexity.
Chess Engine MCP Server
Enables AI assistants to perform professional-grade chess analysis using Stockfish and optionally Leela Chess Zero, including position analysis, full game review, opening lookup, and puzzle generation.
plane_pages_mcp
MCP server for a Plane CE instance enabling management of pages (via direct database and live converter) and work items through Plane's REST API, with multi-workspace support.
AEM MCP Server
A Model Context Protocol server that provides tools to interact with Adobe Experience Manager instances, allowing users to manage packages, check status, create pages, replicate content, and perform other common AEM development tasks.
Doubao TTS MCP
A Model Context Protocol server that wraps Volcengine's Text-to-Speech API, allowing users to generate speech from text using natural language parameters for customizing voice type, emotion, and speed.
dbt-mcp
An MCP server that exposes a dbt project's run state as tools, enabling AI assistants to answer questions like 'is the warehouse healthy?' or 'what broke and why?' via plain English, using read-only access to dbt artifacts and warehouse data.
htmldrop
Publish HTML or markdown artifacts (reports, dashboards, demos) as instant shareable links with TTL expiry, social preview cards, and optional password protection. Works with the hosted service or a self-hosted instance.
MCP Servers Ruby Examples
MCP Server Hub
Hosts multiple Model Context Protocol servers (fetch, memory, GitHub, Postgres, utils) behind a single authenticated gateway, giving AI agents instant access via one Bearer token.
WinBridgeAgent
An open-source MCP server for Windows that provides traceable system operations (file, screenshot, clipboard, process, power management) to AI assistants via HTTP/SSE.
MCP Gmail Google Docs Integration
A generic MCP server that exposes Gmail and Google Docs capabilities as tools for AI agents. Enables sending emails and appending content to Google Docs.
Legion MCP Server
Exposes multiple LLMs as individual tools via the OpenAI Responses API wire format, enabling the calling AI to get second opinions and orchestrate multi-model discussions with a quorum tool.
Heap Analyzer MCP Server
Provides tools to analyze and compare JVM thread dumps, summarizing thread states and detecting deadlocks.
Japan Company Leads Finder MCP
B2B lead generation for Japan: search 1M+ companies by size, capital, location, and government-subsidy history, with executive names and procurement records.
vuln-nist-mcp-server
A Model Context Protocol (MCP) server for querying the NIST National Vulnerability Database (NVD) API, enabling search and retrieval of CVE details, temporal context, and KEV catalog entries.