Discover Awesome MCP Servers

deploy-mcp

Universal deployment tracker for AI assistants, enabling real-time monitoring and management of deployments across Vercel, Netlify, and Cloudflare Pages without context switching.

IndiaQuant MCP

A real-time Indian stock market assistant providing live prices, trading signals, options data, sentiment analysis, and portfolio tracking via MCP integration with Claude Desktop.

youtube-summarize

MCP server that fetches YouTube video transcripts and optionally summarizes them. Supports multiple transcript formats (text, JSON, SRT, WebVTT), multi-language retrieval, and flexible YouTube URL parsing.

WCAG Accessibility MCP

A WCAG accessibility testing MCP for AI agents, Codex, Claude Code, and automated UI audits.

Components Build MCP

Provides AI assistants with tools to grade, generate, and validate UI components against the components.build specification. Supports searching documentation, checking compliance, and generating framework-agnostic accessible components.

Vertex MCP Search

A Model Context Protocol server that uses Google Vertex AI and Gemini 3.5 Flash to perform deep research with high thinking capability and live Google Search grounding, enabling intelligent, multi-source research via a single tool.

mcp-hello-server

A minimal MCP server that provides health/status checks and multilingual greetings via the server_info and greet tools.

Trillian MCP

Enables natural language queries of astronomical data across multiple archives (Gaia, 2MASS, image holdings) via the Trillian platform, allowing users to search catalogs and find images by sky coordinates.

kb-mcp-server

将 pgvector 知识库检索能力封装为标准 MCP 服务器，支持 Tools、Resources 和 Prompts，使 Claude Desktop 等客户端可通过自然语言查询知识库。

Mnemosyne Cache MCP

High-performance MCP response caching server that reduces latency from ~3000ms to ~0.001ms for repeated tool calls using a dual-layer SQLite and LRU memory cache.

Northwind PostgreSQL MCP Server

A read-only MCP server that connects Claude to the Northwind sample PostgreSQL database, allowing natural language queries to generate SQL and charts.

sherweb-mcp

MCP server for Sherweb Partner API - distributor billing, service provider management, customer subscriptions, and payable charges

Gemini OCR MCP Server

Provides OCR services powered by Google's Gemini API to extract text from images via file paths or base64 strings. It enables high-accuracy text recognition and CAPTCHA processing through simple MCP tools.

memory-mcp

Enables personal cross-tool memory by exposing a searchable episodic archive of AI sessions and a curated, high-trust semantic facts layer through MCP tools and resources.

mcp-bitfinex

Enables access to Bitfinex v2 public market data including ticker history, trades, orderbook, stats, candles, derivatives status, and liquidations via MCP tools, with plain English querying support.

qa-mcp

Automated QA for .NET microservice backends and React frontends, enabling API contract testing, UI crawling, YAML flows, and run diffing against a stage environment.

dsh-experience

Provides a cross-session experience knowledge base for AI agents, enabling retrieval of past problem-solution experiences via MCP tools. It helps agents reuse solutions without retraining, with zero-LLM runtime retrieval.

MCP-ABI

Enables interaction with Ethereum-compatible smart contracts through their ABI, allowing both read operations (querying state) and write operations (executing transactions) dynamically based on the contract's interface.

ap-mcp-server

Enables conversational AI to access, analyze, and interact with Associated Press news content through natural language, with 26 tools for search, trends, and content monitoring.

Feyod MCP Server

Enables natural language querying of Feyenoord football match data, converting questions to SQL queries and returning results.

mcp-user-system

MCP server for token-user-system wallet operations, supporting balance, trend, transactions, coupons, and corporate transfer info.

geolibre-mcp

Provides geospatial data intelligence tools for inspecting, querying, and converting geospatial data using DuckDB Spatial.

Enfusion Workbench MCP

MCP server for Arma Reforger / Enfusion Workbench modding. Describe what you want to build, and Claude handles the rest — API research (8,803 indexed classes), code generation, project scaffolding, project-wide indexing and refactoring, live Workbench control, and in-editor testing.

mcp_inventory

An MCP server for managing product inventory with SQLite, enabling CRUD operations and statistical queries such as total value, out-of-stock items, and most expensive product.

Iron Bridge Construction — MCP Equipment Safety Server

MCP server for heavy equipment management with role-based access, supervisor authentication, and high-risk request elicitation/sampling.

moamcp

An MCP plugin for Kimi Code CLI and omkc that provides structured multi-agent debate capabilities, enabling round-robin debates with real-time visualization and archival.

tiktok-mcp-server

Enables publishing TikTok videos via the TikTok Content Posting API, supporting file upload and URL-based publishing with status checking.

Cartographer

MCP governance server that lets AI agents build and maintain a persistent, versioned wiki of interlinked Markdown files through validated tools, enforcing invariants like linking, immutability, and one git commit per write.

Tessie MCP Server

Enables AI assistants to control and monitor Tesla vehicles via natural language through the Tessie API, supporting battery, climate, security, charging, and more.