Discover Awesome MCP Servers

MCP LangChainJS Search Server

Enables searching the langchain-ai/langchainjs GitHub repository for TypeScript/JavaScript/Markdown code snippets using the search_langchain tool.

Atlas

Local-first MCP server for querying multi-repo engineering documentation artifacts from a SQLite corpus.

agents-docs

Ultra-fast local markdown documentation RAG for AI coding agents, enabling instant BM25 search over official framework docs and live AI model registries via MCP.

Serial MCP Server

Enables LLMs to communicate with hardware devices via serial ports. Provides tools for listing ports, opening/closing connections, reading/writing data, and controlling serial signals.

xhs-mcp

A MCP server for Xiaohongshu that enables account login, copywriting generation, and automatic publishing with AI-generated images via conversation.

AQICN MCP Server

Enables querying real-time air quality index (AQI) data for Chinese cities, including PM2.5, PM10, and other pollutant information with health recommendations from the World Air Quality Index Project API.

akshare-mcp

An MCP server that gives AI assistants direct, structured access to China A-share market data.

mxHERO Mail2Cloud MCP

High performance email search for teams & companies. Secure & scalable across email accounts w/ custom filters (e.g., customer facing communications only).

Waggle MCP Server

Enables discovery, search, and invocation of A2A AI agents from within Claude Code, allowing users to find and interact with agents for various tasks.

Oumi MCP Server

Provides access to over 500 pre-configured YAML templates and guided workflows for fine-tuning, training, and evaluating LLMs like Llama and DeepSeek. It enables AI assistants to search for recipes, retrieve configurations, and validate parameters for various machine learning tasks.

Public Browser

A token-efficient MCP server for Chrome browser automation that uses direct CDP and accessibility-tree-based references for stable element selection across DOM changes.

Context7 MCP Clone

Provides up-to-date, version-specific documentation and code examples for software libraries directly to LLMs, enabling resolution of library identifiers and retrieval of relevant documentation with code snippets.

slack-mcp

Provides LLMs full access to Slack: messages, channels, files, canvases, lists, search, reactions, and more via 220 tools and 36 API families.

Explain Image MCP Server

Enables AI agents to analyze images via Gemini vision models, supporting local paths, URLs, and data URLs with custom prompts.

mcp-server-corpayone

Enables managing Corpay One accounts-payable workflows including expense listing, coding, and policy-controlled writes, with read-only defaults and audit logging.

MediaWiki MCP Server

Enables LLM clients to interact with any MediaWiki wiki, supporting page creation/editing, search, file uploads, category browsing, and page history retrieval. Supports multiple wikis with OAuth2 or bot password authentication for both public and private wikis.

cms-datagov-mcp-server

Enables AI assistants to search, query, and analyze CMS healthcare datasets from data.cms.gov, supporting features like dataset discovery, filtering, and CSV download for large-scale analysis.

postgres-mcp

Enables read-only SQL query execution and database schema information retrieval for PostgreSQL databases.

Cloudflare Remote MCP Server

A template for deploying remote Model Context Protocol servers to Cloudflare Workers without requiring authentication. It enables users to host custom tools and connect them to local clients like Claude Desktop or the Cloudflare AI Playground.

Commvault MCP Server

Enables AI agents to securely access and manage Commvault environments, including job control, backup schedules, client/storage management, SLA monitoring, and optional DocuSign envelope backup integration.

Miro MCP Server

Servidor de Protocolo de Contexto do Modelo (MCP) para Miro

docmcp

An MCP server that generates real .docx and .xlsx files from structured data, with support for headings, tables, RTL, and frozen panes. It offers local (stdio) and hosted HTTP modes with API key quotas.

Jules MCP Server

Integrates Google's Jules coding agent with AI assistants to delegate autonomous coding tasks like bug fixes, refactoring, and tests, with support for scheduling recurring maintenance tasks and human-in-the-loop plan approval.

TicketAI

Enables AI assistants to analyze IT support tickets, categorize urgency, suggest responses, and retrieve statistics via MCP tools.

Useful Helpers Suite

An MCP server that exposes a suite of developer tools and apps via a shared tool registry, enabling agents to list and call tools through the MCP protocol.

LiuRen MCP Server

Enables traditional Chinese divination calculations through Liu Ren (六壬) chart generation. Provides tools for calculating Liu Ren divination charts based on specified dates and times, along with current time retrieval functionality.

Agent with MCP server

Uma demonstração rápida de um servidor mcp.

market-pulse-mcp

Provides live cryptocurrency market data including spot prices, OHLCV candles, order books, funding rates, and technical indicators via public exchange APIs.

Awesome MCP (Model Context Protocol) ⚡

Uma coleção selecionada de ferramentas, servidores e recursos para o Protocolo de Contexto de Modelo (MCP) - o padrão aberto para conectar LLMs com fontes de dados e ferramentas externas.