Discover Awesome MCP Servers

zulip

Run AI agents in Zulip as @mentionable bots — or wire into any MCP client.

vinted-mcp

An MCP server for Vinted search and analysis that provides tools to search listings, fetch item details, inspect seller profiles, compare prices across countries, and surface trending items.

Formswrite MCP

Enables LLMs to convert documents to Google Forms, edit questions, list and publish forms, and run AI form assistant tools through the Formswrite API.

mcp-swedish-weather

Provides access to current weather conditions and hourly forecasts for any location in Sweden using the SMHI Open Data API. It supports built-in city lists, coordinate inputs, and geocoding fallback to deliver detailed meteorological data without requiring authentication.

xhs-mcp

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

Qwen Video Understanding MCP Server

Enables AI agents to analyze videos and images using Qwen3-VL deployed on Modal, supporting hours-long videos with timestamp grounding, text extraction, video summarization, and Q\&A with 256K context window.

tigergraph-mcp

Enables AI agents to interact with TigerGraph databases through the Model Context Protocol, supporting graph operations, schema queries, and GSQL execution via natural language.

Atlas

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

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.

Boston Core MCP

An MCP server that provides safe, read-only access to Boston's open data portal, enabling natural language exploration of civic datasets.

Fetch Weather from wttr

Fetches current and three-day weather forecasts for any city using the wttr weather service through a Docker-based MCP server.

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.

MCP Chat CLI

A command-line chat interface that connects to an MCP server for reading and editing documents. It provides tools for document manipulation, resource access, and prompts for formatting and summarization.

Fetch API MCP Server

A Model Context Protocol server that enables sending customizable HTTP requests with support for various methods, headers, and data formats, returning parsed responses automatically.

GDScript Code Analyzer

Enables AI assistants to analyze GDScript code structure, extract symbols, functions, and dependencies without reading entire files. Supports efficient navigation and understanding of Godot game engine codebases through tree-sitter parsing.

RAG Memory MCP

An advanced MCP server providing RAG-enabled memory through a knowledge graph with vector search capabilities, enabling intelligent information storage, semantic retrieval, and document processing.

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.

F1 MCP Server

Provides comprehensive Formula 1 data access including race schedules, session results, lap times, telemetry data, driver/constructor standings, and circuit information. Enables users to retrieve and analyze F1 racing data through natural language queries using the FastF1 Python package.

Wudao Data A-Share Stock MCP Server

悟道数据 Wudao Data 是面向 OpenClaw、Hermes、Claude 和自建 AI Agent 的 A股股票数据 MCP Server，提供市场概览、K线、分时、涨停梯队、板块轮动、资金流向、龙虎榜、研报和盘后复盘等结构化数据工具。它定位为只读数据工具层，用于研究、复盘和市场观察，不执行交易下单。

MCP Setup Server

A modular MCP server exposing tools for integrating with services like GitHub, Redash, Jenkins, Figma, Jira, Confluence, Teams, Datadog, PagerDuty, Slack, and Presto, enabling users to manage these platforms through natural language via an MCP client.

Salesforce MCP Server

Enables AI agents to manage Salesforce leads and permission sets via the MCP protocol.

agent-treats-mcp

Provides 7 free fun tools (fortune cookie, compliment, fun fact, etc.) for AI agents as a sample tray of the full Agent Treats store.

MediaCrawler MCP Server

MCP server for crawling social media platforms (e.g., Bilibili) by keywords, video IDs, or creator IDs, with support for MySQL, JSON, and CSV storage.

fleet-mcp-server

Enables semantic search, recommendations, and similar crate lookups for Rust crates via vector embeddings.

Cashfree MCP Server

Enables AI tools and agents to integrate with Cashfree's payment services (Payment Gateway, Payouts, and SecureID) using the Model Context Protocol, allowing transactions and account management through natural language.

Thailand NSO MCP Server

Enables natural language discovery, querying, and analysis of Thailand's official statistics from the National Statistical Office via SDMX REST API. It provides tools for searching dataflows, exploring structures, and fetching data with caching and bilingual support.

MCP Releases Server

An MCP server that provides GitHub release information through the Model Context Protocol. It features a tool to retrieve the latest stable release version of any specified GitHub repository.

Gemini Image Gen MCP Server

Enables AI image generation, editing, and upscaling via Google Gemini and Imagen models, supporting dynamic model switching and multiple MCP-compatible clients.

THE RAG MCP

An enterprise-ready MCP server that exposes a RAG tool for retrieving relevant context and metadata from a Qdrant vector database using natural language queries.

farmbot-agent

An MCP server and CLI for controlling FarmBot hardware, enabling AI agents to manage gardening tasks through tools like gantry movement and device status monitoring. It supports executing Lua scripts and core hardware commands like homing and emergency stops via the Model Context Protocol.