Discover Awesome MCP Servers

RepCheck

Trust & reputation infrastructure for AI agents. Two tools: verify_agent returns trust scores and job history for any agent, report_outcome records completed jobs to build reputation over time. Open source, MIT licensed."

MCP-Audio Plugin

A voice-to-text transcription service that converts audio files to transcripts using SiliconFlow, supporting both multipart/form-data and base64 formats.

music-assistant-mcp

Enables AI assistants to control Music Assistant for music search, library browsing, playback, queue management, and playlist curation.

Flag MCP

Enables human-in-the-loop interaction for AI coding workflows through native desktop dialogs that present route choices, text input, and image annotation capabilities when AI assistants encounter decision points.

Polyagent MCP

Enables any MCP-compatible client to use existing Claude Code agents from .claude/agents/ directories. Spawns agents in separate CLI sessions for better context optimization and performance across Codex, Gemini CLI, and other AI coding assistants.

Librarian MCP

A Model Context Protocol server providing pre-curated canonical memory, prose/code provenance checking, and benchmark metrics to improve accuracy and reduce costs across AI tools.

Tax Alert Chatbot MCP Server

A server that powers an interactive chatbot for querying and managing tax alerts in a SQLite database using Google Gemini models and LangGraph's REACT agent framework.

MCP RAG Server

Enables retrieval-augmented generation (RAG) by indexing and searching through documents (Markdown, text, PowerPoint, PDF) using vector embeddings with multilingual-e5-large model and PostgreSQL pgvector. Supports contextual chunk retrieval and incremental indexing for efficient document management.

MGnify MCP Server

Enables interaction with MGnify metagenomics resources and tools through the Model Context Protocol. Provides access to MGnify's API for querying and analyzing metagenomic datasets and related biological information.

browse-ai

Evidence-backed web research for AI agents. Real-time search with cited claims, confidence scores, and compare mode showing raw LLM hallucination vs evidence-backed answers.

mcp-excel

Enables AI agents to analyze Excel files through atomic operations like filtering, aggregation, and grouping without loading raw data into context.

Huawei App Gallery

A Model Context Protocol (MCP) server for managing app publishing on Huawei AppGallery Connect. Integrates directly with Claude Desktop or any MCP-compatible client.

Pokemon MCP Server

Enables users to access comprehensive Pokemon data through the PokeAPI, including Pokemon stats, types, descriptions, move details, and complete evolution chains. Allows Claude to answer Pokemon-related questions with detailed information about any Pokemon, their abilities, and evolutionary relationships.

mcp-pronotes

An MCP server for Pronote that enables users to access French school data like grades, timetables, and homework through AI assistants. It supports both parent and student accounts, including multi-child management and canteen menu retrieval.

claude-design-mcp

An MCP server that drives Anthropic's Claude Design from agentic coding CLIs, providing tools to create, generate, iterate, and export design systems without a browser.

VA Form Generation MCP Server

Provides tools for auditing and fixing scaffolded VA forms to ensure they follow best practices and VA.gov content standards. Enables automated validation, agent prompt generation, and orchestration of form fixes across any vets-website workspace.

mcp-developer-portal

MCP server wrapping Backstage — query service catalog, fetch TechDocs, and scaffold services via AI agents.

Roboflow MCP Server

Integrates the Roboflow platform with Claude Code to manage computer vision datasets, trigger training runs, and perform inference directly from the CLI. It enables users to search Roboflow Universe for public datasets and handle image uploads or model evaluations using natural language commands.

MCP Color Converter

A comprehensive toolkit for color conversion, manipulation, and accessibility analysis supporting formats like OkLCH and WCAG compliance. It enables AI agents to manage design systems by generating harmonious palettes, transforming color spaces, and performing contrast checks.

MCP Server Manager (Docker Edition)

Free MCP server for easy deployment and management of MCP tools via Docker, tailored for the Xiaozhi community.

mysql-mcp

Provides safe read, insert, and update operations on MySQL databases with guardrails against destructive actions.

Documentation MCP Server

A server that enables Claude to search and access documentation from popular libraries like LangChain, LlamaIndex, and OpenAI directly within conversations.

mcp-server-github

Enables interaction with GitHub repositories, issues, pull requests, code search, branches, and GitHub Actions workflows.

GraphRAG MCP Server

Enables AI agents to access detailed research findings, implementation patterns, and best practices for building graph-enhanced retrieval-augmented generation systems.

PayLink MCP Server

Open-source MCP server that streamlines payment integration for AI agents and financial apps in Africa, providing unified tools for providers like M-Pesa.

CityJS London 2026 Companion

An MCP server that renders rich HTML widgets directly in ChatGPT for conference information. It provides schedule, speakers, and talk search functionality with themed UI components.

Record MCP Server

Enables storing and managing dynamic review records with custom schemas for any category (coffee, whisky, wine, etc.), supporting both local filesystem and Cloudflare R2 storage with flexible field definitions.

houjin-bangou-api-mcp

MCP server for the Japan National Tax Agency Corporate Number API, enabling corporate number lookup and search via local AI clients.