Discover Awesome MCP Servers

wellread

Shared research cache for AI agents. Caches web research across sessions and users - hit means instant answer from verified sources, miss means your research saves the next dev's tokens. Semantic search with freshness tracking, gap detection, and real-time token measurement via JSONL. Free, open source.

nutrition_db

Generates personalized 7-day meal plans based on user profile and goals, and provides daily calorie catch-up suggestions when intake falls short.

Swiss Law Local Search

Provides offline full-text search across 35,000+ Swiss laws from all cantons and federal level using SQLite FTS5 indexing. Enables querying laws, articles, and metadata through natural language.

NINSAÚDE MCP Server

A comprehensive MCP server for integrating with the NINSAÚDE Clinic API, providing 45+ tools for healthcare management including patient records, appointments, medical records, billing, reporting, and patient surveys.

QSS GPS MCP

Enables adding GPS goals and logging time directly from Claude Desktop, with support for bulk backfill and session management.

NegativeEV

Grades sports bets against thousands of play-by-play simulations, reporting simulated probability, implied probability, and edge.

Inference AIops

Enables governance-grade AIops for GPU inference clusters with root-cause analysis, metrics, and policy-governed operations for vLLM and Ray.

Spix

Give AI agents a real phone number and voice. Make calls, send email, manage contacts — 26 tools, 12 resources.

News API MCP Server

Enables AI assistants to search news articles, get top headlines, and browse sources via the NewsAPI.org service.

hermes-bridge

Relay MCP server enabling synchronous multi-turn communication between Hermes agents, allowing one agent to delegate tasks and await replies without third-party dependencies.

VISA Dispute Advisor

Helps merchants resolve credit card disputes by searching VISA guidelines and checking dispute history to generate structured recommendations.

Kokkai Minutes MCP Agent

Provides a structured interface to the Japanese National Diet Library's parliamentary proceedings API, allowing AI models to search and retrieve Diet meeting records and speeches.

defcon-mcp-server

Enables AI tools to play the game DEFCON by providing tools to communicate with the game, analyze game state, and issue commands such as placing structures, moving fleets, and launching nukes.

Weavatrix

Provides a dependency graph of any local repository with tools for change impact, transitive dependents, health audits, and more, enabling AI coding agents to see structure and refactor safely.

Thunderbird MCP

Enables AI agents to control Thunderbird directly, including mail, folders, contacts, calendar, filters, and settings, through its own internals.

@debugai/mcp

Enables AI agents to debug errors by providing root cause analysis and ranked fixes with code patches. Supports any MCP client.

Swarmrails MCP

Enables interaction with various Bittensor subnets and SharpSignal prediction market intelligence directly from AI assistants like Claude. It supports diverse capabilities including text generation, image/video creation, forecasting, and 3D asset generation using a pay-as-you-go model via USDC on the Base blockchain.

rei-memory-mcp

Read-only MCP server that lets Claude/Rei query a curated SEED_KERNEL repository of over 1,677 theories via full-text search, ID lookup, or STEP metadata.

RAG-Anything MCP Server

An MCP server for document parsing, ingestion, query (including multimodal), and lightweight knowledge graph inspection, enabling RAG workflows via the Model Context Protocol.

Currency MCP Agent

Local service for currency rates and conversion using MCP and agent layer. Accepts user requests, selects appropriate tool, and returns structured responses.

Charlotte-Mecklenburg MCP Server

An MCP server that exposes Charlotte, NC and Mecklenburg County open data as tools for an LLM agent, enabling queries about trash pickup, parcels, zoning, crime, and more by geocoding addresses and querying live ArcGIS layers.

RepoPilot MCP Server

Enables interaction with indexed Python repositories through MCP tools for repository map, symbol search, file reading, and reference lookup.

fpl-mcp

An MCP server that equips AI assistants with 33 tools for Fantasy Premier League analytics, including fixtures, squad management, live scores, transfers, captaincy, and price movements, using async access to official FPL endpoints with TTL caching.

mcp-server-python

Espejo de

Python MCP Sandbox

An interactive Python code execution environment that allows users and LLMs to safely execute Python code and install packages in isolated Docker containers.

StackScan MCP Server

Enables natural language queries about the technologies behind websites and the companies running them, using the StackScan Tech Lookup API. Includes tools for domain technology lookup, company details, technology usage stats, and batch company lookups.

@vibetools/dokploy-mcp

Enables deploying, managing, and interacting with Dokploy applications via natural language using three core MCP tools: search, execute, and list_profiles.

MCP Server

Manages query validation, database connection, and security for a system that transforms SQL databases into interactive dashboards using natural language queries.

twitter-username-changes-mcp

Tracks historical changes of Twitter usernames to detect frequent screen name changes, which can be a red flag for potential scam risks.

Delia

Routes AI tasks to appropriate local LLM models (quick, coder, MoE, thinking) with automatic model selection, multi-backend support (Ollama, llama.cpp, Gemini), and parallel processing capabilities.