Discover Awesome MCP Servers

Medical GraphRAG Assistant

Enables AI-powered medical information retrieval through FHIR clinical document search and GraphRAG-based exploration of medical entities and relationships. Combines vector search with knowledge graph queries for comprehensive healthcare data analysis.

champollion-sulcal-mcp

Exposes each stage of the Champollion sulcal embedding pipeline as MCP tools, enabling agents to run, monitor, and debug the pipeline without manual shell commands.

Kafka MCP Server

An MCP server that enables interaction with Kafka clusters to manage topics, monitor consumer groups, and stream messages. It provides a comprehensive suite of tools for broker metadata inspection and local Kafka user management.

OpenSearch MCP Server

Enables AI assistants to interact with OpenSearch clusters for searching indices, retrieving mappings, and managing shards through the MCP protocol.

mcp-server

Web search MCP server using Tavily API, enabling natural language queries to search the web.

ai-progress-monitor

MCP server that lets AI coding agents report task progress and milestones, providing a real-time web dashboard and macOS notifications for monitoring multiple AI workbenches.

WeatherTrax MCP Server

Provides real-time weather data and multi-day forecasts for any location worldwide.

coolify-mcp-server

MCP server for Coolify API integration, enabling management of applications, databases, services, servers, and deployments via Claude Code or any MCP-compatible client.

Google Sheets MCP Server

Provides tools to read, write, append, and create Google Sheets via MCP, using OAuth2 authentication shared with gmail_mcp.

nodel-mcp

MCP sidecar that exposes a local Nodel runtime via the Model Context Protocol, read-only by default with optional write/lifecycle/delete operations and approval workflows.

disasm.dev MCP server

Enables AI assistants to generate DataDome and Incapsula clearance tokens without a headless browser, for development and prototyping.

faucet-mcp

Enables a coding agent to request small dev funds (ETH/WETH/USDC/USDT) from a personal hot wallet with per-call and 24h caps, plus TOTP approval for amounts over soft caps.

voz-knowledge-mcp

Crawl and archive VOZ threads, with search and summarization capabilities for AI agents.

clevertap-mcp

Enables an LLM agent to directly control CleverTap for planning, launching, and measuring CRM campaigns, including multi-channel sends, profile and event management, and trend analysis.

vap-mcp-server

Execution control layer for AI agents - Reserve, execute, burn/refund pattern for media generation

Congress.gov MCP Server

A proxy server that standardizes access to the Congress.gov API by automatically injecting API keys and exposing all endpoints through a unified interface with FastAPI documentation.

text-to-model

Turn natural language into 3D models in Fusion 360. 64 CAD tools including sketches, extrudes, fillets,and JIS standard parts.

@cryptoapis-io/mcp-utils

MCP server for Crypto APIs Utils, enabling address validation, raw transaction decoding, and XRP X-Address encoding/decoding for UTXO, EVM, and XRP blockchains.

Reactome MCP Server

Model Context Protocol server for accessing Reactome pathway and systems biology data.

pyslang-mcp

Provides AI agents with compiler-backed, read-only context for Verilog and SystemVerilog projects using pyslang.

mcpgql

A federated bridge connecting any GraphQL endpoint to the Model Context Protocol (MCP) ecosystem, enabling LLMs to query and mutate graph data with zero-config integration.

Substrate

A foundation layer for building production-grade Model Context Protocol (MCP) servers with base classes, documentation, and consistent implementation patterns.

MCP Learning Server

A comprehensive educational server demonstrating Model Context Protocol capabilities for tools, resources, and prompts, allowing AI assistants to connect to external data and functionality.

Github MCP Server Java

A Java implementation of the GitHub MCP (Model Context Protocol) Server using Spring AI. This server provides MCP-compatible tools for interacting with the GitHub API.

gsc-ga4-mcp

Enables Claude Code to read Google Search Console and GA4 data locally with read-only access, and provides combined SEO analysis tools for comparing datasets and identifying opportunities.

Ploomes MCP Server

Exposes 153 tools to connect AI assistants to the Ploomes CRM, enabling CRUD operations, funnel configuration, CPQ, automations, and webhooks.

trove-scot-mcp

MCP server for Scotland's historic environment, providing tools to search, filter, count, and locate heritage sites, listed buildings, scheduled monuments, and properties in care using Historic Environment Scotland's open ArcGIS API. Supports natural language queries for castles, monuments, archaeological sites, and more, returning locations, details, and trove.scot links.

Learn_MCP Math Server

A Model Context Protocol (MCP) server that demonstrates mathematical capabilities through a LangChain integration, allowing clients to perform math operations via the MCP protocol.

sibfly

Provides measured vertical ground motion (subsidence and uplift) for US addresses using NASA OPERA Sentinel-1 InSAR data.

agentbox

MCP server that gives AI agents programmable email inboxes with tools to create inboxes, send and list threaded email, and search messages.