Discover Awesome MCP Servers

PostgreSQL MCP Server

A production-ready MCP server that enables chatting with PostgreSQL databases via Cloudflare Workers with GitHub OAuth authentication.

User Health Profile MCP Server

Enables management of user health profiles with capabilities to list, retrieve, and add user health information. Provides a sample implementation for testing MCP functionality with ChatGPT and other MCP-compatible tools.

MCP Data Visualization Server

Enables creating interactive data visualizations from natural language queries using DuckDB for local databases or Databricks for enterprise data warehouses. Supports multiple chart types, CSV imports, SQL queries, and automatic statistical analysis through Claude Desktop.

Respan MCP Server

Enables AI assistants to access and manage Respan logs, traces, customers, and prompts for monitoring and management.

io.github.shigechika/junos-mcp

MCP server for Juniper networks, enabling AI assistants to execute CLI commands, manage configuration, perform upgrades, and run diagnostics on Junos devices via STDIO transport.

rabbitmq-mcp

An MCP server for RabbitMQ that exposes the RabbitMQ HTTP API as tools, enabling natural language interaction with RabbitMQ management.

NOMIK

AI-native code intelligence graph that builds a persistent knowledge graph of your codebase in Neo4j and exposes it to AI assistants via MCP, enabling contextual code analysis, impact analysis, and dependency tracking.

bmlt-mcp-server

Connects MCP-compatible AI clients to BMLT root servers, enabling natural language queries for NA meeting data including search by location, day, format, and more.

Frankfurter Forex MCP

An MCP server that provides currency rates, conversions, and historical exchange-rate data using the Frankfurter API. It enables users to retrieve latest rates, convert amounts between currencies, and access time-series data for currency pairs.

Rishi's Interactive Resume MCP Server

Enables natural language querying of a resume with AI/ML experience, business impact metrics, and technical skills. Supports searching by company, skill, or achievement with built-in analytics and evaluation capabilities.

domain-security-mcp-server

Enables AI agents to audit email and domain security (SPF, DKIM, DMARC, etc.) for any domain without requiring API keys.

📚 MCP Docs Search Server

Ini adalah server MCP ringan dan mudah digunakan yang memberdayakan LLM seperti Claude atau GPT untuk secara dinamis mencari dan mengambil dokumentasi terbaru dari pustaka AI populer seperti LangChain, LlamaIndex, dan OpenAI.

ArchiScribe MCP Server

Retrieves architectural information from ArchiMate models, enabling AI coding assistants to access architectural context during the software development lifecycle. Supports search and retrieval of views and elements in markdown, JSON, or YAML.

Bitbucket MCP Server

Enables interaction with Bitbucket repositories through the Model Context Protocol, supporting code search, repository management, branch creation, pull requests, and more.

BIP MCP Server

Enables AI-powered natural language queries about BIT Information Portal (BIP) data by integrating with BIP APIs through session management. Uses Google Gemini to intelligently route questions to appropriate endpoints and generate contextual answers about students, departments, courses, faculty, and achievements.

MiniMax-Coding-Plan-MCP

Specialized MCP server for coding workflows with web search and image analysis tools.

MCP Express Server Example

A basic example demonstrating how to develop and run a serverless Model Context Protocol (MCP) implementation using Netlify Functions and Express.

MCP FHIR Server

Provides read/write access to any FHIR-compliant healthcare API with built-in validation, supporting resource management, search operations, and granular permissions through natural language.

DeepSeek MCP Server

Mengaktifkan integrasi model bahasa DeepSeek dengan aplikasi yang kompatibel dengan MCP, menawarkan fitur seperti penyelesaian obrolan, pemilihan model khusus, dan kontrol parameter untuk meningkatkan interaksi berbasis bahasa.

IP Geolocation MCP Server

An MCP (Multi-Agent Conversation Protocol) server that enables natural language interaction with the AbstractAPI geolocation service, allowing users to retrieve geographic information about IP addresses.

Infisical MCP

FastMCP server for managing a self-hosted Infisical instance, exposing tools to create, read, update, and delete projects, environments, folders, and secrets, and to render .env and shell-export formats.

GTEx MCP Server

Enables AI assistants to query and analyze genomics data from the GTEx Portal through 25 specialized tools for gene expression analysis, eQTL/sQTL associations, and genetic variant lookups across 54 human tissue types.

Repliers MCP Server

Provides AI assistants access to real-time MLS data via the Repliers API, enabling natural language property search, market statistics, and listing details.

RAG MCP Server

An API that enables document querying through a Retrieval-Augmented Generation system implemented with Memory-Controller-Policy architecture for improved maintainability and scalability.

tgmcp

Enables AI agents to interact with Telegram accounts through MCP, supporting messaging, contacts, groups, media, and admin functions.

GitHub-Gemini MCP Server

An advanced Model Context Protocol server that integrates GitHub repositories with Google Gemini AI to provide intelligent code assistance, analysis, and repository management operations.

Google Photos MCP Server

Enables AI assistants to search, browse, and retrieve metadata and images from your Google Photos library. It supports content-based filtering, album listing, and location extraction via STDIO and HTTP transports.

ZIM RAG MCP Server

Enables interaction with .zim archives by providing tools for article search, content retrieval, and metadata discovery. It features a TF-IDF based RAG engine for semantic retrieval over extracted article chunks from compressed ZIM files.

Portfolio Rotation MCP Server

MCP server for portfolio rotation analysis. Score holdings and candidates across 5 dimensions, identify optimal swaps, validate with risk checks and backtests.

StockMcp

Enables stock analysis by fetching company details, profit data, and shareholding patterns from Screener.in using local LLM tools.