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README.md

Awesome MCP Servers Awesome

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A curated list of awesome Model Context Protocol (MCP) servers.

What is MCP?

MCP is an open protocol that enables AI models to securely interact with local and remote resources through standardized server implementations. This list focuses on production-ready and experimental MCP servers that extend AI capabilities through file access, database connections, API integrations, and other contextual services.

Clients

Checkout awesome-mcp-clients and glama.ai/mcp/clients.

Tip

Glama Chat is a multi-modal AI client with MCP support & AI gateway.

Tutorials

Community

Legend

  • 🎖️ – official implementation
  • programming language
    • 🐍 – Python codebase
    • 📇 – TypeScript codebase
    • 🏎️ – Go codebase
    • 🦀 – Rust codebase
    • #️⃣ - C# Codebase
    • ☕ - Java codebase
  • scope
    • ☁️ - Cloud Service
    • 🏠 - Local Service
  • operating system
    • 🍎 – For macOS
    • 🪟 – For Windows
    • 🐧 - For Linux

Note

Confused about Local 🏠 vs Cloud ☁️?

  • Use local when MCP server is talking to a locally installed software, e.g. taking control over Chrome browser.
  • Use network when MCP server is talking to remote APIs, e.g. weather API.

Server Implementations

Note

We now have a web-based directory that is synced with the repository.

📂 Browser Automation

Web content access and automation capabilities. Enables searching, scraping, and processing web content in AI-friendly formats.

🎨 Art & Culture

Access and explore art collections, cultural heritage, and museum databases. Enables AI models to search and analyze artistic and cultural content.

☁️ Cloud Platforms

Cloud platform service integration. Enables management and interaction with cloud infrastructure and services.

  • Cloudflare MCP Server 🎖️ 📇 ☁️ - Integration with Cloudflare services including Workers, KV, R2, and D1
  • alexei-led/aws-mcp-server 🐍 ☁️ - A lightweight but powerful server that enables AI assistants to execute AWS CLI commands, use Unix pipes, and apply prompt templates for common AWS tasks in a safe Docker environment with multi-architecture support
  • jdubois/azure-cli-mcp - A wrapper around the Azure CLI command line that allows you to talk directly to Azure
  • Kubernetes MCP Server - 🏎️ ☁️/🏠 Kubernetes cluster operations through MCP
  • @flux159/mcp-server-kubernetes - 📇 ☁️/🏠 Typescript implementation of Kubernetes cluster operations for pods, deployments, services.
  • @manusa/Kubernetes MCP Server - 🏎️ 🏠 A powerful Kubernetes MCP server with additional support for OpenShift. Besides providing CRUD operations for any Kubernetes resource, this server provides specialized tools to interact with your cluster.
  • johnneerdael/netskope-mcp ☁️ - An MCP to give access to all Netskope Private Access components within a Netskope Private Access environments including detailed setup information and LLM examples on usage.
  • bright8192/esxi-mcp-server 🐍 ☁️ - A VMware ESXi/vCenter management server based on MCP (Model Control Protocol), providing simple REST API interfaces for virtual machine management.
  • wenhuwang/mcp-k8s-eye 🏎️ ☁️/🏠 MCP Server for kubernetes management, and analyze your cluster, application health
  • johnneerdael/netskope-mcp 🔒 ☁️ - An MCP to give access to all Netskope Private Access components within a Netskope Private Access environments including detailed setup information and LLM examples on usage.
  • nwiizo/tfmcp - 🦀 🏠 - A Terraform MCP server allowing AI assistants to manage and operate Terraform environments, enabling reading configurations, analyzing plans, applying configurations, and managing Terraform state.
  • weibaohui/k8m - 🏎️ ☁️/🏠 Provides MCP multi-cluster Kubernetes management and operations, featuring a management interface, logging, and nearly 50 built-in tools covering common DevOps and development scenarios. Supports both standard and CRD resources.
  • weibaohui/kom - 🏎️ ☁️/🏠 Provides MCP multi-cluster Kubernetes management and operations. It can be integrated as an SDK into your own project and includes nearly 50 built-in tools covering common DevOps and development scenarios. Supports both standard and CRD resources.

🖥️ Command Line

Run commands, capture output and otherwise interact with shells and command line tools.

💬 Communication

Integration with communication platforms for message management and channel operations. Enables AI models to interact with team communication tools.

  • zcaceres/gtasks-mcp - 📇 ☁️ - An MCP server to Manage Google Tasks
  • hannesrudolph/imessage-query-fastmcp-mcp-server 🐍 🏠 🍎 - An MCP server that provides safe access to your iMessage database through Model Context Protocol (MCP), enabling LLMs to query and analyze iMessage conversations with proper phone number validation and attachment handling
  • lharries/whatsapp-mcp 🐍 🏎️ - An MCP server for searching your personal WhatsApp messages, contacts and sending messages to individuals or groups
  • @modelcontextprotocol/server-slack 📇 ☁️ - Slack workspace integration for channel management and messaging
  • @modelcontextprotocol/server-bluesky 📇 ☁️ - Bluesky instance integration for querying and interaction
  • MarkusPfundstein/mcp-gsuite - 🐍 ☁️ - Integration with gmail and Google Calendar.
  • adhikasp/mcp-twikit 🐍 ☁️ - Interact with Twitter search and timeline
  • gotoolkits/wecombot - 🚀 ☁️ - An MCP server application that sends various types of messages to the WeCom group robot.
  • AbdelStark/nostr-mcp - 🌐 ☁️ - A Nostr MCP server that allows to interact with Nostr, enabling posting notes, and more.
  • elie222/inbox-zero - 🐍 ☁️ - An MCP server for Inbox Zero. Adds functionality on top of Gmail like finding out which emails you need to reply to or need to follow up on.
  • carterlasalle/mac_messages_mcp 🏠 🍎 🚀 - An MCP server that securely interfaces with your iMessage database via the Model Context Protocol (MCP), allowing LLMs to query and analyze iMessage conversations. It includes robust phone number validation, attachment processing, contact management, group chat handling, and full support for sending and receiving messages.
  • sawa-zen/vrchat-mcp - 📇 🏠 This is an MCP server for interacting with the VRChat API. You can retrieve information about friends, worlds, avatars, and more in VRChat.
  • arpitbatra123/mcp-googletasks - 📇 ☁️ - An MCP server to interface with the Google Tasks API
  • userad/didlogic_mcp - 🐍 ☁️ - An MCP server for DIDLogic. Adds functionality to manage SIP endpoints, numbers and destinations.

👤 Customer Data Platforms

Provides access to customer profiles inside of customer data platforms

🗄️ Databases

Secure database access with schema inspection capabilities. Enables querying and analyzing data with configurable security controls including read-only access.

  • centralmind/gateway 🏎️ 🏠 🍎 🪟 - MCP and MCP SSE Server that automatically generate API based on database schema and data. Supports PostgreSQL, Clickhouse, MySQL, Snowflake, BigQuery, Supabase
  • aliyun/alibabacloud-tablestore-mcp-server ☕ 🐍 ☁️ - MCP service for Tablestore, features include adding documents, semantic search for documents based on vectors and scalars, RAG-friendly, and serverless.
  • TheRaLabs/legion-mcp 🐍 🏠 Universal database MCP server supporting multiple database types including PostgreSQL, Redshift, CockroachDB, MySQL, RDS MySQL, Microsoft SQL Server, BigQuery, Oracle DB, and SQLite.
  • cr7258/elasticsearch-mcp-server 🐍 🏠 - MCP Server implementation that provides Elasticsearch interaction
  • domdomegg/airtable-mcp-server 📇 🏠 - Airtable database integration with schema inspection, read and write capabilities
  • rashidazarang/airtable-mcp 🐍 ☁️ - Connect AI tools directly to Airtable. Query, create, update, and delete records using natural language. Features include base management, table operations, schema manipulation, record filtering, and data migration through a standardized MCP interface.
  • LucasHild/mcp-server-bigquery 🐍 ☁️ - BigQuery database integration with schema inspection and query capabilities
  • c4pt0r/mcp-server-tidb 🐍 ☁️ - TiDB database integration with schema inspection and query capabilities
  • tradercjz/dolphindb-mcp-server 🐍 ☁️ - TDolphinDB database integration with schema inspection and query capabilities
  • ergut/mcp-bigquery-server 📇 ☁️ - Server implementation for Google BigQuery integration that enables direct BigQuery database access and querying capabilities
  • ClickHouse/mcp-clickhouse 🐍 ☁️ - ClickHouse database integration with schema inspection and query capabilities
  • get-convex/convex-backend 📇 ☁️ - Convex database integration to introspect tables, functions, and run oneoff queries (Source)
  • @gannonh/firebase-mcp 🔥 ⛅️ - Firebase services including Auth, Firestore and Storage.
  • jovezhong/mcp-timeplus 🐍 ☁️ - MCP server for Apache Kafka and Timeplus. Able to list Kafka topics, poll Kafka messages, save Kafka data locally and query streaming data with SQL via Timeplus
  • @fireproof-storage/mcp-database-server 📇 ☁️ - Fireproof ledger database with multi-user sync
  • designcomputer/mysql_mcp_server 🐍 🏠 - MySQL database integration with configurable access controls, schema inspection, and comprehensive security guidelines
  • f4ww4z/mcp-mysql-server 🐍 🏠 - Node.js-based MySQL database integration that provides secure MySQL database operations
  • @benborla29/mcp-server-mysql ☁️ 🏠 - MySQL database integration in NodeJS with configurable access controls and schema inspection
  • FreePeak/db-mcp-server 🏎️ 🏠 – A high-performance multi-database MCP server built with Golang, supporting MySQL & PostgreSQL (NoSQL coming soon). Includes built-in tools for query execution, transaction management, schema exploration, query building, and performance analysis, with seamless Cursor integration for enhanced database workflows.
  • @modelcontextprotocol/server-postgres 📇 🏠 - PostgreSQL database integration with schema inspection and query capabilities
  • @modelcontextprotocol/server-sqlite 🐍 🏠 - SQLite database operations with built-in analysis features
  • @joshuarileydev/supabase-mcp-server - Supabase MCP Server for managing and creating projects and organisations in Supabase
  • @alexanderzuev/supabase-mcp-server - Supabase MCP Server with support for SQL query execution and database exploration tools
  • ktanaka101/mcp-server-duckdb 🐍 🏠 - DuckDB database integration with schema inspection and query capabilities
  • Dataring-engineering/mcp-server-trino 🐍 ☁️ - Trino MCP Server to query and access data from Trino Clusters.
  • memgraph/mcp-memgraph 🐍 🏠 - Memgraph MCP Server - includes a tool to run a query against Memgraph and a schema resource.
  • furey/mongodb-lens 📇 🏠 - MongoDB Lens: Full Featured MCP Server for MongoDB Databases
  • QuantGeekDev/mongo-mcp 📇 🏠 - MongoDB integration that enables LLMs to interact directly with databases.
  • kiliczsh/mcp-mongo-server 📇 🏠 - A Model Context Protocol Server for MongoDB
  • tinybirdco/mcp-tinybird 🐍 ☁️ - Tinybird integration with query and API capabilities
  • KashiwaByte/vikingdb-mcp-server 🐍 ☁️ - VikingDB integration with collection and index introduction, vector store and search capabilities.
  • neo4j-contrib/mcp-neo4j 🐍 🏠 - Model Context Protocol with Neo4j
  • niledatabase/nile-mcp-server MCP server for Nile's Postgres platform - Manage and query Postgres databases, tenants, users, auth using LLMs
  • isaacwasserman/mcp-snowflake-server 🐍 ☁️ - Snowflake integration implementing read and (optional) write operations as well as insight tracking
  • hannesrudolph/sqlite-explorer-fastmcp-mcp-server 🐍 🏠 - An MCP server that provides safe, read-only access to SQLite databases through Model Context Protocol (MCP). This server is built with the FastMCP framework, which enables LLMs to explore and query SQLite databases with built-in safety features and query validation.
  • sirmews/mcp-pinecone 🐍 ☁️ - Pinecone integration with vector search capabilities
  • runekaagaard/mcp-alchemy 🐍 🏠 - Universal SQLAlchemy-based database integration supporting PostgreSQL, MySQL, MariaDB, SQLite, Oracle, MS SQL Server and many more databases. Features schema and relationship inspection, and large dataset analysis capabilities.
  • mcp-server-jdbc ☕ 🏠 - Connect to any JDBC-compatible database and query, insert, update, delete, and more.
  • pab1it0/adx-mcp-server 🐍 ☁️ - Query and analyze Azure Data Explorer databases
  • pab1it0/prometheus-mcp-server 🐍 ☁️ - Query and analyze Prometheus, open-source monitoring system.
  • neondatabase/mcp-server-neon 📇 ☁️ — An MCP Server for creating and managing Postgres databases using Neon Serverless Postgres
  • XGenerationLab/xiyan_mcp_server 📇 ☁️ — An MCP server that supports fetching data from a database using natural language queries, powered by XiyanSQL as the text-to-SQL LLM.
  • bytebase/dbhub 📇 🏠 – Universal database MCP server supporting mainstream databases.
  • GreptimeTeam/greptimedb-mcp-server 🐍 🏠 - MCP Server for querying GreptimeDB.
  • idoru/influxdb-mcp-server 📇 ☁️ 🏠 - Run queries against InfluxDB OSS API v2.
  • xing5/mcp-google-sheets 🐍 ☁️ - A Model Context Protocol server for interacting with Google Sheets. This server provides tools to create, read, update, and manage spreadsheets through the Google Sheets API.
  • qdrant/mcp-server-qdrant 🐍 🏠 - A Qdrant MCP server
  • Canner/wren-engine 🐍 🦀 🏠 - The Semantic Engine for Model Context Protocol(MCP) Clients and AI Agents
  • zilliztech/mcp-server-milvus 🐍 🏠 ☁️ - MCP Server for Milvus / Zilliz, making it possible to interact with your database.

📊 Data Platforms

Data Platforms for data integration, transformation and pipeline orchestration.

  • keboola/keboola-mcp-server - interact with Keboola Connection Data Platform. This server provides tools for listing and accessing data from Keboola Storage API.
  • JordiNei/mcp-databricks-server - Connect to Databricks API, allowing LLMs to run SQL queries, list jobs, and get job status.

💻 Developer Tools

Tools and integrations that enhance the development workflow and environment management.

  • 21st-dev/Magic-MCP - Create crafted UI components inspired by the best 21st.dev design engineers.
  • Coment-ML/Opik-MCP 🎖️ 📇 ☁️ 🏠 - Talk to your LLM observability, traces and monitoring captured by Opik using natural language.
  • GLips/Figma-Context-MCP 📇 🏠 - Provide coding agents direct access to Figma data to help them one-shot design implementation.
  • QuantGeekDev/docker-mcp 🏎️ 🏠 - Docker container management and operations through MCP
  • zcaceres/fetch-mcp 📇 🏠 - An MCP server to flexibly fetch JSON, text, and HTML data
  • r-huijts/xcode-mcp-server 📇 🏠 🍎 - Xcode integration for project management, file operations, and build automation
  • snaggle-ai/openapi-mcp-server 🏎️ 🏠 - Connect any HTTP/REST API server using an Open API spec (v3)
  • jetbrains/mcpProxy 🎖️ 📇 🏠 - Connect to JetBrains IDE
  • VSCode Devtools 📇 - Connect to VSCode ide and use semantic tools like find_usages
  • tumf/mcp-text-editor 🐍 🏠 - A line-oriented text file editor. Optimized for LLM tools with efficient partial file access to minimize token usage.
  • @joshuarileydev/simulator-mcp-server 📇 🏠 - An MCP server to control iOS Simulators
  • @joshuarileydev/app-store-connect-mcp-server 📇 🏠 - An MCP server to communicate with the App Store Connect API for iOS Developers
  • @sammcj/mcp-package-version 📇 🏠 - An MCP Server to help LLMs suggest the latest stable package versions when writing code.
  • @delano/postman-mcp-server 📇 ☁️ - Interact with Postman API
    • @Govcraft/rust-docs-mcp-server 🦀 🏠 - Provides up-to-date documentation context for a specific Rust crate to LLMs via an MCP tool, using semantic search (embeddings) and LLM summarization.
  • @vivekvells/mcp-pandoc 🗄️ 🚀 - MCP server for seamless document format conversion using Pandoc, supporting Markdown, HTML, PDF, DOCX (.docx), csv and more.
  • @pskill9/website-downloader 🗄️ 🚀 - This MCP server provides a tool to download entire websites using wget. It preserves the website structure and converts links to work locally.
  • @lamemind/mcp-server-multiverse 📇 🏠 🛠️ - A middleware server that enables multiple isolated instances of the same MCP servers to coexist independently with unique namespaces and configurations.
  • @j4c0bs/mcp-server-sql-analyzer 🐍 - MCP server that provides SQL analysis, linting, and dialect conversion using SQLGlot
  • @haris-musa/excel-mcp-server 🐍 🏠 - An Excel manipulation server providing workbook creation, data operations, formatting, and advanced features (charts, pivot tables, formulae).
  • xcodebuild 🍎 Build iOS Xcode workspace/project and feed back errors to llm.
  • @jasonjmcghee/claude-debugs-for-you 📇 🏠 - An MCP Server and VS Code Extension which enables (language agnostic) automatic debugging via breakpoints and expression evaluation.
  • @Jktfe/serveMyAPI 📇 🏠 🍎 - A personal MCP (Model Context Protocol) server for securely storing and accessing API keys across projects using the macOS Keychain.
  • @xzq.xu/jvm-mcp-server 📇 🏠 - An implementation project of a JVM-based MCP (Model Context Protocol) server.
  • @yangkyeongmo@/mcp-server-apache-airflow 🐍 🏠 - MCP server that connects to Apache Airflow using official client.
  • @langfuse/mcp-server-langfuse 🐍 🏠 - MCP server to access and manage LLM application prompts created with Langfuse Prompt Management.
  • hyperb1iss/droidmind 🐍 🏠 - Control Android devices with AI through MCP, enabling device control, debugging, system analysis, and UI automation with a comprehensive security framework.
  • Rootly-AI-Labs/Rootly-MCP-server 🎖️🐍☁️🍎 - MCP server for the incident management platform Rootly.
  • YuChenSSR/mindmap-mcp-server 🐍 🏠 - A Model Context Protocol (MCP) server for generating a beautiful interactive mindmap.
  • InhiblabCore/mcp-image-compression 🐍 🏠 - MCP server for local compression of various image formats.
  • SDGLBL/mcp-claude-code 🐍 🏠 - An implementation of Claude Code capabilities using MCP, enabling AI code understanding, modification, and project analysis with comprehensive tool support.
  • ios-simulator-mcp 📇 🏠 🍎 - A Model Context Protocol (MCP) server for interacting with iOS simulators. This server allows you to interact with iOS simulators by getting information about them, controlling UI interactions, and inspecting UI elements.
  • User Feedback 🐍 🏠 - Simple MCP Server to enable a human-in-the-loop workflow in tools like Cline and Cursor.
  • gofireflyio/firefly-mcp 🎖️ 📇 ☁️ - Integrates, discovers, manages, and codifies cloud resources with Firefly.
  • octomind-mcp - 📇 ☁️ lets your preferred AI agent create & run fully managed Octomind end-to-end tests from your codebase or other data sources like Jira, Slack or TestRail.
  • yWorks/mcp-typescribe 📇 🏠 - MCP server that provides Typescript API information efficiently to the agent to enable it to work with untrained APIs
  • higress-group/higress-ops-mcp-server 🐍 🏠 - MCP server that provides comprehensive tools for managing Higress gateway configurations and operations.
  • ReAPI-com/mcp-openapi 📇 🏠 - MCP server that lets LLMs know everything about your OpenAPI specifications to discover, explain and generate code/mock data
  • automation-ai-labs/mcp-link 🏎️ 🏠 - Seamlessly Integrate Any API with AI Agents (with OpenAPI Schema)
  • hungthai1401/bruno-mcp 📇 🏠 - A MCP server for interacting with Bruno API Client.
  • YuChenSSR/multi-ai-advisor 📇 🏠 - A Model Context Protocol (MCP) server that queries multiple Ollama models and combines their responses, providing diverse AI perspectives on a single question.

🧮 Data Science Tools

Integrations and tools designed to simplify data exploration, analysis and enhance data science workflows.

📂 File Systems

Provides direct access to local file systems with configurable permissions. Enables AI models to read, write, and manage files within specified directories.

💰 Finance & Fintech

Financial data access and analysis tools. Enables AI models to work with market data, trading platforms, and financial information.

  • @SaintDoresh/Crypto-Trader-MCP-ClaudeDesktop 🐍 ☁️ - An MCP tool that provides cryptocurrency market data using the CoinGecko API.
  • @SaintDoresh/YFinance-Trader-MCP-ClaudeDesktop 🐍 ☁️ - An MCP tool that provides stock market data and analysis using the Yahoo Finance API.
  • heurist-network/heurist-mesh-mcp-server 🎖️ ⛅️ 🏠 🐍 - Access specialized web3 AI agents for blockchain analysis, smart contract security auditing, token metrics evaluation, and on-chain interactions through the Heurist Mesh network. Provides comprehensive tools for DeFi analysis, NFT valuation, and transaction monitoring across multiple blockchains
  • @base/base-mcp 🎖️ 📇 ☁️ - Base Network integration for onchain tools, allowing interaction with Base Network and Coinbase API for wallet management, fund transfers, smart contracts, and DeFi operations
  • QuantGeekDev/coincap-mcp 📇 ☁️ - Real-time cryptocurrency market data integration using CoinCap's public API, providing access to crypto prices and market information without API keys
  • anjor/coinmarket-mcp-server 🐍 ☁️ - Coinmarket API integration to fetch cryptocurrency listings and quotes
  • berlinbra/alpha-vantage-mcp 🐍 ☁️ - Alpha Vantage API integration to fetch both stock and crypto information
  • ferdousbhai/tasty-agent 🐍 ☁️ - Tastyworks API integration to handle trading activities on Tastytrade
  • ferdousbhai/investor-agent 🐍 ☁️ - Yahoo Finance integration to fetch stock market data including options recommendations
  • getalby/nwc-mcp-server 📇 🏠 - Bitcoin Lightning wallet integration powered by Nostr Wallet Connect
  • mcpdotdirect/evm-mcp-server 📇 ☁️ - Comprehensive blockchain services for 30+ EVM networks, supporting native tokens, ERC20, NFTs, smart contracts, transactions, and ENS resolution.
  • narumiruna/yfinance-mcp 🐍 ☁️ - An MCP server that uses yfinance to obtain information from Yahoo Finance.
  • bankless/onchain-mcp 📇 ☁️ - Bankless Onchain API to interact with smart contracts, query transaction and token information
  • kukapay/cryptopanic-mcp-server 🐍 ☁️ - Providing latest cryptocurrency news to AI agents, powered by CryptoPanic.
  • kukapay/whale-tracker-mcp 🐍 ☁️ - A mcp server for tracking cryptocurrency whale transactions.
  • kukapay/crypto-feargreed-mcp 🐍 ☁️ - Providing real-time and historical Crypto Fear & Greed Index data.
  • kukapay/dune-analytics-mcp 🐍 ☁️ - A mcp server that bridges Dune Analytics data to AI agents.
  • minhyeoky/mcp-server-ledger 🐍 🏠 - A ledger-cli integration for managing financial transactions and generating reports.
  • kukapay/pancakeswap-poolspy-mcp 🐍 ☁️ - An MCP server that tracks newly created pools on Pancake Swap.
  • kukapay/uniswap-poolspy-mcp 🐍 ☁️ - An MCP server that tracks newly created liquidity pools on Uniswap across multiple blockchains.
  • kukapay/uniswap-trader-mcp 🐍 ☁️ - An MCP server for AI agents to automate token swaps on Uniswap DEX across multiple blockchains.
  • kukapay/token-minter-mcp 🐍 ☁️ - An MCP server providing tools for AI agents to mint ERC-20 tokens across multiple blockchains.
  • kukapay/thegraph-mcp 🐍 ☁️ - An MCP server that powers AI agents with indexed blockchain data from The Graph.
  • longportapp/openapi - 🐍 ☁️ - LongPort OpenAPI provides real-time stock market data, provides AI access analysis and trading capabilities through MCP.
  • pwh-pwh/coin-mcp-server 🐍 ☁️ - Bitget API to fetch cryptocurrency price.
  • kukapay/jupiter-mcp 🐍 ☁️ - An MCP server for executing token swaps on the Solana blockchain using Jupiter's new Ultra API.
  • kukapay/crypto-indicators-mcp 🐍 ☁️ - An MCP server providing a range of cryptocurrency technical analysis indicators and strategie.
  • kukapay/token-revoke-mcp 🐍 ☁️ - An MCP server for checking and revoking ERC-20 token allowances across multiple blockchains.
  • kukapay/crypto-sentiment-mcp 🐍 ☁️ - An MCP server that delivers cryptocurrency sentiment analysis to AI agents.
  • kukapay/rug-check-mcp 🐍 ☁️ - An MCP server that detects potential risks in Solana meme tokens.
  • kukapay/freqtrade-mcp 🐍 ☁️ - An MCP server that integrates with the Freqtrade cryptocurrency trading bot.

🎮 Gaming

Integration with gaming related data, game engines, and services

  • Coding-Solo/godot-mcp 📇 🏠 - A MCP server for interacting with the Godot game engine, providing tools for editing, running, debugging, and managing scenes in Godot projects.
  • rishijatia/fantasy-pl-mcp 🐍 ☁️ - An MCP server for real-time Fantasy Premier League data and analysis tools.
  • CoderGamester/mcp-unity 📇 #️⃣ 🏠 - MCP Server for Unity3d Game Engine integration for game development

🧠 Knowledge & Memory

Persistent memory storage using knowledge graph structures. Enables AI models to maintain and query structured information across sessions.

  • @modelcontextprotocol/server-memory 📇 🏠 - Knowledge graph-based persistent memory system for maintaining context
  • /CheMiguel23/MemoryMesh 📇 🏠 - Enhanced graph-based memory with a focus on AI role-play and story generation
  • /topoteretes/cognee 📇 🏠 - Memory manager for AI apps and Agents using various graph and vector stores and allowing ingestion from 30+ data sources
  • @hannesrudolph/mcp-ragdocs 🐍 🏠 - An MCP server implementation that provides tools for retrieving and processing documentation through vector search, enabling AI assistants to augment their responses with relevant documentation context
  • @kaliaboi/mcp-zotero 📇 ☁️ - A connector for LLMs to work with collections and sources on your Zotero Cloud
  • mcp-summarizer 📕 ☁️ - AI Summarization MCP Server, Support for multiple content types: Plain text, Web pages, PDF documents, EPUB books, HTML content
  • graphlit-mcp-server 📇 ☁️ - Ingest anything from Slack, Discord, websites, Google Drive, Linear or GitHub into a Graphlit project - and then search and retrieve relevant knowledge within an MCP client like Cursor, Windsurf or Cline.
  • @mem0ai/mem0-mcp 🐍 🏠 - A Model Context Protocol server for Mem0 that helps manage coding preferences and patterns, providing tools for storing, retrieving and semantically handling code implementations, best practices and technical documentation in IDEs like Cursor and Windsurf

🗺️ Location Services

Location-based services and mapping tools. Enables AI models to work with geographic data, weather information, and location-based analytics.

🎯 Marketing

Tools for creating and editing marketing content, working with web meta data, product positioning, and editing guides.

📊 Monitoring

Access and analyze application monitoring data. Enables AI models to review error reports and performance metrics.

  • @modelcontextprotocol/server-sentry 🐍 ☁️ - Sentry.io integration for error tracking and performance monitoring
  • @modelcontextprotocol/server-raygun 📇 ☁️ - Raygun API V3 integration for crash reporting and real user monitoring
  • metoro-io/metoro-mcp-server 🎖️ 🏎️ ☁️ - Query and interact with kubernetes environments monitored by Metoro
  • grafana/mcp-grafana 🎖️ 🐍 🏠 ☁️ - Search dashboards, investigate incidents and query datasources in your Grafana instance
  • pydantic/logfire-mcp 🎖️ 🐍 ☁️ - Provides access to OpenTelemetry traces and metrics through Logfire
  • seekrays/mcp-monitor 🏎️ 🏠 - A system monitoring tool that exposes system metrics via the Model Context Protocol (MCP). This tool allows LLMs to retrieve real-time system information through an MCP-compatible interface.（support CPU、Memory、Disk、Network、Host、Process）
  • hyperb1iss/lucidity-mcp 🐍 🏠 - Enhance AI-generated code quality through intelligent, prompt-based analysis across 10 critical dimensions from complexity to security vulnerabilities

🔎 Search & Data Extraction

🔒 Security

  • dnstwist MCP Server 📇 🪟 ☁️ - MCP server for dnstwist, a powerful DNS fuzzing tool that helps detect typosquatting, phishing, and corporate espionage.
  • Maigret MCP Server 📇 🪟 ☁️ - MCP server for maigret, a powerful OSINT tool that collects user account information from various public sources. This server provides tools for searching usernames across social networks and analyzing URLs.
  • Shodan MCP Server 📇 🪟 ☁️ - MCP server for querying the Shodan API and Shodan CVEDB. This server provides tools for IP lookups, device searches, DNS lookups, vulnerability queries, CPE lookups, and more.
  • VirusTotal MCP Server 📇 🪟 ☁️ - MCP server for querying the VirusTotal API. This server provides tools for scanning URLs, analyzing file hashes, and retrieving IP address reports.
  • ORKL MCP Server 📇 ☁️ - MCP server for querying the ORKL API. This server provides tools for fetching threat reports, analyzing threat actors, and retrieving intelligence sources.
  • Security Audit MCP Server 📇 ☁️ A powerful MCP (Model Context Protocol) Server that audits npm package dependencies for security vulnerabilities. Built with remote npm registry integration for real-time security checks.
  • ORKL MCP Server 📇 🛡️ ☁️ - MCP server for querying the ORKL API. This server provides tools for fetching threat reports, analyzing threat actors, and retrieving intelligence sources.
  • Security Audit MCP Server 📇 🛡️ ☁️ A powerful MCP (Model Context Protocol) Server that audits npm package dependencies for security vulnerabilities. Built with remote npm registry integration for real-time security checks.
  • ROADRecon MCP Server 🐍 🪟 🏠 MCP server for analyzing ROADrecon gather results from Azure tenant enumeration

🏃 Sports

Tools for accessing sports-related data, results, and statistics.

  • r-huijts/firstcycling-mcp 📇 ☁️ - Access cycling race data, results, and statistics through natural language. Features include retrieving start lists, race results, and rider information from firstcycling.com.

🚆 Travel & Transportation

Access to travel and transportation information. Enables querying schedules, routes, and real-time travel data.

  • Airbnb MCP Server 📇 ☁️ - Provides tools to search Airbnb and get listing details.
  • NS Travel Information MCP Server 📇 ☁️ - Access Dutch Railways (NS) travel information, schedules, and real-time updates
  • KyrieTangSheng/mcp-server-nationalparks 📇 ☁️ - National Park Service API integration providing latest information of park details, alerts, visitor centers, campgrounds, and events for U.S. National Parks
  • pab1it0/tripadvisor-mcp 📇 🐍 - A MCP server that enables LLMs to interact with Tripadvisor API, supporting location data, reviews, and photos through standardized MCP interfaces

🔄 Version Control

Interact with Git repositories and version control platforms. Enables repository management, code analysis, pull request handling, issue tracking, and other version control operations through standardized APIs.

🛠️ Other Tools and Integrations

Frameworks

  • FastMCP 🐍 - A high-level framework for building MCP servers in Python
  • FastMCP 📇 - A high-level framework for building MCP servers in TypeScript
  • Foxy Contexts 🏎️ - Golang library to write MCP Servers declaratively with functional testing included
  • Genkit MCP 📇 – Provides integration between Genkit and the Model Context Protocol (MCP).
  • LiteMCP 📇 - A high-level framework for building MCP servers in JavaScript/TypeScript
  • mark3labs/mcp-go 🏎️ - Golang SDK for building MCP Servers and Clients.
  • mcp-framework 📇 - Fast and elegant TypeScript framework for building MCP servers
  • mcp-proxy - 📇 A TypeScript SSE proxy for MCP servers that use stdio transport.
  • mcp-rs-template 🦀 - MCP CLI server template for Rust
  • metoro-io/mcp-golang 🏎️ - Golang framework for building MCP Servers, focussed on type safety
  • rectalogic/langchain-mcp 🐍 - Provides MCP tool calling support in LangChain, allowing for the integration of MCP tools into LangChain workflows.
  • salty-flower/ModelContextProtocol.NET #️⃣ 🏠 - A C# SDK for building MCP servers on .NET 9 with NativeAOT compatibility ⚡ 🔌
  • spring-ai-mcp ☕ 🌱 - Java SDK and Spring Framework integration for building MCP client and MCP servers with various, plugable, transport options.
  • Template MCP Server 📇 - A CLI tool to create a new Model Context Protocol server project with TypeScript support, dual transport options, and an extensible structure
  • spring-projects-experimental/spring-ai-mcp ☕ 🌱 - Java SDK and Spring Framework integration for building MCP client and MCP servers with various, plugable, transport options.
  • @marimo-team/codemirror-mcp - CodeMirror extension that implements the Model Context Protocol (MCP) for resource mentions and prompt commands.
  • quarkiverse/quarkus-mcp-server ☕ - Java SDK for building MCP servers using Quarkus.
  • lastmile-ai/mcp-agent 🤖 🔌 - Build effective agents with MCP servers using simple, composable patterns.
  • mullerhai/sakura-mcp 🦀 ☕ - Scala MCP Framework for Build effective agents with MCP servers and MCP clients shade from modelcontextprotocol.io.
  • paulotaylor/voyp-mcp - VOYP - Voice Over Your Phone MCP Server for making calls.

Utilities

  • boilingdata/mcp-server-and-gw 📇 - An MCP stdio to HTTP SSE transport gateway with example server and MCP client.
  • isaacwasserman/mcp-langchain-ts-client 📇 – Use MCP provided tools in LangChain.js
  • lightconetech/mcp-gateway 📇 - A gateway demo for MCP SSE Server.
  • mark3labs/mcphost 🏎️ - A CLI host application that enables Large Language Models (LLMs) to interact with external tools through the Model Context Protocol (MCP).
  • MCP-Connect 📇 - A tiny tool that enables cloud-based AI services to access local Stdio based MCP servers by HTTP/HTTPS requests.
  • SecretiveShell/MCP-Bridge 🐍 – an openAI middleware proxy to use mcp in any existing openAI compatible client
  • sparfenyuk/mcp-proxy 🐍 – An MCP stdio to SSE transport gateawy.
  • upsonic/gpt-computer-assistant 🐍 – framework to build vertical AI agent
  • kukapay/whereami-mcp 🐍 ☁️ - A lightweight mcp server that tells you exactly where you are based on your current IP.
  • kukapay/whattimeisit-mcp 🐍 ☁️ - A lightweight mcp server that tells you exactly what time is it.
  • kukapay/whoami-mcp 🐍 🏠 - A lightweight MCP server that tells you exactly who you are.
  • flux159/mcp-chat 📇🖥️ - A CLI based client to chat and connect with any MCP server. Useful during development & testing of MCP servers.
  • TBXark/mcp-proxy 🏎️ - An MCP proxy server that aggregates and serves multiple MCP resource servers through a single http server.
  • f/MCPTools 🔨 - A command-line development tool for inspecting and interacting with MCP servers with extra features like mocks and proxies.

Tips and Tricks

Official prompt to inform LLMs how to use MCP

Want to ask Claude about Model Context Protocol?

Create a Project, then add this file to it:

https://modelcontextprotocol.io/llms-full.txt

Now Claude can answer questions about writing MCP servers and how they work

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