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Awesome MCP Servers

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ever-works7 months ago
A curated list of the best MCP Servers, featuring top solutions, libraries, tools, and more. -
# mcp
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Awesome MCP Servers

A curated list of the best MCP Servers, featuring top solutions, libraries, tools, and more.

Table of Contents

API Integration MCP Servers

  • 0xdaef0f/job-searchoor - An MCP server for searching job listings, with filters for date, keywords, remote work, and more, adhering to the MCP server protocol. (Read more) mcp job-search search open-source
  • API Market Server - A Model Context Protocol server that exposes over 200+ APIs from API.market as MCP resources, allowing large language models to discover and interact with various APIs. A robust and feature-rich MCP server for API aggregation. (Read more) mcp api-integration ai-integration open-source
  • apisix-mcp - Model Context Protocol server for bridging LLMs with the APISIX Admin API to query and manage Apache APISIX resources. (Read more) mcp apisix api-integration ai-integration
  • app-store-connect-mcp-server - An MCP server to communicate with the App Store Connect API for iOS Developers, enabling automation and data access. mcp ios api-integration automation
  • Balldontlie Mcp - An MCP Server implementation that integrates the Balldontlie API, providing information about NBA, NFL, and MLB players, teams, and games. (Read more) mcp sports api-integration nba
  • blazickjp/arxiv-mcp-server - Search ArXiv research papers via this MCP server, providing academic search functionality in the MCP ecosystem. (Read more) mcp arxiv research search
  • bruno-mcp - An MCP Server for running Bruno Collections, providing integration and automation capabilities for Model Context Protocol workflows. Directly relevant as an MCP Server implementation for API automation. (Read more) mcp bruno api-integration automation workflow
  • ckanthony/openapi-mcp - Dockerized MCP server that enables AI agents to access any API with OpenAPI documentation through the MCP protocol. (Read more) mcp openapi api-integration docker ai-agent
  • Databutton App Mcp - A proxy MCP server that enables LLM clients to interact with Databutton app API endpoints via the MCP protocol over websockets. This is a notable addition to the ecosystem of Awesome MCP Servers. (Read more) mcp api-integration proxy websocket
  • genomoncology/biomcp - A biomedical research MCP server that provides access to PubMed, ClinicalTrials.gov, and MyVariant.info, compliant with the MCP protocol. (Read more) mcp biomedical research pubmed
  • Ghost MCP - A Model Context Protocol (MCP) server for interacting with the Ghost CMS, enabling natural language management of posts, tags, users, and members in a blog environment. (Read more) ghost cms natural-language blog
  • Glide Api Server - An MCP server bridging Glide's API to enable automated management and data operations for Glide applications, demonstrating the versatility of MCP servers. (Read more) api-integration glide automation mcp data-access
  • hbg/mcp-paperswithcode - An MCP server for searching through the PapersWithCode API, enabling research paper and code discovery within the MCP protocol. (Read more) mcp research paperswithcode search
  • hellokaton/unsplash-mcp-server - An MCP server for Unsplash image search, allowing image retrieval within the MCP server architecture. (Read more) mcp image-search unsplash search
  • hko-mcp - An MCP server demonstrating how to retrieve weather data from the Hong Kong Observatory, useful for context-aware AI agents via MCP. (Read more) mcp weather api-integration open-data
  • jaipandya/producthunt-mcp-server - An MCP server for Product Hunt, enabling interactions with posts, comments, and users—showcasing MCP server integrations for web services. (Read more) mcp producthunt web integration
  • kunallunia/twitter-mcp - All-in-one Twitter management MCP server, enabling timeline access, tweet retrieval, conversation analysis, and sentiment analysis via the MCP protocol. (Read more) mcp twitter social-media sentiment-analysis
  • MCP GraphQL - An MCP server that allows AI to query GraphQL servers, enabling data access and manipulation via MCP protocol, transforming any GraphQL API into dynamic tools using automatic schema introspection. (Read more) mcp graphql api-integration ai-integration
  • mcp-gsuite - An MCP server for integrating with Gmail and Google Calendar, demonstrating multi-service MCP server utility. (Read more) mcp google-workspace gmail calendar
  • mcp-openapi - MCP server that provides LLMs with comprehensive access to OpenAPI specs for discovery, explanation, and code/mock data generation. (Read more) openapi api-integration llm documentation
  • mcp-openapi-schema-explorer - A token-efficient MCP Server for accessing OpenAPI/Swagger specs via MCP resources, enabling intelligent API exploration and integration. (Read more) mcp openapi swagger api-integration exploration
  • mcp-server-nationalparks - National Park Service API integration via MCP Server, providing park details, alerts, visitor centers, and events for U.S. National Parks. (Read more) mcp api-integration open-data travel
  • mcp-wolfram-alpha - An MCP server for querying the Wolfram Alpha API, enabling advanced computational queries via MCP. (Read more) wolfram-alpha computation api-integration mcp
  • ndthanhdev/mcp-browser-kit - An MCP server for interacting with manifest v2 compatible browsers. (Read more) mcp browser integration open-source
  • OpenAPI MCP Server - A community-developed, open-source MCP server implementing OpenAPI standards for transparent, standardized LLM context injection, suitable for experiments and API interoperability. Implementation by Hugging Face. (Read more) mcp openapi api-integration llm open-source
  • postmancer - A MCP server replacing REST clients like Postman/Insomnia, allowing LLMs to maintain and use API collections. (Read more) mcp api postman insomnia llm-integration
  • ricocf/mcp-wolframalpha - An MCP server that enables AI assistants to access the Wolfram Alpha API for real-time computational knowledge and data, fitting directly into the Model Context Protocol (MCP) server ecosystem. (Read more) wolfram-alpha computation real-time ai-integration
  • takashiishida/arxiv-latex-mcp - MCP server to retrieve LaTeX source of arXiv papers, handling mathematical content and equations via MCP. (Read more) mcp arxiv latex research
  • the0807/GeekNews-MCP-Server - MCP server for retrieving and processing news data from GeekNews, designed for integration in the MCP server ecosystem. (Read more) mcp news geeknews data-access
  • willvelida/mcp-afl-server - MCP server that integrates with the Squiggle API to deliver AFL statistics, results, and rankings through the Model Context Protocol. (Read more) mcp api-integration sports open-source

Blockchain & Crypto MCP Servers

  • 100ms-spl-token-sniper-mcp - An MCP server enabling high-speed trading of Solana blockchain tokens by monitoring Raydium AMM pools and Serum markets with sub-second execution, demonstrating advanced MCP server capabilities for real-time blockchain applications. (Read more) solana blockchain trading real-time mcp
  • agent-kit-server - An MCP server enabling LLMs to interact with the Solana blockchain, supporting 40+ protocol actions. This server exemplifies advanced MCP server capabilities for blockchain integration. (Read more) mcp solana blockchain ai-integration
  • Agentipy Mcp - Enables interaction with the Solana blockchain using the AgentiPy framework, allowing MCP server-based blockchain operations like querying account data and sending transactions. (Read more) mcp blockchain solana integration
  • Akash Network - Akash Network is a decentralized MCP server solution for hosting open-source analytics tools, live demos, and contributor environments. It offers transparent pricing, blockchain auditability, and community-powered deployments, distinguishing itself in the MCP ecosystem. (Read more) decentralized blockchain open-source community-powered
  • alchemy-mcp-server - An MCP server by Alchemy that enables AI agents to interact with Alchemy's blockchain APIs, directly supporting AI-driven blockchain operations via Model Context Protocol. (Read more) blockchain alchemy api-integration mcp
  • Algorand - Comprehensive MCP server for interacting with the Algorand blockchain, supporting over 40 tooling interactions and resource access. (Read more) algorand blockchain resource-access mcp open-source
  • Algorand MCP - A comprehensive MCP server providing robust tools and resource accessibility for interacting with the Algorand blockchain. It enables account creation, asset management, smart contract deployment, and transaction execution through a TypeScript-based implementation, making it directly relevant as a top MCP server solution. (Read more) blockchain algorand typescript asset-management
  • armor-crypto-mcp - A comprehensive MCP interface for multiple blockchains, supporting staking, DeFi, swaps, bridging, wallet management, and more for AI agents. (Read more) mcp blockchain crypto wallet-management open-source
  • Awesome Solana MCP - An MCP server enabling interaction with the Solana blockchain, allowing retrieval of validator info, fee estimations, transaction histories, and management of digital assets via Claude assistants. (Read more) solana blockchain mcp open-source
  • base-mcp - An MCP Server that allows Claude to interact with the Base blockchain and Coinbase API for cryptocurrency operations such as wallet management, fund transfers, and smart contract deployments. (Read more) mcp blockchain coinbase wallet-management smart-contracts
  • beeper-mcp - An MCP server for interacting with Binance Smart Chain (BSC), supporting token transfers, swaps, and reward claims for AI agents. (Read more) mcp blockchain binance crypto
  • bicscan-mcp - An MCP server that provides risk scoring and asset holding analysis for EVM blockchain addresses, including EOAs, contracts, ENS, and domains. (Read more) evm blockchain risk-analysis open-source
  • bitcoin-mcp - Facilitates interaction with the Bitcoin network via the Model Context Protocol, enabling key generation, address validation, transaction decoding, and blockchain data retrieval. A strong example of an MCP server. (Read more) mcp bitcoin blockchain open-source
  • blockbeats-mcp - An MCP server that delivers blockchain news and in-depth articles from BlockBeats for AI agents. Demonstrates an MCP server implementation for media and news delivery. (Read more) blockchain news media ai-integration
  • bridge-rates-mcp - An MCP server providing real-time cross-chain bridge rates and optimal transfer routes for onchain AI agents. (Read more) mcp blockchain real-time crypto ai-agent
  • CCXT MCP - An MCP server that enables AI models to interact with over 100 cryptocurrency exchanges via the Model Context Protocol, providing trading capabilities and access to exchange APIs. (Read more) ccxt crypto trading api-integration
  • Cg MCP - A real-time cryptocurrency data MCP server built on Node.js Express, interfacing with CoinGecko's API and managing API endpoint switching. Highlights MCP integration for financial data. (Read more) mcp crypto market-data real-time
  • chainlink-feeds-mcp - An MCP server granting real-time access to Chainlink's decentralized price feeds for AI agents. (Read more) chainlink price-feeds real-time blockchain
  • codex-mcp - Codex MCP server integrates Codex API to provide real-time, enriched blockchain and market data across 60+ networks for AI agents using Model Context Protocol. (Read more) mcp blockchain market-data real-time
  • coin-mcp-server - An MCP server using Bitget API to fetch cryptocurrency prices. (Read more) mcp crypto market-data api-integration
  • coincap-mcp - Real-time cryptocurrency market data integration MCP server using CoinCap's public API. (Read more) mcp cryptocurrency market-data real-time api-integration
  • coinmarket-mcp-server - An MCP server offering Coinmarket API integration, enabling AI agents to fetch cryptocurrency listings and real-time quotes via Model Context Protocol. (Read more) mcp api-integration market-data crypto
  • crypto-feargreed-mcp - An MCP server that provides real-time and historical Crypto Fear & Greed Index data, making it a valuable resource for MCP ecosystem users needing market sentiment insights via standardized server protocols. mcp crypto market-data real-time open-source
  • crypto-indicators-mcp - An MCP server delivering real-time technical analysis indicators and trading signals for cryptocurrency markets, useful for MCP-based quantitative strategy development and trading automation. (Read more) mcp crypto market-data real-time trading
  • crypto-news-mcp - An MCP server supplying real-time cryptocurrency news sourced from NewsData, designed for seamless integration with AI agents and applications relying on MCP protocols. (Read more) mcp crypto news real-time open-source
  • crypto-portfolio-mcp - An MCP server for tracking and managing cryptocurrency portfolio allocations, designed for integration with AI agents. (Read more) mcp crypto portfolio-management ai-integration
  • crypto-rss-mcp - An MCP server aggregating real-time cryptocurrency news from multiple RSS feeds for AI-driven workflows. (Read more) mcp crypto news rss real-time
  • crypto-sentiment-mcp - Delivers real-time cryptocurrency sentiment analysis by leveraging Santiment's data, allowing traders and applications to access sentiment metrics and trending topics through an MCP server interface. (Read more) mcp crypto sentiment-analysis real-time
  • crypto-trader-mcp-claudedesktop - An MCP tool providing cryptocurrency market data using the CoinGecko API. (Read more) cryptocurrency market-data api-integration mcp
  • crypto-trending-mcp - An MCP server that tracks the latest trending tokens on CoinGecko for AI-powered analysis. (Read more) mcp crypto market-data real-time
  • crypto-whitepapers-mcp - An MCP server serving as a structured knowledge base of crypto whitepapers for AI agents. (Read more) mcp crypto knowledge-base documentation
  • cryptopanic-mcp-server - An MCP server providing the latest cryptocurrency news to AI agents, powered by CryptoPanic. (Read more) mcp crypto news ai-integration
  • defi-yields-mcp - An MCP server enabling AI agents to explore DeFi yield opportunities across multiple platforms. (Read more) defi yield-farming blockchain ai-integration
  • dexpaprika-mcp - A Model Context Protocol (MCP) server that provides real-time cryptocurrency market data across multiple blockchain networks, including DEX listings, liquidity pools, token details, and price analytics without requiring API keys. Directly relevant as an example of an MCP server. (Read more) cryptocurrency market-data real-time multi-chain
  • dune-analytics-mcp - A Model Context Protocol server bridging Dune Analytics data to AI agents for advanced blockchain analytics. (Read more) dune-analytics blockchain analytics ai-integration
  • etf-flow-mcp - An MCP server delivering crypto ETF flow data for enhanced decision-making by AI agents. mcp crypto etf market-data ai-agent
  • evm-mcp-server - Comprehensive blockchain services MCP server supporting 30+ EVM networks, including native tokens, ERC20, NFTs, smart contracts, and ENS resolution. (Read more) blockchain evm smart-contracts nft mcp
  • evm-server - A Model Context Protocol server that enables AI agents to interact with over 30 Ethereum-compatible blockchain networks for token transfers, contract interactions, and ENS resolution. (Read more) blockchain evm ethereum mcp
  • flow-server - A Model Context Protocol server that enables AI assistants to access Flow blockchain data and perform blockchain operations through standardized MCP endpoints. (Read more) mcp blockchain flow ai-assistant data-access
  • freqtrade-mcp - An MCP server that integrates with the Freqtrade cryptocurrency trading bot, extending MCP with automated trading capabilities. Highly relevant as an example of an MCP server for crypto trading. (Read more) crypto trading automation mcp
  • funding-rates-mcp - An MCP server providing real-time funding rate data across major crypto exchanges to AI agents. (Read more) mcp crypto real-time market-data ai-agent
  • heurist-mesh-mcp-server - Heurist Mesh MCP server provides specialized web3 AI agents for blockchain analysis, smart contract audit, DeFi analysis, NFT valuation, and transaction monitoring via Model Context Protocol. (Read more) blockchain web3 ai-integration open-source
  • Heurist Mesh Server - An MCP server that connects AI systems to Web3 and blockchain tools for cryptocurrency research and token verification, supporting a range of Web3 APIs. Directly relevant as a specialized MCP server. (Read more) blockchain web3 cryptocurrency mcp api-integration
  • janswist/mcp-dexscreener - MCP server for real-time on-chain market prices using the Dexscreener API. (Read more) dexscreener market-data blockchain real-time
  • jupiter-mcp - An MCP server for executing token swaps on the Solana blockchain using Jupiter's Ultra API, empowering AI agent trading strategies. (Read more) mcp solana blockchain trading ai-agent
  • mcp (BitteProtocol) - Bitte Protocol's MCP server enables AI agents to run on several blockchains, facilitating multi-chain applications via Model Context Protocol. (Read more) blockchain multi-chain ai-integration mcp
  • mcp-server-ccxt - An MCP server built on the CCXT library, enabling access to real-time crypto market data and trading functions across 20+ exchanges for AI agents. (Read more) ccxt crypto real-time mcp
  • metatrader-mcp-server - A Model Context Protocol server enabling AI LLMs to execute trades and interact with the MetaTrader 5 platform. (Read more) trading metatrader mcp ai-integration
  • nostr-mcp - A Nostr MCP server enabling interaction with the Nostr protocol, including posting notes and more, as part of the best MCP server solutions. (Read more) mcp nostr blockchain open-source messaging
  • nwc-mcp-server - An MCP server integrating Bitcoin Lightning wallets using Nostr Wallet Connect, supporting AI agent interactions with Lightning payments. (Read more) bitcoin lightning nostr mcp
  • okx-mcp-server - The OKX MCP server is an open-source demo that delivers crypto and market data through MCP, useful for LLMs providing real-time financial analytics and advice. (Read more) mcp crypto market-data real-time
  • onchain-mcp - Bankless Onchain MCP server provides API access for interacting with smart contracts and querying blockchain transaction and token data via Model Context Protocol. (Read more) blockchain smart-contracts api-integration mcp
  • pancakeswap-poolspy-mcp - An MCP server that monitors newly created pools on Pancake Swap for AI agents. pancakeswap blockchain monitoring mcp
  • rug-check-mcp - An MCP server that detects potential risks in Solana meme tokens, assisting AI agents in risk assessment. solana risk-analysis blockchain ai-integration
  • solana-mcp-kit - A specialized MCP SDK for integrating Solana blockchain with MCP servers, enabling AI assistants to interact with the Solana ecosystem through MCP protocol. (Read more) solana blockchain ai-integration sdk
  • starknet-mcp-server - MCP server for integrating with the Starknet blockchain, supporting native tokens, smart contracts, and StarknetID resolution. (Read more) blockchain starknet smart-contracts mcp
  • thegraph-mcp - An MCP server powering AI agents with indexed blockchain data from The Graph protocol. (Read more) mcp blockchain thegraph data-access ai-integration
  • token-minter-mcp - An MCP server that provides tools for AI agents to mint ERC-20 tokens across multiple blockchains. (Read more) blockchain erc20 token-minting mcp
  • token-revoke-mcp - An MCP server for checking and revoking ERC-20 token allowances across multiple blockchains. (Read more) blockchain erc20 token-management mcp
  • uniswap-poolspy-mcp - An MCP server that tracks newly created liquidity pools on Uniswap across multiple blockchains. (Read more) uniswap blockchain monitoring mcp
  • uniswap-trader-mcp - An MCP server for AI agents to automate token swaps on Uniswap DEX across multiple blockchains. (Read more) mcp uniswap blockchain trading ai-agent
  • web3-mcp - An MCP server implementation that wraps the Ankr Advanced API, providing access to blockchain data (NFTs, tokens) across multiple chains including Ethereum, BSC, Polygon, and Avalanche. (Read more) blockchain web3 nft multi-chain mcp
  • whale-tracker-mcp - A MCP server for tracking cryptocurrency whale transactions. (Read more) mcp crypto blockchain tracking real-time
  • wowinter13/solscan-mcp - An MCP tool for querying Solana transactions with natural language via the Solscan API. (Read more) solana blockchain natural-language transactions
  • xrpl-mcp-server - MCP server for the XRP Ledger, providing access to account information, transaction history, and network data. (Read more) blockchain xrp ledger open-source

Cloud & DevOps MCP Servers

  • 1panel Mcp - Automates website deployment to 1Panel servers, offering static site creation, build file uploads, and deployment statistics via a Node.js Express interface, exemplifying deployment automation with MCP servers. (Read more) mcp deployment automation nodejs
  • alibaba-cloud-ops-mcp-server - An MCP server for operating resources on Alibaba Cloud, supporting ECS, Cloud Monitor, OOS, and other common Alibaba Cloud products via the MCP protocol. (Read more) mcp cloud alibaba-cloud automation
  • Aptible - A compliance-focused MCP server platform ideal for HIPAA-regulated and security-sensitive apps, offering production-ready infrastructure and robust security features. (Read more) compliance security managed cloud
  • AWS Lambda MCP Server - A community MCP Server for AWS Lambda that enables serverless cost tracking and automation of Lambda functions from within the MCP ecosystem. (Read more) aws lambda cloud automation mcp
  • Aws MCP - A Model Context Protocol (MCP) server that enables direct interaction with AWS services using the AWS SDK v2, allowing resource management and querying in cloud environments. (Read more) mcp aws cloud resource-management
  • aws-mcp-server - A lightweight MCP server that allows AI assistants to execute AWS CLI commands, use Unix pipes, and apply prompt templates for AWS tasks in a secure, multi-architecture Docker environment. (Read more) aws cloud mcp docker
  • azure-cli-mcp - Enables direct management of Azure resources through the Azure CLI, allowing users to list resources, fix configuration issues, and create new services using local credentials. Implements the Model Context Protocol (MCP), making it a notable MCP Server. (Read more) mcp azure cli cloud
  • azure-devops-mcp - Integrates with Azure DevOps to enable querying work items, creating tasks, searching code repositories, and retrieving project information via the Model Context Protocol (MCP). A valid MCP Server for DevOps workflows. (Read more) mcp azure devops project-management
  • azure-resource-graph-mcp-server - An MCP server for querying and analyzing Azure resources at scale using Azure Resource Graph, enabling AI assistants to monitor Azure infrastructure via MCP. (Read more) mcp azure cloud monitoring
  • bright8192/esxi-mcp-server - A VMware ESXi/vCenter management server based on MCP, providing REST API interfaces for virtual machine management via the MCP protocol. (Read more) mcp cloud vmware infrastructure open-source
  • cloudflare-edge-mcp-server - An official MCP Server for Cloudflare Edge, providing edge-AI caching and the ability to deploy Cloudflare Workers via MCP integration. (Read more) mcp cloudflare edge ai-integration
  • Cloudstack MCP - An MCP server that enables natural language management of Apache CloudStack infrastructure, translating user requests into API calls for VM deployment, resource management, and infrastructure operations without requiring direct API knowledge. Directly relevant as an example of a specialized Model Context Protocol (MCP) server. (Read more) mcp cloud cloudstack infrastructure
  • Cloudtasks Mcp - An MCP server for interacting with Google Cloud Tasks queues and tasks using natural language, allowing management and handling of tasks via Claude Desktop. Illustrates the use of MCP servers for cloud task automation. (Read more) mcp cloud google-cloud task-automation
  • Cloudwatch Logs Mcp - A Python-based MCP server providing direct access to AWS CloudWatch logs, with tools for listing log groups and retrieving filtered log entries, built on FastMCP and boto3. Demonstrates an MCP server for cloud log management. (Read more) mcp aws cloudwatch logs
  • Clusters Api - An MCP server implementation providing endpoints for wallet-based authentication, cluster management, and name registration. Direct example of an MCP server for cluster operations. (Read more) mcp cluster-management api authentication
  • containerinc-mcp - An MCP server that enables automating deployment of containerized applications directly from code editors, streamlining workflows through GitHub authentication and Docker image publishing. (Read more) container deployment automation github
  • databricks-mcp-server - Databricks, via its Mosaic framework, provides MCP server capabilities that connect Delta Lake and ML pipelines to LLMs, focusing on enterprise-scale context delivery and AI-ready data preparation. (Read more) mcp databricks cloud enterprise ai-integration
  • docker-mcp - A powerful Model Context Protocol (MCP) server for Docker operations, enabling seamless container and compose stack management through Claude AI. (Read more) mcp docker container-management cloud ai-integration
  • esa - An implementation of the Model Context Protocol (MCP) server that enables AI models to communicate with Edge Security Acceleration (ESA) services, managing routines, deployments, and other resources through standardized protocols. (Read more) mcp cloud automation edge
  • firebase-mcp - An MCP server for Firebase, enabling Authentication, Firestore, and Storage operations for backend integration in MCP-compatible applications. (Read more) mcp firebase cloud authentication storage
  • firefly-mcp - An MCP server bridging to Firefly.ai's cloud infrastructure platform, enabling inventory queries and Terraform code generation for cloud resource discovery. (Read more) mcp firefly cloud terraform resource-discovery
  • flipt-io/mcp-server-flipt - MCP server that enables AI assistants to interact with feature flags managed in Flipt. (Read more) feature-flags devops mcp ai-integration
  • flux159/mcp-server-kubernetes - Typescript implementation of an MCP server for Kubernetes cluster operations, including pods, deployments, and services management. (Read more) mcp kubernetes cloud-native typescript
  • Fly.io - Fly.io is an MCP server provider that enables running full-stack applications close to users worldwide, with auto-scaling, edge deployments, and Docker support. It is tailored for real-time and latency-sensitive MCP server use cases. (Read more) cloud edge auto-scaling docker
  • Gcp Mcp - An MCP server that integrates with Google Cloud Platform services, providing tools for interacting with Compute Engine, Cloud Storage, Cloud Functions, Cloud Run, BigQuery, and more via official libraries and robust error handling. Exemplifies a cloud-focused MCP server implementation. (Read more) google-cloud cloud mcp automation integration
  • Google Cloud Functions MCP - The official MCP Server for Google Cloud Functions, facilitating orchestration and auto-scaling of microservices through Model Context Protocol integration. (Read more) mcp google-cloud cloud-functions auto-scaling
  • Harvester Server - A Go-based MCP server to manage Harvester HCI clusters and Kubernetes resources, providing human-readable output and cluster management tools. Highly relevant as an MCP server. (Read more) mcp cloud devops kubernetes open-source
  • Heroku Server - An MCP server facilitating interaction between large language models (LLMs) and the Heroku Platform, enabling automation and management through MCP endpoints. Directly relevant as an MCP server. (Read more) heroku cloud automation mcp llm-integration
  • Hetzner - A Model Context Protocol server for managing Hetzner Cloud resources, including servers, volumes, firewalls, and SSH keys through structured MCP functions. Directly relevant as an MCP server. (Read more) hetzner cloud resource-management mcp automation
  • higress-mcp-hosting - A hosting solution for MCP servers within the Higress API gateway. Provides centralized management, authentication, rate limiting, and other enterprise-grade features for MCP deployments. (Read more) mcp higress gateway hosting enterprise
  • higress-mcp-server-hosting - Higress extends API Gateway functionality with WASM plugins to provide robust MCP server hosting and seamless protocol integration. (Read more) mcp higress gateway wasm hosting
  • higress-ops-mcp-server - MCP server providing comprehensive tools for managing Higress gateway configurations and operations. (Read more) mcp higress gateway cloud configuration
  • johnneerdael/netskope-mcp - An MCP server providing access to all Netskope Private Access components within Netskope environments, including detailed setup and LLM examples. (Read more) mcp netskope cloud llm
  • k8s-mcp-server - A robust MCP server that enables AI assistants to securely execute Kubernetes CLI commands (kubectl, helm, istioctl, argocd) using Unix pipes in a Docker environment. (Read more) mcp kubernetes cloud-native code-execution security
  • Koyeb - Koyeb is a serverless MCP server platform for running containerized apps and APIs, supporting auto-scaling, GitHub integration, and global edge deployments. It offers a free tier, making it accessible for both experimentation and production MCP workloads. (Read more) serverless cloud auto-scaling github-integration
  • Kubernetes MCP - An MCP server for managing Kubernetes clusters, allowing listing, creating, updating, and deleting Kubernetes resources through Model Context Protocol. (Read more) mcp kubernetes cloud-native automation
  • Kubernetes MCP Server - Kubernetes MCP Server is an MCP solution that lets LLMs manage, monitor, and interact with Kubernetes clusters for AI-assisted cloud infrastructure management. (Read more) kubernetes cloud-native devops monitoring
  • manusa/Kubernetes MCP Server - A powerful MCP server for Kubernetes and OpenShift, supporting CRUD operations for any Kubernetes resource and specialized cluster interaction tools. (Read more) mcp kubernetes cloud-native devops
  • mcp-cloudflare - An MCP server for global edge deployment, DNS management, and cache control via Cloudflare. Integrates AI and automation with web infrastructure and security in modern development pipelines. (Read more) mcp cloudflare cloud-native automation
  • mcp-k8s - AI-driven Kubernetes resource management MCP server, allowing natural language interaction with any Kubernetes resource, including CRDs. (Read more) mcp kubernetes cloud-native ai-integration
  • mcp-k8s-go - A Golang-based Kubernetes MCP server designed for extensibility, enabling Kubernetes management via Model Context Protocol. (Read more) kubernetes golang cloud-native open-source
  • mcp-server - MCP server for RAD Security, providing AI-powered security insights for Kubernetes and cloud environments via the Model Context Protocol. (Read more) mcp security kubernetes cloud
  • mcp-server-azure-devops - MCP Server for Azure DevOps, enabling integration for repository management, work items, and pipelines. (Read more) mcp azure devops repository-management
  • mcp-server-cloudflare - MCP server for seamless integration with Cloudflare services such as Workers, KV, R2, and D1, allowing management via the MCP protocol. (Read more) mcp cloudflare cloud automation
  • mcp-server-docker - Integrates Docker with MCP to manage containers, images, volumes, and networks, showcasing how MCP Servers can control containerized environments. (Read more) docker container-management devops mcp
  • MCP Server (Managed Cloud Platform) - A Managed Cloud Platform (MCP) Server is a next-generation cloud-based virtual machine that provides auto-scaling, built-in orchestration, load balancing, monitoring, security, and backup features, all fully managed by the provider. It combines the flexibility of traditional cloud IaaS, the simplicity of PaaS, and the performance of bare-metal servers, making it a top choice for modern cloud hosting in 2025. (Read more) cloud managed orchestration auto-scaling
  • metoro-io/metoro-mcp-server - An MCP server to query and interact with Kubernetes environments monitored by Metoro, integrating Kubernetes monitoring with MCP. (Read more) kubernetes monitoring cloud-native integration
  • nwiizo/tfmcp - A Terraform MCP server that enables AI assistants to manage and operate Terraform environments, including reading configs, analyzing plans, and managing state. (Read more) mcp terraform devops automation
  • portainer/portainer-mcp - MCP server for natural language access to Portainer instances, enabling container management, deployment operations, and infrastructure monitoring. (Read more) mcp container-management portainer cloud natural-language
  • pox-mcp-server - MCP server for the POX SDN controller, offering network control and management capabilities through the MCP protocol. (Read more) pox sdn networking mcp
  • pulumi/mcp-server - MCP server for interacting with Pulumi via Automation and Cloud APIs, enabling programmatic access to Pulumi operations such as deployments and stack outputs. (Read more) pulumi cloud automation mcp
  • qiniu-mcp-server - A Model Control Protocol (MCP) server built on Qiniu Cloud products, supporting access to Qiniu Cloud Storage and media processing services. Directly enables MCP clients to interact with Qiniu's cloud infrastructure. (Read more) mcp qiniu cloud storage media-processing
  • Qovery - Qovery is an internal PaaS focused on DevOps workflows, offering a managed MCP server experience with built-in support for auto-scaling, multiple environments, integrated databases, and developer-friendly features for deploying microservices and APIs. (Read more) managed cloud auto-scaling devops
  • Railway - Railway provides a developer-friendly MCP server platform with automatic deployments, comprehensive Git integration, built-in databases, and robust scaling. It simplifies infrastructure management, making it easy to deploy, monitor, and secure MCP-based applications. (Read more) cloud deployment git-integration scaling
  • Render - Render is a modern cloud platform for developers, offering managed MCP (Managed Cloud Platform) server solutions with features like one-click deployments, auto-scaling, GitHub/GitLab integration, built-in CDN, databases, and strong security. Ideal for quickly launching and scaling web apps on MCP infrastructure. (Read more) cloud auto-scaling managed deployment
  • rohitg00/kubectl-mcp-server - A Model Context Protocol (MCP) server for Kubernetes, enabling AI assistants to interact with clusters through natural language via the MCP protocol. (Read more) mcp kubernetes cloud-native ai-integration
  • Sentry MCP Server - A community MCP Server for Sentry that clusters errors and enables automated bug fixing and incident management within the MCP architecture. (Read more) sentry monitoring automation mcp
  • strowk/mcp-k8s-go - MCP server for Kubernetes cluster operations, providing management and automation capabilities via the MCP protocol. (Read more) mcp kubernetes automation golang
  • thunderboltsid/mcp-nutanix - Go-based MCP server for interfacing with Nutanix Prism Central resources, enabling cloud and on-premises management via MCP. (Read more) mcp nutanix cloud golang
  • weibaohui/k8m - MCP multi-cluster Kubernetes management server featuring a GUI, logging, and 50+ tools for DevOps and development, supporting both standard and CRD resources. (Read more) mcp kubernetes devops multi-cluster gui
  • weibaohui/kom - MCP multi-cluster Kubernetes management and operations server and SDK, with 50+ built-in tools for DevOps, supporting standard and CRD resources. (Read more) mcp kubernetes devops multi-cluster sdk
  • wenhuwang/mcp-k8s-eye - MCP server for Kubernetes management and analysis, providing cluster and application health analysis via MCP. (Read more) mcp kubernetes monitoring analysis

AI Integration MCP Servers

  • 21st.dev Magic MCP - A community-driven, extensible MCP server implementation focused on flexibility for Claude-based AI agents. It offers customizable memory persistence and toolchains, suitable for indie developers and personal projects. (Read more) mcp claude memory extensible
  • 5ire - 5ire is a cross-platform desktop AI assistant and MCP client, compatible with major service providers and supporting local knowledge bases and tools via Model Context Protocol servers. (Read more) ai-assistant cross-platform knowledge-base desktop
  • Ai Expert Workflow Mcp - Facilitates structured product development via specialized AI roles using the Model Context Protocol, converting requirements into actionable tasks. Highlights workflow automation with MCP servers. (Read more) mcp ai-integration workflow automation product-development
  • Ai Humanizer Server - A Model Context Protocol (MCP) server that enhances AI-generated content to sound more natural and human-like, with features like AI detection and text refinement. Highly relevant as an example of an advanced MCP server implementation. (Read more) mcp ai-integration nlp content-refinement open-source
  • Ai Image Gen Mcp - An MCP-compliant server that generates images from text prompts using Replicate's model, demonstrating extensibility and protocol adherence in the MCP server ecosystem. (Read more) mcp image-generation generative-ai open-source replicate
  • Ai Prompts Mcp - A Model Context Protocol implementation for managing and serving AI prompts with a TypeScript architecture, showcasing MCP server capabilities for AI prompt management. (Read more) mcp prompt-management typescript ai-integration open-source
  • Amazon Bedrock Nova Canvas - An MCP server that utilizes Amazon Nova Canvas model for image generation, integrating Amazon Bedrock with MCP-compatible clients. (Read more) mcp generative-ai image-generation aws
  • Anthropic Prompt MCP - MCP server that provides tools for interacting with Anthropic's prompt engineering APIs, allowing users to generate, improve, and templatize prompts. (Read more) prompt-management anthropic ai-integration open-source
  • anti-bullshit-mcp-server - A Model Context Protocol (MCP) server designed to analyze claims, validate sources, and detect manipulation using various epistemological frameworks. Highly relevant for those seeking advanced MCP Server solutions with tools for epistemic analysis and manipulation detection. (Read more) ai-integration epistemology analysis mcp
  • Any Chat Completions MCP - An MCP server for chatting with any OpenAI SDK compatible Chat Completions API, including Perplexity, Groq, and xAI, enabling connection to multiple AI providers through a unified OpenAI-compatible API interface using the Model Context Protocol. (Read more) mcp chat openai ai-integration
  • Auto-MCP - A tool for building MCP servers tailored for AI agents such as CrewAI and LangGraph. It streamlines the process of deploying and connecting MCP servers to platforms like Cursor and Claude. (Read more) mcp ai-integration agent-framework deployment
  • Autogen MCP - Bridges Microsoft's AutoGen framework with external tools, enabling autonomous agents to execute code, perform research, and collaborate in multi-agent conversations for complex problem-solving tasks via an MCP server. (Read more) mcp ai-integration autogen open-source agent-framework
  • blender-mcp - An MCP server connecting Blender to AI assistants through the Model Context Protocol, enabling prompt-based 3D modeling and scene manipulation directly from natural language prompts. (Read more) mcp blender 3d-modeling ai-integration
  • Calculator MCP Server - An MCP server that enables LLMs to use a calculator for precise numerical calculations through the MCP protocol. (Read more) mcp computation ai-integration open-source
  • chatgpt-mcp - An MCP server integrating with OpenAI's GPT-4o model for text analysis, summarization, and generation, providing advanced language capabilities through the Model Context Protocol. (Read more) mcp openai summarization nlp
  • chatmcp - chatmcp is an AI chat client that implements the Model Context Protocol (MCP), making it a practical and interactive MCP server/client solution for AI chat experiences. (Read more) mcp chat ai-integration client
  • Chess MCP - MCP server that integrates with chess engines and libraries to provide game analysis, move generation, and position evaluation, illustrating how MCP servers can power AI-driven chess research and applications. (Read more) mcp chess ai-integration game-data
  • Choturobo - An MCP server integrating Arduino-based robotics (ESP32 or Arduino Nano) with AI, enabling control of hardware components like LEDs, motors, servos, and sensors through AI assistants. Highly relevant as an innovative MCP server expanding hardware interaction capabilities. (Read more) mcp hardware ai-integration iot
  • chronulus-mcp - An MCP server that provides forecasting and prediction capabilities using Chronulus AI agents, making predictive analytics accessible via the Model Context Protocol. (Read more) mcp ai-integration analytics forecasting prediction
  • chucknorris-mcp - A specialized MCP server providing LLM enhancement prompts and jailbreaks with dynamic schema adaptation, designed to augment AI capabilities via the MCP protocol. (Read more) mcp llm-integration prompt-management open-source
  • Claude desktop api use via mcp - A server that enables Claude Desktop users to access the Claude API directly, bypass Professional Plan limitations, and use advanced features like custom system prompts and conversation management. A practical MCP server for enhanced Claude integration. (Read more) mcp ai-integration claude context-management open-source
  • Claude Prompts Mcp - A flexible, template-based prompt system server for Claude models, enabling standardized interactions and complex reasoning workflows through a TypeScript/Node.js MCP server with API support. Highly relevant as an MCP server for prompt management. (Read more) mcp ai-integration prompt-management typescript open-source
  • Claude Server - An MCP server enhancing Claude's context management, knowledge organization, and conversation thread storage across sessions. Relevant as a robust MCP server solution for persistent state and project context organization. (Read more) mcp ai-integration context-management open-source
  • Context 7 - A lightweight, modular MCP-compatible memory and agent protocol server designed for privacy-first, on-device AI agents. Supports local and cloud-based LLMs with persistent, session-aware memory. Also integrates real-time, up-to-date documentation directly into your coding environment, providing accurate and context-aware API information to streamline development workflows and reduce errors. (Read more) mcp memory privacy ai-agent
  • Cwkcursorpippamcp - A comprehensive memory management system MCP server for Cursor IDE, allowing AI assistants to remember, recall, and manage information across conversations—showcasing advanced MCP server design. (Read more) mcp memory context-management cursor
  • DeepLucid3D MCP - An open-source Model Context Protocol (MCP) server implementing the Unified Cognitive Processing Framework (UCPF). It provides advanced cognitive analysis, creative problem-solving, and structured thinking tools via the MCP protocol. (Merged 'Deeplucid3d Mcp' and 'DeepLucid3D UCPF Server') (Read more) open-source cognitive-analysis ucpf problem-solving
  • deepseek-server - Enables integration of DeepSeek's language models with MCP-compatible applications, providing AI-powered chat completions, custom model selection, and parameter control, making it a powerful MCP server for language-based tasks. mcp ai-integration chat language-models open-source
  • Elysia-mcp - An implementation of the Model Context Protocol (MCP) server using Bun and the Elysia web framework, enabling high-performance MCP servers that expose resources, tools, and prompts to LLMs through a standardized interface. (Read more) bun elysia llm-integration open-source
  • Ephor Mcp - An MCP server that enables multiple LLMs to share and analyze responses for collaborative problem-solving and multi-perspective analysis using the Model Context Protocol. Directly relevant as an MCP server. (Read more) ai-integration collaboration llm mcp
  • Fastn - An MCP server enabling dynamic tool registration and execution based on API definitions, allowing seamless integration with AI services like Claude.ai and Cursor.ai. (Read more) ai-integration api-integration mcp dynamic
  • Flowise - Integrates Flowise chatflows and assistants with MCP, allowing seamless incorporation of AI-powered conversational interfaces into MCP-compatible systems. (Read more) ai-integration chat mcp assistant
  • flux-dev-mcp - An MCP server powered by Flux API from Cephalon Cloud, providing advanced AI capabilities through a standardized Model Context Protocol interface. (Read more) mcp ai-integration cloud generative-ai
  • Folderr Server - A Model Context Protocol server offering tools for interaction with Folderr's API, specifically for managing Folderr Assistants through MCP. (Read more) mcp ai-integration open-source api-integration
  • Gemini Thinking MCP - A Model Context Protocol (MCP) server implementation for the Google Gemini language model, allowing Claude Desktop users to access the reasoning capabilities of Gemini-2.0-flash-thinking-exp-01-21. (Read more) mcp gemini llm ai-integration
  • Geminimcpa - A flexible MCP server powered by Gemini, enabling step-by-step problem analysis and reasoning with dynamic thought generation and session tracking for workflow optimization. (Read more) mcp gemini reasoning workflow
  • Gemsuite - Open-source MCP server for advanced Gemini API interaction, with intelligent model selection capabilities. (Merged with 'Gemsuite Mcp') (Read more) gemini ai-integration open-source model-selection
  • Genesis MCP - An MCP server bridging AI assistants with Genesis World simulations, enabling customizable agent-based virtual world simulations and behavior analysis within conversations. (Read more) mcp simulation ai-integration virtual-world
  • Goose - Allows Goose to interact with MCP servers, enabling AI models to securely access resources via the MCP standard. (Read more) mcp ai-integration security resource-access
  • Goose mcp - Extends the Goose AI assistant with a suite of MCP servers, enabling integration with Plex Media Server, Rotten Tomatoes, eBay, SearxNG for web search, and Taskwarrior. (Read more) ai-assistant integration media task-management
  • Grasshopper Mcp - Connects Grasshopper design software to Claude via a bidirectional MCP server, enabling natural language control of modeling workflows. Illustrates MCP server applications in design automation. (Read more) ai-integration design claude workflow mcp
  • Hass Mcp - An MCP server integrating with Home Assistant, enabling natural language control and management of smart home devices via Docker and the Home Assistant API. Directly relevant as an MCP server. (Read more) mcp home-assistant smart-home natural-language
  • Hfspace - An MCP server connecting Claude Desktop to Hugging Face Spaces with minimal setup, enabling advanced AI capabilities including image generation, vision tasks, and text-to-speech. Demonstrates MCP server extensibility. (Read more) huggingface ai-integration image-generation mcp vision
  • Home Assistant MCP - An MCP server for accessing and controlling Home Assistant devices, integrating home automation into AI workflows using MCP, exposing all Home Assistant voice intents. (Read more) mcp home-assistant smart-home ai-integration
  • Houdini Mcp - Connects Houdini to Claude AI using the Model Context Protocol (MCP), enabling AI-assisted 3D modeling and scene creation. Directly relevant as an MCP server implementation for creative AI workflows. (Read more) houdini 3d-modeling ai-integration mcp creative
  • HyperChat - HyperChat is a chat client utilizing APIs from various LLMs, implementing productivity tools through the MCP protocol, making it an example of a modern MCP Server application. (Read more) chat llm-integration productivity api
  • interactive-mcp - Enables interactive LLM workflows by adding local user prompts and chat functionality directly into the MCP loop, enhancing the interactivity of MCP servers. (Read more) interactive chat llm-integration mcp open-source
  • Jetson MCP - Jetson MCP integrates LLMs with NVIDIA Jetson hardware, enabling control and interaction with edge AI devices for robotics and IoT applications. (Read more) jetson iot edge llm
  • Klavis AI - Klavis AI is an open-source MCP (Multi-Channel Platform) solution designed for easy AI tool integration. It allows users to utilize AI in Slack and Discord, offering hosted servers and secure OAuth, which makes it a direct and relevant tool for building and hosting MCP servers. (Read more) open-source ai-integration slack discord
  • Knowledge Graph Memory - An MCP extension that provides AI agents with persistent contextual memory by creating a knowledge graph from project or documentation data, allowing for accurate context-aware responses and documentation retrieval. (Read more) knowledge-graph memory context-management ai-assistant
  • Knowledge Graph Memory by Anthropics - Knowledge Graph Memory is an MCP server that organizes and retains contextual memory across sessions, helping developers track relationships between data entities and maintain continuity in complex projects. (Read more) knowledge-graph memory context-management developer-tools
  • LangChain Memory Hub - An experimental MCP-integrated memory hub for LangChain, supporting ethical data pruning and auditable AI memory within the Model Context Protocol framework. (Read more) langchain memory context-management ai-integration
  • Magic UI MCP by Anthropic - A Claude-native MCP (Model Context Protocol) server providing a graphical interface for managing tasks, tool usage, memory, and knowledge graphs. It's designed for developers needing persistent memory and workflow management for AI coding agents. (Read more) mcp claude memory workflow
  • mcp-chatgpt-responses - An MCP server that enables Claude to talk to ChatGPT and utilize its web search capabilities. (Read more) mcp ai-integration chat web-search
  • mcp-hfspace - An MCP server to access HuggingFace Spaces from Claude or other AI agents, supporting image, audio, and text uploads/downloads for versatile AI tasks. (Read more) mcp huggingface ai-integration media-processing
  • mcp-openai - An MCP server designed for chatting with OpenAI's models, enabling seamless integration of OpenAI capabilities into MCP workflows. (Read more) mcp openai chat ai-integration
  • mcp-server-langfuse - MCP server to access and manage LLM application prompts created with Langfuse Prompt Management. (Read more) mcp langfuse prompt-management llm ai-integration
  • mcp-server-openai - A Python-based MCP server for querying OpenAI models directly from Claude or other clients using the Model Context Protocol. (Read more) open-source mcp python openai llm-integration
  • mcp-server-perplexity - An MCP server for interacting with the Perplexity API, providing AI assistants with access to Perplexity's capabilities via MCP. (Read more) mcp perplexity ai-integration llm
  • MCPHost - A CLI host application that allows Large Language Models (LLMs) to interact with external tools via the Model Context Protocol, serving as a host for MCP servers. (Read more) cli llm-integration host open-source
  • MemGPT - An open-source, modular MCP-aligned server/framework for building custom memory agents with hybrid vector and symbolic memory. Ideal for developers seeking full control over their MCP server setup and agent logic. (Read more) open-source memory modular ai-agent
  • Memory Extension - An MCP extension that stores user preferences, habits, and session-specific information, helping AI agents personalize interactions and maintain a technical decision trail. (Read more) memory personalization context-management ai-assistant
  • Minima - A local RAG (Retrieval-Augmented Generation) solution with an MCP server, enabling on-premises use of Model Context Protocol for private data and AI workflows. (Read more) mcp rag ai-integration data-access
  • multi-ai-advisor-mcp - A Model Context Protocol (MCP) server that queries multiple Ollama models and combines their responses, offering diverse AI perspectives via a single MCP server endpoint. (Read more) ollama llm-integration multi-model open-source
  • perplexity-mcp - Perplexity MCP is an MCP server that integrates the Sonar API with the MCP ecosystem, providing real-time, web-wide research capabilities to clients like Claude. (Read more) mcp perplexity web-search real-time
  • piapi-mcp-server - A PiAPI MCP server that enables media content generation with services like Midjourney, Flux, Kling, Hunyuan, Udio, and Trellis, accessible from Claude and other MCP-compatible apps. (Read more) mcp media-generation image-generation ai-integration
  • raindrop-io-mcp-server - An MCP server for integrating Raindrop.io bookmarks with LLMs using the Model Context Protocol. (Read more) mcp bookmark-management llm-integration open-source
  • reading-plus-ai/mcp-server-deep-research - MCP server offering OpenAI/Perplexity-style autonomous deep research, query elaboration, and reporting, compliant with MCP. (Read more) mcp ai-integration deep-research autonomous
  • sakura-mcp - sakura-mcp is a Scala-based MCP Framework for building effective agents, featuring comprehensive server and client implementation. (Read more) scala agent-framework ai-integration framework
  • Sequential Thinking MCP - Implements a step-by-step reasoning framework for LLMs, supporting structured problem-solving and complex task execution. Includes implementation by hemangjoshi37a. (Read more) mcp llm reasoning ai-integration
  • Stagehand - Stagehand is an open-source MCP (Model Context Protocol) server from Browserbase that enables AI agents to interact with the web, simulating browser actions such as clicking links and scraping text. It is designed to empower AIs with the ability to surf the web programmatically, making it directly relevant as an MCP server solution. open-source ai-agent web-automation browser
  • think-mcp - An MCP server that enhances AI agent reasoning by integrating the 'think-tools' as described by Anthropic, boosting AI context management via MCP. (Read more) reasoning context-management ai-integration mcp open-source
  • translated/lara-mcp - MCP Server for Lara Translate API, providing language detection and context-aware translation capabilities. (Read more) mcp translation language-models open-source
  • unichat-mcp-server - An MCP server to send requests to multiple AI providers (OpenAI, MistralAI, Anthropic, xAI, Google AI, DeepSeek) via tool or predefined prompts, requiring vendor API key. (Read more) mcp llm-integration ai-integration multi-platform
  • Upsonic - A reliability-focused AI agent framework utilizing the Model Context Protocol, offering integration with diverse tools and a secure runtime for MCP servers. (Read more) ai-agent framework secure integration
  • user-feedback-mcp - A simple MCP Server designed to enable human-in-the-loop workflows in tools, allowing real-time user feedback integration. Highly relevant as an example of a specialized MCP Server. (Read more) mcp ai-integration real-time feedback workflow
  • vectorize-io/vectorize-mcp-server - MCP server for Vectorize, enabling advanced retrieval, deep research, file extraction, and text chunking in the MCP protocol. (Read more) mcp ai-integration retrieval file-extraction
  • Vibe Check MCP - An MCP server that checks for alignment and prevents scope creep by calling a Vibe-check agent. (Read more) mcp ai-integration workflow open-source
  • WayStation-ai MCP - An MCP server solution to securely connect Claude Desktop and other MCP hosts to popular productivity apps like Notion, Slack, and Airtable. Streamlines MCP server connectivity. (Read more) mcp ai-integration notion slack airtable

File Management MCP Servers

  • 302 file parser mcp - An MCP server dedicated to parsing files for Claude Desktop, requiring a 302AI API key, showcasing the extensibility of MCP servers for file parsing and desktop application integration. (Read more) mcp file-analysis file-management desktop
  • alexbakers/mcp-ipfs - MCP server for uploading and manipulating IPFS storage, allowing AI assistants or agents to interact with decentralized storage via the MCP protocol. (Read more) mcp ipfs decentralized-storage ai-integration
  • azure-onenote-mcp - An MCP server implementation for Microsoft OneNote, allowing AI language models to interface with and manage OneNote notebooks, sections, and pages. Demonstrates MCP server patterns. (Read more) mcp document-management onenote cloud
  • bear-mcp-server - An MCP server that allows AI to read notes from Bear Notes on macOS, enabling integration with the Bear note-taking app. (Read more) mcp notes macos integration
  • Bettermcpfileserver - A reimagined MCP server for filesystem access, featuring privacy-preserving path aliases and an optimized LLM-friendly API. (Read more) mcp file-management privacy ai-assistant
  • box-mcp-server - An MCP server that integrates Box cloud storage, enabling file listing, reading, and searching through the Model Context Protocol. (Read more) box cloud-storage file-access mcp
  • Claudemcpserver - An MCP server providing screen capture capabilities using PyAutoGUI, enabling screenshot capture, compression, and serving for analysis. Directly relevant as a specialized MCP server with screen analysis features. (Read more) screenshot screen-capture mcp open-source
  • Desktop Image Manager MCP - A Model Context Protocol server for managing desktop images, offering functions to count, list, and compress image files. Directly relevant as an MCP server for image management tasks. (Read more) image-management desktop compression file-management
  • Dlis MCP Server - A Model Context Protocol server providing DLIS (Digital Log Interchange Standard) file analysis, enabling LLMs to extract structured information from DLIS files via MCP. (Read more) dlis file-analysis mcp open-source
  • Editor Mcp - Editor Mcp is a Python-based text editor server built with FastMCP, providing tools for file operations through a standardized MCP API. It enables reading, editing, and managing text files via the MCP protocol, making it directly relevant as an MCP server solution. (Read more) file-management editor python mcp
  • erikhoward/adls-mcp-server - MCP server for Azure Data Lake Storage, enabling management of containers and files, along with metadata operations via MCP. (Read more) mcp azure cloud-storage file-management open-source
  • File Context Server - A Model Context Protocol (MCP) server that enables large language models (LLMs) to read, search, and analyze code files with advanced caching and real-time file watching capabilities. Highly relevant as a core MCP server. (Read more) mcp file-management file-search real-time
  • File Converter Mcp - An MCP server that offers various file conversion tools for AI agents, supporting a wide range of document and image format conversions. (Read more) mcp document-conversion file-management ai-integration
  • File Finder Mcp - Provides file search functionality within filesystems, returning detailed metadata for discovered files based on path fragments. (Read more) mcp file-search file-management ai-assistant
  • File Operations Server - A Model Context Protocol (MCP) server for enhanced file system operations including reading, writing, copying, moving files, directory management, and change tracking. (Read more) mcp file-management filesystem ai-integration
  • File System MCP - An MCP server for local file and directory management, pattern matching, and workflow automation via AI. Essential for automating file operations in development environments. (Read more) file-management automation mcp ai-assistant
  • File System Server - A comprehensive MCP (Model Context Protocol) server for file system operations, providing AI assistants with access to local files and directories. (Read more) mcp file-management filesystem ai-assistant
  • File Tool - Enables AI models to perform file system operations (reading, creating, and listing files) on a local file system via a standardized Model Context Protocol interface. (Read more) mcp file-management filesystem ai-integration
  • Filemanagermcp - Provides FTP file management capabilities for listing, downloading, uploading, and deleting files and directories on remote servers using FluentFTP. Implements MCP server protocol. (Read more) file-management ftp mcp remote-access
  • Files Db MCP - Provides a local vector database system for semantic code search with zero-configuration setup and real-time file monitoring via MCP. Relevant as an MCP server solution. (Read more) vector-database semantic-search file-monitoring mcp
  • filestash-mcp-plugin - A plugin for Filestash that implements MCP server capabilities for remote storage access, including SFTP, S3, FTP, SMB, and more. (Read more) file-management storage integration open-source
  • Filesys - Provides secure, controlled access to local files through a configurable directory interface with robust protection against directory traversal attacks as an MCP server. (Read more) file-management security mcp local-files
  • Filesystem - Secure file operations with configurable access controls via Model Context Protocol (MCP), supporting safe and robust file and directory operations. (Read more) mcp filesystem file-management security
  • Filesystem MCP - A TypeScript-based MCP server implementing a simple notes system, enabling users to create, access, and generate summaries of text notes via URIs and tools. Highly relevant as a concrete MCP server implementation. (Read more) typescript notes file-management mcp
  • FileSystem MCP Server - The FileSystem MCP Server offers direct access to the local filesystem for AI models via MCP, facilitating secure file operations and management within specified directories. (Read more) filesystem file-management ai-integration security
  • Filesystem Python - An MCP server offering secure, read-only access to directory files, supporting file searching, .gitignore compliance, path traversal protection, and MIME type detection using the 'file://' URI scheme. (Read more) python read-only filesystem mcp
  • Filesystem Server - An MCP server allowing AI assistants to perform filesystem operations like reading, writing, listing, moving files, and searching directories within allowed paths. Multiple implementations exist in different languages, all providing secure, controlled access to local filesystems via MCP. (Read more) filesystem file-management ai-assistant mcp
  • Find Files Mcp - A powerful MCP server for file searching with wildcard patterns, attribute filtering, and content searching across directories, returning detailed file information. (Read more) file-search file-management mcp open-source
  • HackMD MCP - An MCP server integrating with the HackMD API, enabling document operations (creation, reading, updating, deletion) within collaborative markdown environments via MCP. Directly relevant as an MCP server. (Read more) mcp hackmd document-management markdown
  • hwp-mcp - A Node.js server implementing MCP for controlling Korean word processor (HWP) documents, allowing AI assistants to create and edit Hangul documents. A specialized MCP server for document workflows. (Read more) mcp document-management nodejs ai-assistant
  • markdownify-mcp - Markdownify is a Model Context Protocol (MCP) server that converts various file types and web content to Markdown format. It enables powerful workflows by transforming PDFs, images, audio files, and web pages into Markdown text, making it a valuable tool for the MCP ecosystem. (Read more) markdown document-conversion file-management mcp
  • markitdown-mcp - An MCP tool providing access to MarkItDown, a library for converting various file formats to Markdown for LLM consumption. (Read more) markdown document-conversion llm mcp
  • mcp-everything-search - A Windows MCP server for fast file search using the Everything SDK, providing quick local file access. (Read more) file-search windows everything-sdk mcp
  • mcp-file-merger - A file merger tool MCP server, designed to help with AI chat length limits and efficient file management. (Read more) file-merging file-management mcp ai-assistant
  • mcp-filesystem-server - A Golang MCP server for direct local file system access, enabling file management via the Model Context Protocol. (Read more) filesystem golang file-management mcp
  • mcp-powerpoint - Enables LLMs to interact with PowerPoint presentations using MCP, supporting text extraction, summarization, and potentially slide generation. (Read more) powerpoint file-management summarization mcp open-source
  • mcp-server-opendal - An MCP server that leverages Apache OpenDAL to access a wide range of storage backends via the Model Context Protocol. opendal storage-backends file-access mcp
  • Obsidian MCP - A connector MCP server for Claude Desktop (or any MCP client) to read and search directories containing Markdown notes, such as Obsidian vaults. (Read more) mcp obsidian notes file-search
  • quarkus-mcp-servers (filesystem) - A Java-based MCP server for browsing and editing filesystems, implemented using Quarkus and available as a jar or native image. (Read more) filesystem java file-browsing mcp
  • server-filesystem - An MCP server for direct local file system access, part of the official Model Context Protocol servers suite. (Read more) mcp filesystem file-access open-source
  • server-google-drive - An MCP server for Google Drive integration, supporting file listing, reading, and searching via the Model Context Protocol. (Read more) mcp google-drive file-management integration
  • website-downloader - This MCP server provides a tool to download entire websites using wget, preserving structure and converting links for local use. A specialized MCP Server for automated web archiving. (Read more) mcp web file-management automation

Code Execution & Automation MCP Servers

  • 3D Printer MCP - 3D Printer MCP enables LLMs to control and monitor 3D printing hardware, manage print jobs, and optimize the additive manufacturing process. (Read more) mcp 3d-printing hardware automation monitoring
  • 3D Printer Server - An MCP server that integrates with 3D printer management systems (OctoPrint, Klipper, Duet, etc.) enabling remote control, STL file manipulation, slicing, and advanced print job workflows, highlighting MCP servers in IoT and device automation. (Read more) mcp 3d-printing iot automation
  • aircodelabs/grasp - A self-hosted browser agent with built-in MCP and A2A support, enabling browser automation via MCP. (Read more) browser automation self-hosted ai-integration
  • Android MCP - An MCP server providing control over Android devices via ADB, including screenshot capture, UI analysis, package management, and command execution. (Read more) mcp android command-execution automation
  • apify/mcp-server-rag-web-browser - An MCP server for Apify's RAG Web Browser Actor, performing web searches, scraping URLs, and returning content in Markdown within the MCP protocol. (Read more) mcp web scraping rag automation
  • apple-notifier-mcp - A simple MCP server for sending notifications on mac devices, directly serving as an MCP server example. (Read more) mcp notifications macos automation
  • apple-shortcuts-mcp - An MCP server integration for Apple Shortcuts, allowing automation workflows via the Model Context Protocol. (Read more) mcp apple-shortcuts automation macos
  • Applescript MCP - MCP server leveraging AppleScript to enable natural language control of macOS applications and system functions within the MCP ecosystem. (Read more) applescript macos automation natural-language
  • Awsome Kali MCP Servers - MCP servers providing a secure, sandboxed environment for executing Kali Linux security tools like nmap, objdump, and wireshark for network analysis and vulnerability scanning. (Read more) security sandbox kali-linux code-execution mcp
  • blackwhite084/playwright-plus-python-mcp - A Python-based MCP server using Playwright for browser automation, suitable for LLM integration. (Read more) playwright python browser-automation llm
  • browser-automation-mcp - Integrates Playwright with MCP to enable automated web interactions, scraping, and testing across browsers. mcp browser automation playwright
  • browser-control-mcp - An MCP server paired with a browser extension that allows LLMs to control Firefox browsers. (Read more) mcp browser automation ai-integration
  • Browser MCP - MCP servers for automating and controlling the user's browser using existing browser profiles, ideal for tasks requiring logged-in sessions and avoiding bot detection. Includes implementations by browsermcp and modelcontext. (Read more) mcp browser automation web open-source
  • Browser Use - Integrates with web browsers to enable automated web scraping, form filling, and interaction with web applications. This is a popular and well-maintained MCP server focused on browser automation. (Read more) mcp browser automation scraping
  • Browser Use Server - Provides an async browser automation server using OpenAI's GPT-4o model, enabling remote web navigation, content extraction, and task execution with configurable browser contexts. This is a robust MCP server solution for browser automation. (Read more) mcp browser automation openai web
  • Browserbase MCP - An MCP server for cloud browser automation using Browserbase, Puppeteer, and Stagehand, enabling LLMs to interact with web pages, take screenshots, and execute JavaScript in a headless browser environment. (Read more) mcp browser automation puppeteer cloud
  • browserbase/mcp-server-browserbase - Automate browser interactions in the cloud, including navigation, data extraction, and form filling, via MCP server. (Read more) mcp browser automation cloud data-extraction
  • Cedarscript MCP - Implements CEDARScript, a SQL-like language, as an MCP server for code manipulation, showcasing the adaptability of MCP servers for language and code-based tasks. (Read more) mcp sql code-execution language
  • cli-mcp-server - A command line MCP Server offering secure execution and customizable security policies. Directly relevant to MCP server implementations for command line environments. (Read more) mcp cli code-execution security
  • CLI Server - A secure MCP server for executing shell commands with robust security controls, enabling protected command-line operations. Directly relevant as a widely-used MCP server for secure CLI automation. mcp command-execution security automation
  • Cmd Server - Cross-platform MCP server for executing command-line operations and SSH connections on Windows and Linux through a standardized interface. Relevant as a foundational MCP server tool. (Read more) mcp command-execution ssh cross-platform
  • co-browser/browser-use-mcp-server - browser-use packaged as an MCP server with SSE transport, Dockerized Chromium, and VNC server for remote browser automation. (Read more) mcp browser automation docker sse
  • Code Sandbox MCP - A sandboxed MCP server enabling secure, multi-language code execution with resource limits and network restrictions. Direct example of an MCP server providing isolated code execution environments. (Read more) mcp code-execution sandbox multi-language
  • Comfy MCP Server - A server using the FastMCP framework to generate images based on prompts via a remote Comfy server, serving as a specialized MCP server for generative tasks. (Read more) generative-ai image-generation fastmcp automation
  • computer-control-mcp - An MCP server that enables desktop automation, including mouse control, keyboard input, screenshots, OCR, and window management, allowing LLMs to interact with graphical user interfaces. (Read more) mcp automation desktop gui
  • Container MCP - An MCP server offering secure, sandboxed environments for executing code, running commands, accessing files, and performing web operations through containerization and isolation technologies. (Read more) mcp container sandbox code-execution security
  • Design System MCP - Analyzes React component files and design tokens to provide accurate component properties and styling via the Model Context Protocol. Useful as an MCP server for UI code generation and design systems. (Read more) design react mcp code-generation
  • Desktop Automation - A Model Context Protocol server that provides desktop automation using RobotJS, enabling LLMs to control the desktop environment for automation tasks. Directly relevant as an MCP server. (Read more) desktop automation robotjs llm
  • Desktop Commander MCP - A feature-rich MCP Server that can manage and execute programs, as well as read, write, search, and edit code and text files across desktop platforms. Includes implementation by wonderwhy-er. (Read more) mcp desktop code-execution automation file-management
  • Docker MCP Server - Docker MCP Server is an MCP implementation that executes code and manages environments inside secure Docker containers. It provides container lifecycle management, script execution, and multi-language support, making it a robust solution for secure, AI-powered development workflows. Directly relevant as a specialized MCP server using Docker for isolation and automation. (Read more) docker code-execution automation mcp
  • e2b-mcp - E2B MCP is an MCP server that lets users run AI-generated code in secure sandboxes using E2B's open-source infrastructure, providing code execution and analysis features to MCP clients. (Read more) mcp code-execution sandbox open-source
  • freecad-mcp - An MCP server that enables AI-driven CAD modeling by providing remote programmatic control of FreeCAD, supporting generative design workflows. Directly relevant as an innovative MCP server for CAD automation. (Read more) freecad 3d-modeling automation ai-integration
  • Fused Mcp - A Python-based framework that connects LLMs to executable Python code via MCP User Defined Functions, allowing data scientists to extend models. Directly relevant as a framework for building extensible MCP servers. (Read more) code-execution python llm-integration mcp
  • g0t4/mcp-server-commands - A general-purpose MCP Server that can execute any command with run_command and run_script tools, demonstrating the flexible server capabilities under the MCP standard. (Read more) command-execution automation mcp open-source
  • gnuradio-mcp - An MCP server for GNU Radio, enabling LLMs to autonomously create and modify RF flowcharts using the Model Context Protocol. (Read more) gnuradio automation llm mcp
  • harmonyos-mcp-server - MCP server to control HarmonyOS-next devices with AI, supporting device control and UI automation. (Read more) mcp harmonyos device-control automation ai-integration
  • Headless Ida Server - An MCP server for headless operation of IDA Pro, enabling reverse engineering functions such as disassembly and code annotation via the Model Context Protocol. Directly relevant as an MCP server. (Read more) reverse-engineering disassembly automation mcp headless
  • Hide MCP - An MCP server that enables agentic work on code in a headless environment, illustrating the adaptability of the Model Context Protocol for automation tasks. (Read more) headless automation code-execution ai-agent
  • jupyter-notebook-mcp - Connects Jupyter Notebook to Claude AI through MCP, allowing direct AI interaction and notebook control. (Read more) jupyter notebooks ai-integration mcp
  • kimtth/mcp-aoai-web-browsing - A minimal MCP server/client implementation using Azure OpenAI and Playwright for web browsing. (Read more) mcp web playwright azure openai
  • linux-terminal-mcp - An experimental MCP Server for the Linux terminal, supporting sandboxed execution and MCP-based automation of command-line scripts. (Read more) linux terminal sandbox automation mcp
  • Make MCP Server - The Make MCP Server (formerly Integromat) allows AI to automate and control Make scenarios through MCP, enabling integration with various APIs and complex workflow automation. (Read more) make.com automation integration workflow
  • mcp-jupyter - Enables LLMs to interact with Jupyter notebooks through MCP, potentially executing code, analyzing results, or extracting notebook insights. (Read more) jupyter notebooks llm code-execution
  • mcp-server-apple-shortcuts - An MCP server integration with Apple Shortcuts for workflow automation. (Read more) mcp apple-shortcuts automation macos
  • MCP Server Chatsum - An MCP server dedicated to summarizing chat messages, demonstrating the use of the Model Context Protocol for NLP and summarization. (Read more) summarization nlp chat ai-integration
  • mcp-shell-server - A secure shell command execution server implementing the Model Context Protocol (MCP), directly relevant as a secure MCP Server example. mcp shell command-execution security open-source
  • mobile-mcp - MCP Server for Android/iOS application and device automation, development, and app scraping, supporting simulators, emulators, and physical devices. mcp android ios automation device-control
  • modelcontextprotocol/server-puppeteer - An MCP server using Puppeteer for browser automation, scraping, and interaction. (Read more) puppeteer automation browser mcp
  • node-code-sandbox-mcp - Node.js MCP server that creates isolated Docker sandboxes for executing JavaScript code, supporting on-the-fly npm installation and teardown. (Read more) mcp code-execution sandbox nodejs
  • omniparser-autogui-mcp - An MCP server for automatic on-screen GUI operations, enabling AI models to control GUI elements via MCP. (Read more) automation gui ai-integration mcp open-source
  • OthmaneBlial/term_mcp_deepseek - A DeepSeek MCP-like Server for terminal environments, providing a concrete implementation of an MCP Server for shell access. (Read more) mcp terminal shell reference-implementation
  • Pandoc MCP Server - An MCP server for document format conversion using Pandoc, supporting formats like Markdown, HTML, and plain text. (Read more) pandoc document-conversion automation open-source
  • Playwright MCP Server - An MCP server implementation using Playwright for browser automation and web scraping tasks, enabling automation within the MCP ecosystem. Several projects implement this, including Automata Labs, ExecuteAutomation, and the Playwright Community. mcp playwright browser automation web
  • Puppeteer-MCP - Allows LLMs to control and interact with web browsers via Puppeteer and MCP, supporting web scraping, automated testing, and web-based report generation. (Read more) mcp puppeteer browser automation web
  • pydantic/mcp-run-python - MCP server for running Python code in a secure sandbox environment via MCP tool calls, tailored for LLM and coding agents. (Read more) mcp python code-execution sandbox llm
  • quarkiverse/mcp-server-jfx - An MCP server enabling drawing on JavaFX canvas, demonstrating graphical integration using the Model Context Protocol. (Read more) javafx graphics integration open-source
  • simctl-mcp - A MCP server implementation for iOS Simulator control, enabling interaction and automation with iOS simulators. (Read more) mcp ios simulator automation development
  • swift-mcp-gui - An MCP server that executes commands like keyboard input and mouse movement, facilitating desktop automation via MCP. (Read more) automation desktop mcp open-source gui
  • Unreal MCP - Experimental MCP server that allows AI assistants to control Unreal Engine using natural language, supporting tasks like level editing and blueprint scripting. (Read more) unreal-engine natural-language ai-integration automation
  • wcgw - A Mac-specific MCP server for autonomous shell execution, computer control, and coding agent tasks. (Read more) macos shell automation mcp open-source
  • Windows CLI MCP - A community MCP Server for Windows Command Line, providing auto-script generation and command auditing via the Model Context Protocol. (Read more) windows cli automation script-generation
  • yepcode/mcp-server-js - MCP server for secure and scalable code execution in JavaScript or Python, with support for NPM and PyPI packages and creation of custom MCP tools. (Read more) code-execution javascript python mcp
  • Zapier MCP Server - An MCP server that allows LLMs to interact with over 6,000 integrated apps via Zapier, enabling workflow automation and live integration context for GenAI systems. (Read more) zapier automation integration ai-integration

Testing & Debugging Tools

  • A11y Mcp - An MCP server for performing automated accessibility audits on webpages using axe-core, facilitating AI-powered accessibility improvements through agentic loops, and exemplifying MCP servers for web auditing tasks. (Read more) mcp accessibility web testing
  • Apidog - Apidog is a collaborative API development platform that enables users to test, debug, mock, and document APIs. It is particularly relevant to MCP servers as it streamlines the process of testing API connections and managing automated workflows between MCP servers and other tools, making it easier to integrate and automate tasks across systems. (Read more) api testing debugging automation
  • claude-debugs-for-you - An MCP server and VS Code Extension that enables automatic debugging via breakpoints and expression evaluation across languages. It allows any LLM (e.g., Claude) to interactively debug any programming language via MCP and a VS Code Extension, providing debugging capabilities through the Model Context Protocol. (Read more) mcp debugging vscode ai-integration
  • claude-mcp-weather-server - An example implementation of an MCP server that provides weather data using the National Weather Service API. Serves as a practical reference for building and running MCP servers, highly relevant for developers seeking inspiration or templates for their own MCP servers. mcp weather reference-implementation examples
  • currents-mcp - MCP server enabling AI agents to fix Playwright test failures reported to Currents, integrating CI/CD test management with MCP. (Read more) mcp testing ci/cd ai-agent
  • Cybermcp - An MCP server providing API security testing tools, including authentication and vulnerability scanning, with detailed severity ratings and remediation—illustrating security-focused MCP server capabilities. (Read more) mcp security testing vulnerability api
  • Dafny Mcp - Integrates with Dafny for code correctness verification via formal specification analysis—a specialized MCP server for formal methods and verification. (Read more) mcp verification formal-methods code-analysis
  • dap-mcp - An MCP server bridging debugging tools with AI systems via the Debug Adapter Protocol, enabling debugger control and enhanced workflows—showcasing developer tool integration in MCP servers. (Read more) mcp debugging developer-tools integration
  • Delve Mcp - Provides a complete interface to the Delve debugger for Go programs via the Model Context Protocol, enabling advanced debugging sessions and program state inspection. Directly relevant as an MCP server for Go debugging. (Read more) debugging golang mcp open-source
  • droidmind - Control Android devices with AI through MCP, enabling device control, debugging, system analysis, and UI automation via a secure framework. (Read more) mcp android automation ai-integration
  • Frida Mcp - Enables dynamic instrumentation of mobile and desktop applications through the Frida toolkit, providing process management and debugging via MCP. A technical example of extending MCP servers for application analysis. (Read more) debugging instrumentation mcp frida
  • gdb-mcp - A GDB/MI protocol server based on MCP, providing remote debugging capabilities with AI assistants. (Read more) mcp gdb debugging ai-integration
  • jmeter-mcp-server - JMeter MCP Server for performance testing, providing integration with JMeter for automated test execution via MCP. (Read more) mcp testing performance jmeter
  • locust-mcp-server - Locust MCP Server for performance testing. This MCP Server enables performance and load testing scenarios using Locust, making it a valuable tool in the context of managing and benchmarking MCP Servers. (Read more) mcp testing performance locust
  • mcp-cli - A CLI tool for testing MCP servers, facilitating development and debugging of MCP-based integrations. (Read more) cli testing debugging mcp open-source
  • MCP Inspector - A tool designed for testing and debugging MCP servers, allowing developers to validate their server implementations and ensure compatibility with the MCP standard. Essential for quality assurance of awesome MCP servers. (Read more) testing debugging mcp quality-assurance
  • mcp-log-proxy - A proxy MCP server offering a web UI to visualize and monitor the entire message flow of the MCP protocol, aiding in debugging and development. (Read more) mcp proxy debugging monitoring
  • mcp-server-simulator-ios-idb - MCP server enabling LLMs to interact with iOS simulators via natural language commands, supporting iPhone and iPad devices. (Read more) mcp ios simulator ai-integration
  • modelcontextprotocol/server-everything - A comprehensive MCP server that exercises all features of the Model Context Protocol, serving as a robust reference implementation. (Read more) mcp reference-implementation testing examples
  • octomind-mcp - An MCP Server that lets AI agents create and run fully managed Octomind end-to-end tests from your codebase or external sources. Illustrates advanced MCP Server usage for automated testing. (Read more) mcp octomind testing automation ai-agent
  • playwright-mcp - Official Microsoft Playwright MCP server, enabling LLMs to interact with web pages using structured accessibility snapshots. (Read more) mcp playwright browser automation
  • qainsights/k6-mcp-server - Grafana k6 MCP Server for performance testing, enabling integration with k6 for automated test execution. (Read more) mcp testing performance k6 grafana
  • simulator-mcp-server - An MCP server to control iOS Simulators, allowing automation and testing workflows via MCP. (Read more) mcp ios simulator automation testing

Media Processing MCP Servers

  • Ableton MCP - An MCP server enabling AI assistants to interact with Ableton Live for automated music creation, track editing, and session control through natural language prompts. (Read more) ableton music automation ai-assistant
  • Aivis Speech MCP - MCP server that generates and plays speech audio from text input, demonstrating media and speech integration within the MCP protocol. (Read more) text-to-speech audio media-processing open-source
  • Bilibili MCP - MCP servers for fetching Bilibili's trending videos and searching Bilibili content, with LangChain integration examples. Includes implementations by xspadex and 34892002. (Read more) mcp media-processing bilibili langchain open-source
  • Blender Open MCP - A server that integrates Blender with local AI models via the Model Context Protocol (MCP), allowing users to control Blender using natural language prompts for 3D modeling tasks. This is directly relevant as an example of an MCP server. (Read more) blender 3d-modeling ai-integration natural-language
  • ElevenLabs MCP - MCP server integrating ElevenLabs' Text-to-Speech and audio processing APIs, enabling MCP clients to generate speech, clone voices, and transcribe audio. (Read more) text-to-speech audio-processing ai-integration open-source
  • Eyevinn OSC MCP - A media-focused open-source MCP server featuring instant SQL/NoSQL provisioning, S3-compatible media storage, and a revenue-sharing model for service creators—optimizing AI media workflows. (Read more) open-source media-processing ai-integration s3-compatible
  • flstudio-mcp - An MCP server connecting Claude to FL Studio, enabling AI-driven music composition, instrument control, and live recording, all via the Model Context Protocol. (Read more) flstudio music ai-integration mcp
  • flux-schnell-mcp - Bridges Claude with Replicate's flux-schnell image generation model, enabling direct image creation from text prompts within conversations through MCP. (Read more) mcp image-generation ai-integration replicate
  • Grok Mcp - A server connecting to xAI/Grok image generation API, enabling text-to-image creation and integration into creative workflows. Representative of MCP servers for generative AI tasks. (Read more) image-generation generative-ai mcp creative api-integration
  • Gyazo Server - A TypeScript-based MCP server enabling AI assistants to interact with Gyazo images using the Model Context Protocol (MCP), providing access to image URIs, metadata, and OCR data via the Gyazo API. Highly relevant as a specialized MCP server implementation. (Read more) image-management gyazo mcp ai-assistant api-integration
  • hamflx/imagen3-mcp - A powerful MCP server for image generation using Google's Imagen 3.0 API, supporting advanced text-to-image capabilities. (Read more) image-generation google-imagen ai-integration media-generation
  • Handwriting Ocr Server - An MCP server that integrates with Handwriting OCR services, enabling image and PDF document uploads and retrieval of OCR results via the Model Context Protocol. Relevant as an MCP server for OCR workflows. (Read more) ocr image-processing document-management mcp integration
  • Highlight Youtube Mcp - An MCP server that extracts transcripts from YouTube videos, enabling automated content analysis and summarization via the Model Context Protocol. (Read more) youtube summarization content-extraction ai-integration
  • jyjune/mcp_vms - Model Context Protocol (MCP) server for connecting to CCTV VMS software, enabling AI-driven retrieval of video streams and control features. (Read more) mcp video vms ai-integration
  • kimtaeyoon83/mcp-server-youtube-transcript - An MCP server for fetching YouTube subtitles and transcripts for AI analysis. (Read more) youtube transcript content-extraction ai-integration
  • Kokoro TTS MCP - An MCP Server using Kokoro TTS models to convert text to speech, supporting output to MP3 and S3. (Read more) mcp text-to-speech media-processing open-source
  • mcp-image-compression - MCP server for local compression of various image formats, enabling automated image processing via MCP interface. (Read more) mcp image-compression media-processing automation image-management
  • mcp-server-giphy - An MCP server for searching and retrieving GIFs from Giphy using the Giphy API, enabling AI assistants to incorporate media content via MCP. (Read more) mcp media giphy api-integration
  • PiAPI - An MCP server that allows users to generate media content with tools like Midjourney, Flux, Kling, and others directly from Claude or any MCP-compatible application. (Read more) media-generation image-generation ai-integration mcp open-source
  • replicate-flux-mcp - An MCP server providing image generation capabilities via Replicate's API. (Read more) mcp image-generation replicate ai-integration
  • Screenpipe - A privacy-first MCP server executing ML models locally, with strong encryption and developer toolkits for secure, customizable screen recording. (Read more) privacy screen-capture ml encryption
  • speech.sh - Lets the agent speak things out loud and notify with a summary when done, using MCP server capabilities. (Read more) mcp text-to-speech notifications open-source
  • Spotify MCP - Spotify MCP is an MCP project that connects Claude and other AI assistants with Spotify, allowing them to start, search, and get specific details from Spotify via the spotipy-dev API. (Read more) mcp spotify media-processing ai-integration
  • SureScaleAI/openai-gpt-image-mcp - An MCP server for image generation and editing using OpenAI's GPT models. Showcases integration of advanced AI image tools as MCP servers. (Read more) image-generation openai ai-integration media-generation
  • tiktok-mcp - An MCP server for interacting with TikTok videos, allowing AI models to process and retrieve TikTok content via MCP. (Read more) tiktok media-processing ai-integration mcp open-source
  • video-creator/ffmpeg-mcp - An MCP server that leverages ffmpeg to enable multimedia operations (search, cutting, stitching, playback) through MCP dialogues. (Read more) ffmpeg media-processing video-editing open-source
  • video-editor-mcp-server - An MCP interface for Video Jungle, allowing video editing functionalities via the Model Context Protocol. Enables AI-driven video editing and processing as an MCP server. (Read more) video-editing media-processing ai-integration mcp

Data Access & Integration MCP Servers

  • ac3xx/mcp-servers-kagi - MCP server integrating the Kagi search API, providing Kagi-powered search capabilities within the MCP ecosystem. (Read more) search api-integration kagi open-source
  • agent-twitter-client-mcp - A Model Context Protocol server for AI agents to interact with Twitter, supporting tweet operations and user interactions. Demonstrates MCP server utility for social media integration. (Read more) mcp twitter social-media ai-integration
  • Agentql Mcp - Extracts structured data from web pages using natural language input, converting content into JSON format without custom scraping code. A practical MCP server for web data extraction. (Read more) mcp data-extraction web natural-language
  • Aiven-Open/mcp-aiven - MCP server for managing and interacting with Aiven projects, supporting PostgreSQL, Apache Kafka, ClickHouse, and OpenSearch services. Enables navigation and operations across multiple data services within the Aiven platform. (Read more) mcp aiven database cloud
  • Algolia MCP Server - The official MCP Server for Algolia, providing neural ranking and automatic synchronization of search results with other MCP-connected platforms. (Read more) algolia search integration mcp
  • ancestry-mcp - An MCP server for reading .ged files and genetic data, integrating ancestry information into AI workflows via MCP. (Read more) ancestry genealogy data-access mcp open-source
  • Anilist MCP - An MCP server that integrates with Anilist's anime/manga database through GraphQL queries, enabling search, retrieval, and analysis of Japanese media information. Directly relevant as an example of an Awesome MCP Server with a specialized function. (Read more) anilist graphql media data-access
  • apify/actors-mcp-server - An MCP server that provides access to 3,000+ pre-built cloud tools (Actors) for data extraction from websites, e-commerce, social media, and more. (Read more) data-extraction cloud integration open-source
  • apple-books-mcp - An MCP server that augments Apple Books by enabling transformation of book collections into interactive knowledge repositories, making it a notable MCP server. (Read more) mcp apple-books knowledge-base macos
  • apple-calendar-mcp - A Model Context Protocol (MCP) server allowing AI models to access and manipulate Apple Calendar data on macOS, directly relevant as an MCP server. (Read more) mcp apple-calendar macos integration
  • apple-mcp - Integrates with Apple's native applications to provide MCP server functionalities such as searching contacts, managing notes, and sending messages within macOS. Also a collection of MCP server tools enabling AI systems to interface with native macOS applications including Messages, Notes, Contacts, and more, via the Model Context Protocol. (Read more) mcp apple macos integration
  • apple-notes-mcp - An MCP server enabling access and search functionality for local Apple Notes databases, fitting into the MCP server ecosystem. Also supports semantic search and AI-assisted Retrieval Augmented Generation (RAG) over Apple Notes, supporting secure, local interaction through Claude Desktop. (Read more) mcp apple-notes semantic-search rag
  • apple-reminders-mcp - An MCP server for AI assistants to manage Apple Reminders on macOS, with a TypeScript API to create, complete, and delete reminders. (Read more) mcp apple-reminders macos typescript
  • arxiv-mcp - An MCP server that enables AI assistants to search and access arXiv research papers through a simple Message Control Protocol interface, allowing for paper search, download, listing, and reading capabilities. Highly relevant as a specialized MCP server. (Read more) mcp arxiv research data-access ai-assistant
  • Aviation MCP - Provides aviation weather information through a Model Context Protocol (MCP) server, enabling access to METARs, TAFs, PIREPs, and route weather data. (Read more) mcp weather open-data aviation api-integration
  • AWS KB - An MCP server that enables users to retrieve information from AWS Knowledge Bases using Retrieval-Augmented Generation (RAG) via Bedrock Agent Runtime. (Merged 'Aws Kb' and 'Aws Kb Retrieval Server') (Read more) aws rag knowledge-base bedrock
  • Bart MCP - An MCP server that integrates with BART's API to deliver real-time train departure information in San Francisco. (Read more) bart real-time transportation api-integration
  • baseline-mcp-server - MCP server for searching Baseline status with the Web Platform API, fitting into the MCP server directory. (Read more) mcp web api-integration reference-implementation
  • Bluesky Context Server - A simple MCP server that allows desktop clients to query Bluesky instances, illustrating a social network integration via MCP. (Read more) mcp bluesky social-media api-integration
  • Bluesky Mcp - Facilitates interaction with the BlueSky social network via its official API, enabling user, profile, and network data retrieval through an MCP server architecture. (Read more) mcp bluesky social-media api-integration
  • Bluesky MCP Server - Integrates Claude with Bluesky social media, allowing automated posting, feed fetching, and social trend analysis via MCP Servers. Useful for creators and marketers automating social workflows. (Read more) bluesky social-media automation ai-integration
  • Bonsai MCP - Connects Claude to Blender for analyzing and interacting with IFC building models via MCP, featuring specialized tools for querying and exploring BIM data. A practical BIM-focused MCP server. (Read more) mcp blender bim ai-integration
  • books-mcp-server - An MCP server designed for querying books, compatible with common MCP clients such as Cherry Studio, providing book data access via the MCP protocol. (Read more) mcp data-access books integration
  • brave-search-mcp - An MCP server offering web, image, news, video, and local POI search using Brave's Search API, integrated into the MCP protocol. (Read more) mcp brave web-search open-source
  • chroma-mcp - A server providing data retrieval capabilities powered by the Chroma embedding database, enabling AI models to create and retrieve data collections using vector search, full text search, and metadata filtering. (Read more) mcp vector-database semantic-search data-access chroma
  • Climate Triage MCP - An MCP server integrating with the ClimateTriage API, enabling users to search and filter open source issues related to climate change and sustainability projects. (Read more) mcp climate api-integration issues
  • climatiq-mcp-server - An MCP server for accessing the Climatiq API, enabling real-time carbon calculations and climate impact insights via MCP. (Read more) mcp climate real-time api-integration
  • Clojars MCP Server - A Model Context Protocol (MCP) server that provides tools for fetching dependency version information from Clojars, the Clojure artifact repository. (Read more) clojure dependency-management mcp open-source
  • cointelegraph-mcp - An MCP server offering real-time access to the latest news from Cointelegraph for AI-driven applications. (Read more) mcp news real-time ai-integration
  • databricks-genie-mcp - A server implementing the MCP protocol to connect with Databricks Genie API, enabling LLMs to ask questions, execute SQL, and interact with Databricks conversational agents. (Read more) mcp databricks llm-integration sql data-analysis
  • databricks-server - A Model Context Protocol (MCP) server for executing SQL queries against Databricks using the Statement Execution API. Enables AI assistants to directly query Databricks data warehouses, analyze schemas, and retrieve structured results. (Read more) mcp databricks sql data-exploration ai-assistant
  • Datagov Mcp - An MCP server for accessing Israeli Government Data from Data.gov.il, allowing structured data retrieval and interaction via the MCP protocol. It is a direct example of a domain-specific Awesome MCP Server. (Read more) mcp open-data government data-access
  • dbt-mcp - The official MCP server for dbt (data build tool), providing integration with dbt Core/Cloud, metadata discovery, model info, and semantic layer querying. (Read more) mcp dbt data-integration metadata data-analysis
  • deepresearchmcp - A research-focused MCP server that conducts intelligent, iterative research through web searches, analysis, and comprehensive report generation, offering citation-rich research automation. (Read more) mcp research web-search automation
  • devflowinc/trieve - An MCP server client for Trieve, allowing for crawling, embedding, chunking, searching, and retrieving information from datasets. (Read more) mcp search data-access embedding
  • dicom-mcp - An MCP server enabling interaction with medical imaging systems using DICOM networking protocols for querying, retrieving, and parsing medical images and encapsulated documents. Clearly branded as an MCP server. (Read more) dicom medical-imaging data-access mcp
  • Directus MCP - Integrates with Directus CMS to enable CRUD operations on collections via the REST API, providing seamless interaction with headless CMS data through MCP servers. (Read more) directus cms rest-api integration
  • directus-server - Bridges AI tools with Directus headless CMS, enabling content operations through automatically generated MCP-compatible tools based on the instance schema. (Read more) directus cms data-access ai-integration mcp
  • duckduckgo-mcp-server - MCP server for web search using DuckDuckGo, enabling privacy-focused search within the MCP protocol. Includes both TypeScript and Python implementations. (Read more) mcp duckduckgo web-search privacy
  • duckduckgo-server - TypeScript-based DuckDuckGo search server that enables developers to retrieve search results programmatically using the duck-duck-scrape library. Relevant as a concrete MCP server project. (Read more) mcp duckduckgo web-search typescript
  • Dumpling-AI/mcp-server-dumplingai - MCP server enabling access to Dumpling AI's data, web scraping, and document conversion APIs in an MCP-compliant manner. (Read more) mcp web-scraping document-conversion api-integration
  • exa-mcp-server - Model Context Protocol (MCP) server that connects to Exa AI Search API, enabling real-time web search access for AI models within the MCP framework. (Read more) mcp web-search ai-integration real-time api-integration
  • exa-search-mcp - A combined system pairing Claude agents with Exa Search, using MCP protocols for real-time retrieval-augmented generation (RAG) workflows in coding and research contexts. (Read more) mcp exa rag real-time
  • Excel-MCP - Allows LLMs to read and write data to Excel spreadsheets through MCP, supporting data analysis, manipulation, and integration with other systems. (Read more) mcp excel spreadsheet data-analysis
  • Excel MCP Server - Transforms Excel into a dynamic tool by enabling live data feeds, auto-updates, and spreadsheet-to-dashboard synchronization for automated reporting. (Read more) excel automation reporting live-data
  • Excel Reader Mcp - An MCP server for integrating with Excel files, enabling efficient processing and analysis of large spreadsheets by automatic chunking and pagination. (Read more) mcp excel spreadsheet data-processing
  • Excel Reader Server - A Model Context Protocol (MCP) server for reading Excel (xlsx) files, allowing extraction of data from workbooks or sheets and returning structured JSON results. (Read more) mcp excel spreadsheet data-extraction
  • Excel Server - An MCP server that bridges AI with Excel files, enabling standardized reading and writing operations for data analysis and reporting. (Read more) mcp excel spreadsheet ai-integration
  • familysearch-mcp - A Model Context Protocol server that enables AI tools to directly access FamilySearch's family history data, supporting record searches and ancestor exploration through MCP. (Read more) mcp familysearch data-access open-data
  • fetch-mcp - Fetches and transforms web content into various formats as an MCP server, enabling structured access to web data. (Read more) mcp web-crawling data-extraction integration
  • Fetcher Mcp - Fetches and extracts web content using Playwright's headless browser capabilities, delivering clean, readable content from JavaScript-heavy websites in HTML or Markdown format. Operates as an MCP server. (Read more) mcp web-crawling content-extraction playwright
  • Figma-Context-MCP - Provides coding agents direct access to Figma data for one-shot design implementation via MCP server. (Read more) mcp figma design integration
  • Figma MCP Server - The Figma MCP server allows design and development teams to sync assets, components, and version history across systems, supporting automated design handoffs and single-source-of-truth workflows. (Read more) figma design automation integration
  • finData-mcp-server - MCP server for accessing professional financial data from multiple providers such as Tushare. (Read more) finance data-access integration mcp
  • Firecrawl MCP - An MCP server providing LLMs with advanced web crawling, scraping, and search capabilities, enabling complex web research and data extraction tasks. Includes implementations by @vrknetha and @mendableai. (Read more) mcp web-crawling data-extraction llm
  • firstcycling-mcp - MCP server granting access to cycling race data, results, and statistics from firstcycling.com through natural language queries. (Read more) mcp sports cycling data-access natural-language
  • Fiware Server - An MCP server that bridges AI assistants with FIWARE Context Brokers, enabling natural language interaction with IoT data for querying, publishing, and updating information in NGSI-LD format. (Read more) fiware iot ngsi-ld ai-integration
  • fledge-mcp - An MCP server bridging the Fledge IoT platform with natural language interfaces, allowing sensor data access, system management, and real-time visualization through WebSocket streaming and containerized deployment. Directly implements the MCP protocol for Fledge. (Read more) mcp iot data-visualization websocket container
  • Forest Fire MCP - A Python-based MCP server for collecting, analyzing, and visualizing forest fire occurrence data, offering users access to regional fire information, risk analysis, and map visualizations. Directly relevant as a specialized MCP server implementation. (Read more) python data-exploration analytics mcp
  • formula1-mcp - An MCP server that integrates with Formula 1 APIs to provide real-time racing data, historical results, driver information, team radio messages, weather, and telemetry—demonstrating a domain-specific implementation of an MCP server. (Read more) mcp real-time api-integration sports data-access
  • fred-server - A Model Context Protocol (MCP) server that provides tools to search and retrieve economic data series from the Federal Reserve Economic Data (FRED) API. Directly exemplifies a data-focused MCP server. (Read more) mcp open-data datasets finance api-integration
  • g-search-mcp - A powerful MCP server enabling parallel Google searching with structured results and CAPTCHAs handling, showcasing an information retrieval MCP server implementation. (Read more) mcp google web-search search data-access
  • getrupt/ashra-mcp - An MCP server for extracting structured data from any website, returning the results as JSON. (Read more) data-extraction web-scraping json content-extraction
  • Gkmcp - A Rust-based MCP server providing a fetch tool for retrieving web content and documentation, showcasing MCP server extensibility for web resource access. (Read more) rust resource-access web documentation mcp
  • Gmail AutoAuth MCP Server - Automates Gmail authentication and triggers workflow actions based on inbox activity, such as converting emails into tasks, tickets, or CRM records for workflow automation. (Read more) mcp gmail workflow automation email
  • Google Calendar MCP - A collection of MCP servers that integrate with Google Calendar, enabling AI agents to access, manage, and automate calendar events via the Model Context Protocol (MCP). These servers support scheduling, event creation, meeting retrieval, reminders, and natural language querying, often leveraging the Google Calendar API and OAuth 2.0 authentication. (Read more) mcp google-calendar calendar automation
  • google-calendar-mcp-server - This experimental MCP server exposes Google Calendar data as structured context for LLMs, enabling assistants to reason about events, schedules, and availability via MCP. (Read more) mcp google-calendar calendar ai-integration
  • Google Maps MCP - An official MCP Server for Google Maps, enabling AI-driven traffic pattern analytics and integration for real-time ETAs within MCP-powered apps. (Read more) mcp google-maps location-intelligence real-time
  • Google Maps MCP Server - The Google Maps MCP Server empowers AI models with location-based capabilities, such as geocoding, place search, and route optimization. It extends the MCP ecosystem with spatial awareness, making it invaluable for workflows that require location intelligence and mapping. (Read more) google-maps location-intelligence geocoding ai-integration
  • Google Meet MCP - An MCP (Model Context Protocol) server that enables AI agents to create, manage, and retrieve Google Meet meetings. Built on the MCP, it facilitates scheduling, updating, and deleting meetings, offering seamless integration of Google Meet functionalities for AI-driven workflows. (Read more) mcp google-meet meetings integration
  • google-news-mcp-server - Google News MCP server with automatic topic categorization, multi-language support, and comprehensive search capabilities via SerpAPI, built as an MCP server. (Read more) mcp news search integration
  • Google Sheets MCP - A Model Context Protocol (MCP) connector that allows AI agents to directly interact with Google Sheets. It enables creation, reading, and modification of spreadsheets through natural language and MCP, making it a valuable MCP server for spreadsheet automation. (Read more) mcp google-sheets spreadsheet automation
  • Google Workspace MCP - An MCP server integrating with Gmail and Google Calendar to enable email operations, calendar management, and multi-account support for Google Workspace automation. It is purpose-built for use with MCP-compatible AI agents or tools. (Read more) mcp google-workspace email calendar automation
  • graphlit-server - A Model Context Protocol (MCP) Server that integrates MCP clients with the Graphlit service, allowing ingestion and retrieval of diverse data sources. Demonstrates a robust MCP server implementation for data integration and search. (Read more) mcp data-integration search ai-integration
  • graphrag-mcp - Combines Neo4j and Qdrant databases for document search with semantic relevance and context, serving as a powerful MCP server for structured and vector search. (Read more) mcp semantic-search vector-database neo4j qdrant
  • hdw-server - An MCP server bridging AI systems with LinkedIn's API for user search, profile retrieval, and messaging, supporting sales and networking workflows. (Read more) mcp linkedin social-media ai-integration
  • hn - A Model Context Protocol (MCP) server offering search and fetch capabilities for Hacker News, demonstrating news data integration via MCP. (Read more) hacker-news news data-access mcp
  • hn-mcp - An MCP server for Hacker News integration with LLM clients, providing access to stories, comments, and user profiles via the Model Context Protocol. (Read more) mcp hacker-news ai-integration open-source
  • hn-server - An MCP server that fetches and parses Hacker News stories for news aggregation and trend analysis, exemplifying Model Context Protocol server applications. (Read more) hacker-news news data-access mcp
  • julien040/anyquery - A unified MCP server that enables querying over 40 apps with one binary using SQL. It supports integration with PostgreSQL, MySQL, and SQLite databases, and is designed for privacy and local-first workflows. (Read more) sql database integration privacy
  • kaggle-mcp - Enables MCP server capabilities for Kaggle, supporting dataset download and analysis through the Model Context Protocol. (Read more) mcp data-access datasets kaggle analysis
  • keboola-mcp-server - An MCP server that interfaces with the Keboola Connection Data Platform, offering tools to list and access data via the Keboola Storage API. (Read more) mcp data-access integration keboola
  • LlamaIndex MCP server - LlamaIndex MCP server enables users to create MCP-compatible context servers that unify retrieval from files, APIs, and databases using modular loaders. It supports advanced RAG pipelines and custom agent orchestration. (Read more) mcp rag data-access api-integration
  • mcp-databricks-server - An MCP server connecting to Databricks API, allowing large language models (LLMs) to run SQL queries, list jobs, and retrieve job status from Databricks environments. (Read more) mcp databricks data-access sql llm
  • mcp-flowcore-platform - An MCP server enabling interaction with Flowcore for data ingestion, analysis, and cross-referencing, utilizing human language to manage data across public and private data cores. (Read more) mcp flowcore data-integration natural-language data-analysis
  • mcp-google-sheets - MCP server for Google Sheets, providing tools to create, read, update, and manage spreadsheets via the Google Sheets API. (Read more) mcp google-sheets spreadsheet google-workspace data-integration
  • mcp-hn - An MCP server to search Hacker News, retrieve top stories, and more, following the Model Context Protocol server specification. (Read more) hacker-news news data-access mcp
  • mcp-nixos - MCP server providing accurate information about NixOS packages, options, Home Manager, and nix-darwin macOS settings, helping prevent AI hallucinations. Example of a domain-specific MCP Server. (Read more) nixos linux configuration open-source ai-integration
  • mcp-server-apple-reminders - An MCP server for interacting with Apple Reminders on macOS. mcp apple-reminders macos integration
  • mcp-server-data-exploration - An MCP server for autonomous data exploration of CSV datasets, delivering AI-driven insights and analysis through the Model Context Protocol. (Read more) data-exploration csv ai-insights mcp
  • mcp-server-tavily - MCP server for accessing Tavily AI search API, offering advanced search within the MCP framework. (Read more) mcp search ai-integration api-integration data-access
  • mcp-simple-arxiv - An MCP server that allows LLMs and AI tools to search and read academic papers from arXiv, following the MCP server pattern. (Read more) mcp arxiv research data-access llm
  • mcp-simple-pubmed - An MCP server to search and access medical and life sciences papers from PubMed, designed for integration in the MCP ecosystem. (Read more) mcp pubmed research data-access llm
  • mcp-vector-search - An MCP server providing semantic data search using embeddings and similarity matching. Facilitates AI-powered, context-aware data retrieval for development teams. (Read more) mcp semantic-search vector-database ai-integration data-access
  • MCP Weather Server - The MCP Weather server is an official reference implementation that demonstrates delivering weather time-series data to LLMs via MCP, serving as a plug-and-play and educational example for MCP spec adherence. (Read more) weather open-data reference-implementation ai-integration
  • mcp-webresearch - MCP server for searching Google and conducting deep web research, providing broad research capabilities in the MCP ecosystem. (Read more) mcp google web-search research
  • mindsdb/mindsdb - An advanced MCP server that connects and unifies data across platforms and databases. Offers a single MCP server interface for managing diverse data sources. (Read more) database integration data-virtualization open-source
  • modbus-mcp - An MCP server for standardizing and contextualizing industrial Modbus data through the Model Context Protocol. (Read more) mcp modbus industrial data-integration standardization
  • modelcontextprotocol/server-brave-search - MCP server for web search using Brave's Search API, part of the official Model Context Protocol servers. (Read more) mcp web-search brave integration
  • modelcontextprotocol/server-fetch - Efficient web content fetching and processing MCP server, designed for AI consumption and integration with the MCP framework. (Read more) mcp web fetch ai-integration
  • ms-365-mcp-server - An MCP server that connects to Microsoft 365 via Graph API, supporting mail, files, Excel, and calendar—showcasing broad enterprise MCP server integration. (Read more) mcp microsoft-365 enterprise api-integration
  • NASA-MCP - NASA-MCP is an MCP server that allows LLMs to interact with diverse NASA APIs, granting access to astronomical data, space weather, Earth imagery, and more, making it highly relevant for AI-driven science and space exploration applications. (Read more) mcp nasa open-data api-integration
  • naver-search-mcp - MCP server for Naver Search API integration, supporting blog, news, shopping search, and DataLab analytics within the MCP framework. (Read more) mcp search api-integration news analytics
  • Notion MCP Server - Empowers teams to use Notion changes as actionable triggers across their tool ecosystem, supporting automation for knowledge management and project tracking. (Read more) notion automation project-management integration
  • ns-mcp-server - MCP Server for accessing Dutch Railways (NS) travel information, including schedules and real-time updates. An example of an MCP Server for transportation. (Read more) mcp transportation real-time open-data
  • opcua-mcp - An MCP server that connects to OPC UA-enabled industrial systems, providing contextual data access using the Model Context Protocol. opcua industrial data-access open-source
  • Open Data MCP Server - An open-source MCP (Model Context Protocol) server implementation that enables connecting open data sources to LLMs. Provides tools to access, publish, and serve public datasets as MCP servers, making it directly relevant to the 'Awesome MCP Servers' topic. (Read more) open-data datasets mcp ai-integration
  • opentk-mcp - MCP server to access Dutch Parliament information (documents, debates, activities) with structured search, following MCP standards. (Read more) mcp government data-access search parliament
  • opgginc/opgg-mcp - An MCP server delivering real-time gaming data, analytics, esports schedules, and statistics for popular titles like League of Legends, TFT, and Valorant, accessible via MCP-compatible AI tools. (Read more) gaming analytics real-time ai-integration
  • oura-mcp-server - An MCP server for interacting with Oura's health and sleep tracking app, enabling wellness data integration via MCP. (Read more) health oura wellness api-integration
  • qlik-mcp - An MCP Server for Qlik Cloud API, providing authenticated querying of apps, sheets, and visualizations with robust rate limiting. (Read more) mcp qlik data-visualization cloud api-integration
  • RSS Aggregator MCP - RSS Aggregator MCP is an MCP server that enables LLMs to consume, process, and analyze RSS feed content for real-time information aggregation and trend analysis. (Read more) rss real-time data-extraction trend-analysis
  • Scrapeless MCP Server - A Scrapeless Model Context Protocol (MCP) server connector for the Google SERP API, facilitating web search within the MCP ecosystem. (Read more) web-search google data-access mcp
  • Search1API MCP - An MCP server providing web search via the search1api (requires paid API key), for integration with the MCP server ecosystem, offering anti-bot crawling and enriching search indices. (Read more) web-search api-integration data-access mcp
  • SG-LTA MCP - SG-LTA MCP provides LLMs access to Singapore's Land Transport Authority data, supporting transportation information retrieval and smart city applications. (Read more) transportation llm open-data smart-city
  • stefan-xyz/mcp-server-runescape - An MCP server that provides tools for interacting with RuneScape and Old School RuneScape data, including item prices, player hiscores, and more, via the Model Context Protocol. (Read more) runescape game-data analytics open-source
  • strava-mcp - An MCP server for accessing Strava exercise tracking data, integrating fitness data with AI agents via MCP. (Read more) strava fitness data-access mcp open-source
  • Tavily MCP Server - An MCP server for accessing Tavily AI's search API, enabling advanced search features within the MCP protocol. (Read more) web-search search api-integration mcp
  • tripadvisor-mcp - An MCP server enabling LLMs to interact with the Tripadvisor API, supporting location data, reviews, and photos with standardized MCP interfaces. (Read more) mcp tripadvisor api-integration travel data-access
  • twitter-username-changes-mcp - An MCP server that tracks the historical changes of Twitter usernames. mcp twitter social-media data-access history
  • Weather MCP Server - A Python-based MCP (Modular Command Protocol) server that provides weather information and alerts by integrating with the US National Weather Service API. This server is designed as an example for building and running MCP servers, and is directly relevant for anyone seeking to implement or explore MCP server solutions. (Read more) weather python open-data mcp
  • web-search - An MCP server that enables free web searching using Google results, with no API keys required. (Read more) mcp web-search google open-source
  • Web Search MCP Server - A Model Context Protocol server that allows free web searching using Google results, no API keys required. Functions as an MCP server for web search tasks. (Read more) web-search google open-data ai-integration
  • WebScraping.ai MCP Server - MCP server to interact with WebScraping.ai for web data extraction and scraping, compliant with the MCP protocol. (Read more) scraping data-extraction web mcp
  • websearch-mcp - A self-hosted Websearch API that operates as an MCP server, allowing integration of search capabilities into the Model Context Protocol environment. (Read more) mcp web-search search api-integration
  • Whois MCP - MCP server for performing whois lookups on domains, IPs, ASNs, and TLDs via the Model Context Protocol. (Read more) mcp whois domain data-access
  • Wikimedia Enterprise MCP - An MCP server for accessing Wikipedia article lookup API, allowing data retrieval from Wikimedia via MCP. (Read more) mcp wikipedia data-access open-data
  • Yuque-MCP-Server - A Model-Context-Protocol (MCP) server tailored for integration with the Yuque API, enabling AI-driven document management, knowledge base interaction, and analytics on the Yuque platform. (Read more) knowledge-base document-management analytics api-integration

Database & Messaging MCP Servers

  • adx-mcp-server - An MCP server designed for querying and analyzing Azure Data Explorer databases, supporting time-series and analytics MCP use cases. (Read more) mcp database azure analytics time-series
  • airtable-mcp - An MCP server integrating with Airtable to enable CRUD operations on records within code editors, showcasing a practical database MCP server implementation. (Read more) airtable database integration mcp
  • airtable-server - Provides read and write access to Airtable databases via an MCP server, offering a simple and effective database integration for MCP applications. (Read more) airtable database integration mcp
  • alibabacloud-tablestore-mcp-server - MCP server implementation for Alibaba Cloud Tablestore, supporting document management, semantic and vector search, RAG-friendly, and serverless capabilities. (Read more) mcp alibaba-cloud database semantic-search
  • azure-mcp-server - An MCP server that integrates with Azure Blob Storage and Cosmos DB for secure cloud data resource management, manipulation, and querying. A practical example of an MCP server. (Read more) mcp azure cloud-storage database
  • BigQuery MCP Bridge - The official MCP bridge for Google BigQuery, enabling petabyte-scale analytics and integration with other MCP servers for advanced querying and automation. (Read more) mcp bigquery database integration
  • clickhouse-mcp-server - An MCP server that integrates with ClickHouse databases, enabling data analysis, querying, and exploration for large-scale analytical workloads. Directly relevant as a specialized MCP server for ClickHouse. (Read more) mcp clickhouse database data-analysis
  • Clickzetta Server - An MCP server bridging to ClickZetta databases for executing SQL queries, exploring schema information, and documenting insights via natural language interaction. (Read more) mcp database sql natural-language
  • convex-mcp-server - Convex MCP server for database integration, providing introspection, table exploration, and query execution. (Read more) mcp convex database query
  • Couchbase-Ecosystem/mcp-server-couchbase - Couchbase MCP server for unified access to both Capella cloud and self-managed clusters, supporting document operations, SQL++ queries, and natural language analysis. (Read more) mcp couchbase database cloud
  • Database - A universal MCP server supporting multiple database types, such as PostgreSQL, Redshift, CockroachDB, MySQL, RDS MySQL, Microsoft SQL Server, BigQuery, Oracle DB, and SQLite. (Read more) mcp database postgresql mysql cloud
  • Database MCP Server - A unified MCP server interface for connecting to multiple databases (SQLite, PostgreSQL, MySQL/MariaDB, SQL Server), supporting connection management, query execution, and schema manipulation. (Read more) database integration mcp open-source
  • database-server-executeautomation - A Model Context Protocol server enabling LLMs to interact with SQLite and SQL Server databases, supporting schema inspection and SQL query execution, as an exemplary database MCP server. (Read more) mcp database sql sqlite sql-server
  • database-server-manpreet2000 - A Model Context Protocol server for MongoDB, enabling LLMs to query, insert, delete, and aggregate documents via natural language—demonstrating MCP server database integration. (Read more) mcp database mongodb natural-language
  • Datomic Mcp - Provides a JSON-RPC interface to Datomic databases through the MCP protocol, enabling schema exploration and Datalog query execution. This makes it a specialized MCP server for interacting with Datomic. (Read more) mcp database datomic json-rpc
  • db-mcp-server - High-performance multi-database MCP server built with Golang, supporting MySQL & PostgreSQL, with tools for query execution, transaction management, and performance analysis. (Read more) mcp database golang mysql postgresql
  • dbmcp - Enables direct SQL query execution against MSSQL databases through a FastMCP-powered server with Docker containerization, making it a relevant MCP server for database interaction and analysis. (Read more) mcp database sql-server docker fastmcp
  • Dbs - A Model Context Protocol (MCP) implementation for connecting to and working with various database systems, serving as a versatile MCP server. (Read more) mcp database multi-database integration
  • Dbutils - An all-in-one MCP service that allows AI-powered data analysis by connecting to multiple types of databases (sqlite, mysql, postgres, etc.) within a single, unified configuration, making it a comprehensive MCP server solution. (Read more) mcp database data-analysis multi-database
  • designcomputer/mysql_mcp_server - MySQL MCP Server with configurable access controls, schema inspection, and security guidelines, supporting Model Context Protocol. (Read more) mcp mysql database security
  • Df Mcp - An MCP server that enables AI to interact with databases through DreamFactory's REST API, providing secure, structured access to schemas, data, and stored procedures without direct credential exposure. Specifically designed as an MCP server. (Read more) database rest-api mcp integration
  • dicedb-mcp - An MCP server that enables AI applications to interact with DiceDB database servers for key-value operations without requiring direct database credentials or connection management. (Read more) mcp database key-value ai-integration
  • dolphindb-mcp-server - MCP server for DolphinDB, supporting schema inspection and query capabilities for time-series data. (Read more) mcp dolphindb database time-series
  • domdomegg/airtable-mcp-server - MCP server for Airtable database integration, providing schema inspection and read/write capabilities via MCP protocol. (Read more) airtable database mcp integration
  • Elasticsearch - Elasticsearch provides MCP server capabilities enabling LLMs and other clients to interact with Elasticsearch clusters for managing indices and executing search queries using natural language, demonstrating a powerful MCP server integration. Several MCP server implementations exist to facilitate semantic and natural language search with Elasticsearch, including cr7258/elasticsearch-mcp-server, elastic-semantic-search-server, Elasticsearch Mcp, Elasticsearch Server, and Elasticsearch7 Server. (Read more) mcp elasticsearch search natural-language semantic-search
  • Email MCP Server - Email MCP server supports integration with multiple email providers and enables AI-powered email operations via the Model Context Protocol. (Read more) email messaging ai-integration open-source
  • Falkordb MCP Server - Allows AI models to query and interact with FalkorDB graph databases through the Model Context Protocol (MCP) specification. Enables natural language queries and analysis of knowledge graphs and recommendation systems via MCP. (Read more) falkordb graph-database ai-integration mcp
  • fireproof-storage-mcp-database-server - Fireproof ledger database MCP server with multi-user synchronization support. (Read more) mcp database ledger synchronization multi-user
  • Firestore Advanced Mcp - A Model Context Protocol server enabling LLMs like Claude to perform comprehensive interactions with Firebase Firestore databases, including CRUD operations and advanced features. (Read more) database firebase crud mcp
  • Gel Server - A TypeScript-based MCP server enabling LLM agents to interact with Gel databases through natural language, featuring tools for learning schemas, validating, and executing EdgeQL queries. Demonstrates the application of MCP server architecture for database interaction. typescript database edgeql mcp ai-integration
  • genai-toolbox - Open source MCP server for secure, fast, and easy database tools, specializing in database access and management. (Read more) mcp database open-source management
  • go-mcp-mysql - A zero-dependency MySQL MCP server built in Go, offering configurable readonly mode and schema inspection. (Read more) mcp mysql golang database schema-inspection
  • greptimedb-mcp-server - MCP server for querying GreptimeDB through the Model Context Protocol. mcp database greptimedb open-source
  • hana-server - An MCP server bridging SAP HANA Cloud databases with machine learning workflows, providing model management and standardized communication for AI. (Read more) mcp hana database ai-integration
  • Hasura MCP - An MCP server enabling AI interaction with Hasura GraphQL endpoints for schema discovery, data querying, and database operations. Directly relevant as an MCP server. (Read more) hasura graphql database ai-integration
  • iMessage Query MCP Server - An MCP server that provides secure, read-only access to iMessage databases using the Model Context Protocol. Built with FastMCP and imessagedb, it enables LLMs to query and analyze iMessage conversations, offering features like phone number validation, safe attachment handling, and date filtering. It is directly relevant as a robust MCP server implementation. (Read more) imessage database mcp read-only
  • influxdb-mcp-server - MCP server for InfluxDB, enabling query execution against InfluxDB OSS API v2. (Read more) mcp database influxdb open-source
  • K2view MCP Server - A high-performance MCP server designed for real-time, secure delivery of multi-source enterprise data to LLMs, supporting granular data privacy, virtualization, and cloud/on-prem deployments. (Read more) enterprise real-time data-virtualization privacy
  • legion-mcp - Universal database MCP server supporting multiple database types (PostgreSQL, MySQL, Oracle, etc.), ideal for heterogeneous MCP environments. (Read more) mcp database multi-database universal integration
  • mcp-alchemy - A universal SQLAlchemy-based MCP server supporting multiple databases (Postgres, MySQL, MariaDB, etc.) with schema and relationship inspection. (Read more) mcp sqlalchemy database multi-database schema-inspection
  • MCP BigQuery Server - A Model Context Protocol (MCP) server implementation for Google BigQuery, enabling direct database access, schema inspection, and SQL query execution. (Read more) mcp bigquery database cloud
  • mcp-clickhouse - MCP server for ClickHouse database, providing integration with schema inspection and query capabilities using the MCP protocol. (Read more) mcp clickhouse database integration
  • mcp-confluent - MCP server for Confluent, enabling interaction with Confluent Kafka and Confluent Cloud REST APIs via the MCP protocol. (Read more) mcp kafka messaging confluent cloud
  • mcp-hydrolix - Hydrolix MCP server for time-series datalake integration, supporting schema exploration and query capabilities for LLM workflows. (Read more) mcp hydrolix time-series datalake llm-integration
  • MCP Klaudium - An enhanced MCP memory server with dynamic compression, context management, and thinking process integration, showcasing innovative MCP server features. (Read more) memory compression context-management innovation
  • mcp-memgraph - Memgraph MCP Server includes tools to run queries and access schema resources on Memgraph, making it relevant for MCP-based graph database integration. (Read more) mcp database graph-database memgraph
  • mcp-mongo - A Model Context Protocol server that enables LLMs to interact directly with MongoDB databases via MCP. (Read more) mcp mongodb database ai-integration
  • mcp-mongo-server - Model Context Protocol server for MongoDB, enabling database operations through MCP. (Read more) mcp mongodb database integration
  • mcp-mysql-server - Node.js-based MCP server for secure MySQL database operations via the Model Context Protocol. mcp mysql database nodejs
  • mcp-neo4j - A Model Context Protocol server for Neo4j enabling query execution, knowledge graph memory, and management of Neo4j Aura instances via MCP. (Read more) mcp neo4j graph-database knowledge-graph
  • mcp-pinecone - A Pinecone MCP server providing vector search capabilities over Pinecone through the Model Context Protocol. (Read more) mcp pinecone vector-database semantic-search ai-integration
  • MCP-Pinecone Hybrid - An MCP server integrating Pinecone for advanced vector management, offering features like automatic namespace partitioning, metadata-aware chunking, and cost-optimized upserts for high-performance data recall. (Read more) pinecone vector-database mcp ai-integration
  • mcp-postgresql - An MCP server enabling natural language querying, schema exploration, and data analysis for PostgreSQL databases. Useful for AI-driven database management and analytics within development projects. (Read more) mcp postgresql database ai-integration
  • mcp-server-duckdb - DuckDB MCP server for schema inspection and query capabilities via Model Context Protocol. (Read more) mcp database duckdb open-source
  • mcp-server-jdbc - An MCP server for generic DBMS connectivity via the Java Database Connectivity (JDBC) protocol. (Read more) mcp database jdbc java integration
  • mcp-server-milvus - MCP server for Milvus/Zilliz vector databases, enabling direct interaction with your database through the MCP protocol. (Read more) mcp milvus vector-database database ai-integration
  • mcp-server-mysql - A NodeJS-based MCP server for MySQL database integration with configurable access controls and schema inspection. (Read more) mcp mysql database nodejs
  • mcp-server-odbc - An MCP server for enabling generic Database Management System (DBMS) connectivity via the ODBC protocol, supporting broad MCP integration use cases. (Read more) mcp database odbc integration
  • mcp-server-qdrant - A Qdrant MCP server that enables MCP protocol support for Qdrant vector databases. (Read more) qdrant vector-database database mcp
  • mcp-server-rabbitmq - An MCP server to enable admin operations and message queue management (enqueue/dequeue) with RabbitMQ. (Read more) mcp messaging rabbitmq admin
  • mcp-server-sqlalchemy - An MCP server for DBMS connectivity via SQLAlchemy using Python ODBC (pyodbc), facilitating integration with multiple databases in MCP environments. (Read more) mcp database sqlalchemy python
  • mcp-server-tidb - MCP server for TiDB that enables schema inspection and query capabilities, integrating TiDB with the MCP ecosystem. (Read more) mcp tidb database integration
  • mcp-server-trino - Trino MCP server allowing data querying and access from Trino clusters using the MCP protocol. (Read more) mcp trino database data-access
  • mcp-snowflake-server - Snowflake MCP server with read/write operations and insight tracking via the MCP protocol. (Read more) snowflake database mcp data-access
  • mcp-sqlite - A Model Context Protocol (MCP) server that enables comprehensive SQLite database interaction capabilities, tailored for MCP workloads. (Read more) mcp sqlite database integration
  • mcp-timeplus - MCP server for Apache Kafka and Timeplus, supporting topic listing, message polling, local data storage, and streaming SQL queries. (Read more) mcp kafka streaming data-integration
  • modelcontextprotocol/server-postgres - A PostgreSQL MCP server providing database integration with schema inspection and query capabilities for MCP workflows. (Read more) postgresql database integration mcp
  • modelcontextprotocol/server-slack - Slack workspace MCP server for channel management and messaging, showing robust Slack integration through MCP servers. (Read more) slack messaging integration mcp
  • modelcontextprotocol/server-sqlite - An SQLite MCP server which supports database operations with built-in analysis features, ideal for MCP-based automation. (Read more) mcp database sqlite open-source
  • mongo-mcp - MongoDB MCP server integration for allowing LLMs to interact directly with MongoDB databases via MCP. (Read more) mcp mongodb database integration
  • MongoDB - An MCP server implementation for MongoDB, facilitating direct interaction and management via Model Context Protocol. (Read more) mongodb database mcp open-source
  • MongoDB Atlas MCP Adapter - A community-supported MCP adapter for MongoDB Atlas that maps NoSQL data to the Model Context Protocol, supporting fast, no-code sync with other MCP-enabled tools. (Read more) mongodb atlas database integration mcp
  • MongoDB Lens - A full-featured MCP server for MongoDB databases, allowing advanced interaction through Model Context Protocol. (Read more) mongodb database mcp ai-integration
  • mysql-mcp-server - A user-friendly, read-only MySQL MCP server supporting cursor and n8n automation workflows. (Read more) mcp mysql database read-only
  • mysql_mcp_server_pro - Advanced MySQL MCP Server supporting SSE, STDIO, role-based permissions, exception analysis, and extensible developer tools. (Read more) mcp mysql database developer-tools
  • nile-mcp-server - An MCP server for Nile's Postgres platform, enabling management and querying of Postgres databases, tenants, users, and authentication using LLMs. (Read more) mcp postgresql database ai-integration
  • nocodb-mcp-server - MCP server for Nocodb database integration, enabling read and write capabilities through MCP protocol. (Read more) mcp nocodb database integration
  • Pinecone MCP Server - The official MCP Server for Pinecone, enabling multi-tenant vector search and privacy-safe personalization within the MCP ecosystem. (Read more) pinecone vector-database semantic-search privacy
  • postgres-mcp - All-in-one MCP server for PostgreSQL, offering tools for development, performance analysis, tuning, and health checks. (Read more) mcp postgresql database performance
  • PostgreSQL MCP Server - Provides AI models with access to PostgreSQL databases through an MCP server, automating data management and analysis. (Read more) database postgresql ai-integration open-source
  • prisma - Prisma MCP integration that gives LLMs the ability to manage Prisma Postgres databases, including spinning up new instances and running schema migrations. (Read more) mcp prisma postgresql database llm-integration
  • Qdrant MCP Server - The Qdrant MCP Server integrates with the Qdrant vector search engine, allowing AI agents to store and retrieve semantic information using MCP, ideal for advanced AI memory and retrieval tasks. (Read more) qdrant vector-database semantic-search ai-integration
  • qdrant-mcp-vector-engine - An official MCP Server for Qdrant, providing GDPR-compliant vector search and integration of AI memory with chat platforms via the Model Context Protocol. (Read more) qdrant vector-database gdpr ai-integration mcp
  • quarkiverse/mcp-server-jdbc - MCP server enabling connection and operations on any JDBC-compatible database, supporting query, insert, update, and delete. (Read more) jdbc database mcp java
  • redis/mcp-redis - The official Redis MCP Server offering an interface to manage and search Redis data through the MCP protocol. (Read more) mcp redis database open-source
  • redis/mcp-redis-cloud - MCP server for managing Redis Cloud resources using natural language, supporting database creation, subscription monitoring, and deployment configuration. (Read more) mcp redis cloud database natural-language
  • Snowflake MCP - Allows LLMs to query and retrieve data from Snowflake data warehouses via the Model Context Protocol (MCP), enabling AI-powered data analysis, report generation, and insights extraction directly from Snowflake. (Read more) snowflake database ai-integration mcp
  • sqlite-explorer-fastmcp-mcp-server - Read-only MCP server for SQLite databases, built with FastMCP framework, providing safe exploration and query validation for LLMs. (Read more) mcp sqlite database read-only
  • supabase-mcp - Official Supabase MCP server allowing AI assistants to manage tables, fetch config, and query data within Supabase projects. (Read more) supabase database mcp ai-integration
  • supabase-mcp-server - Supabase MCP Server offering SQL query execution and database exploration tools. Provides MCP protocol support for managing data within Supabase environments. (Read more) mcp supabase database sql
  • tuannvm/mcp-trino - Go implementation of an MCP server for Trino, enabling database access and queries via the Model Context Protocol. (Read more) mcp trino database golang
  • Vectara MCP Server - A commercial MCP server offering semantic search and retrieval-augmented generation (RAG) for LLMs, with support for relevance-ranked context delivery and open-source reference implementation. (Read more) semantic-search rag ai-integration open-source
  • Vector Search MCP Server - A purpose-built MCP server that enables semantic data retrieval via vector embeddings, allowing AI systems to perform meaning-based searches in large datasets. Qdrant is a leading example, offering standard protocols for vector operations. (Read more) mcp vector-database semantic-search qdrant ai-integration
  • Vectorize MCP Server - Vectorize MCP Server enables semantic search and retrieval using natural language queries, optimized for performance on large-scale vector data sets. It supports customizable parameters like result counts and integrates Approximate Nearest Neighbors algorithms for efficient similarity matching. Highly relevant as a specialized MCP server for vector operations. (Read more) vector-database semantic-search mcp open-source
  • victoriametrics-mcp-server - An MCP server for interacting with VictoriaMetrics time-series database via the Model Context Protocol. (Read more) mcp victoriametrics time-series database metrics
  • vikingdb-mcp-server - VikingDB MCP server with collection/index introduction, vector store, and vector search capabilities. (Read more) mcp vector-database search database
  • waha-api-mcp-server - waha-api-mcp-server integrates WhatsApp unofficial API capabilities with MCP server implementation, enabling AI assistants to interact with WhatsApp messaging through the protocol. (Read more) whatsapp messaging api-integration open-source
  • weaviate/mcp-server-weaviate - An MCP server for Weaviate, providing knowledge base access and chat memory store functionality via the MCP protocol. weaviate vector-database knowledge-base mcp
  • xiyan-mcp-server - An MCP server powered by XiyanSQL, enabling natural language queries over databases through the MCP interface. (Read more) mcp xiyansql natural-language database ai-integration

MCP Middleware & Orchestration

  • Agent - Aggregates multiple MCP servers into a single unified interface, reducing system resource usage and simplifying configuration management with dynamic reloading and tag-based filtering capabilities. Highly relevant as a tool for managing and orchestrating MCP servers. (Read more) mcp middleware orchestration multi-instance
  • Agent Ts - A TypeScript implementation of the MCP Agent framework, providing essential tools for building context-aware MCP servers with workflow management and execution capabilities. (Read more) mcp typescript framework workflow
  • Agentcraft Mcp - Provides a flexible agent framework with pre-configured MCP agents for tasks such as marketing, code review, and scheduling. Uses YAML configuration for dynamic agent creation, showcasing MCP server versatility. (Read more) mcp agent-framework automation workflow
  • Aipolabs MCP - Enables dynamic search and execution of tools available on ACI.dev, acting as a flexible MCP server for tool orchestration. (Read more) tool-discovery orchestration ai-integration open-source
  • All-in-One MCP Server - A comprehensive MCP server offering unified AI search across platforms (GitLab, Jira, Confluence, YouTube), a built-in RAG pipeline, and real-time collaboration API—ideal for enterprise AI development and cross-platform integration. (Read more) ai-integration search enterprise mcp
  • Atrax - Proxy service that aggregates multiple MCP servers into a unified endpoint with configurable conflict resolution, transparent proxying, and enhanced error handling. (Read more) proxy orchestration scaling open-source
  • Batchit - Server enabling the batching of multiple MCP tool calls into a single request, reducing token usage and network overhead for AI agents. (Read more) batching orchestration ai-agent open-source
  • Bos - A modular server framework for building and managing extensible MCP services, simplifying module loading and registration for MCP server development. (Read more) mcp framework extensible server-management
  • Client Configuration Server - A specialized MCP server for managing and synchronizing MCP server configurations across different AI assistant clients, automating configuration tasks. (Read more) configuration synchronization automation ai-assistant
  • Composio - Platform enabling seamless connection of agents, LLMs, and IDEs to over 250 managed and federated MCP server implementations, expanding integration options. integration orchestration ai-integration managed
  • CopilotKit Open MCP Client - A self-hosted, open-source client for the Model Context Protocol (MCP), enabling users to chat with any MCP server within their own app. It serves as a bridge for integrating and testing various MCP servers, making it highly relevant for exploring and managing MCP server capabilities. (Read more) client open-source chat integration
  • Create - Enables dynamic creation and management of MCP servers on-demand, providing a TypeScript-based controller for secure and flexible server lifecycle control. Highly relevant as a foundational tool for building and orchestrating Awesome MCP Servers. (Merged with 'Create Server') (Read more) typescript server-management automation controller
  • cursor-installer - A Model Context Protocol (MCP) server for Cursor IDE that simplifies the installation and configuration of other MCP servers, streamlining MCP ecosystem expansion and management. (Read more) mcp installer deployment cursor
  • Darp engine - Facilitates discovery and intelligent routing of user requests to the most appropriate MCP servers using metadata-based search—crucial for scalable MCP server infrastructures. (Read more) mcp orchestration resource-discovery scaling
  • dify-plugin-mcp-server - A Dify endpoint plugin that transforms a Dify application into a Model Control Protocol (MCP) server, allowing tools like Cursor to connect to and utilize custom Dify workflows. Directly focused on MCP server functionality. (Read more) mcp dify plugin workflow
  • dify-workflow-mcp - A Model Context Protocol (MCP) server that exposes Dify workflows as tools for AI systems, enabling dynamic tool discovery and execution across multiple Dify AI applications. (Read more) mcp dify workflow tool-discovery ai-integration
  • difyapp-mcp-server - Integrates Dify's AI application development platform with MCP-compatible tools and services, enabling seamless extension of Dify applications while maintaining MCP server compatibility. (Read more) mcp dify ai-integration middleware
  • EasyMCP - EasyMCP streamlines the creation of TypeScript MCP servers by providing elegant declarations and eliminating boilerplate code, making it highly efficient for implementing the Model Context Protocol. (Read more) mcp typescript framework developer-tools
  • Ectors - Ectors is an actor-based MCP (Model Context Protocol) server that manages multiple routers with unique IDs. It supports various transport protocols for modular and composable MCP service delivery, making it a flexible solution for building and scaling MCP server infrastructures. (Read more) middleware mcp scaling modular
  • Eunomia MCP Server - An MCP server extension for the Eunomia framework, connecting Eunomia instruments with MCP servers to orchestrate data governance and access policies. (Read more) data-governance orchestration mcp open-source
  • Expose - A proxy server that enables communication between clients and MCP-compatible services via JSON-RPC, forwarding requests to backend URLs while ensuring correct error handling and response formatting. Directly facilitates integration and interoperability for MCP servers. (Read more) proxy json-rpc mcp integration
  • FastMCP - A high-level framework for building MCP servers, available in both Python and TypeScript, designed to streamline the creation, management, and deployment of custom MCP server implementations. mcp framework fastmcp typescript python
  • Foxy Contexts - Foxy Contexts enables declarative MCP server development in Golang, with built-in functional testing to ensure reliable Model Context Protocol implementation. (Read more) mcp golang middleware testing
  • gateway - An MCP and MCP SSE server that auto-generates APIs based on database schema and data. Supports multiple databases including PostgreSQL, Clickhouse, MySQL, Snowflake, BigQuery, and Supabase. (Read more) mcp gateway sse database auto-generation
  • gateway-mcp - A unified gateway MCP server that connects AI assistants to multiple specialized services, enabling seamless interaction and dynamic tool discovery across various MCP servers and HTTP APIs within a conversational context. (Read more) mcp gateway tool-discovery ai-integration integration
  • gateway-mcp-timandes - A server that translates Model Context Protocol (MCP) tool calls to traditional HTTP API requests, allowing for the integration of existing HTTP APIs into MCP environments via configurable mappings. (Read more) mcp api-integration gateway tool-discovery
  • GitMCP - GitMCP is a free MCP server solution leveraging Next.js and Vercel technology. It provides an accessible platform for deploying and managing MCP servers, making it highly relevant for those seeking robust MCP server solutions. (Read more) mcp deployment nextjs server
  • guMCP - An open-source Model Context Protocol (MCP) server with a Python/Node.js hybrid architecture. Features include automatic API documentation parsing, self-healing connection pools, and GDPR-compliant audit trails, making it a robust solution for secure and scalable AI integration. (Read more) open-source mcp python nodejs gdpr
  • Heimdall - Tool to manage agent tools and MCP server configurations, helping orchestrate and configure multiple MCP servers. Directly relevant as an MCP server management tool. (Read more) orchestration server-management mcp configuration agent-framework
  • http-4-mcp - A configuration tool and middleware server for quickly setting up MCP servers that bridge HTTP APIs, making it easy to convert HTTP endpoints into MCP-compatible tools. Highly relevant as an MCP server toolkit. (Read more) mcp middleware api-integration toolkit
  • hub-mcp - Centralizes multiple MCP servers into one hub, simplifying tool discovery and routing for complex workflows. A core utility for managing and orchestrating multiple MCP servers. (Read more) mcp middleware orchestration tool-discovery
  • Ib Cache Server - A Model Context Protocol server focused on efficient data caching between language model interactions, optimizing token usage and reducing redundant calls. (Read more) caching performance context-management ai-integration
  • 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. (Read more) middleware namespaces mcp multi-instance
  • langchain-mcp-server - LangChain MCP server provides an agent-ready framework for building MCP servers, allowing AI agents to dynamically access knowledge bases and structured data via composable chains and adapters. It is highly extensible for autonomous workflows. (Read more) mcp langchain framework ai-agent
  • mcp-agent - mcp-agent allows building effective AI agents with MCP servers using simple, composable patterns for enhanced agent functionality. (Read more) ai-agent middleware mcp open-source
  • MCP Bridge - Middleware providing an OpenAI-compatible endpoint capable of calling MCP tools, acting as a bridge between OpenAI APIs and MCP servers. (Read more) middleware openai proxy integration
  • MCP Connect - Enables cloud-based AI services to access local Stdio-based MCP servers, making it easier to bridge between cloud and local MCP deployments. (Read more) middleware cloud integration stdio
  • MCP Gateway - A gateway demo for MCP SSE servers, facilitating standardized access and communication for MCP server deployments. (Read more) gateway sse middleware integration
  • MCP Server and Gateway - An MCP stdio-to-HTTP SSE transport gateway with example server and MCP client, showcasing how to connect and operate MCP servers over various protocols. (Read more) gateway stdio sse integration
  • MCPAdapt - MCPAdapt is a framework that enables seamless integration with over 1000+ MCP servers, making it easy to use MCP server tools across various agentic frameworks such as Smolagents, CrewAI, Langchain, and Google GenAI. It provides adapters and core components to manage MCP server lifecycles and tool compatibility, directly supporting the 'Awesome MCP Servers' ecosystem. (Read more) integration middleware agent-framework compatibility
  • metatool-app - A unified middleware MCP server with a GUI, designed to manage multiple MCP connections in one place. Works locally and in the cloud and supports multiple operating systems. Directly relevant as a robust MCP server solution. (Read more) mcp middleware gui cloud multi-instance
  • Model Context Protocol (MCP) Server - A feature-rich server implementation for the Model Context Protocol (MCP), supporting configurable capabilities such as resource management, tool and prompt registration, structured logging, and robust error handling. Directly relevant for building and running MCP Servers. (Read more) mcp reference-implementation server capabilities
  • ModelContextProtocol.NET - A C# SDK for building high-performance MCP servers on .NET 9 with NativeAOT compatibility, designed for optimal performance and seamless MCP server implementation. (Read more) mcp sdk dotnet development
  • oatpp-mcp - oatpp-mcp implements Anthropic's Model Context Protocol for the Oat++ C++ framework, enabling comprehensive server integration. (Read more) mcp c++ framework integration
  • Pipedream - An aggregator MCP server that connects with over 2,500 APIs and thousands of prebuilt tools, enabling integration and management of servers and workflows within your own app through the MCP protocol. Includes official repositories and integrations for large-scale MCP server solutions. (Read more) integration api-integration workflow mcp
  • Portkey Aggregator - A unified API gateway for managing multiple MCP servers, with load-balanced queries and a cost monitoring dashboard for optimized multi-server operations. (Read more) gateway load-balancing orchestration dashboard
  • Quarkus MCP - Java-based tools for building MCP servers with Quarkus, including SDKs and extensions for annotation-driven development and enterprise integration. (Merged 'Quarkus MCP Server SDK Java' and 'Quarkus MCP Extension') (Read more) quarkus java sdk enterprise
  • Supergateway - A service to run MCP stdio servers over Server-Sent Events (SSE), enabling scalable and real-time connectivity between clients and MCP servers. (Read more) gateway stdio sse real-time
  • sxhxliang/mcp-access-point - A tool that instantly turns any web service into an MCP server with no coding required, supporting multiple operating systems. (Read more) web integration no-code multi-platform
  • tigranbs/mcgravity - A proxy tool for composing and load balancing across multiple MCP servers, offering a unified endpoint. Useful for scaling AI tools via multiple MCP servers. (Read more) proxy load-balancing scaling ai-integration
  • VeriTeknik/pluggedin-mcp-proxy - A proxy MCP server that combines multiple MCP servers into a single interface, providing discovery, management, and debugging tools. (Read more) proxy orchestration discovery debugging
  • wanaku - A SSE-based MCP router providing an extensible routing engine for integrating enterprise systems with AI agents using MCP. (Read more) sse middleware routing enterprise mcp
  • wegotdocs/open-mcp - A tool to rapidly turn any web API into an MCP server in 10 seconds, with integration to an open-source MCP server registry. Essential for quickly expanding the MCP server network. (Read more) mcp api-integration open-source automation registry
  • ws-mcp - A wrapper that exposes MCP servers over WebSockets, enhancing compatibility and integration with websocket-based clients. (Read more) mcp middleware websocket integration wrapper

Business & Commerce MCP Servers

  • Agentforce Xlengelle - MCP server providing tools to interact with the Salesforce Agentforce API, enabling authentication, session creation, and agent messaging. (Read more) salesforce crm enterprise api-integration
  • Ai Customer Support Bot MCP Server - A Model Context Protocol (MCP) server for AI-powered customer support, integrating with Cursor AI and Glama.ai, showcasing MCP server applications in customer service. (Read more) ai-integration customer-support mcp open-source
  • Airbnb MCP Server - MCP Server for searching Airbnb and retrieving listing details, enabling programmatic access via the MCP protocol. Directly relevant as an MCP Server for travel services. (Read more) travel airbnb api-integration open-source
  • Allabolag MCP - MCP server that bridges to the Swedish company registry database, allowing users to search for companies and retrieve detailed business information. (Read more) company-registry business data-access integration
  • Amadeus MCP - MCP server integrating with the Amadeus API to provide flight search capabilities, itinerary creation, and access to flight offer data. (Read more) travel api-integration flight-search open-source
  • App Store Connect Server - An MCP server designed for interacting with the App Store Connect API, providing tools for managing apps, beta testers, bundle IDs, devices, and users. Directly relevant as a Model Context Protocol (MCP) server solution. (Read more) mcp apple api-integration app-management open-source
  • attio-mcp-server - An MCP server that allows AI clients to manage records and notes in Attio CRM via Model Context Protocol. (Read more) crm attio ai-integration open-source
  • autumn-server - An unofficial MCP server that provides an interface to Autumn's pricing API for managing customers, entitlements, invoices, and generating billing portal links. (Read more) mcp billing api-integration automation
  • Biggo MCP Server - A Model Context Protocol (MCP) server enabling product searches across e-commerce platforms, price history tracking, and product specification-based searches using natural language prompts. Directly relevant as an MCP server implementation. (Read more) e-commerce search mcp open-source
  • Bitrefill Server - MCP server wrapping Bitrefill's public API, allowing agents to search for products and shop using cryptocurrencies through the Model Context Protocol. (Read more) e-commerce crypto api-integration open-source
  • Chargebee - MCP server connecting AI agents to the Chargebee billing platform, enabling automation and query of payment workflows. (Read more) chargebee billing automation mcp open-source
  • Cline Marketplace - An MCP server marketplace with VS Code integration, supporting one-click installations, Blender 3D visualization, and real-time collaboration for streamlined development. (Read more) marketplace vscode real-time 3d-modeling
  • contentful-mcp - An MCP server to update, create, and delete content, content-models, and assets in a Contentful Space. (Read more) mcp cms content-management api-integration
  • Custom MCP Servers - Processes and categorizes financial transaction data within an MCP server, outputting organized CSV files for personal finance management—an example of a task-specific MCP server implementation. (Read more) finance csv personal-finance mcp
  • Cwm Api Gateway Mcp - An MCP server bridging Claude with the ConnectWise Manage API, providing natural language search and memory features for efficient IT service management—demonstrating MCP server integration for business workflows. (Read more) mcp api-integration business memory
  • dealx/mcp-server - MCP Server for the DealX platform, enabling integration and data retrieval in accordance with the MCP protocol. (Read more) integration business platform open-source
  • dev-mcp - Integrates with Shopify Dev APIs and tools through the Model Context Protocol to interact with various Shopify development workflows. Directly relevant as an MCP server integration. (Read more) mcp shopify e-commerce integration
  • DoorDash-MCP-Server - An unofficial MCP server implementation for DoorDash Delivery integration, enabling automated delivery workflows via the Model Context Protocol. (Read more) doordash delivery workflow mcp
  • effytech/freshdesk-mcp - An MCP server that integrates with Freshdesk, enabling AI models to interact with Freshdesk modules and perform various support operations. (Read more) mcp customer-support api-integration open-source
  • Erpnext Server - A TypeScript-based MCP server that integrates with the ERPNext/Frappe API, enabling AI assistants to interact with ERPNext data and functionality using the Model Context Protocol. Directly relevant as an implementation of an MCP server. (Read more) business erp typescript mcp
  • Findmine Mcp - An MCP server integrating FindMine's product styling and outfit recommendation capabilities with Claude and other MCP-compatible applications, supporting advanced product and style queries. (Read more) business product-recommendation ai-integration mcp
  • Fmp MCP Server - An MCP server providing comprehensive financial data from Financial Modeling Prep API, supporting company profiles, metrics, filings, and more via MCP endpoints. (Read more) finance market-data api-integration mcp
  • Hubspot Mcp - Provides comprehensive interaction with HubSpot CRM data through standardized MCP interfaces, enabling advanced search, analytics, and reporting via API integrations. (Read more) hubspot crm analytics api-integration
  • mcp (Chargebee) - Chargebee's MCP server connects AI agents to the Chargebee platform, allowing operations and data access via Model Context Protocol. (Read more) chargebee billing ai-integration mcp
  • mcp-server-esignatures - An MCP server for contract and template management, enabling drafting, reviewing, and sending binding contracts via the eSignatures API. (Read more) mcp document-management contract-management api-integration
  • mcp-server-iaptic - An MCP server for connecting to iaptic, enabling queries about customer purchases, transactions, and app revenue—demonstrating CDP integration with MCP servers. (Read more) mcp cdp business integration
  • octagon-mcp-server - Octagon AI's MCP server integrates private and public market data for AI agents, facilitating data-driven applications through Model Context Protocol. (Read more) market-data ai-integration mcp finance
  • ramp-mcp-server - An MCP server for Ramp that automates expense reconciliation, syncs finance approvals, and links transactions with projects. Essential for finance workflows and transaction sync in operational environments. (Read more) mcp finance automation business
  • Salesforce MCP - Salesforce’s MCP connector enables direct integration of CRM data (accounts, leads, conversations) into MCP workflows, supporting AI-driven use cases in marketing, sales, and service automation. It is enterprise-ready and integrates with Service Cloud AI. (Read more) mcp salesforce crm enterprise
  • Salesforce MCP Server - Connects Salesforce CRM data to marketing tools, support platforms, and internal databases, enabling real-time CRM syncing and sales automation. (Read more) salesforce crm real-time automation
  • sergehuber/inoyu-mcp-unomi-server - An MCP server for accessing and updating profiles on Apache Unomi CDP, showing customer data platform capabilities with MCP servers. (Read more) mcp cdp unomi customer-data
  • stripe-mcp-server - Stripe's MCP server integrates payment and customer data with CRMs, accounting, and analytics platforms, enabling automated routing of payments, subscription logic, and revenue alerts. (Read more) mcp stripe payments automation
  • wrike-mcp-server - A lightweight MCP server implementation for interacting with Wrike tasks via the public API. (Read more) project-management wrike api-integration open-source
  • Wuye-AI/mcp-server-wuye-ai - An MCP server integrating with the CRIC Wuye AI platform for property management industry intelligence. (Read more) property-management industry-intelligence ai-integration open-source

Messaging MCP Servers

  • agentmail-toolkit/mcp - An MCP server for creating dynamic email inboxes for AI agents, allowing them to send, receive, and act on email—an excellent example of a specialized MCP server. (Read more) mcp email ai-agent messaging
  • carterlasalle/mac_messages_mcp - An MCP server that securely integrates with your iMessage database, enabling LLMs to query and analyze iMessages—showcasing advanced MCP server capabilities. (Read more) mcp imessage messaging llm
  • Clicksend MCP - An MCP server integrating with ClickSend's API to provide SMS messaging and Text-to-Speech call automation. Directly relevant as a communication-focused MCP server. (Read more) mcp messaging sms api-integration
  • Dingding MCP - A Model Control Protocol (MCP) server providing access to DingDing's (Dingtalk) API features, such as retrieving tokens, department lists, and user information, for seamless integration via MCP. Includes v2 and Dingdingbot Server implementations. (Read more) mcp messaging dingtalk api-integration open-source
  • Discord MCP - An MCP server connecting to Discord through a bot, offering comprehensive integration and enabling AI assistants to interact with Discord servers via the MCP protocol. (Read more) discord ai-integration bot open-source
  • elie222/inbox-zero - An MCP server for enhancing Gmail with Inbox Zero features, such as managing follow-ups and replies, exemplifying advanced MCP server functionality for email. (Read more) mcp gmail email productivity
  • Feishu Server - An MCP-based service that enables AI models to interact with the Feishu (Lark) platform, supporting document reading and chatbot messaging capabilities. Directly relevant as an MCP server integration. (Read more) messaging feishu mcp integration
  • gitmotion/ntfy-me-mcp - An ntfy MCP server for sending and fetching ntfy notifications from self-hosted servers, designed for AI agents—highlighting extensible MCP server implementations. (Read more) mcp ntfy notifications ai-agent
  • Gmail MCP - An MCP server for integrating Gmail with auto authentication, enabling AI assistants to manage Gmail accounts through natural language, with features for sending, reading, searching, and organizing emails. (Read more) mcp gmail email ai-integration
  • Headless Gmail - An MCP server providing headless Gmail access, allowing credential separation and OAuth flows for secure email operations in containerized environments. Directly relevant as an MCP server. (Read more) mcp gmail email security
  • line-bot-mcp-server - An MCP server for integrating with LINE Official Accounts, facilitating messaging and channel management—an essential MCP server for LINE. (Read more) mcp line messaging integration channel-management
  • mattermost-mcp-host - An MCP server and host for accessing Mattermost teams, channels, and messages, integrated as a bot—demonstrating MCP server versatility. (Read more) mcp mattermost messaging bot
  • mcp-teams-server - An MCP server for Microsoft Teams messaging, including reading, posting, mentions, and thread listing—highlighting MCP server support for Teams. (Read more) mcp messaging microsoft-365 teams
  • microsoft-teams-mcp - A community MCP Server for Microsoft Teams that enables GDPR-safe transcriptions and incident retrospectives powered by MCP-connected services. (Read more) mcp microsoft-365 gdpr messaging
  • slack-mcp - An MCP server focused on team communication through Slack. Enables AI-driven channel management, notifications, and message scheduling, integrating with CI/CD and search for enhanced collaboration in development environments. (Read more) mcp slack ai-integration ci/cd
  • slack-mcp-gateway - An official MCP Gateway for Slack, providing meeting summaries and AI-powered search integrations within Slack using the Model Context Protocol. (Read more) mcp slack gateway ai-integration
  • slack-mcp-server - A powerful MCP server for Slack workspaces, offering comprehensive channel and messaging management. (Read more) mcp slack messaging channel-management
  • teddyzxcv/ntfy-mcp - An MCP server for sending notifications to phones using ntfy, demonstrating real-time notification capabilities of MCP servers. (Read more) mcp ntfy notifications real-time
  • telegram-mcp - Telegram MCP server for API integration, supporting user data access, chat management, and message retrieval, making it a top MCP server for Telegram connectivity. (Read more) mcp telegram messaging api-integration
  • UserAd/didlogic_mcp - An MCP server for DIDLogic, supporting SIP endpoint and number management, exemplifying telephony integration with MCP servers. (Read more) mcp telephony sip integration
  • vrchat-mcp - An MCP server for VRChat, supporting queries about friends, worlds, avatars, and more—demonstrating the extensibility of MCP servers. (Read more) mcp vrchat messaging api-integration
  • wecombot-mcp-server - An MCP server application for sending diverse message types to WeCom group robots, illustrating flexible communication through MCP servers. (Read more) mcp messaging wecom integration
  • whatsapp-mcp - WhatsApp MCP is an MCP server that facilitates searching, sending, and reading WhatsApp messages and media through the WhatsApp web multi-device API. It enables integration of WhatsApp communication features into MCP clients. (Read more) mcp messaging whatsapp api-integration
  • YCloud-Developers/ycloud-whatsapp-mcp-server - An MCP server for the WhatsApp Business Platform by YCloud, demonstrating business-grade messaging integration via MCP servers. (Read more) mcp whatsapp messaging business

MCP Server Directories & Lists

  • Ai Agent Marketplace Index Mcp - Provides a searchable index and marketplace of 5000+ AI agents and tools, allowing users to discover and monitor MCP servers for various tasks. (Read more) directory ai-agent mcp curated-list marketplace
  • Awesome Awesome MCP Servers - A curated GitHub repository listing top Model Context Protocol (MCP) servers, providing direct access to a variety of MCP server implementations and resources. Highly relevant as the central directory for discovering and contributing to MCP servers. (Read more) curated-list directory mcp open-source
  • Awesome MCP Servers - A curated GitHub repository listing production-ready and experimental Model Context Protocol (MCP) servers. These servers enable AI models to interact securely with local and remote resources, such as file systems, databases, version control, and more, through standardized MCP implementations. Multiple repositories exist with similar content, including those by strickvl, fmerian, and haris-musa. (Read more) curated-list directory mcp open-source
  • Compass - MCP Compass is a discovery and recommendation service that helps AI assistants find and understand MCP servers using natural language queries. It's directly relevant as a tool to locate and interact with MCP servers. (Read more) mcp discovery tool-discovery ai-assistant
  • Esa Mcp - Integrates with the esa.io knowledge management platform as an MCP server, supporting advanced content management features via the Model Context Protocol. Directly relevant as an MCP server. (Read more) content-management knowledge-base mcp integration
  • glama.ai MCP Servers - An online directory listing various MCP servers, referenced from the awesome-mcp-servers GitHub repository. Useful for browsing and discovering active MCP servers. (Read more) directory mcp ai-integration web
  • hustcc/awesome-mcp-servers-1 - A curated GitHub repository listing production-ready and experimental Model Context Protocol (MCP) servers. It serves as a central resource for discovering, evaluating, and utilizing MCP servers that enable AI models to interact with local and remote resources via standardized protocols. (Read more) curated-list directory mcp open-source
  • imap-mcp - A centralized and up-to-date repository offering an extensive catalog of open-source and proprietary MCP servers, complete with features, documentation, and contributor information. Ideal for discovering and comparing the best MCP servers available. (Read more) curated-list directory mcp reference
  • List of all MCP Servers - A categorized directory of MCP servers, organized by functionality such as data storage, cloud infrastructure, and AI tools, providing a comprehensive overview of available implementations. (Read more) directory curated-list mcp ai-integration
  • MCP Official Website - The central hub for MCP standard resources, including documentation, specifications, and guides to building and using MCP servers. (Read more) documentation mcp specification directory
  • MCP Server Finder - A comprehensive MCP server discovery tool that provides tutorials and implementation guides alongside a searchable directory of available MCP servers. (Read more) directory curated-list mcp tutorials
  • MCP Servers Collection - A resource offering a diverse selection of MCP servers, including solutions for BigQuery, CLI, document conversion, and media generation. (Read more) curated-list directory mcp
  • MCP Servers Directory - MCP Servers at mcp.so is a directory that helps users discover and explore top MCP servers for Claude and other AI agents, providing a centralized resource for unlocking data and tools. (Read more) directory ai-agent mcp
  • mcp-servers-hub - A centralized hub repository offering an extensive catalog of open-source and proprietary MCP servers, including features, documentation links, and contributors. Essential for discovering and comparing top MCP server solutions. (Read more) curated-list directory mcp open-source
  • MCP Servers Repository - The official repository aggregating MCP server implementations and resources, offering documentation, setup guides, and access points for developers starting with MCP servers. (Read more) curated-list directory mcp open-source
  • MCPHub - MCPHub is a cross-platform GUI application designed to discover, install, and manage Model Context Protocol (MCP) servers, essentially acting as a package manager for MCP servers. (Read more) gui installer discovery directory
  • mcpmarket.com - Directory and marketplace of MCP servers, providing a resource to discover, connect, and integrate various MCP servers and tools. (Read more) directory marketplace resource-discovery mcp
  • mcpmcp-server - An MCP server aggregator that lists available MCP servers, helping users discover which servers can optimize their workflows. Directly supports the MCP server ecosystem. (Read more) mcp directory curated-list discovery
  • NANDA - The official central registry and hub for decentralized MCP servers, enabling developers to register, verify, and list their MCP servers for discovery and integration with AI applications. Directly relevant for anyone building or seeking awesome MCP servers. (Read more) registry directory decentralized discovery
  • Open-Source Repository of MCP Servers - A collection of open-source MCP server implementations for popular enterprise systems like Google Drive, Slack, GitHub, Git, Postgres, and Puppeteer. These servers demonstrate the MCP standard in action and offer ready-to-use solutions for connecting AI tools to real-world data sources. (Read more) curated-list directory mcp open-source
  • Smithery - Smithery is a resource listing over 2,200 MCP servers, providing automated installation guides to streamline the deployment of server environments. (Merged with 'smithery.ai') (Read more) curated-list directory installer deployment

Development Tools MCP Servers

  • Aider Server - Aider MCP Server offloads AI coding tasks to a specialized implementation, providing natural language code changes and model selection, and is a notable MCP server for AI-driven development workflows. (Merged both Aider Server entries) (Read more) ai-integration code-generation natural-language model-selection
  • Aio MCP - MCP server that integrates development tools (GitLab, Jira, Confluence, YouTube, Google AI) for streamlined workflows, exemplifying how MCP servers can unify multiple developer services. (Read more) integration developer-tools workflow open-source
  • Aira Server - TypeScript-based MCP server for creating Git commit messages with support for Git status, Gitflow, and branch operations. (Read more) git version-control typescript automation
  • Awesome Cursor MCP Server - An AI-powered development toolkit MCP server for Cursor, providing intelligent coding assistance, UI screenshot analysis, and code review tools. (Read more) ai-integration development code-review mcp
  • Builder - A Python-based server that assists users in easily installing and configuring other MCP servers across various platforms. Useful for managing and deploying MCP Servers. (Read more) mcp installer deployment python
  • Cherry Studio - Cherry Studio is a code editor that now supports MCP servers, enabling enhanced development workflows directly with Model Context Protocol integration. The release v1.1.1 introduces this support. (Read more) editor integration development mcp
  • Claude Code - An MCP server that implements Claude Code-like functionality, allowing AI-driven analysis of codebases, file modification, command execution, and project management directly through file system interactions. A notable solution for code-focused MCP servers. (Read more) mcp codebase code-analysis ai-integration
  • Claude for Desktop - A desktop application that acts as an MCP host, allowing users to connect and interact with various MCP servers. Essential for testing and using MCP servers, making it highly relevant for the Awesome MCP Servers ecosystem. (Read more) mcp desktop ai-integration open-source
  • Clj Kondo MCP - A Model Context Protocol server providing clj-kondo linting capabilities for Clojure/ClojureScript/EDN files. Useful in environments lacking built-in linting, directly as an MCP server. (Read more) mcp linting clojure code-analysis
  • CoderGamester/mcp-unity - A Model Context Protocol (MCP) server designed for Unity3d Game Engine integration, allowing seamless AI-assisted development and tooling within Unity projects. (Read more) unity3d game-development ai-integration open-source
  • cursor - An AI-powered IDE that integrates Claude agents with MCP capabilities, providing session-based memory, function calling, and agent chaining directly within the coding editor for advanced AI-assisted development. (Read more) ide ai-integration mcp code-generation
  • cursor-mcp - An MCP server for controlling and pulling data from Cursor IDE, powering and automating development workflows through the MCP protocol. (Read more) mcp cursor ide automation
  • Custom Context MCP - A Model Context Protocol (MCP) server that transforms text into structured JSON data using templates with placeholders, directly supporting MCP server ecosystems. (Read more) mcp context-management template json
  • CyberChef API MCP Server - MCP server for interacting with the CyberChef API, enabling automated use of CyberChef operations via MCP clients. (Read more) cyberchef api-integration automation mcp
  • esp-mcp - An MCP server for streamlining workflows and fixing build issues for ESP32 series chips using ESP-IDF. (Read more) mcp esp32 hardware build-automation
  • Excalidraw Mcp - A Model Context Protocol (MCP) server providing API access for creating, managing, and exporting Excalidraw drawings in formats like SVG, PNG, and JSON. (Read more) drawing api mcp open-source
  • FastAPI-MCP - A Python framework that integrates MCP server capabilities into FastAPI applications, enabling zero-configuration exposure of API endpoints as MCP tools. framework python fastapi mcp
  • figma-mcp - An MCP server integration that allows AI tools like Cursor to programmatically read and modify Figma designs, automating UI/UX tasks through natural language instructions. (Read more) mcp figma design automation
  • Flipt - Flipt’s MCP server allows AI assistants and LLMs to interact with feature flags, segments, and evaluations via a standardized MCP interface. An example of a Model Context Protocol server for feature flag management. (Read more) feature-flags mcp ai-integration open-source
  • Gentoro - Tool that generates MCP Servers based on OpenAPI specifications, simplifying the creation of custom MCP servers for different APIs. openapi code-generation mcp developer-tools open-source
  • Gh MCP Server - Integrates with Rhino/Grasshopper 3D modeling software to enable parametric design and geometric analysis via natural language through the Model Context Protocol. (Read more) 3d-modeling parametric-design mcp open-source
  • GitHub Copilot MCP - An official MCP Server by Microsoft allowing GitHub Copilot to detect security flaws and auto-generate pull requests using MCP workflows. (Read more) mcp github code-analysis security ai-integration
  • Github Issue Server - A TypeScript-based MCP server enabling users to manage text notes with features like note creation and summary generation using a Model Context Protocol. Directly relevant as an MCP server implementation. (Read more) mcp github typescript notes
  • Github MCP - Integrates with GitHub APIs to enable repository searching, issue management, pull request creation, and settings control directly within Claude Desktop conversations, serving as an MCP server for GitHub workflows. (Read more) mcp github integration workflow
  • Github MCP Server Claude - A modular command processor server (MCP) that interfaces with GitHub's REST API, allowing natural language interaction for fetching user details and repository information via Claude. (Read more) mcp github rest-api natural-language
  • Github Meta Server - A Model Context Protocol server facilitating AI interaction with GitHub's API for repository creation and management using natural language commands. Fits as a specialized MCP server. (Read more) mcp github ai-integration repository-management
  • Github PR MCP Server - A TypeScript server following the Model-Controller-Presenter pattern to analyze GitHub Pull Requests, exemplifying an MCP server implementation for PR analysis. (Read more) mcp github code-analysis typescript
  • Github Project Manager - A Model Context Protocol (MCP) server for managing GitHub projects, milestones, and sprints with kanban workflows, sprint planning, and custom field integration. (Read more) mcp github project-management kanban
  • Godot MCP - An MCP server facilitating interaction with the Godot game engine, providing tools for editing, running, debugging, and managing scenes in Godot projects through MCP-compatible clients. Multiple implementations exist, including those by Coding-Solo and ee0pdt, each offering integration and advanced features for Godot development workflows. (Read more) mcp godot game-development integration
  • Gonmcptool - A TypeScript-based Model Context Protocol toolkit that enables AI to interact with code files, manage translations, build projects, and search for files and code content. Serves as a versatile MCP Server/toolkit. (Read more) typescript toolkit code-management mcp ai-integration
  • gqai - Defines tools using regular GraphQL queries/mutations and automatically generates an MCP server for the tools, enhancing GraphQL to MCP integration. (Read more) mcp graphql automation open-source
  • gradle-mcp-server - Gradle integration MCP server using the Gradle Tooling API to inspect projects, execute tasks, and run tests. (Read more) mcp gradle build-automation testing development
  • Grumpydev Mcp - An MCP server that reviews code with a sarcastic tone, providing feedback for PRs and code quality. Shows creative uses of MCP server models for developer tooling. (Read more) code-review developer-tools mcp ai-integration feedback
  • host-use - A command-line tool for creating and managing MCP hosts, streamlining developer workflows for integrating AI capabilities through MCP servers. mcp cli developer-tools ai-integration
  • http4k MCP SDK - http4k MCP SDK provides a functional, testable Kotlin framework with HTTP Streaming protocol support for building MCP servers and clients. (Read more) sdk kotlin framework mcp open-source
  • Hyper MCP - A highly extensible MCP server supporting plugins in any WebAssembly-compatible language, allowing for broad customization and interoperability. Core for developing and extending MCP server capabilities. (Read more) mcp wasm framework extensible open-source
  • ida-pro-mcp - MCP server for IDA Pro, enabling AI-assisted binary analysis, decompilation, and malware report generation via MCP integrations. mcp ai-integration binary-analysis malware development
  • ios-simulator-mcp - A Model Context Protocol (MCP) server for interacting with iOS simulators, supporting information retrieval, UI control, and inspection. (Read more) mcp ios simulator ui development
  • jupyter-mcp-server - An MCP server implementation for Jupyter, enabling seamless integration of the Model Context Protocol with Jupyter environments. (Read more) jupyter notebooks mcp integration
  • LiteMCP - LiteMCP provides a high-level framework in JavaScript/TypeScript for building sophisticated MCP servers with minimal configuration needed. (Read more) mcp framework typescript javascript open-source
  • llm-context - A tool to share code context with LLMs via Model Context Protocol or clipboard, enhancing code understanding and collaboration. (Read more) mcp context-management codebase ai-integration
  • llm-context.py - An MCP server to share code context with LLMs, supporting clipboard and protocol-based interactions. (Read more) llm context-management ai-integration open-source
  • lsp-tools-mcp - A Model Context Protocol (MCP) server providing Language Server Protocol-like functionality for text analysis, demonstrating MCP server extensibility for developer tooling. (Read more) language-server text-analysis developer-tools open-source
  • Magic MCP - Magic MCP is an MCP server that allows users to create modern UI components using natural language from within IDEs like Cursor, WindSurf, or Cline. It offers real-time previews and SVGL support, making it highly relevant for building MCP-based UIs. mcp ui real-time ide
  • Magic UI MCP - Magic UI MCP offers pre-built UI components and landing page design templates, enabling developers to quickly implement professional, customizable user interfaces within their MCP-powered workflows. (Read more) mcp ui templates developer-tools
  • mcp-chat - mcp-chat is a CLI chat client designed specifically for MCP servers. It is useful for testing and evaluating MCP servers and agents, making it a practical resource for developers working with Awesome MCP Servers. (Read more) cli testing mcp open-source
  • MCP-Framework - A framework for building Model Context Protocol (MCP) servers in TypeScript, designed to help developers create production-ready or experimental MCP server implementations for AI model interactions. (Read more) framework typescript mcp open-source
  • MCP Get - A tool designed for installing and managing MCP servers, streamlining the deployment and installation process for various MCP server implementations. (Read more) installer deployment mcp open-source
  • mcp-go - mcp-go is a comprehensive Golang SDK for building both MCP Servers and Clients, supporting robust protocol implementation. golang sdk mcp open-source
  • mcp-golang - mcp-golang is a type-safe Golang framework for building MCP Servers with comprehensive protocol implementation and validation. (Read more) golang framework mcp open-source
  • mcp-gopls - A MCP server for interacting with Go's Language Server Protocol (gopls) to provide advanced Go code analysis features. mcp golang gopls code-analysis development
  • mcp-installer - An MCP server that automates the installation of other MCP servers, streamlining setup for MCP-based systems. mcp installer automation open-source
  • MCP LangChain TS Client - A LangChain.js client for the Model Context Protocol, enabling seamless integration with MCP servers from LangChain-based applications. (Read more) langchain typescript client integration
  • mcp-manager - A simple web UI for installing and managing MCP servers, designed for use with the Claude Desktop App. (Read more) installer management web-ui mcp open-source
  • mcp-proxy - MCP proxy server to connect and interact with JetBrains IDEs. (Read more) mcp jetbrains ide proxy integration
  • MCP Python SDK - The MCP Python SDK provides the necessary tools and libraries for building MCP servers in Python. It offers convenient abstractions and utilities to implement custom MCP servers, making it a core resource for anyone developing awesome MCP servers. (Read more) python sdk development mcp
  • MCP Reference Servers - Official reference implementations and community-built MCP servers that demonstrate secure tool access for LLMs and serve as a foundation for new MCP server deployments. (Read more) reference-implementation mcp open-source ai-integration
  • MCP Reporter - A utility for generating comprehensive reports about Model Context Protocol (MCP) server capabilities, helping developers understand available functionalities across their MCP server ecosystem. (Read more) reporting mcp development capabilities
  • mcp-rs-template - mcp-rs-template offers a Rust-based CLI server template for MCP implementation, focusing on performance and extensibility. (Read more) rust template cli mcp open-source
  • MCP Server Java - A foundational Java implementation of the Model Context Protocol (MCP) server, providing server-side protocol operations, resource and tool management, structured logging, and flexible synchronous/asynchronous APIs for MCP architectures. Highly relevant for building and running Awesome MCP Servers. (Read more) java mcp reference-implementation open-source
  • MCP Server Java SDK - Official Java SDK for implementing custom MCP Servers, providing all necessary interfaces and annotations such as @Tool for registering server-side tools with MCP hosts. (Read more) java sdk mcp ai-integration
  • mcp-server-sql-analyzer - MCP server that provides SQL analysis, linting, and dialect conversion using SQLGlot. (Read more) mcp sql sqlglot analysis linting
  • Mem0 MCP - An MCP server that uses Mem0 to efficiently manage coding preferences for AI agents. It enables storing, retrieving, and searching coding snippets and preferences with context, supporting enhanced memory and reasoning for agents. (Read more) memory context-management coding ai-agent
  • Model Context Protocol SDK - A C# SDK for building MCP (Model Context Protocol) servers, enabling seamless integration of custom tools and services into MCP-compatible clients. Essential for creating and running MCP servers as part of an Awesome MCP Servers list. (Read more) mcp sdk dotnet development
  • modelcontextprotocol/server-git - MCP Server for direct Git repository operations such as reading, searching, and analyzing local repositories. Example of a local Git MCP Server. (Read more) mcp git repository code-analysis
  • modelcontextprotocol/server-gitlab - MCP Server for integrating with GitLab, supporting project management and CI/CD operations. Directly relevant as an MCP Server for GitLab platform. (Read more) mcp gitlab ci/cd project-management
  • poem-mcpserver - poem-mcpserver provides a robust MCP server implementation for the Poem web framework in Rust, supporting efficient request handling for the protocol. (Read more) rust web framework mcp open-source
  • Quarkus MCP Server SDK - A Java SDK for building MCP servers as Quarkus extensions, leveraging Java's ecosystem and Quarkus performance optimizations for enterprise-grade MCP deployments. (Read more) java sdk quarkus mcp
  • r-huijts/xcode-mcp-server - An MCP Server for Xcode, enabling project management, file operations, and build automation directly from MCP protocols. (Read more) xcode build-automation project-management mcp
  • simple-mcp - simple-mcp is a lightweight TypeScript library for creating MCP servers with minimal configuration and straightforward implementation. (Read more) mcp typescript library framework development
  • Unity MCP - An MCP server implementation for the Unity Editor and Unity-based games, enabling integration between AI agents and Unity projects. Ideal for developers wanting to connect AI assistants or tools via the Model Context Protocol to Unity environments. (Read more) unity3d game-development ai-integration mcp
  • unity3d-mcp - MCP server for controlling and interacting with the Unity3d Game Engine, tailored for game development tasks. (Read more) mcp unity3d game-development api-integration
  • VS Code Extension - An MCP extension that connects the Goose AI agent with Visual Studio Code, allowing developers to preview code changes, manage diffs, and interact with MCP-powered automation directly within the editor. (Read more) vscode developer-tools ai-integration code-review
  • vscode-mcp-server - A MCP Server that allows AI (such as Claude) to interact with the directory structure, problems, and code files in a VS Code workspace. (Read more) mcp vscode ai-integration development

Security & Attestation MCP Servers

  • Air MCP - Bridges to the Binalyze AIR digital forensics platform, providing endpoint security management through an MCP server. (Read more) security forensics endpoint-management integration
  • APKTool MCP Server - APKTool MCP Server is an MCP server for Apk Tool, enabling automated reverse engineering of Android APKs through the Model Context Protocol. (Read more) mcp reverse-engineering android open-source
  • atomicchonk/roadrecon_mcp_server - MCP server designed for analyzing ROADrecon gather results from Azure tenant enumeration, illustrating specialized security analysis via MCP servers. (Read more) mcp security azure analysis
  • Attestable Server - MCP server running inside a trusted execution environment (TEE) via Gramine, showcasing remote attestation using RA-TLS. (Read more) attestation trusted-execution security verification
  • automated-bod-25-01-cisa-microsoft-policies-mcp - A Model Context Protocol (MCP) server to enforce CISA BOD 25-01 security controls for Microsoft 365 via Microsoft Graph API, enabling automated policy management and compliance monitoring. (Read more) mcp security compliance microsoft-365
  • Bloodhound MCP - Enables security professionals to analyze Active Directory and Azure AD environments through natural language queries by connecting to BloodHound's Neo4j database. Provides a concrete MCP server example for security/IT. (Merged with 'Bloodhound MCP AI') (Read more) security active-directory azure-ad neo4j
  • co-browser/attestable-mcp-server - An MCP server running inside a trusted execution environment, enabling remote attestation and secure server verification for MCP clients. (Read more) mcp security attestation trusted-execution verification
  • Defectdojo Mcp - Bridges to the DefectDojo vulnerability management system, enabling interaction with security findings, products, and engagements via the Model Context Protocol. Relevant as an MCP server integration for security workflows. (Read more) security vulnerability mcp integration
  • dkvdm/onepassword-mcp-server - An MCP server that allows secure credential retrieval from 1Password for use by Agentic AI, exemplifying a specialized MCP server integrating security and automation. (Read more) mcp security credentials automation
  • fosdickio/binary_ninja_mcp - Binary Ninja plugin and MCP server that integrates Binary Ninja with MCP clients for automated binary analysis and reverse engineering. (Read more) mcp binary-analysis reverse-engineering automation
  • fr0gger/MCP_Security - MCP server for querying the ORKL API to fetch threat reports and intelligence, providing security analysis tools via MCP. (Read more) mcp security threat-intelligence analysis
  • Gaffx/volatility-mcp - MCP server for Volatility 3.x, allowing memory forensics analysis with AI assistants via the Model Context Protocol. (Read more) mcp memory-forensics volatility security
  • ghidra-mcp - An MCP server that exposes Ghidra's core reverse engineering tools to LLMs, allowing autonomous analysis and decompilation of binaries. Empowers AI-powered workflows for reverse engineering and vulnerability analysis via MCP. Multiple implementations exist. (Read more) mcp ghidra reverse-engineering security
  • hibp-server - An MCP server that integrates with the Have I Been Pwned API, enabling AI and agents to check account or password compromise status using the Model Context Protocol. (Read more) mcp security hibp api-integration
  • JADX AI MCP - JADX-AI-MCP is a plugin and MCP server for the JADX decompiler, providing live reverse engineering support with LLMs through MCP. (Read more) mcp reverse-engineering ai-integration open-source
  • mcp-dnstwist - MCP server for dnstwist, enabling DNS fuzzing and detection of typosquatting and phishing using the Model Context Protocol. (Read more) mcp security dns phishing
  • mcp-maigret - MCP server for maigret, an OSINT tool, that enables searching usernames across social networks and analyzing URLs via MCP protocol. (Read more) mcp osint security social-media
  • MCP Recon - Conversational recon interface and MCP server leveraging httpx and asnmap, supporting various security reconnaissance tasks via MCP. mcp security osint open-source
  • mcp-shodan - An MCP server for querying the Shodan API and Shodan CVEDB, providing tools for IP lookups, vulnerability queries, and device searches. (Read more) mcp shodan vulnerability security
  • mcp-virustotal - MCP server for VirusTotal API, allowing scanning of URLs, file hashes, and retrieval of IP address reports through MCP integrations. (Read more) mcp virustotal security malware
  • qianniuspace/mcp-security-audit - A powerful MCP server for auditing npm package dependencies for security vulnerabilities, integrating remote npm registry for real-time checks. (Read more) mcp security npm vulnerability
  • roadwy/cve-search_mcp - MCP server for querying the CVE-Search API, providing comprehensive access to vulnerability information via the MCP protocol. (Read more) mcp security cve vulnerability
  • securityfortech/secops-mcp - All-in-one security testing toolbox MCP server, integrating popular open source security tools through a unified MCP interface. (Read more) mcp security testing toolbox
  • servemyapi - A personal MCP server for securely storing and accessing API keys across projects using the macOS Keychain. (Read more) mcp api-keys security macos keychain
  • Shodan-MCP - A security-focused MCP server integrating CVE vulnerability tracking, attack surface visualization, and automated pentesting report generation for streamlined security audits. (Read more) security cve vulnerability pentesting
  • zoomeye-ai/mcp_zoomeye - MCP server for querying network asset information using ZoomEye, following the MCP standard. mcp security zoomeye asset-discovery

Reference Implementations & Examples

  • Aistor - Official MCP server for AIStor, directly relevant as a reference implementation for MCP server capabilities. (Read more) reference-implementation open-source mcp examples
  • Basic Test - Node.js-based MCP server implementing JSON-RPC 2.0, allowing users to generate random US State and signature soup combinations as a fun and simple tool. (Read more) reference-implementation nodejs json examples
  • Cat Facts MCP - An MCP server that connects to the Layer API service to provide cat facts through a stdio transport server built with the MCP SDK. Relevant as an example of a Model Context Protocol (MCP) server implementation. (Read more) mcp reference-implementation stdio example
  • Claude MCP Weather Server Example - An example MCP (Machine Communication Protocol) server implemented in .NET that exposes weather forecast and alert tools, designed specifically for integration with Claude for Desktop. This server demonstrates how to build and configure an MCP server as part of the 'Awesome MCP Servers' ecosystem. (Read more) mcp weather reference-implementation dotnet open-source
  • Dice - A simple MCP server enabling LLMs to roll dice, demonstrating extensibility and utility of MCP server implementations. (Read more) example mcp extensible open-source
  • Dvmcp - Damn Vulnerable MCP Server for Security Researchers. Serves as an intentionally insecure MCP server for testing and research, making it highly relevant as an example MCP server. (Read more) security testing example mcp
  • Everything - A test server implementing all features of the MCP protocol, including prompts, tools, and resources, specifically designed for MCP client testing. (Read more) reference-implementation testing mcp example
  • Hello World Server - A demonstration MCP server implementing the Model Context Protocol SDK, showcasing server-sent events and message handling. Highly relevant as a reference MCP server. (Read more) reference-implementation example mcp sse tutorials
  • kimtth/mcp-remote-call-ping-pong - An experimental and educational MCP server app for demonstrating remote MCP calls using a Ping-Pong server. (Read more) mcp reference-implementation examples educational
  • mcp-examples - A GitHub repository containing example MCP server implementations and libraries, useful as templates or starting points for building awesome MCP servers. (Read more) examples reference open-source template
  • spring-ai-mcp-weather - A Java-based MCP (Model Context Protocol) server implementation for weather data, designed to be run via standard I/O. It provides weather forecast and alert information as MCP tools, suitable for integration with clients like Claude for Desktop. This project serves as a concrete example of an MCP server. (Read more) weather reference-implementation java mcp open-source
  • starter-webflux-server - A reference implementation demonstrating how to build an MCP server with SSE transport using Spring Boot and WebFlux. It showcases the definition and registration of MCP Tools, Resources, and Prompts, serving as an example for developers building their own MCP servers. (Read more) reference-implementation spring-boot webflux sse
  • Tavily Server - A TypeScript-based MCP server that implements a simple notes system using the Model Context Protocol, serving as a practical example of custom MCP server implementations. (Read more) notes typescript reference-implementation mcp
  • Template MCP Server - An official CLI tool and project template for quickly scaffolding a new MCP server in TypeScript, maintained by the MCP core community. It provides a ready-made baseline with stdio and HTTP transport support, using the official Model Context Protocol TypeScript SDK. Ideal for rapid prototyping and learning MCP server implementation. (Read more) typescript cli template reference-implementation

Finance & Market Data MCP Servers

  • alpaca-mcp - An MCP Server for the Alpaca trading API to manage stock and crypto portfolios, place trades, and access market data. (Read more) trading market-data portfolio-management open-source
  • alpha-vantage-mcp - MCP server integrating Alpha Vantage API, delivering real-time stock and crypto data for AI agents via Model Context Protocol. (Read more) market-data finance real-time api-integration
  • Asset Price MCP - Dedicated MCP server providing tools to retrieve real-time price information for various assets, including cryptocurrencies and precious metals. (Read more) market-data real-time finance crypto
  • Beancount MCP - MCP Server to query from your Beancount ledger or submit transactions, facilitating personal finance management. (Read more) beancount personal-finance ledger open-source
  • Beanquery MCP - MCP server that enables querying and analyzing Beancount ledger files using Beancount Query Language (BQL), useful for finance tracking and report generation. (Read more) beancount finance data-analysis reporting
  • Binance MCP - MCP server that integrates with Binance cryptocurrency exchange to provide real-time market data including prices, order books, and historical information without requiring API keys. (Merged both Binance MCP entries) (Read more) binance market-data real-time crypto
  • Findata Server - An MCP server integrating with the Alpha Vantage API to provide stock data, including current quotes and historical data, for LLM and MCP workflows. (Read more) finance market-data api-integration mcp
  • HuggingAGI/mcp-baostock-server - MCP server based on baostock, providing access to Chinese stock market data. (Read more) baostock market-data china finance
  • Hyperliquid - A full-featured MCP server for the Hyperliquid SDK, enabling AI assistants to interact with spot and futures crypto markets for data retrieval, trading, and position management. A domain-specific MCP server for trading applications. (Read more) trading market-data crypto mcp ai-assistant
  • longportapp/openapi - LongPort OpenAPI provides real-time stock market data and AI-driven analysis and trading capabilities through MCP. (Read more) stock-market real-time trading ai-integration
  • minhyeoky/mcp-server-ledger - A ledger-cli integration MCP server for managing financial transactions and generating reports. (Read more) ledger personal-finance reporting open-source
  • narumiruna/yfinance-mcp - An MCP server utilizing yfinance for obtaining Yahoo Finance data. (Read more) yfinance market-data finance open-source
  • openMF/mcp-mifosx - A core banking MCP server for managing clients, loans, savings, shares, and financial transactions. (Read more) banking finance transactions open-source
  • polygon-io/mcp_polygon - An MCP server providing access to Polygon.io's financial market data APIs for stocks, indices, forex, options, and more. (Read more) polygon-io market-data finance api-integration
  • tooyipjee/yahoofinance-mcp - TypeScript version of Yahoo Finance MCP server. (Read more) yahoo-finance typescript market-data finance
  • yfinance-trader-mcp-claudedesktop - An MCP tool offering stock market data and analysis using the Yahoo Finance API. (Read more) finance market-data api-integration mcp

Content Extraction & Summarization MCP Servers

  • Anki MCP - Simple note-taking MCP server that stores notes and can generate summaries of stored content. (Read more) notes summarization open-source content-management
  • Azdo MCP - TypeScript-based MCP server that implements a simple notes system, allowing users to create, access, and generate summaries of text notes. (Read more) notes summarization typescript open-source
  • Fireflies Mcp - An MCP server integrating with Fireflies.ai API to enable retrieval, search, and summarization of meeting transcripts, supporting natural language processing of meeting content. (Read more) summarization transcript mcp ai-integration
  • Goodnews - A simple MCP server delivering curated positive and uplifting news stories, exemplifying MCP Server use cases for specialized content delivery. (Read more) news content-extraction mcp specialized curated
  • Grants Mcp - An MCP server enabling users to search for government grants based on keywords and view detailed information such as funding, eligibility, and deadlines. Highly relevant as an example of a specialized MCP server. (Read more) government search content-extraction mcp specialized
  • Haiguitangmcp - An MCP server hosting 'Haiguitang' lateral thinking puzzles, allowing users to solve scenarios interactively. Directly relevant as a custom MCP server. (Read more) problem-solving interactive mcp puzzles custom
  • Jina Reader - Jina Reader transforms web content into clean Markdown format for both AI models and humans, acting as an MCP server for improved readability and integration. (Read more) content-extraction markdown web mcp open-source

Game Server Hosting Platforms

  • Aternos - Aternos is a free proprietary hosting service that allows users to easily set up and manage Minecraft servers with modpack support, providing a no-cost alternative for deploying MCP servers. (Read more) minecraft hosting mod-support free
  • Minehut - Minehut is a platform that enables easy setup and management of free Minecraft servers, making it accessible for users seeking a streamlined MCP server hosting solution. minecraft hosting free user-friendly
  • ScalaCube - ScalaCube offers freemium Minecraft server hosting with mod support, catering to users who need scalable MCP server solutions with minimal configuration. (Read more) minecraft hosting mod-support scalable

Documentation & Learning Resources

  • atlas-docs-mcp-server - An open-source Model Context Protocol (MCP) server that provides LLMs with clean, markdown documentation for libraries and frameworks. Directly relevant as it is a robust MCP server solution designed for enhancing AI assistant capabilities with up-to-date library docs. (Read more) mcp documentation open-source ai-assistant
  • Base MCP Protocol - Defines the standard protocol and architecture for MCP servers, ensuring universal compatibility and standardized interfaces for AI-powered tool integration. (Read more) specification standardization protocol reference
  • Coding Standards MCP - An MCP server that provides access to coding style guidelines and best practices for multiple technologies, offering standardized protocol-based retrieval of coding standards. (Read more) mcp best-practices reference coding-standards
  • Context7 MCP - Connects to Context7.com's documentation database as an MCP server, providing intelligent access to library and framework documentation for developers and AI assistants. (Read more) mcp documentation ai-assistant integration
  • Daipendency MCP - Supplies narrative and API documentation for dependencies (currently Rust), serving as an MCP server for development documentation and dependency insights. (Read more) documentation dependency-management rust api
  • Devdocs Mcp - Integrates with software documentation sources to process, index, and retrieve technical content using the Model Context Protocol, enhancing code assistance and API exploration. Relevant as an MCP server for documentation management. (Read more) documentation api mcp open-source
  • docs-server - A Model Context Protocol (MCP) server that scrapes, indexes, and searches documentation for third-party libraries and packages, supporting versioning and hybrid search. Directly relevant as an MCP server. (Read more) mcp documentation search integration
  • godoc-mcp - An MCP server that provides token-efficient access to Go documentation, allowing AI assistants to retrieve Go package docs without needing full source files. (Read more) mcp documentation golang open-source
  • Guide - An interactive tutorial and tool for understanding, implementing, and exploring MCP concepts and capabilities. Essential as an educational resource for MCP server development. (Read more) tutorials educational mcp reference learning
  • Hexdocs Mcp - An MCP server enabling AI systems to retrieve and search Elixir documentation from HexDocs, providing formatted package information. Directly relevant as an MCP server. (Read more) documentation elixir search mcp reference
  • leetcode-mcp-server - MCP server enabling automated access to LeetCode's programming problems, solutions, submissions, and user-specific features. It supports both the global and China LeetCode sites. (Read more) mcp leetcode coding automation
  • MCP Documentation - Comprehensive documentation and resource hub for MCP servers, providing protocol specifications, implementation guides, and best practices for developing, configuring, and testing MCP servers compatible with Cursor IDE. Essential for anyone building or managing Awesome MCP Servers. (Read more) documentation mcp best-practices reference
  • MCP Example Servers - A gallery of official MCP servers and implementations that demonstrate how to expose specific capabilities via the Model Context Protocol. These are directly relevant as they serve as reference and starting points for building and deploying MCP servers. (Read more) reference-implementation examples mcp open-source
  • mcp-obsidian - An MCP server for interacting with Obsidian via its REST API, enabling AI-powered knowledge management with the Model Context Protocol. (Read more) mcp obsidian knowledge-base ai-integration
  • MCP Server Documentation - A comprehensive guide for building and registering Model Context Protocol (MCP) servers, detailing best practices, implementation steps, and integration with NANDA. Essential for developers creating or managing awesome MCP servers. (Read more) documentation mcp best-practices integration
  • MCP Server Guide - A comprehensive resource for building Awesome MCP Servers using Python and TypeScript. It includes example implementations, detailed documentation, and quick start instructions for setting up MCP servers, making it directly relevant for developers working with Model Context Protocol (MCP) servers. (Read more) documentation python typescript mcp
  • mcp-server-leetcode - An MCP server that enables AI models to search, retrieve, and solve LeetCode problems. Supports metadata filtering, user profiles, submissions, and contest data access. (Read more) mcp leetcode ai-integration coding
  • MCP Specification - The official specification document for the Model Context Protocol, outlining the standards and requirements for MCP servers. Critical reference for server implementers aiming to build compliant and awesome MCP servers. (Read more) specification mcp documentation reference
  • Model Context Protocol (MCP) - An open standard and protocol for building MCP servers that connect AI assistants with various data sources. MCP servers enable secure, two-way connections between data repositories and AI-powered tools, forming the backbone for context-aware AI integrations. The protocol includes specifications, SDKs, and pre-built servers for popular platforms. (Read more) mcp specification documentation ai-integration
  • rember-mcp - An MCP server for creating spaced repetition flashcards in Rember, enabling AI-assisted learning via MCP. (Read more) spaced-repetition learning flashcards mcp open-source
  • rust-docs-mcp-server - Provides up-to-date documentation context for a specific Rust crate to LLMs via an MCP tool, using semantic search and LLM summarization. (Read more) mcp documentation rust semantic-search
  • vercel-ai-docs-mcp - A MCP server that provides AI-powered search and querying capabilities for the Vercel AI SDK documentation. (Read more) mcp vercel documentation ai-integration search

Project Management MCP Servers

  • Atlassian MCP - An MCP server enabling AI agents to interact with Atlassian products (Confluence and Jira) for content management, issue tracking, and project management through a standardized interface. (Read more) mcp atlassian project-management ai-integration
  • Azuredevops MCP - Model Context Protocol (MCP) server offering a convenient API for interacting with Azure DevOps services, enabling management of work items, repositories, boards, and sprints. (Read more) azure devops project-management api-integration
  • Claude Taskmaster - Claude Taskmaster is an MCP server focused on transforming high-level project goals into detailed, actionable tasks, dynamically adapting task lists and boosting team productivity through advanced task management features. (Read more) mcp project-management ai-integration task-automation
  • ClickUp MCP - An MCP server for integrating with ClickUp, enabling task creation, project management, and workflow automation for teams using AI-powered assistants. (Merged both ClickUp Server entries) (Read more) clickup project-management workflow ai-assistant
  • clickup-mcp-server - A Node.js-based MCP server for ClickUp, enabling workspace, task, document, and checklist management directly from conversation interfaces. (Read more) clickup project-management nodejs mcp
  • coda-mcp - An MCP server for accessing and interacting with Coda documents and APIs, integrating Coda functionality into AI workflows using MCP. (Read more) coda integration project-management mcp open-source
  • confluence-cloud-mcp - An MCP server integrating with Atlassian Confluence Cloud for space management, page operations, content searching, and label handling, facilitating documentation and knowledge management workflows via the MCP protocol. (Read more) mcp confluence documentation project-management cloud
  • confluence-mcp - Provides a robust bridge to the Atlassian Confluence API as an MCP server, enabling search, retrieval, creation, and update of Confluence pages with full-text search and version control. (Read more) mcp confluence documentation project-management
  • Confluence MCP Server - An MCP server to get Confluence data via CQL and read pages, supporting multiple platforms. (Read more) mcp confluence project-management data-access
  • gitlab-mr-mcp - MCP server for seamless interaction with issues and merge requests in GitLab projects. Illustrates an MCP Server for GitLab. (Read more) mcp gitlab project-management issues
  • gitlab-server - GitLab MCP Server offering robust integration with GitLab API, enabling interaction with repositories, issues, merge requests, and project events through natural language and SSE transports, representing a prime example of an Awesome MCP Server. (Read more) mcp gitlab repository-management natural-language
  • gtasks-mcp - An MCP server for managing Google Tasks, showcasing task management integration via MCP servers. (Read more) mcp google-tasks task-automation integration
  • Harvest Server - MCP server integrating with Harvest's time tracking and project management, enabling natural language management via MCP endpoints. (Read more) harvest project-management time-tracking natural-language
  • Hex - An MCP server allowing AI assistants to manage Hex projects via a standardized interface, enabling project viewing, running, and management. Directly relevant as an MCP server. (Read more) mcp project-management ai-assistant workflow
  • Jira Context MCP - An MCP server to provide Jira tickets information to AI coding agents, streamlining project management in the MCP ecosystem. (Read more) mcp jira project-management ai-integration
  • jira-mcp - A Go-based MCP connector for Jira, allowing AI assistants to interact with Atlassian Jira. Enables common Jira operations via a standardized MCP interface. Directly relevant as an MCP Server for Jira. (Read more) mcp jira project-management ai-integration
  • Jira MCP Server - An MCP Server for accessing Jira data via JQL and API, including creating and editing tickets. Enables AI assistants to interact with Jira using the MCP protocol. (Read more) mcp jira project-management ai-integration
  • JotDown - An MCP server to create and update pages in Notion and auto-generate mdBooks from structured content. (Read more) mcp notion notes documentation
  • keep-mcp - An MCP server for Google Keep, supporting reading, creating, updating, and deleting notes through the MCP protocol. (Read more) mcp notes google-workspace open-source
  • Linear MCP - An MCP server integrating Linear's project management system, enabling LLMs to interact with Linear issues and project data via the MCP protocol. (Read more) mcp linear project-management ai-integration
  • MCP Atlassian - MCP server for Atlassian products (Confluence and Jira), offering tools to search, read, create, and manage content across Atlassian workspaces. Directly relevant as a comprehensive MCP Server solution for Atlassian environments. (Read more) mcp atlassian project-management integration
  • mcp-jira - Enables LLMs to interact with Jira project management software via MCP, supporting issue retrieval, progress tracking, and ticket creation. (Read more) mcp jira project-management llm
  • mcp-kibela - An MCP server that allows AI models to interact with Kibela via the Kibela API. (Read more) mcp knowledge-base api-integration open-source
  • mcp-kibela-server - A robust MCP server for interacting with Kibela API, providing powerful features for managing Kibela data. (Read more) mcp knowledge-base api-integration open-source
  • mcp-miro - A Miro MCP server exposing all functionalities available in the official Miro SDK via MCP protocol. (Read more) mcp miro collaboration api-integration
  • mcp-notion-server - An MCP server for interacting with the Notion API, allowing AI models to access and manage Notion data via MCP. (Read more) notion integration project-management mcp open-source
  • mcp-server-asana - An MCP server implementation for Asana, allowing interaction with Asana's API from MCP clients such as Claude Desktop. (Read more) asana project-management mcp integration
  • mcp-server-taskwarrior - An MCP server for local Taskwarrior integration, supporting add, update, and remove task operations through MCP. (Read more) mcp task-management automation open-source
  • notion-mcp - A Model Context Protocol (MCP) server that integrates with Notion's API to manage personal todo lists efficiently. (Read more) mcp notion project-management api-integration
  • notion-mcp-adapter - A community MCP adapter for Notion that extracts tasks and automates meeting note conversions to other tools via the Model Context Protocol. (Read more) mcp notion project-management automation
  • notion-mcp-bridge - An MCP bridge that translates natural language queries into Notion database operations, supports bidirectional sync, and includes AI-powered summaries and deadline predictions, enhancing workflow automation. mcp notion workflow ai-integration synchronization
  • notion_mcp - An MCP server that integrates with Notion's API to manage personal todo lists from MCP-compatible clients. (Read more) mcp notion project-management integration
  • phabricator-mcp-server - An MCP server for interacting with the Phabricator API, enabling task and project management via MCP protocol. (Read more) mcp project-management api-integration task-automation
  • plane-mcp-server - An MCP server to manage projects and issues using Plane's API via MCP protocol. (Read more) mcp project-management issues api-integration
  • ticktick-mcp - TickTick MCP server integrates with TickTick's API to manage personal todo projects and tasks through MCP. (Read more) mcp task-management api-integration open-source

Data Analysis & Exploration MCP Servers

  • Axiom - Axiom's MCP server enables AI agents to query and analyze large datasets in real-time using the Axiom Processing Language (APL). (Read more) data-analysis real-time ai-integration open-source
  • cal-mcp - An MCP server for mathematical expression calculation, enabling AI models to perform calculations via MCP. (Read more) calculation mathematics mcp open-source ai-integration
  • Cbetamcp - An MCP server for accessing Chinese Buddhist Electronic Text Association (CBETA) resources with catalog browsing, search, and content analysis. Demonstrates the versatility of MCP servers for specialized text retrieval and analysis tasks. (Read more) cbeta text-analysis catalog search
  • Deepwebresearch - A Model Context Protocol (MCP) server that enables Claude to perform advanced web research with intelligent search queuing, enhanced content extraction, and deep research capabilities. (Merged both Deepwebresearch entries) (Read more) web-search research content-extraction ai-integration
  • Fantasy PL MCP - A Model Context Protocol server offering real-time Fantasy Premier League data and analysis tools, enabling integration with AI assistants and other MCP clients for sports analytics. (Read more) sports analytics real-time mcp
  • Hacker News MCP - An MCP server for Hacker News, providing real-time sentiment-aware comment ranking, technical jargon translation, and trend prediction APIs for monitoring discussions. (Read more) mcp hacker-news sentiment-analysis real-time
  • haris-musa/excel-mcp-server - An Excel manipulation MCP server providing workbook creation, data operations, formatting, and advanced Excel features. (Read more) mcp excel data-analysis reporting open-source
  • HF Trending MCP - An MCP server designed to track trending AI models, datasets, and spaces on Hugging Face. It exemplifies a practical implementation of the Model Context Protocol (MCP) server architecture. (Read more) mcp huggingface ai-integration data-exploration
  • Iceberg Mcp - Provides AI access to Apache Iceberg catalogs using MCP, allowing exploration of data lake structures. Specialized MCP server for data engineering and analytics. (Read more) apache-iceberg data-lake analytics mcp exploration
  • mcp-dataexploration - An MCP server for autonomous data exploration on CSV-based datasets, providing intelligent insights with minimal effort. (Read more) mcp data-exploration csv ai-insights
  • mcp-datetime - An MCP server providing date and time functions in various formats, supporting time-related operations via MCP. datetime time data-analysis mcp open-source
  • tinybirdco/mcp-tinybird - An MCP server for interacting with a Tinybird Workspace from any MCP client, demonstrating analytics integration via MCP servers. (Read more) mcp tinybird analytics data-integration
  • zaturn - An MCP server that links multiple data sources (SQL, CSV, Parquet, etc.) and utilizes AI to analyze and visualize data. (Read more) data-integration data-analysis ai-integration open-source

Web Search MCP Servers

  • Barnsworthburning MCP - Model Context Protocol (MCP) server enabling direct content search from barnsworthburning.net via compatible AI clients like Claude for Desktop. (Read more) web-search content-search ai-integration open-source
  • ConechoAI/openai-websearch-mcp - A Python-based MCP server that exposes OpenAI's built-in web_search tool as an MCP-compliant service. (Read more) mcp web-search openai python
  • Exa Search - Exa Search is an MCP server offering advanced programmatic search and real-time data retrieval, ensuring precise and relevant results for data-intensive development projects. (Read more) search real-time data-access programmatic
  • Geminiserchmcp - An MCP server integrating Google Gemini API to enable advanced web searches with language understanding capabilities. (Read more) web-search gemini google mcp ai-integration
  • Gptr Mcp - Enhances LLM and AI applications with deep autonomous web research capabilities through the Model Context Protocol. It explores and validates information from trusted sources, delivering better quality results than standard search tools—an example of an advanced MCP server. (Read more) web-search autonomous ai-integration mcp deep-research
  • Ihor-Sokoliuk/mcp-searxng - A Model Context Protocol Server for interfacing with SearXNG search engine instances, providing MCP-compliant search capabilities. (Read more) mcp search searxng privacy
  • kagisearch/kagimcp - Official Kagi Search MCP Server, bringing Kagi's advanced web search to the MCP ecosystem. (Read more) mcp web-search kagi search
  • leehanchung/bing-search-mcp - Web search MCP server using Microsoft Bing Search API, providing Bing-powered search within the MCP protocol. (Read more) mcp web-search bing search
  • SecretiveShell/mcp-searxng - An MCP server to connect to SearXNG instances, providing a privacy-respecting metasearch experience under the MCP protocol. (Read more) mcp search searxng privacy

Workflow & Automation MCP Servers

  • Blog publisher MCP server - Enables AI assistants to publish blog content to external platforms through a Python-based MCP server, supporting automated content publishing workflows. (Read more) mcp ai-integration automation python
  • difyworkflow-mcp-server - An MCP server providing tools to query and execute Dify workflows via MCP protocol. (Read more) mcp workflow dify automation
  • Ical - An MCP server for interacting with MacOS Calendar using natural language, supporting event management and scheduling. Example of MCP server for personal productivity workflows. (Read more) calendar macos productivity mcp natural-language
  • Lingo MCP - An MCP server connecting the Lingo AI localization toolkit to AI tools, automating software translation workflows for web and mobile applications via MCP. (Read more) localization translation automation mcp ai-integration
  • mac-apps-launcher-mcp-server - An MCP server to list and launch applications on MacOS, allowing automation via MCP-compatible clients. (Read more) macos automation mcp app-management
  • MCPify.ai - MCPify.ai enables users to build custom MCP servers from descriptions, offering secure, no-code integration for agents like Claude and Cursor. It's designed to simplify the creation and deployment of MCP servers. (Read more) no-code automation ai-integration secure
  • n8n MCP - Community node for n8n that integrates with MCP servers, allowing users to automate workflows by interacting with MCP servers within n8n workflows. (Read more) workflow automation integration open-source
  • Rootly MCP server - MCP server for the Rootly incident management platform, enabling integration with AI agents for incident response workflows. (Read more) incident-management workflow automation mcp open-source
  • Supermachine.ai - Supermachine.ai hosts MCP servers and allows instant connection to AI agents and services like Gmail and GitHub. It provides one-click deployment of MCP servers for streamlined access and integration. (Read more) hosting ai-integration automation integration
  • Zapier MCP - An MCP server integration that allows AI agents to connect instantly to over 8,000 apps, facilitating workflow automation and data exchange through the Model Context Protocol. (Read more) mcp zapier workflow automation
  • Zapier MCP Integration - Zapier MCP integration connects AI agents to over 8,000 apps for workflow automation across platforms using the Model Context Protocol. (Read more) mcp zapier workflow integration

Game Server MCP Implementations

  • Bukkit - Bukkit is a widely-used MCP server platform in Java, enabling developers to extend and customize Minecraft multiplayer servers through a large plugin ecosystem. (Read more) open-source minecraft java plugin-ecosystem
  • Cuberite - Cuberite is a fast and highly customizable open-source MCP server written in C++, supporting multiplayer functionality across multiple platforms including Android, Linux, macOS, and Windows. (Read more) open-source minecraft c++ cross-platform
  • Glowstone - Glowstone is a lightweight, high-performance MCP server written in Java, known for its minimal resource usage and native support for Bukkit, Spigot, and PaperMC plugins. It's ideal for those seeking a fast, open-source Minecraft server platform. (Read more) open-source minecraft java plugin-support
  • Minestom - Minestom is a developer-centric, modular MCP server written in Java. It provides support for blocks, entities, inventory management, and commands, making it ideal for building custom, extensible Minecraft server environments. (Read more) open-source minecraft java modular

Repository & Code Analysis MCP Servers

  • Code Index MCP - A Model Context Protocol (MCP) server that helps large language models index, search, and analyze code repositories with minimal setup. Demonstrates MCP server use for codebase analysis. (Read more) mcp code-analysis repository search
  • Code2flow Server - A server wrapping the code2flow tool as an MCP service, enabling AI applications to generate and access code call graphs using a standardized protocol. Directly demonstrates MCP server integration. (Read more) mcp code-analysis visualization ai-integration
  • Code2prompt - Transforms complex codebases into structured summaries optimized for language models through an MCP server, facilitating better code understanding and analysis workflows. Directly relevant as an MCP server. (Read more) mcp code-analysis summarization language-models
  • Codebase Context Dumper - A Model Context Protocol (MCP) server designed for dumping codebase context into LLMs, making it easier for AI models to access relevant project information. Exemplifies MCP server usage. (Read more) mcp codebase context-management llm-integration
  • codebase-mcp - An MCP server that integrates with RepoMix to enable codebase retrieval and analysis, supporting tasks such as code review and documentation generation. (Read more) mcp codebase code-analysis documentation integration
  • Codechecker - A code review tool for Cursor IDE that uses OpenAI's GPT models to provide intelligent code analysis and suggestions via an MCP server interface. An MCP server example for code analysis. (Read more) mcp code-review openai code-analysis
  • codelogic-mcp-server - Official MCP server for CodeLogic, providing access to code dependency analytics, architectural risk analysis, and impact assessment tools. (Read more) mcp code-analysis analytics integration
  • Codeql - Bridges to the CodeQL static analysis engine through an MCP server, allowing for identification of security vulnerabilities and quality issues via structured queries. A prominent MCP server for code analysis. (Read more) mcp code-analysis security quality-assurance
  • Compiler Explorer Mcp - A Model Context Protocol server that connects LLMs to the Compiler Explorer API, enabling compilation and exploration of code across different compilers and languages. This is an MCP server providing LLMs with code analysis and compiler features. (Read more) mcp compiler code-analysis llm-integration
  • DeepView MCP - MCP server enabling IDEs to analyze large codebases using Gemini's extended context window. (Read more) code-analysis gemini ide mcp open-source
  • Filescopemcp - A TypeScript tool and MCP server that ranks files in your codebase by importance, tracks dependencies, and provides file summaries to help understand code structure. (Read more) code-analysis typescript mcp dependency-management
  • Git Forensics MCP - A specialized MCP server for in-depth analysis of git repositories, offering tools for branch overview, time period analysis, file changes, and merge recommendations. Directly relevant as an advanced MCP server for git repository analytics. (Read more) mcp git code-analysis repository open-source
  • Git MCP - A free, open-source MCP server that transforms GitHub projects into MCP endpoints, enabling AI assistants to access and understand project documentation without any setup. Highly relevant as a leading MCP server for GitHub integration. (Read more) mcp git github documentation open-source
  • Git Repo Browser - A Node.js MCP server that allows browsing Git repositories, providing tools to view directory structures and read important files through the Model Context Protocol. Directly relevant as a practical MCP server for repository exploration. (Read more) mcp git repository file-browsing nodejs
  • Git Server - A Model Context Protocol server that enables Large Language Models to interact with Git repositories via a robust API for repository management, file staging, committing, and branch operations. Directly relevant as an MCP server for git repository operations. (Read more) mcp git repository-management ai-integration open-source
  • Git V2 - An MCP server that allows AI assistants to perform enhanced Git operations, including core Git functions, branch and tag management, and GitHub integration. Directly relevant as a feature-rich MCP server for Git repositories. (Read more) mcp git repository-management github ai-integration
  • gitea-mcp - MCP Server for interacting with Gitea instances, supporting repository, issue, and pull request management. (Read more) mcp repository-management git open-source
  • GitHub MCP Server - This MCP server for GitHub enables real-time repository sync with project management tools, auto-assigns reviewers, generates changelogs, and triggers CI/CD pipelines for development automation. (Read more) mcp github repository-management ci/cd
  • Githubmcp - An MCP server integrating with GitHub's API to enable repository management, issue tracking, pull request handling, and code manipulation using natural language commands. (Read more) github repository-management mcp natural-language integration
  • Gitingest MCP - An MCP server that extracts and provides detailed GitHub repository information including summaries, directory structures, and file contents for code analysis and reference. (Read more) mcp github repository code-analysis open-source
  • gitlab-mcp - An MCP server providing a standardized bridge to the GitLab API for project listing, merge request management, file retrieval, and pipeline analysis, tailored for MCP Server use cases. (Read more) mcp gitlab repository-management ci/cd
  • Highlight Github Mcp - An MCP server that extracts GitHub Pull Request diffs, providing tools for AI-driven code review and repository analysis using the Model Context Protocol. (Read more) github code-review repository ai-integration
  • lucidity-mcp - An MCP server enhancing AI-generated code quality through intelligent prompt-based analysis across multiple software quality dimensions. (Read more) mcp code-analysis quality-assurance ai-integration
  • mcp-git-ingest - MCP Server for reading and analyzing GitHub repositories with LLMs. Directly relevant as an MCP Server for version control data. (Read more) mcp git repository code-analysis ai-integration
  • mcp-gitee - MCP Server for Gitee API integration, offering repository, issue, and pull request management. (Read more) mcp repository-management git open-source
  • semgrep/mcp - MCP server integrating Semgrep to allow AI agents to scan codebases for security vulnerabilities through the Model Context Protocol. (Read more) mcp semgrep code-analysis security

Document Management MCP Servers

  • Docling - A server that provides document processing capabilities using the Model Context Protocol, allowing conversion, extraction, and processing of documents. Relevant as an MCP server for document workflows. (Read more) document-management mcp processing open-source
  • Zotero-MCP Scholar - An academic-focused MCP server that automates PDF metadata extraction, maintains citation context, and offers collaborative annotation for research teams. (Read more) research metadata-extraction collaboration academic

Monitoring

  • Grafana Loki MCP - An MCP server that allows querying Loki logs through the Grafana API, providing log access and monitoring via MCP. (Read more) grafana loki logs monitoring
  • Hny Mcp - A Model Context Protocol server enabling analysis and querying of Honeycomb datasets by LLMs, showcasing MCP server use in observability data. (Read more) mcp honeycomb observability data-analysis
  • Honeycomb Mcp - An MCP server integrating with the Honeycomb API for direct observability data querying and analysis, useful for automated monitoring and troubleshooting. (Read more) honeycomb observability monitoring api-integration
  • Honeycomb Server - A TypeScript-based MCP server for interacting with Honeycomb's observability API, facilitating dataset management and event monitoring through natural language. (Read more) honeycomb observability typescript natural-language
  • last9/last9-mcp-server - An MCP server that brings real-time production context—logs, metrics, and traces—into local development environments for automated code fixes. (Read more) monitoring logs metrics real-time
  • MCP Grafana - An MCP server for Grafana that enables searching dashboards, investigating incidents, and querying datasources within a Grafana instance. Highly relevant as a monitoring-focused MCP server. (Read more) grafana monitoring dashboard mcp
  • modelcontextprotocol/server-sentry - An MCP server integrating Sentry.io for error tracking and performance monitoring through the Model Context Protocol. (Read more) mcp sentry monitoring error-tracking
  • prometheus-mcp-server - An MCP server for querying and analyzing Prometheus, the popular open-source monitoring system, through the MCP interface. (Read more) mcp prometheus monitoring analytics
  • pydantic/logfire-mcp - An MCP server offering access to OpenTelemetry traces and metrics via Logfire, supporting robust monitoring and observability. (Read more) mcp monitoring observability opentelemetry metrics
  • Raygun MCP - An MCP server providing Raygun API V3 integration for crash reporting and real user monitoring, including outage prediction and alert routing to collaboration platforms via MCP integration. (Read more) raygun monitoring error-tracking mcp
  • seekrays/mcp-monitor - A system monitoring MCP server that exposes system metrics (CPU, memory, disk, network, etc.) for LLMs via an MCP-compatible interface. system-monitoring metrics llm-integration open-source

Data Visualization

  • mcp-server-chart - A Model Context Protocol server for generating visual charts using AntV, providing data visualization capabilities through MCP servers. (Read more) mcp data-visualization charts antv
  • mcp-vegalite-server - An MCP server to generate visualizations from fetched data using the VegaLite format and renderer. (Read more) data-visualization vegalite charts mcp
  • QGIS - MCP server integration connecting QGIS Desktop to Claude AI, enabling prompt-assisted project creation, layer loading, and code execution. (Read more) qgis data-visualization gis mcp open-source
  • SQLite BI MCP - A business intelligence MCP server converting natural language to SQL, auto-generating KPI dashboards, and featuring anomaly detection for proactive analytics. (Read more) mcp sqlite analytics natural-language

Server Management Tools

  • MSM - MSM is a management tool designed to simplify the administration of Minecraft servers, offering features like automated snapshots and compatibility with WorldEdit. (Read more) server-management minecraft automation snapshots
  • Pterodactyl Panel - Pterodactyl Panel is an open-source server management tool that supports Docker integration, allowing efficient deployment and management of MCP and Minecraft servers across various platforms. (Read more) open-source server-management docker multi-platform

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TraeBuild with Free GPT-4.1 & Claude 3.7. Fully MCP-Ready.
WindsurfThe new purpose-built IDE to harness magic
Zhipu Web SearchZhipu Web Search MCP Server is a search engine specifically designed for large models. It integrates four search engines, allowing users to flexibly compare and switch between them. Building upon the web crawling and ranking capabilities of traditional search engines, it enhances intent recognition capabilities, returning results more suitable for large model processing (such as webpage titles, URLs, summaries, site names, site icons, etc.). This helps AI applications achieve "dynamic knowledge acquisition" and "precise scenario adaptation" capabilities.
ChatWiseThe second fastest AI chatbot™
Playwright McpPlaywright MCP server
Jina AI MCP ToolsA Model Context Protocol (MCP) server that integrates with Jina AI Search Foundation APIs.
DeepChatYour AI Partner on Desktop
Visual Studio Code - Open Source ("Code - OSS")Visual Studio Code
Howtocook Mcp基于Anduin2017 / HowToCook （程序员在家做饭指南）的mcp server，帮你推荐菜谱、规划膳食，解决“今天吃什么“的世纪难题； Based on Anduin2017/HowToCook (Programmer's Guide to Cooking at Home), MCP Server helps you recommend recipes, plan meals, and solve the century old problem of "what to eat today"
Tavily Mcp
TimeA Model Context Protocol server that provides time and timezone conversion capabilities. This server enables LLMs to get current time information and perform timezone conversions using IANA timezone names, with automatic system timezone detection.
EdgeOne Pages MCPAn MCP service designed for deploying HTML content to EdgeOne Pages and obtaining an accessible public URL.
MCP AdvisorMCP Advisor & Installation - Use the right MCP server for your needs
CursorThe AI Code Editor
AiimagemultistyleA Model Context Protocol (MCP) server for image generation and manipulation using fal.ai's Stable Diffusion model.
Context7Context7 MCP Server -- Up-to-date code documentation for LLMs and AI code editors
MiniMax MCPOfficial MiniMax Model Context Protocol (MCP) server that enables interaction with powerful Text to Speech, image generation and video generation APIs.
BlenderBlenderMCP connects Blender to Claude AI through the Model Context Protocol (MCP), allowing Claude to directly interact with and control Blender. This integration enables prompt assisted 3D modeling, scene creation, and manipulation.
Baidu Map百度地图核心API现已全面兼容MCP协议，是国内首家兼容MCP协议的地图服务商。
Amap Maps高德地图官方 MCP Server
Serper MCP ServerA Serper MCP Server