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> A curated list of Model Context Protocol (MCP) servers
## Reference Implementation Servers
## Reference Servers
These servers aim to demonstrate MCP features and the TypeScript and Python SDKs.
- **[Brave Search](https://github.com/modelcontextprotocol/servers/tree/main/src/brave-search)** - Web and local search using Brave's Search API
- **[Fetch](https://github.com/modelcontextprotocol/servers/tree/main/src/fetch)** - Web content fetching and conversion for efficient LLM usage
- **[Filesystem](https://github.com/modelcontextprotocol/servers/tree/main/src/filesystem)** - Secure file operations with configurable access controls
- **[Git](https://github.com/modelcontextprotocol/servers/tree/main/src/git)** - Tools to read, search, and manipulate Git repositories
- **[GitHub](https://github.com/modelcontextprotocol/servers/tree/main/src/github)** - Repository management, file operations, and GitHub API integration
- **[GitLab](https://github.com/modelcontextprotocol/servers/tree/main/src/gitlab)** - GitLab API, enabling project management
- **[Git](https://github.com/modelcontextprotocol/servers/tree/main/src/git)** - Tools to read, search, and manipulate Git repositories
- **[Google Drive](https://github.com/modelcontextprotocol/servers/tree/main/src/gdrive)** - File access and search capabilities for Google Drive
- **[PostgreSQL](https://github.com/modelcontextprotocol/servers/tree/main/src/postgres)** - Read-only database access with schema inspection
- **[Sqlite](https://github.com/modelcontextprotocol/servers/tree/main/src/sqlite)** - Database interaction and business intelligence capabilities
- **[Slack](https://github.com/modelcontextprotocol/servers/tree/main/src/slack)** - Channel management and messaging capabilities
- **[Sentry](https://github.com/modelcontextprotocol/servers/tree/main/src/sentry)** - Retrieving and analyzing issues from Sentry.io
- **[Memory](https://github.com/modelcontextprotocol/servers/tree/main/src/memory)** - Knowledge graph-based persistent memory system
- **[Puppeteer](https://github.com/modelcontextprotocol/servers/tree/main/src/puppeteer)** - Browser automation and web scraping
- **[Brave Search](https://github.com/modelcontextprotocol/servers/tree/main/src/brave-search)** - Web and local search using Brave's Search API
- **[Google Maps](https://github.com/modelcontextprotocol/servers/tree/main/src/google-maps)** - Location services, directions, and place details
- **[Fetch](https://github.com/modelcontextprotocol/servers/tree/main/src/fetch)** - Web content fetching and conversion for efficient LLM usage
- **[Memory](https://github.com/modelcontextprotocol/servers/tree/main/src/memory)** - Knowledge graph-based persistent memory system
- **[PostgreSQL](https://github.com/modelcontextprotocol/servers/tree/main/src/postgres)** - Read-only database access with schema inspection
- **[Puppeteer](https://github.com/modelcontextprotocol/servers/tree/main/src/puppeteer)** - Browser automation and web scraping
- **[Sentry](https://github.com/modelcontextprotocol/servers/tree/main/src/sentry)** - Retrieving and analyzing issues from Sentry.io
- **[Sequential Thinking](https://github.com/modelcontextprotocol/servers/tree/main/src/sequentialthinking)** - Dynamic and reflective problem-solving through thought sequences
- **[Slack](https://github.com/modelcontextprotocol/servers/tree/main/src/slack)** - Channel management and messaging capabilities
- **[Sqlite](https://github.com/modelcontextprotocol/servers/tree/main/src/sqlite)** - Database interaction and business intelligence capabilities
## Official Servers
Official integrations are maintained by companies building production ready MCP servers for their platforms.
- **[21st.dev Magic](https://github.com/21st-dev/magic-mcp)** - Create crafted UI components inspired by the best 21st.dev design engineers.
- **[Adfin](https://github.com/Adfin-Engineering/mcp-server-adfin)** - The only platform you need to get paid - all payments in one place, invoicing and accounting reconciliations with [Adfin](https://www.adfin.com/).
- **[AgentQL](https://github.com/tinyfish-io/agentql-mcp)** - Enable AI agents to get structured data from unstructured web with [AgentQL](https://www.agentql.com/).
- **[AgentRPC](https://github.com/agentrpc/agentrpc)** - Connect to any function, any language, across network boundaries using [AgentRPC](https://www.agentrpc.com/).
- **[Aiven](https://github.com/Aiven-Open/mcp-aiven)** - Navigate your [Aiven projects](https://go.aiven.io/mcp-server) and interact with the PostgreSQL®, Apache Kafka®, ClickHouse® and OpenSearch® services
- **[Apify](https://github.com/apify/actors-mcp-server)** - [Actors MCP Server](https://apify.com/apify/actors-mcp-server): Use 3,000+ pre-built cloud tools to extract data from websites, e-commerce, social media, search engines, maps, and more
- **[APIMatic MCP](https://github.com/apimatic/apimatic-validator-mcp)** - APIMatic MCP Server is used to validate OpenAPI specifications using [APIMatic](https://www.apimatic.io/). The server processes OpenAPI files and returns validation summaries by leveraging APIMatic’s API.
- **[Audiense Insights](https://github.com/AudienseCo/mcp-audiense-insights)** - Marketing insights and audience analysis from [Audiense](https://www.audiense.com/products/audiense-insights) reports, covering demographic, cultural, influencer, and content engagement analysis.
- **[Axiom](https://github.com/axiomhq/mcp-server-axiom)** - Query and analyze your Axiom logs, traces, and all other event data in natural language
- **[Bankless Onchain](https://github.com/bankless/onchain-mcp)** - Query Onchain data, like ERC20 tokens, transaction history, smart contract state.
- **[Box](https://github.com/box-community/mcp-server-box)** - Interact with the Intelligent Content Management platform through Box AI.
- **[Browserbase](https://github.com/browserbase/mcp-server-browserbase)** - Automate browser interactions in the cloud (e.g. web navigation, data extraction, form filling, and more)
- **[Chargebee](https://github.com/chargebee/agentkit/tree/main/modelcontextprotocol)** - MCP Server that connects AI agents to [Chargebee platform](https://www.chargebee.com).
- **[Chroma](https://github.com/chroma-core/chroma-mcp)** - Embeddings, vector search, document storage, and full-text search with the open-source AI application database
- **[Chronulus AI](https://github.com/ChronulusAI/chronulus-mcp)** - Predict anything with Chronulus AI forecasting and prediction agents.
- **[ClickHouse](https://github.com/ClickHouse/mcp-clickhouse)** - Query your [ClickHouse](https://clickhouse.com/) database server.
- **[Cloudflare](https://github.com/cloudflare/mcp-server-cloudflare)** - Deploy, configure & interrogate your resources on the Cloudflare developer platform (e.g. Workers/KV/R2/D1)
- **[Comet Opik](https://github.com/comet-ml/opik-mcp)** - Query and analyze your [Opik](https://github.com/comet-ml/opik) logs, traces, prompts and all other telemtry data from your LLMs in natural language.
- **[Convex](https://stack.convex.dev/convex-mcp-server)** - Introspect and query your apps deployed to Convex.
- **[Dart](https://github.com/its-dart/dart-mcp-server)** - Interact with task, doc, and project data in [Dart](https://itsdart.com), an AI-native project management tool
- **[DevHub](https://github.com/devhub/devhub-cms-mcp)** - Manage and utilize website content within the [DevHub](https://www.devhub.com) CMS platform
- **[E2B](https://github.com/e2b-dev/mcp-server)** - Run code in secure sandboxes hosted by [E2B](https://e2b.dev)
- **[EduBase](https://github.com/EduBase/MCP)** - Interact with [EduBase](https://www.edubase.net), a comprehensive e-learning platform with advanced quizzing, exam management, and content organization capabilities
- **[eSignatures](https://github.com/esignaturescom/mcp-server-esignatures)** - Contract and template management for drafting, reviewing, and sending binding contracts.
- **[Exa](https://github.com/exa-labs/exa-mcp-server)** - Search Engine made for AIs by [Exa](https://exa.ai)
- **[Fewsats](https://github.com/Fewsats/fewsats-mcp)** - Enable AI Agents to purchase anything in a secure way using [Fewsats](https://fewsats.com)
- **[Fibery](https://github.com/Fibery-inc/fibery-mcp-server)** - Perform queries and entity operations in your [Fibery](https://fibery.io) workspace.
- **[Financial Datasets](https://github.com/financial-datasets/mcp-server)** - Stock market API made for AI agents
- **[Firecrawl](https://github.com/mendableai/firecrawl-mcp-server)** - Extract web data with [Firecrawl](https://firecrawl.dev)
- **[Fireproof](https://github.com/fireproof-storage/mcp-database-server)** - Immutable ledger database with live synchronization
- **[Gitee](https://github.com/oschina/mcp-gitee)** - Gitee API integration, repository, issue, and pull request management, and more.
- **[gotoHuman](https://github.com/gotohuman/gotohuman-mcp-server)** - Human-in-the-loop platform - Allow AI agents and automations to send requests for approval to your [gotoHuman](https://www.gotohuman.com) inbox.
- **[Grafana](https://github.com/grafana/mcp-grafana)** - Search dashboards, investigate incidents and query datasources in your Grafana instance
- **[Graphlit](https://github.com/graphlit/graphlit-mcp-server)** - Ingest anything from Slack to Gmail to podcast feeds, in addition to web crawling, into a searchable [Graphlit](https://www.graphlit.com) project.
- **[GreptimeDB](https://github.com/GreptimeTeam/greptimedb-mcp-server)** - Provides AI assistants with a secure and structured way to explore and analyze data in [GreptimeDB](https://github.com/GreptimeTeam/greptimedb).
- **[Hologres](https://github.com/aliyun/alibabacloud-hologres-mcp-server)** - Connect to a [Hologres](https://www.alibabacloud.com/en/product/hologres) instance, get table metadata, query and analyze data.
- **[Hyperbrowser](https://github.com/hyperbrowserai/mcp)** - [Hyperbrowser](https://www.hyperbrowser.ai/) is the next-generation platform empowering AI agents and enabling effortless, scalable browser automation.
- **[IBM wxflows](https://github.com/IBM/wxflows/tree/main/examples/mcp/javascript)** - Tool platform by IBM to build, test and deploy tools for any data source
- **[ForeverVM](https://github.com/jamsocket/forevervm/tree/main/javascript/mcp-server)** - Run Python in a code sandbox.
- **[Inbox Zero](https://github.com/elie222/inbox-zero/tree/main/apps/mcp-server)** - AI personal assistant for email [Inbox Zero](https://www.getinboxzero.com)
- **[Inkeep](https://github.com/inkeep/mcp-server-python)** - RAG Search over your content powered by [Inkeep](https://inkeep.com)
- **[Integration App](https://github.com/integration-app/mcp-server)** - Interact with any other SaaS applications on behalf of your customers.
- **[JetBrains](https://github.com/JetBrains/mcp-jetbrains)** – Work on your code with JetBrains IDEs
- **[Kagi Search](https://github.com/kagisearch/kagimcp)** - Search the web using Kagi's search API
- **[Keboola](https://github.com/keboola/keboola-mcp-server)** - Build robust data workflows, integrations, and analytics on a single intuitive platform.
- **[Logfire](https://github.com/pydantic/logfire-mcp)** - Provides access to OpenTelemetry traces and metrics through Logfire.
- **[Langfuse Prompt Management](https://github.com/langfuse/mcp-server-langfuse)** - Open-source tool for collaborative editing, versioning, evaluating, and releasing prompts.
- **[Lingo.dev](https://github.com/lingodotdev/lingo.dev/blob/main/mcp.md)** - Make your AI agent speak every language on the planet, using [Lingo.dev](https://lingo.dev) Localization Engine.
- **[Mailgun](https://github.com/mailgun/mailgun-mcp-server)** - Interact with Mailgun API.
- **[Make](https://github.com/integromat/make-mcp-server)** - Turn your [Make](https://www.make.com/) scenarios into callable tools for AI assistants.
- **[Meilisearch](https://github.com/meilisearch/meilisearch-mcp)** - Interact & query with Meilisearch (Full-text & semantic search API)
- **[Metoro](https://github.com/metoro-io/metoro-mcp-server)** - Query and interact with kubernetes environments monitored by Metoro
- **[Milvus](https://github.com/zilliztech/mcp-server-milvus)** - Search, Query and interact with data in your Milvus Vector Database.
- **[MotherDuck](https://github.com/motherduckdb/mcp-server-motherduck)** - Query and analyze data with MotherDuck and local DuckDB
- **[Needle](https://github.com/needle-ai/needle-mcp)** - Production-ready RAG out of the box to search and retrieve data from your own documents.
- **[Neo4j](https://github.com/neo4j-contrib/mcp-neo4j/)** - Neo4j graph database server (schema + read/write-cypher) and separate graph database backed memory
- **[Neon](https://github.com/neondatabase/mcp-server-neon)** - Interact with the Neon serverless Postgres platform
- **[OceanBase](https://github.com/oceanbase/mcp-oceanbase)** - MCP Server for OceanBase database and its tools
- **[Octagon](https://github.com/OctagonAI/octagon-mcp-server)** - Deliver real-time investment research with extensive private and public market data.
- **[Oxylabs](https://github.com/oxylabs/oxylabs-mcp)** - Scrape websites with Oxylabs Web API, supporting dynamic rendering and parsing for structured data extraction.
- **[Perplexity](https://github.com/ppl-ai/modelcontextprotocol)** - An MCP server that connects to Perplexity's Sonar API, enabling real-time web-wide research in conversational AI.
- **[Qdrant](https://github.com/qdrant/mcp-server-qdrant/)** - Implement semantic memory layer on top of the Qdrant vector search engine
- **[Ramp](https://github.com/ramp-public/ramp-mcp)** - Interact with [Ramp](https://ramp.com)'s Developer API to run analysis on your spend and gain insights leveraging LLMs
- **[Raygun](https://github.com/MindscapeHQ/mcp-server-raygun)** - Interact with your crash reporting and real using monitoring data on your Raygun account
- **[Rember](https://github.com/rember/rember-mcp)** - Create spaced repetition flashcards in [Rember](https://rember.com) to remember anything you learn in your chats
- **[Riza](https://github.com/riza-io/riza-mcp)** - Arbitrary code execution and tool-use platform for LLMs by [Riza](https://riza.io)
- [Search1API](https://github.com/fatwang2/search1api-mcp) - One API for Search, Crawling, and Sitemaps
- **[ScreenshotOne](https://github.com/screenshotone/mcp/)** - Render website screenshots with [ScreenshotOne](https://screenshotone.com/)
- **[Semgrep](https://github.com/semgrep/mcp)** - Enable AI agents to secure code with [Semgrep](https://semgrep.dev/).
- <img height="12" width="12" src="https://www.singlestore.com/favicon-32x32.png?v=277b9cbbe31e8bc416504cf3b902d430"/> **[SingleStore](https://github.com/singlestore-labs/mcp-server-singlestore)** - Interact with the SingleStore database platform
- **[StarRocks](https://github.com/StarRocks/mcp-server-starrocks)** - Interact with [StarRocks](https://www.starrocks.io/)
- **[Stripe](https://github.com/stripe/agent-toolkit)** - Interact with Stripe API
- **[Tavily](https://github.com/tavily-ai/tavily-mcp)** - Search engine for AI agents (search + extract) powered by [Tavily](https://tavily.com/)
- **[Thirdweb](https://github.com/thirdweb-dev/ai/tree/main/python/thirdweb-mcp)** - Read/write to over 2k blockchains, enabling data querying, contract analysis/deployment, and transaction execution, powered by [Thirdweb](https://thirdweb.com/)
- **[Tinybird](https://github.com/tinybirdco/mcp-tinybird)** - Interact with Tinybird serverless ClickHouse platform
- **[UnifAI](https://github.com/unifai-network/unifai-mcp-server)** - Dynamically search and call tools using [UnifAI Network](https://unifai.network)
- **[Unstructured](https://github.com/Unstructured-IO/UNS-MCP)** - Set up and interact with your unstructured data processing workflows in [Unstructured Platform](https://unstructured.io)
- **[Vectorize](https://github.com/vectorize-io/vectorize-mcp-server/)** - [Vectorize](https://vectorize.io) MCP server for advanced retrieval, Private Deep Research, Anything-to-Markdown file extraction and text chunking.
- **[Verodat](https://github.com/Verodat/verodat-mcp-server)** - Interact with Verodat AI Ready Data platform
- **[VeyraX](https://github.com/VeyraX/veyrax-mcp)** - Single tool to control all 100+ API integrations, and UI components
- **[Xero](https://github.com/XeroAPI/xero-mcp-server)** - Interact with the accounting data in your business using our official MCP server
- **[Zapier](https://zapier.com/mcp)** - Connect your AI Agents to 8,000 apps instantly.
- **[ZenML](https://github.com/zenml-io/mcp-zenml)** - Interact with your MLOps and LLMOps pipelines through your [ZenML](https://www.zenml.io) MCP server
## Community Servers
- **[Cloudflare](https://github.com/cloudflare/mcp-server-cloudflare)** - Interacting with Cloudflare services
- **[OpenAI](https://github.com/pierrebrunelle/mcp-server-openai)** - Query OpenAI models directly from Claude using MCP protocol
- **[Zapier](https://zapier.com/l/mcp)** - Connect your AI Agents to 8,000 apps instantly
- **[Kagi](https://github.com/ac3xx/mcp-servers-kagi)** - Kagi search API integration
- **[Exa](https://github.com/theishangoswami/exa-mcp-server)** - Exa AI Search API
- **[WebSearch-MCP](https://github.com/mnhlt/WebSearch-MCP)** - Self-hosted Websearch API
- **[Excel](https://github.com/haris-musa/excel-mcp-server)** - Excel manipulation including data reading/writing, worksheet management, formatting, charts, and pivot table
- **[Phabricator](https://github.com/baba786/phabricator-mcp-server)** - Interacting with Phabricator API
- **[Obsidian](https://github.com/MarkusPfundstein/mcp-obsidian)** - Interacting with Obsidian via REST API
- **[YouTube](https://github.com/anaisbetts/mcp-youtube)** - Fetch YouTube subtitles
- **[MCP Installer](https://github.com/anaisbetts/mcp-installer)** - Set up MCP servers in Claude Desktop
- **[Notion](https://github.com/danhilse/notion_mcp)** - Integrates with Notion's API to manage personal todo list
- **[Linear](https://github.com/tacticlaunch/mcp-linear)** - Integrates with Linear project management systems.
- **[Bluesky](https://github.com/keturiosakys/bluesky-context-server)** - integrates with Bluesky API to query and search feeds and posts.
- **[Minima](https://github.com/dmayboroda/minima)** - Local RAG (on-premises) with MCP server.
- **[Jina Reader](https://github.com/wong2/mcp-jina-reader)** - Fetch the content of a remote URL as Markdown with Jina Reader.
A growing set of community-developed and maintained servers demonstrates various applications of MCP across different domains.
- **[Airtable](https://github.com/domdomegg/airtable-mcp-server)** - Read and write access to Airtable databases.
- **[Algorand](https://github.com/GoPlausible/algorand-mcp)** - A comprehensive MCP server for tooling interactions(40+) and resource accessibility(60+) plus many useful prompts to interact with Algorand Blockchain.
- **[Android MCP](https://github.com/minhalvp/android-mcp-server)** - 📲 An MCP server that provides control over Android devices through ADB. Offers device screenshot capture, UI layout analysis, package management, and ADB command execution capabilities.
- **[AniList](https://github.com/yuna0x0/anilist-mcp)** - AniList MCP server for accessing AniList API data
- **[any-chat-completions-mcp](https://github.com/pyroprompts/any-chat-completions-mcp)** - Chat with any other OpenAI SDK Compatible Chat Completions API, like Perplexity, Groq, xAI and more
- **[MySQL](https://github.com/designcomputer/mysql_mcp_server)** - MySQL database integration with configurable access controls and schema inspection
- **[Database](https://github.com/TheRaLabs/legion-mcp)** (by Legion AI) - Universal database MCP server supporting multiple database types including PostgreSQL, Redshift, CockroachDB, MySQL, RDS MySQL, Microsoft SQL Server, BigQuery, Oracle DB, and SQLite
- **[APISIX-MCP](https://github.com/api7/apisix-mcp)** - APISIX Model Context Protocol (MCP) server is used to bridge large language models (LLMs) with the APISIX Admin API, supporting querying and managing all resources in [Apache APISIX](https://github.com/apache/apisix).
- **[Apple Notes](https://github.com/RafalWilinski/mcp-apple-notes)** - Talk with your Apple Notes
- **[Apple Shortcuts](https://github.com/recursechat/mcp-server-apple-shortcuts)** - An MCP Server Integration with Apple Shortcuts
- **[BigQuery](https://github.com/LucasHild/mcp-server-bigquery)** (by LucasHild) - BigQuery database integration with schema inspection and query capabilities
- **[BigQuery](https://github.com/ergut/mcp-bigquery-server)** (by ergut) - Server implementation for Google BigQuery integration that enables direct BigQuery database access and querying capabilities
- **[Windows CLI](https://github.com/SimonB97/win-cli-mcp-server)** - MCP server for secure command-line interactions on Windows systems, enabling controlled access to PowerShell, CMD, and Git Bash shells.
- **[Playwright MCP Server](https://github.com/executeautomation/mcp-playwright)** - An MCP server using Playwright for browser automation and webscrapping
- **[Perplexity](https://github.com/tanigami/mcp-server-perplexity)** - Interacting with Perplexity
- **[Docker](https://github.com/QuantGeekDev/docker-mcp)** - Run and manage docker containers, docker compose, and logs
- **[Mongo](https://github.com/QuantGeekDev/mongo-mcp)** - A Model Context Protocol (MCP) server that enables LLMs to interact directly with MongoDB databases
- **[MongoDB Lens](https://github.com/furey/mongodb-lens)** - Full Featured MCP Server for MongoDB Database.
- **[Google Search Console](https://github.com/ahonn/mcp-server-gsc)** - A Model Context Protocol (MCP) server providing access to Google Search Console.
- **[MongoDB](https://github.com/kiliczsh/mcp-mongo-server)** - A Model Context Protocol Server for MongoDB
- **[Kubernetes](https://github.com/Flux159/mcp-server-kubernetes)** - Connect to Kubernetes cluster and manage pods, deployments, services.
- **[mcp-k8s-go](https://github.com/strowk/mcp-k8s-go)** - Golang-based Kubernetes MCP Server. Built to be extensible.
- **[weibaohui/k8m](https://github.com/weibaohui/k8m)** Provides multi-cluster Kubernetes management and operations using MCP, featuring a management interface, logging, and nearly 50 built-in tools covering common DevOps and development scenarios. Supports both standard and CRD resources.
- **[weibaohui/kom](https://github.com/weibaohui/kom)** Provides multi-cluster Kubernetes management and operations using MCP, It can be integrated as an SDK into your own project and includes nearly 50 built-in tools covering common DevOps and development scenarios. Supports both standard and CRD resources.
- **[Pandoc](https://github.com/vivekVells/mcp-pandoc)** - MCP server for seamless document format conversion using Pandoc, supporting Markdown, HTML, and plain text, with other formats like PDF, csv and docx in development.
- **[HuggingFace Spaces](https://github.com/evalstate/mcp-hfspace)** - Server for using HuggingFace Spaces, supporting Images, Audio, Text and more. Claude Desktop mode for ease-of-use.
- **[Data Exploration](https://github.com/reading-plus-ai/mcp-server-data-exploration)** - MCP server for autonomous data exploration on .csv-based datasets, providing intelligent insights with minimal effort.
- **[CoinCap](https://github.com/QuantGeekDev/coincap-mcp)** - A MCP server that provides real-time cryptocurrency market data through CoinCap's public API without requiring authentication
- **[Search1API](https://github.com/fatwang2/search1api-mcp)** - Search and crawl in one API
- **[Apple Shortcuts](https://github.com/recursechat/mcp-server-apple-shortcuts)** - An MCP Server Integration with Apple Shortcuts
- **[Metoro](https://github.com/metoro-io/metoro-mcp-server)** - Query and interact with Kubernetes environments monitored by Metoro
- **[Vega-Lite](https://github.com/isaacwasserman/mcp-vegalite-server)** - Generate visualizations from fetched data using the VegaLite format and renderer.
- **[Airtable](https://github.com/domdomegg/airtable-mcp-server)** - Read and write access to Airtable databases.
- **[Snowflake](https://github.com/isaacwasserman/mcp-snowflake-server)** - Snowflake database integration with read/write capabilities and insight tracking
- **[Clojars](https://github.com/Bigsy/Clojars-MCP-Server)** - Obtains latest dependency details for Clojure libraries.
- **[Apple Notes](https://github.com/RafalWilinski/mcp-apple-notes)** - Talk with your Apple Notes
- **[Contentful](https://github.com/ivo-toby/contentful-mcp)** - Interact with your content on the Contentful platform
- **[Everything Search](https://github.com/mamertofabian/mcp-everything-search)** - Fast Windows file search using Everything SDK
- **[Maven](https://github.com/Bigsy/maven-mcp-server)** - Tools to query latest Maven dependency information
- **[DifyWorkflow](https://github.com/gotoolkits/mcp-difyworkflow-server)** - Tools to the query and execute of Dify workflows
- **[PiAPI](https://github.com/apinetwork/piapi-mcp-server)** - PiAPI MCP server makes user able to generate media content with Midjourney/Flux/Kling/Hunyuan/Udio/Trellis directly from Claude or any other MCP-compatible apps.
- **[PBS API](https://github.com/matthewdcage/pbs-mcp-server)** - 🐍 ☁️ Access Australian Pharmaceutical Benefits Scheme data for medicine information, pricing, and availability. Built with Python and FastAPI.
- **[Google News](https://github.com/ChanMeng666/server-google-news)** - Google News search capabilities with automatic topic categorization and multi-language support via SerpAPI integration.
- **[Bluesky](https://github.com/keturiosakys/bluesky-context-server)** - integrates with Bluesky API to query and search feeds and posts.
- **[Box](https://github.com/hmk/box-mcp-server)** - File access and search for Box.
- **[NPM Search](https://github.com/btwiuse/npm-search-mcp-server)** - Search for npm packages
- **[llm-context](https://github.com/cyberchitta/llm-context.py)** - Share code context with LLMs via Model Context Protocol or clipboard.
- **[gotoolkits/wecombot](https://github.com/gotoolkits/mcp-wecombot-server.git)** - 🏎️ ☁️ An MCP server application that sends various types of messages to the WeCom group robot.
- **[xcodebuild](https://github.com/ShenghaiWang/xcodebuild)** - 🍎 Build iOS Xcode workspace/project and feed back errors to llm.
- **[ZenML](https://github.com/zenml-io/mcp-zenml)** - 📊 Chat with your [ZenML](https://www.zenml.io) MLOps and LLMOps pipelines.
- **[Nile Postgres](https://github.com/niledatabase/nile-mcp-server)** - Manage and query databases, tenants, users, auth using LLMs
- **[Make](https://github.com/integromat/make-mcp-server)** - Turn your Make scenarios into callable tools for AI assistants.
- **[Windows Control](https://github.com/Cheffromspace/nutjs-windows-control)** - Programmatic control over Windows system operations including mouse, keyboard, window management, and screen capture using nut.js.
- **[Vectorize](https://github.com/vectorize-io/vectorize-mcp-server/)** - [Vectorize](https://vectorize.io) MCP server for advanced retrieval, Private Deep Research, Anything-to-Markdown file extraction and text chunking.
- **[Jira Context MCP](https://github.com/rahulthedevil/Jira-Context-MCP)** - MCP server to provide Jira Tickets information to AI coding agents like Cursor.
- **[Fathom Analytics](https://github.com/mackenly/mcp-fathom-analytics)** - Access and analyze Fathom Analytics data and reports
- **[Comet Opik](https://github.com/comet-ml/opik-mcp)** - MCP server to talk to your [Opik](https://github.com/comet-ml/opik) cloud or open-source instance to query and analyze LLM traces, metrics and observability.
- **[bytebase/dbhub](https://github.com/bytebase/dbhub)** – 📇 Universal database MCP server supporting mainstream databases.
- **[TikTok](https://github.com/Seym0n/tiktok-mcp)** - TikTok integration for getting post details and video subtitles
- **[Gentoro](https://github.com/gentoro-GT/mcp-nodejs-server)** - Gentoro generates MCP Servers based on OpenAPI specifications.
- **[Android MCP](https://github.com/minhalvp/android-mcp-server)** - 📲 An MCP server that provides control over Android devices through ADB. Offers device screenshot capture, UI layout analysis, package management, and ADB command execution capabilities.
- **[Algorand](https://github.com/GoPlausible/algorand-mcp)** - A comprehensive MCP server for tooling interactions(40+) and resource accessibility(60+) plus many useful prompts to interact with Algorand Blockchain.
- **[QGIS](https://github.com/jjsantos01/qgis_mcp)** - connects QGIS Desktop to Claude AI through the MCP. This integration enables prompt-assisted project creation, layer loading, code execution, and more.
- **[Fibery](https://github.com/Fibery-inc/fibery-mcp-server)** - Perform queries and entity operations in your [Fibery](https://fibery.io) workspace.
- **[Home Assistant](https://github.com/voska/hass-mcp)** - Interact with Home Assistant to control smart home devices, query states, manage automations, and troubleshoot your smart home setup.
- **[Godot MCP](https://github.com/Coding-Solo/godot-mcp)** - MCP server for interacting with the Godot game engine, providing tools for editing, running, debugging, and managing scenes in Godot projects.
- **[Whois MCP](https://github.com/bharathvaj-ganesan/whois-mcp)** - MCP server that performs whois lookup against domain, IP, ASN and TLD.
- **[Chargebee](https://github.com/chargebee/agentkit/tree/main/modelcontextprotocol)** - MCP Server that connects AI agents to [Chargebee platform](https://www.chargebee.com).
- **[Unity3d Game Engine](https://github.com/CoderGamester/mcp-unity)** - MCP Server to control and interact with Unity3d Game Engine for game development
- **[Rootly-AI-Labs/Rootly-MCP-server](https://github.com/Rootly-AI-Labs/Rootly-MCP-server)** - MCP server for the incident management platform [Rootly](https://rootly.com/).
- **[Calculator](https://github.com/githejie/mcp-server-calculator)** - This server enables LLMs to use calculator for precise numerical calculations.
- **[User Feedback](https://github.com/mrexodia/user-feedback-mcp)** - Simple MCP Server to enable a human-in-the-loop workflow in tools like Cline and Cursor.
- **[Email](https://github.com/Shy2593666979/mcp-server-email)** - This server enables users to send emails through various email providers, including Gmail, Outlook, Yahoo, Sina, Sohu, 126, 163, and QQ Mail. It also supports attaching files from specified directories, making it easy to upload attachments along with the email content.
- **[Vibe Check](https://github.com/PV-Bhat/vibe-check-mcp-server)** - The definitive Vibe Coder's sanity check MCP server: Prevents cascading errors by calling a "Vibe-check" agent to ensure alignment and prevent scope creep
- **[Gemsuite](https://github.com/PV-Bhat/gemsuite-mcp)** - The ultimate open-source server for advanced Gemini API interaction with MCP, intelligently selects models.
- **[Semgrep](https://github.com/semgrep/mcp)** - Scan software for security vulnerabilies using [Semgrep](https://semgrep.dev).
- **[IDA Pro MCP](https://github.com/mrexodia/ida-pro-mcp)** - MCP Server for automated reverse engineering with IDA Pro.
- **[HackMD](https://github.com/yuna0x0/hackmd-mcp)** - A Model Context Protocol server for integrating [HackMD](https://hackmd.io)'s note-taking platform with AI assistants.
- **[AniList](https://github.com/yuna0x0/anilist-mcp)** - AniList MCP server for accessing AniList API data
- **[FileScopeMCP](https://github.com/admica/FileScopeMCP)** - Analyzes your codebase identifying important files based on dependency relationships. Generates diagrams and importance scores per file, helping AI assistants understand the codebase. Automatically parses popular programming languages, Python, Lua, C, C++, Rust, Zig.
- **[Todoist](https://github.com/stanislavlysenko0912/todoist-mcp-server)** - Full implementation of Todoist Rest API for MCP server
- **[APISIX-MCP](https://github.com/api7/apisix-mcp)** - APISIX Model Context Protocol (MCP) server is used to bridge large language models (LLMs) with the APISIX Admin API, supporting querying and managing all resources in [Apache APISIX](https://github.com/apache/apisix).
- **[GDB](https://github.com/pansila/mcp_server_gdb)** - A GDB/MI protocol server based on the MCP protocol, providing remote application debugging capabilities with AI assistants.
- **[DeepView MCP](https://github.com/ai-1st/deepview-mcp)** - Enables IDEs like Cursor and Windsurf to analyze large codebases using Gemini's 1M context window.
- **[clj-kondo-MCP](https://github.com/Bigsy/clj-kondo-MCP)** - Clojure linter
- **[Clojars](https://github.com/Bigsy/Clojars-MCP-Server)** - Obtains latest dependency details for Clojure libraries.
- **[CoinCap](https://github.com/QuantGeekDev/coincap-mcp)** - A MCP server that provides real-time cryptocurrency market data through CoinCap's public API without requiring authentication
- **[Comet Opik](https://github.com/comet-ml/opik-mcp)** - MCP server to talk to your [Opik](https://github.com/comet-ml/opik) cloud or open-source instance to query and analyze LLM traces, metrics and observability.
- **[Contentful](https://github.com/ivo-toby/contentful-mcp)** - Interact with your content on the Contentful platform
- **[Data Exploration](https://github.com/reading-plus-ai/mcp-server-data-exploration)** - MCP server for autonomous data exploration on .csv-based datasets, providing intelligent insights with minimal effort.
- **[Database](https://github.com/TheRaLabs/legion-mcp)** (by Legion AI) - Universal database MCP server supporting multiple database types including PostgreSQL, Redshift, CockroachDB, MySQL, RDS MySQL, Microsoft SQL Server, BigQuery, Oracle DB, and SQLite
- **[DeepView MCP](https://github.com/ai-1st/deepview-mcp)** - Enables IDEs like Cursor and Windsurf to analyze large codebases using Gemini's 1M context window.
- **[DifyWorkflow](https://github.com/gotoolkits/mcp-difyworkflow-server)** - Tools to the query and execute of Dify workflows
- **[Docker](https://github.com/QuantGeekDev/docker-mcp)** - Run and manage docker containers, docker compose, and logs
- **[Email](https://github.com/Shy2593666979/mcp-server-email)** - This server enables users to send emails through various email providers, including Gmail, Outlook, Yahoo, Sina, Sohu, 126, 163, and QQ Mail. It also supports attaching files from specified directories, making it easy to upload attachments along with the email content.
- **[Everything Search](https://github.com/mamertofabian/mcp-everything-search)** - Fast Windows file search using Everything SDK
- **[Exa](https://github.com/theishangoswami/exa-mcp-server)** - Exa AI Search API
- **[Excel](https://github.com/haris-musa/excel-mcp-server)** - Excel manipulation including data reading/writing, worksheet management, formatting, charts, and pivot table
- **[Fathom Analytics](https://github.com/mackenly/mcp-fathom-analytics)** - Access and analyze Fathom Analytics data and reports
- **[FileScopeMCP](https://github.com/admica/FileScopeMCP)** - Analyzes your codebase identifying important files based on dependency relationships. Generates diagrams and importance scores per file, helping AI assistants understand the codebase. Automatically parses popular programming languages, Python, Lua, C, C++, Rust, Zig.
- **[GDB](https://github.com/pansila/mcp_server_gdb)** - A GDB/MI protocol server based on the MCP protocol, providing remote application debugging capabilities with AI assistants.
- **[Gemsuite](https://github.com/PV-Bhat/gemsuite-mcp)** - The ultimate open-source server for advanced Gemini API interaction with MCP, intelligently selects models.
- **[Gentoro](https://github.com/gentoro-GT/mcp-nodejs-server)** - Gentoro generates MCP Servers based on OpenAPI specifications.
- **[Godot MCP](https://github.com/Coding-Solo/godot-mcp)** - MCP server for interacting with the Godot game engine, providing tools for editing, running, debugging, and managing scenes in Godot projects.
- **[Google News](https://github.com/ChanMeng666/server-google-news)** - Google News search capabilities with automatic topic categorization and multi-language support via SerpAPI integration.
- **[Google Search Console](https://github.com/ahonn/mcp-server-gsc)** - A Model Context Protocol (MCP) server providing access to Google Search Console.
- **[gotoolkits/wecombot](https://github.com/gotoolkits/mcp-wecombot-server.git)** - 🏎️ ☁️ An MCP server application that sends various types of messages to the WeCom group robot.
- **[Gru Sandbox](https://github.com/babelcloud/gru-sandbox)** - Gru-sandbox(gbox) is an open source project that provides a self-hostable sandbox for MCP integration or other AI agent usecases.
- **[HackMD](https://github.com/yuna0x0/hackmd-mcp)** - A Model Context Protocol server for integrating [HackMD](https://hackmd.io)'s note-taking platform with AI assistants.
- **[Home Assistant](https://github.com/voska/hass-mcp)** - Interact with Home Assistant to control smart home devices, query states, manage automations, and troubleshoot your smart home setup.
- **[HuggingFace Spaces](https://github.com/evalstate/mcp-hfspace)** - Server for using HuggingFace Spaces, supporting Images, Audio, Text and more. Claude Desktop mode for ease-of-use.
- **[IDA Pro MCP](https://github.com/mrexodia/ida-pro-mcp)** - MCP Server for automated reverse engineering with IDA Pro.
- **[Jina Reader](https://github.com/wong2/mcp-jina-reader)** - Fetch the content of a remote URL as Markdown with Jina Reader.
- **[Jira Context MCP](https://github.com/rahulthedevil/Jira-Context-MCP)** - MCP server to provide Jira Tickets information to AI coding agents like Cursor.
- **[Kagi](https://github.com/ac3xx/mcp-servers-kagi)** - Kagi search API integration
- **[Kubernetes](https://github.com/Flux159/mcp-server-kubernetes)** - Connect to Kubernetes cluster and manage pods, deployments, services.
- **[Linear](https://github.com/tacticlaunch/mcp-linear)** - Integrates with Linear project management systems.
- **[llm-context](https://github.com/cyberchitta/llm-context.py)** - Share code context with LLMs via Model Context Protocol or clipboard.
- **[Make](https://github.com/integromat/make-mcp-server)** - Turn your Make scenarios into callable tools for AI assistants.
- **[Maven](https://github.com/Bigsy/maven-mcp-server)** - Tools to query latest Maven dependency information
- **[MCP Installer](https://github.com/anaisbetts/mcp-installer)** - Set up MCP servers in Claude Desktop
- **[mcp-k8s-go](https://github.com/strowk/mcp-k8s-go)** - Golang-based Kubernetes MCP Server. Built to be extensible.
- **[Minima](https://github.com/dmayboroda/minima)** - Local RAG (on-premises) with MCP server.
- **[Mongo](https://github.com/QuantGeekDev/mongo-mcp)** - A Model Context Protocol (MCP) server that enables LLMs to interact directly with MongoDB databases
- **[MongoDB](https://github.com/kiliczsh/mcp-mongo-server)** - A Model Context Protocol Server for MongoDB
- **[MongoDB Lens](https://github.com/furey/mongodb-lens)** - Full Featured MCP Server for MongoDB Database.
- **[MySQL](https://github.com/designcomputer/mysql_mcp_server)** - MySQL database integration with configurable access controls and schema inspection
- **[Nile Postgres](https://github.com/niledatabase/nile-mcp-server)** - Manage and query databases, tenants, users, auth using LLMs
- **[Notion](https://github.com/danhilse/notion_mcp)** - Integrates with Notion's API to manage personal todo list
- **[NPM Search](https://github.com/btwiuse/npm-search-mcp-server)** - Search for npm packages
- **[Obsidian](https://github.com/MarkusPfundstein/mcp-obsidian)** - Interacting with Obsidian via REST API
- **[OpenAI](https://github.com/pierrebrunelle/mcp-server-openai)** - Query OpenAI models directly from Claude using MCP protocol
- **[Pandoc](https://github.com/vivekVells/mcp-pandoc)** - MCP server for seamless document format conversion using Pandoc, supporting Markdown, HTML, and plain text, with other formats like PDF, csv and docx in development.
- **[PBS API](https://github.com/matthewdcage/pbs-mcp-server)** - 🐍 ☁️ Access Australian Pharmaceutical Benefits Scheme data for medicine information, pricing, and availability. Built with Python and FastAPI.
- **[Perplexity](https://github.com/tanigami/mcp-server-perplexity)** - Interacting with Perplexity
- **[Phabricator](https://github.com/baba786/phabricator-mcp-server)** - Interacting with Phabricator API
- **[PiAPI](https://github.com/apinetwork/piapi-mcp-server)** - PiAPI MCP server makes user able to generate media content with Midjourney/Flux/Kling/Hunyuan/Udio/Trellis directly from Claude or any other MCP-compatible apps.
- **[Playwright MCP Server](https://github.com/executeautomation/mcp-playwright)** - An MCP server using Playwright for browser automation and webscrapping
- **[QGIS](https://github.com/jjsantos01/qgis_mcp)** - connects QGIS Desktop to Claude AI through the MCP. This integration enables prompt-assisted project creation, layer loading, code execution, and more.
- **[Rootly-AI-Labs/Rootly-MCP-server](https://github.com/Rootly-AI-Labs/Rootly-MCP-server)** - MCP server for the incident management platform [Rootly](https://rootly.com/).
- **[Search1API](https://github.com/fatwang2/search1api-mcp)** - Search and crawl in one API
- **[Snowflake](https://github.com/isaacwasserman/mcp-snowflake-server)** - Snowflake database integration with read/write capabilities and insight tracking
- **[TikTok](https://github.com/Seym0n/tiktok-mcp)** - TikTok integration for getting post details and video subtitles
- **[Todoist](https://github.com/stanislavlysenko0912/todoist-mcp-server)** - Full implementation of Todoist Rest API for MCP server
- **[Unity3d Game Engine](https://github.com/CoderGamester/mcp-unity)** - MCP Server to control and interact with Unity3d Game Engine for game development
- **[User Feedback](https://github.com/mrexodia/user-feedback-mcp)** - Simple MCP Server to enable a human-in-the-loop workflow in tools like Cline and Cursor.
- **[Vectorize](https://github.com/vectorize-io/vectorize-mcp-server/)** - [Vectorize](https://vectorize.io) MCP server for advanced retrieval, Private Deep Research, Anything-to-Markdown file extraction and text chunking.
- **[Vega-Lite](https://github.com/isaacwasserman/mcp-vegalite-server)** - Generate visualizations from fetched data using the VegaLite format and renderer.
- **[Vibe Check](https://github.com/PV-Bhat/vibe-check-mcp-server)** - The definitive Vibe Coder's sanity check MCP server: Prevents cascading errors by calling a "Vibe-check" agent to ensure alignment and prevent scope creep
- **[WebSearch-MCP](https://github.com/mnhlt/WebSearch-MCP)** - Self-hosted Websearch API
- **[weibaohui/k8m](https://github.com/weibaohui/k8m)** Provides multi-cluster Kubernetes management and operations using MCP, featuring a management interface, logging, and nearly 50 built-in tools covering common DevOps and development scenarios. Supports both standard and CRD resources.
- **[weibaohui/kom](https://github.com/weibaohui/kom)** Provides multi-cluster Kubernetes management and operations using MCP, It can be integrated as an SDK into your own project and includes nearly 50 built-in tools covering common DevOps and development scenarios. Supports both standard and CRD resources.
- **[Whois MCP](https://github.com/bharathvaj-ganesan/whois-mcp)** - MCP server that performs whois lookup against domain, IP, ASN and TLD.
- **[Windows CLI](https://github.com/SimonB97/win-cli-mcp-server)** - MCP server for secure command-line interactions on Windows systems, enabling controlled access to PowerShell, CMD, and Git Bash shells.
- **[Windows Control](https://github.com/Cheffromspace/nutjs-windows-control)** - Programmatic control over Windows system operations including mouse, keyboard, window management, and screen capture using nut.js.
- **[xcodebuild](https://github.com/ShenghaiWang/xcodebuild)** - 🍎 Build iOS Xcode workspace/project and feed back errors to llm.
- **[YouTube](https://github.com/anaisbetts/mcp-youtube)** - Fetch YouTube subtitles
## Clients
@ -137,6 +223,7 @@
- **[mcp-framework](https://github.com/QuantGeekDev/mcp-framework)** - Fast and elegant Typescript framework for building MCP servers
- **[oatpp-mcp](https://github.com/oatpp/oatpp-mcp)** - Anthropic's Model Context Protocol implementation for Oat++
- **[centralmind/gateway](https://github.com/centralmind/gateway)** - CLI that generates MCP tools based on your Database schema and data using AI and host as REST, MCP or MCP-SSE server
---
Curated by [ChatHub](https://chathub.gg/?utm_source=mcp)