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MCP server for filesystem access

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MCP server for filesystem access

README

This repository is a collection of reference implementations for the Model Context Protocol (MCP), as well as references to community-built servers and additional resources.

[!IMPORTANT] If you are looking for a list of MCP servers, you can browse published servers on the MCP Registry. The repository served by this README is dedicated to housing just the small number of reference servers maintained by the MCP steering group.

The servers in this repository showcase the versatility and extensibility of MCP, demonstrating how it can be used to give Large Language Models (LLMs) secure, controlled access to tools and data sources. Typically, each MCP server is implemented with an MCP SDK:

🌟 Reference Servers

These servers aim to demonstrate MCP features and the official SDKs.

  • Everything - Reference / test server with prompts, resources, and tools.
  • Fetch - Web content fetching and conversion for efficient LLM usage.
  • Filesystem - Secure file operations with configurable access controls.
  • Git - Tools to read, search, and manipulate Git repositories.
  • Memory - Knowledge graph-based persistent memory system.
  • Sequential Thinking - Dynamic and reflective problem-solving through thought sequences.
  • Time - Time and timezone conversion capabilities.

Archived

The following reference servers are now archived and can be found at servers-archived.

  • AWS KB Retrieval - Retrieval from AWS Knowledge Base using Bedrock Agent Runtime.
  • Brave Search - Web and local search using Brave's Search API. Has been replaced by the official server.
  • EverArt - AI image generation using various models.
  • GitHub - Repository management, file operations, and GitHub API integration.
  • GitLab - GitLab API, enabling project management.
  • Google Drive - File access and search capabilities for Google Drive.
  • Google Maps - Location services, directions, and place details.
  • PostgreSQL - Read-only database access with schema inspection.
  • Puppeteer - Browser automation and web scraping.
  • Redis - Interact with Redis key-value stores.
  • Sentry - Retrieving and analyzing issues from Sentry.io.
  • Slack - Channel management and messaging capabilities. Now maintained by Zencoder
  • SQLite - Database interaction and business intelligence capabilities.

🤝 Third-Party Servers

[!NOTE] The server lists in this README are no longer maintained and will eventually be removed.

🎖️ Official Integrations

Official integrations are maintained by companies building production ready MCP servers for their platforms.

  • 21st.dev Logo 21st.dev Magic - Create crafted UI components inspired by the best 21st.dev design engineers.
  • 2slides Logo 2slides - An MCP server that provides tools to convert content into slides/PPT/presentation or generate slides/PPT/presentation with user intention.
  • Paragon Logo ActionKit by Paragon - Connect to 130+ SaaS integrations (e.g. Slack, Salesforce, Gmail) with Paragon’s ActionKit API.
  • Adfin Logo Adfin - The only platform you need to get paid - all payments in one place, invoicing and accounting reconciliations with Adfin.
  • AgentOps Logo AgentOps - Provide observability and tracing for debugging AI agents with AgentOps API.
  • AgentQL Logo AgentQL - Enable AI agents to get structured data from unstructured web with AgentQL.
  • AgentRPC Logo AgentRPC - Connect to any function, any language, across network boundaries using AgentRPC.
  • Agentset - RAG for your knowledge base connected to Agentset.
  • Airwallex Logo Airwallex Developer - Empowers AI coding agents with the tools they need to assist developers integrating with Airwallex APIs
  • Aiven Logo Aiven - Navigate your Aiven projects and interact with the PostgreSQL®, Apache Kafka®, ClickHouse® and OpenSearch® services
  • Alation Logo Alation - Unlock the power of the enterprise Data Catalog by harnessing tools provided by the Alation MCP server.
  • Alby Logo Alby Bitcoin Payments - Connect any bitcoin lightning wallet to your agent to send and receive instant payments globally with your agent.
  • Algolia - Use AI agents to provision, configure, and query your Algolia search indices.
  • Alibaba Cloud AnalyticDB for MySQL Logo Alibaba Cloud AnalyticDB for MySQL - Connect to an AnalyticDB for MySQL cluster for getting database or table metadata, querying and analyzing data. It will be supported to add the OpenAPI for cluster operation in the future.
  • Alibaba Cloud AnalyticDB for PostgreSQL Logo Alibaba Cloud AnalyticDB for PostgreSQL - An MCP server to connect to AnalyticDB for PostgreSQL instances, query and analyze data.
  • DataWorks Logo Alibaba Cloud DataWorks - A Model Context Protocol (MCP) server that provides tools for AI, allowing it to interact with the DataWorks Open API through a standardized interface. This implementation is based on the Alibaba Cloud Open API and enables AI agents to perform cloud resources operations seamlessly.
  • Alibaba Cloud OpenSearch Logo Alibaba Cloud OpenSearch - This MCP server equips AI Agents with tools to interact with OpenSearch through a standardized and extensible interface.
  • Alibaba Cloud OPS Logo Alibaba Cloud OPS - Manage the lifecycle of your Alibaba Cloud resources with CloudOps Orchestration Service and Alibaba Cloud OpenAPI.
  • Alibaba Cloud RDS MySQL Logo Alibaba Cloud RDS - An MCP server designed to interact with the Alibaba Cloud RDS OpenAPI, enabling programmatic management of RDS resources via an LLM.
  • AlipayPlus Logo AlipayPlus - Connect your AI Agents to AlipayPlus Checkout Payment.
  • Alkemi Logo Alkemi - Query Snowflake, Google BigQuery, DataBricks Data Products through Alkemi.ai.
  • AllVoiceLab Logo AllVoiceLab - An AI voice toolkit with TTS, voice cloning, and video translation, now available as an MCP server for smarter agent integration.
  • Alpaca Logo Alpaca – Alpaca's MCP server lets you trade stocks and options, analyze market data, and build strategies through Alpaca's Trading API
  • AlphaVantage Logo AlphaVantage - Connect to 100+ APIs for financial market data, including stock prices, fundamentals, and more from AlphaVantage
  • AltTester Logo AltTester® - Use AltTester® capabilities to connect and test your Unity or Unreal game. Write game test automation faster and smarter, using AltTester and the AltTester® MCP server.
  • Amplitude Logo Amplitude - The Amplitude MCP server enables seamless integration between AI assistants and your product data, allowing you to search, analyze, and query charts, dashboards, experiments, feature flags, and metrics directly from your AI interface.
  • Antom Logo Antom - Connect your AI Agents to Antom Checkout Payment.
  • Anytype Logo Anytype - An MCP server enabling AI assistants to interact with Anytype - a local and collaborative wiki - to organize objects, lists, and more through natural language.
  • Apache Doris Logo Apache Doris - MCP Server For Apache Doris, an MPP-based real-time data warehouse.
  • Apache IoTDB Logo Apache IoTDB - MCP Server for Apache IoTDB database and its tools
  • Apache Pinot – MCP server for running real - time analytics queries on Apache Pinot, an open-source OLAP database built for high-throughput, low-latency powering real-time applications.
  • Apify Logo Apify - Use 6,000+ pre-built cloud tools to extract data from websites, e-commerce, social media, search engines, maps, and more
  • APIMatic Logo APIMatic MCP - APIMatic MCP Server is used to validate OpenAPI specifications using APIMatic. The server processes OpenAPI files and returns validation summaries by leveraging APIMatic's API.
  • Apollo Graph Logo Apollo MCP Server - Connect your GraphQL APIs to AI agents
  • Appium Logo Appium MCP Server - MCP server for Mobile Development and Automation | iOS, Android, Simulator, Emulator, and Real Devices
  • Aqara Logo Aqara MCP Server - Control Aqara smart home devices, query status, execute scenes, and much more using natural language.
  • Archbee Logo Archbee - Write and publish documentation that becomes the trusted source for instant answers with AI. Stop cobbling tools and use Archbee — the first complete documentation platform.
  • Arize-Phoenix Logo Arize Phoenix - Inspect traces, manage prompts, curate datasets, and run experiments using Arize Phoenix, an open-source AI and LLM observability tool.
  • Armor Logo Armor Crypto MCP - MCP to interface with multiple blockchains, staking, DeFi, swap, bridging, wallet management, DCA, Limit Orders, Coin Lookup, Tracking and more.
  • Asgardeo Logo Asgardeo - MCP server to interact with your Asgardeo organization through LLM tools.
  • DataStax logo Astra DB - Comprehensive tools for managing collections and documents in a DataStax Astra DB NoSQL database with a full range of operations such as create, update, delete, find, and associated bulk actions.
  • Atla Logo Atla - Enable AI agents to interact with the Atla API for state-of-the-art LLMJ evaluation.
  • Atlan Logo Atlan - The Atlan Model Context Protocol server allows you to interact with the Atlan services through multiple tools.
  • Atlassian Logo Atlassian - Securely interact with Jira work items and Confluence pages, and search across both.
  • AtomGit Logo AtomGit - Official AtomGit server for integration with repository management, PRs, issues, branches, labels, and more.
  • Atono Logo Atono - Modern product teams connect their AI assistant to Atono to create and update stories, bugs, assignments and fixes.
  • Audiense Logo Audiense Insights - Marketing insights and audience analysis from Audiense reports, covering demographic, cultural, influencer, and content engagement analysis.
  • Auth0 Logo Auth0 - MCP server for interacting with your Auth0 tenant, supporting creating and modifying actions, applications, forms, logs, resource servers, and more.
  • Authenticator App Logo Authenticator App · 2FA - A secure MCP (Model Context Protocol) server that enables AI agents to interact with the Authenticator App.
  • AWS Logo AWS - Specialized MCP servers that bring AWS best practices directly to your development workflow.
  • Axiom Logo Axiom - Query and analyze your Axiom logs, traces, and all other event data in natural language
  • Microsoft Azure Logo Azure - The Azure MCP Server gives MCP Clients access to key Azure services and tools like Azure Storage, Cosmos DB, the Azure CLI, and more.
  • Microsoft Azure DevOps Logo Azure DevOps - Interact with Azure DevOps services like repositories, work items, builds, releases, test plans, and code search.
  • Backdocket Logo Backdocket - Search, Retrieve, and Update your Backdocket data. This currently includes Claims, Matters, Contacts, Tasks and Advanced Searches. To easily use the Remote Mcp Server utilize the following url: https://ai.backdocket.com/mcp
  • Baidu Map Logo Baidu Map - Baidu Map MCP Server provides tools for AI agents to interact with Baidu Maps APIs, enabling location-based services and geospatial data analysis.
  • Bankless Logo Bankless Onchain - Query Onchain data, like ERC20 tokens, transaction history, smart contract state.
  • Baserow Logo Baserow - Query data from Baserow self-hosted or SaaS databases using MCP integration.
  • Bauplan Logo Bauplan - Manage the Bauplan lakehouse: query tables, create data branches, run pipelines, retrieve logs.
  • BICScan Logo BICScan - Risk score / asset holdings of EVM blockchain address (EOA, CA, ENS) and even domain names.
  • Bitnovo Logo Bitnovo Pay - Cryptocurrency payment integration enabling AI agents to create payments, manage QR codes, and process transactions through the Bitnovo Pay API with support for Bitcoin, Ethereum, and other cryptocurrencies.
  • Bitrise Logo Bitrise - Chat with your builds, CI, and more.
  • boikot Logo Boikot - Learn about the ethical and unethical actions of major companies with boikot.xyz.
  • BoldSign Logo BoldSign - Search, request, and manage e-signature contracts effortlessly with BoldSign.
  • Boost.space Logo Boost.space - An MCP server integrating with Boost.space for centralized, automated business data from 2000+ sources.
  • BoostSecurity Logo BoostSecurity - Powered by BoostSecurity, the MCP guardrails coding agents against introducing dependencies with vulnerabilities, malware or typosquatting.
  • Box Logo Box - Interact with the Intelligent Content Management platform through Box AI.
  • BrightData Logo BrightData - Discover, extract, and interact with the web - one interface powering automated access across the public internet.
  • Browserbase Logo Browserbase - Automate browser interactions in the cloud (e.g. web navigation, data extraction, form filling, and more)
  • BrowserStack Logo BrowserStack - Access BrowserStack's Test Platform to debug, write and fix tests, do accessibility testing and more.
  • Buildable LogoBuildable (TypeScript) - Official MCP server for Buildable AI-powered development platform. Enables AI assistants to manage tasks, track progress, get project context, and collaborate with humans on software projects.
  • Buildkite Logo Buildkite - Exposing Buildkite data (pipelines, builds, jobs, tests) to AI tooling and editors.
  • BuiltWith Logo BuiltWith - Identify the technology stack behind any website.
  • PortSwigger Logo Burp Suite - MCP Server extension allowing AI clients to connect to Burp Suite
  • Cal.com Cal.com - Connect to the Cal.com API to schedule and manage bookings and appointments.
  • Campertunity Logo Campertunity - Search campgrounds around the world on campertunity, check availability, and provide booking links.
  • Canva logo Canva — Provide AI - powered development assistance for Canva apps and integrations.
  • Carbon Voice Logo Carbon Voice - MCP Server that connects AI Agents to Carbon Voice. Create, manage, and interact with voice messages, conversations, direct messages, folders, voice memos, AI actions and more in Carbon Voice.
  • Cartesia logo Cartesia - Connect to the Cartesia voice platform to perform text-to-speech, voice cloning etc.
  • Cashfree logo Cashfree - Cashfree Payments official MCP server.
  • CB Insights - Use the CB Insights MCP Server to connect to ChatCBI
  • ChainAware.ai Logo Behavioural Prediction - AI-powered tools to analyze wallet behaviour prediction,fraud detection and rug pull prediction powered by ChainAware.ai.
  • Chargebee Logo Chargebee - MCP Server that connects AI agents to Chargebee platform.
  • Cheqd Logo Cheqd - Enable AI Agents to be trusted, verified, prevent fraud, protect your reputation, and more through cheqd's Trust Registries and Credentials.
  • Chiki StudIO Logo Chiki StudIO - Create your own configurable MCP servers purely via configuration (no code), with instructions, prompts, and tools support.
  • Chroma Logo Chroma - Embeddings, vector search, document storage, and full-text search with the open-source AI application database
  • Chrome Chrome DevTools - Enable AI coding assistants to debug web pages directly in Chrome, providing runtime insights and debugging capabilities.
  • Chronulus AI Logo Chronulus AI - Predict anything with Chronulus AI forecasting and prediction agents.
  • CircleCI Logo CircleCI - Enable AI Agents to fix build failures from CircleCI.
  • Claude Context Logo Claude Context - Bring your codebase as context to Claude Code
  • Cleanup Crew logo Cleanup Crew - Real-time human support service for non-technical founders using AI coding tools. When AI hits a wall, request instant human help directly from your IDE.
  • ClickHouse Logo ClickHouse - Query your ClickHouse database server.
  • ClickSend Logo ClickSend - This is the official ClickSend MCP Server developed by ClickSend team.
  • Clix Logo Clix MCP Server - Clix MCP Server that enables AI agents to provide real-time, trusted Clix documentation and SDK code examples for seamless integrations.
  • CloudBase Logo CloudBase - One-stop backend services for WeChat Mini-Programs and full-stack apps with serverless cloud functions and databases by Tencent CloudBase
  • CloudBees Logo CloudBees CI - Enable AI access to your CloudBees CI cluster, the Enterprise-grade Jenkins®-based solution.
  • CloudBees Logo CloudBees Unify - Enable AI access to your CloudBees Unify environment.
  • Cloudbet Logo Cloudbet - Structured sports and esports data via Cloudbet API: fixtures, live odds, stake limits, and markets.
  • Cloudera Iceberg Cloudera Iceberg - enabling AI on the Open Data Lakehouse.
  • Cloudflare - Deploy, configure & interrogate your resources on the Cloudflare developer platform (e.g. Workers/KV/R2/D1)
  • Cloudinary Cloudinary - Exposes Cloudinary's media upload, transformation, AI analysis, management, optimization and delivery as tools usable by AI agents
  • Cloudsway Logo Cloudsway SmartSearch - Web search MCP server powered by Cloudsway, supporting keyword search, language, and safety options. Returns structured JSON results.
  • Codacy Logo Codacy - Interact with Codacy API to query code quality issues, vulnerabilities, and coverage insights about your code.
  • CodeLogic Logo CodeLogic - Interact with CodeLogic, a Software Intelligence platform that graphs complex code and data architecture dependencies, to boost AI accuracy and insight.
  • Coinex Logo Coinex - Official Coinex API. An MCP Server to interface with the CoinEx cryptocurrency exchange, enabling retrieve of market data, K-line data, order book depth, account balance queries, order placement and more.
  • CoinGecko Logo CoinGecko - Official CoinGecko API MCP Server for Crypto Price & Market Data, across 200+ Blockchain Networks and 8M+ Tokens.
  • CoinStats Logo CoinStats - MCP Server for the CoinStats API. Provides access to cryptocurrency market data, portfolio tracking and news.
  • Comet Logo Comet Opik - Query and analyze your Opik logs, traces, prompts and all other telemetry data from your LLMs in natural language.
  • Commerce Layer Logo Commerce Layer - Interact with Commerce Layer Metrics API.
  • Composio Logo Composio – Use Composio to connect 100+ tools. Zero setup. Auth built-in. Made for agents, works for humans.
  • OSS Conductor Logo Orkes Conductor LogoConductor - Interact with Conductor (OSS and Orkes) REST APIs.
  • ConfigCat Logo ConfigCat - Enables AI tools to interact with ConfigCat, a feature flag service for teams. Supports managing ConfigCat feature flags, configs, environments, products and organizations. Helps to integrate ConfigCat SDK, implement feature flags and remove zombie (stale) flags.
  • Confluent Logo Confluent - Interact with Confluent Kafka and Confluent Cloud REST APIs.
  • Construe Logo Construe - FastMCP server for intelligent Obsidian vault context management with frontmatter filtering, automatic chunking, and secure bidirectional knowledge operations.
  • Ginylil Logo Context Templates - An open-source collection of reusable context templates designed to assist developers in structuring prompts, configurations, and workflows across various development tasks. Community contributions are encouraged to expand and refine available templates.
  • Contrast Security Contrast Security - Brings Contrast's vulnerability and SCA data into your coding agent to quickly remediate vulnerabilities.
  • Convex Logo Convex - Introspect and query your apps deployed to Convex.
  • Cortex Logo Cortex - Official MCP server for Cortex.
  • Couchbase Logo Couchbase - Interact with the data stored in Couchbase clusters.
  • Courier Logo Courier - Build, update, and send multi-channel notifications across email, sms, push, Slack, and Microsoft Teams.
  • CRIC 克而瑞 LOGO CRIC Wuye AI - Interact with capabilities of the CRIC Wuye AI platform, an intelligent assistant specifically for the property management industry.
  • CrowdStrike Logo CrowdStrike Falcon - Connects AI agents with the CrowdStrike Falcon platform for intelligent security analysis, providing programmatic access to detections, incidents, behaviors, threat intelligence, hosts, vulnerabilities, and identity protection capabilities.
  • CTERA Edge Filer CTERA Edge Filer - CTERA Edge Filer delivers intelligent edge caching and multiprotocol file access, enabling fast, secure access to files across core and remote sites.
  • CTERA Portal CTERA Portal - CTERA Portal is a multi-tenant, multi-cloud platform that delivers a global namespace and unified management across petabytes of distributed content.
  • Customer.io Logo Customer.io - Let any LLM work directly with your Customer.io workspace to create segments, inspect user profiles, search for customers, and access workspace data. Analyze customer attributes, manage audience targeting, and explore your workspace without switching tabs.
  • Cycode Logo Cycode - Boost security in your dev lifecycle via SAST, SCA, Secrets & IaC scanning with Cycode.
  • Dart Logo Dart - Interact with task, doc, and project data in Dart, an AI-native project management tool
  • Databricks Logo Databricks - Connect to data, AI tools & agents, and the rest of the Databricks platform using turnkey managed MCP servers. Or, host your own custom MCP servers within the Databricks security and data governance boundary.
  • DataHub Logo DataHub - Search your data assets, traverse data lineage, write SQL queries, and more using DataHub metadata.
  • Datawrapper logo Datawrapper - A Model Context Protocol (MCP) server for creating Datawrapper charts using AI assistants.
  • Daytona Logo Daytona - Fast and secure execution of your AI generated code with Daytona sandboxes
  • Debugg AI Logo Debugg.AI - Zero-Config, Fully AI-Managed End-to-End Testing for any code gen platform via Debugg.AI remote browsing test agents.
  • DeepL Logo DeepL - Translate or rewrite text with DeepL's very own AI models using the DeepL API
  • DeepQ Logo DeepQ - DeepQ Technology's Financial Toolkit MCP Server is an Chinese Financial AI toolkit provides comprehensive financial data and analytical tool support for AI large language models.
  • Defang Logo Defang - Deploy your project to the cloud seamlessly with the Defang platform without leaving your integrated development environment
  • DeployHQ Logo DeployHQ – MCP server for DeployHQ API integration, enabling AI assistants to manage deployments, list projects, and monitor deployment status.
  • Destinia Logo Destinia - Provider tools to search for hotels in Destinia and get listing details.
  • Detailer Logo Detailer – Instantly generate rich, AI-powered documentation for your GitHub repositories. Designed for AI agents to gain deep project context before taking action.
  • DevCycle Logo DevCycle - Create and monitor feature flags using natural language in your AI coding assistant.
  • DevExpress Logo DevExpress Documentation MCP server — Get instant, AI-powered access to 300,000+ help topics on DevExpress UI Component APIs — right in the AI Coding Assistant/IDE of your choice.
  • DevHub Logo DevHub - Manage and utilize website content within the DevHub CMS platform
  • DevRev Logo DevRev - An MCP server to integrate with DevRev APIs to search through your DevRev Knowledge Graph where objects can be imported from diff. Sources listed here.
  • DexPaprika Logo DexPaprika (CoinPaprika) - Access real-time DEX data, liquidity pools, token information, and trading analytics across multiple blockchain networks with DexPaprika by CoinPaprika.
  • Diffusion - Connect to any Diffusion server to explore topics, create/update topics, manage sessions, configure features like topic views and metrics, and monitor the server.
  • Dolt Logo Dolt - The official MCP server for version-controlled Dolt databases.
  • GetDot.ai Logo Dot (GetDot.ai) - Fetch, analyze or visualize data from your favorite database or data warehouse (Snowflake, BigQuery, Redshift, Databricks, Clickhouse, ...) with Dot, your AI Data Analyst. This remote MCP server is a one-click integration for user that have setup Dot.
  • Drata Logo Drata - Get hands-on with our experimental MCP server—bringing real-time compliance intelligence into your AI workflows.
  • Dumpling AI Logo Dumpling AI - Access data, web scraping, and document conversion APIs by Dumpling AI
  • Dynatrace Logo Dynatrace - Manage and interact with the Dynatrace Platform for real-time observability and monitoring.
  • E2B Logo E2B - Run code in secure sandboxes hosted by E2B
  • Edgee Logo Edgee - Deploy and manage Edgee components and projects
  • EduBase Logo EduBase - Interact with EduBase, a comprehensive e-learning platform with advanced quizzing, exam management, and content organization capabilities
  • Elasticsearch Logo Elasticsearch - Query your data in Elasticsearch
  • Elasticsearch Memory Logo Elasticsearch Memory - Persistent memory with hierarchical categorization, semantic search, and intelligent auto-detection. Install via PyPI.
  • Elastic Email Logo Elastic Email - Elastic Email MCP Server delivers full-scale email capabilities to the next generation of AI agents and MCP-compatible environments.
  • Ember AI Logo Ember AI - A unified MCP server that enables AI agents to execute cross-chain DeFi strategies.
  • Endor Labs Logo Endor Labs - Find and fix security risks in you code. Integrate Endor Labs to scan and secure your code from vulnerabilities and secret leaks.
  • eSignatures Logo eSignatures - Contract and template management for drafting, reviewing, and sending binding contracts.
  • ESP RainMaker Logo ESP RainMaker - Official Espressif MCP Server to Control and Manage ESP RainMaker Devices.
  • Exa Logo Exa - Search Engine made for AIs by Exa
  • Explorium Logo Explorium - B2B data and infrastructure for AI SDR & GTM Agents Explorium
  • FalkorDB - FalkorDB graph database server get schema and read/write-cypher FalkorDB
  • fetchSERP Logo fetchSERP - All-in-One SEO & Web Intelligence Toolkit API fetchSERP
  • Fewsats Logo Fewsats - Enable AI Agents to purchase anything in a secure way using Fewsats
  • Fibery Logo Fibery - Perform queries and entity operations in your Fibery workspace.
  • Financial Datasets Logo Financial Datasets - Stock market API made for AI agents
  • Firebase Logo Firebase - Firebase's experimental MCP Server to power your AI Tools
  • Firecrawl Logo Firecrawl - Extract web data with Firecrawl
  • Firefly Logo Firefly - Integrates, discovers, manages, and codifies cloud resources with Firefly.
  • Fireproof Logo Fireproof - Immutable ledger database with live synchronization
  • FIXParser Logo FIXParser - A modern FIX Protocol engine for AI-powered trading agents
  • Fluid Attacks Logo Fluid Attacks - Interact with the Fluid Attacks API, enabling vulnerability management, organization insights, and GraphQL query execution.
  • Flutterwave Logo Flutterwave - Interact with Flutterwave payment solutions API, to manage transactions, payment links and more.
  • ForeverVM Logo ForeverVM - Run Python in a code sandbox.
  • Gcore Logo Gcore - Interact with Gcore platform services via LLM assistants, providing unified access to CDN, GPU Cloud & AI Inference, Video Streaming, WAAP, and cloud resources including instances and networks.
  • GibsonAI Logo GibsonAI - AI-Powered Cloud databases: Build, migrate, and deploy database instances with AI
  • Gitea Logo Gitea - Interact with Gitea instances with MCP.
  • Gitee Logo Gitee - Gitee API integration, repository, issue, and pull request management, and more.
  • GitGuardian Logo GitGuardian - GitGuardian official MCP server - Scan projects using GitGuardian's industry-leading API, which features over 500 secret detectors to prevent credential leaks before they reach public repositories. Resolve security incidents directly with rich contextual data for rapid, automated remediation.
  • GitHub Logo GitHub - GitHub's official MCP Server.
  • GitKraken Logo GitKraken - A CLI for interacting with GitKraken APIs. Includes an MCP server via gk mcp that not only wraps GitKraken APIs, but also Jira, GitHub, GitLab, and more.
  • GitLab Logo GitLab - GitLab's official MCP server enabling AI tools to securely access GitLab project data, manage issues, and perform repository operations via OAuth 2.0.
  • Glean Logo Glean - Enterprise search and chat using Glean's API.
  • Globalping Logo Globalping - Access a network of thousands of probes to run network commands like ping, traceroute, mtr, http and DNS resolve.
  • gNucleus Logo gNucleus Text-To-CAD - Generate CAD parts and assemblies from text using gNucleus AI models.
  • GoLogin Logo GoLogin MCP server - Manage your GoLogin browser profiles and automation directly through AI conversations!
  • Google Cloud Logo Google Cloud Run - Deploy code to Google Cloud Run
  • Google Maps Platform Logo Google Maps Platform Code Assist - Ground agents on fresh, official documentation and code samples for optimal geo-related guidance and code..
  • gotoHuman Logo gotoHuman - Human-in-the-loop platform - Allow AI agents and automations to send requests for approval to your gotoHuman inbox.
  • Grafana Logo Grafana - Search dashboards, investigate incidents and query datasources in your Grafana instance
  • Grafbase Logo Grafbase - Turn your GraphQL API into an efficient MCP server with schema intelligence in a single command.
  • Grain Logo Grain - Access your Grain meetings notes & transcripts directly in claude and generate reports with native Claude Prompts.
  • Graphlit Logo Graphlit - Ingest anything from Slack to Gmail to podcast feeds, in addition to web crawling, into a searchable Graphlit project.
  • Gremlin favicon Gremlin - The official Gremlin MCP server. Analyze your reliability posture, review recent tests and chaos engineering experiments, and create detailed reports.
  • Greptime Logo GreptimeDB - Provides AI assistants with a secure and structured way to explore and analyze data in GreptimeDB.
  • GROWI Logo GROWI - Official MCP Server to integrate with GROWI APIs.
  • Gyazo Logo Gyazo - Search, fetch, upload, and interact with Gyazo images, including metadata and OCR data.
  • Harper Logo Harper - An MCP server providing an interface for MCP clients to access data within Harper.
  • Heroku Logo Heroku - Interact with the Heroku Platform through LLM-driven tools for managing apps, add-ons, dynos, databases, and more.
  • HeyOnCall Logo HeyOnCall - Page a human, sending critical or non-critical alerts to the free HeyOnCall iOS or Android apps.
  • Hillnote Logo Hillnote - search, edit, save and create documents to your Hillnote workspace, a markdown-first editor that stores files locally.
  • Hive Intelligence Logo Hive Intelligence - Ultimate cryptocurrency MCP for AI assistants with unified access to crypto, DeFi, and Web3 analytics
  • Hiveflow Logo Hiveflow - Create, manage, and execute agentic AI workflows directly from your assistant.
  • Hologres Logo Hologres - Connect to a Hologres instance, get table metadata, query and analyze data.
  • Homebrew Logo Homebrew Allows Homebrew users to run Homebrew commands locally.
  • Honeycomb Logo Honeycomb Allows Honeycomb Enterprise customers to query and analyze their data, alerts, dashboards, and more; and cross-reference production behavior with the codebase.
  • HOPX Logo HOPX - Execute Python, JavaScript, Bash, and Go code in isolated cloud containers with sub-150ms startup times. Pre-installed data science libraries (pandas, numpy, matplotlib) for AI-powered data analysis and code testing.
  • HubSpot Logo HubSpot - Connect, manage, and interact with HubSpot CRM data
  • HuggingFace Logo Hugging Face - Connect to the Hugging Face Hub APIs programmatically: semantic search for spaces and papers, exploration of datasets and models, and access to all compatible MCP Gradio tool spaces!
  • Hunter Logo Hunter - Interact with the Hunter API to get B2B data using natural language.
  • Hyperbolic Labs Logo Hyperbolic - Interact with Hyperbolic's GPU cloud, enabling agents and LLMs to view and rent available GPUs, SSH into them, and run GPU-powered workloads for you.
  • Hyperbrowsers23 Logo Hyperbrowser - Hyperbrowser is the next-generation platform empowering AI agents and enabling effortless, scalable browser automation.
  • IBM watsonx.data intelligence - Find, understand, and work with your data in the watsonx.data intelligence governance & catalog, data quality, data lineage, and data product hub
  • IBM wxflows - Tool platform by IBM to build, test and deploy tools for any data source
  • Improve Digital Icon Improve Digital Publisher MCP - An MCP server that enables publishers to integrate Improve Digital’s inventory management system with their AI tools or agents.
  • Inbox Zero Logo Inbox Zero - AI personal assistant for email Inbox Zero
  • Inflectra Logo Inflectra Spira - Connect to your instance of the SpiraTest, SpiraTeam or SpiraPlan application lifecycle management platform by Inflectra
  • Infobip Logo Infobip - MCP server for integrating Infobip global cloud communication platform. It equips AI agents with communication superpowers, allowing them to send and receive SMS and RCS messages, interact with WhatsApp and Viber, automate communication workflows, and manage customer data, all in a production-ready environment.
  • Inkeep Logo Inkeep - RAG Search over your content powered by Inkeep
  • Integration App Icon Integration App - Interact with any other SaaS applications on behalf of your customers.
  • IP2Location.io Icon IP2Location.io - Interact with IP2Location.io API to retrieve the geolocation information for an IP address.
  • IPLocate Icon IPLocate - Look up IP address geolocation, network information, detect proxies and VPNs, and find abuse contact details using IPLocate.io
  • Jellyfish Logo Jellyfish – Give your AI agent context about your team's software engineering allocations and workflow via the Jellyfish platform
  • Jenkins Logo Jenkins - Official Jenkins MCP Server plugin enabling AI assistants to manage builds, check job statuses, retrieve logs, and integrate with CI/CD pipelines through standardized MCP interface.
  • JetBrains – Work on your code with JetBrains IDEs: IntelliJ IDEA, PhpStorm, etc.
  • JFrog Logo JFrog - Model Context Protocol (MCP) Server for the JFrog Platform API, enabling repository management, build tracking, release lifecycle management, and more.
  • Kagi Logo Kagi Search - Search the web using Kagi's search API
  • 📅 Kalendis - Generate TypeScript clients and API route handlers for the Kalendis scheduling API across multiple frameworks (Next.js, Express, Fastify, NestJS), streamlining integration of availability management and booking functionality.
  • Kaltura Logo Kaltura - Manage Kaltura Event Platform. Provide tools and resources for creating, managing, and interacting with Kaltura virtual events.
  • Kash Logo Kash.click - Gives AI access to your sales, clients, orders, tax information, payments, and all the insights on your business
  • Keboola Logo Keboola - Build robust data workflows, integrations, and analytics on a single intuitive platform.
  • Kernel Logo Kernel – Access Kernel's cloud‑based browsers via MCP.
  • Keywords Everywhere Logo Keywords Everywhere – Access SEO data through the official Keywords Everywhere API MCP server.
  • KeywordsPeopleUse Logo KeywordsPeopleUse.com - Find questions people ask online with KeywordsPeopleUse.
  • Kiln Logo Kiln - A free open-source platform for building production-ready AI systems. It supports RAG pipelines, AI agents, MCP tool-calling, evaluations, synthetic data generation, and fine-tuning — all in one unified framework by Kiln-AI.
  • Kintone Logo Kintone - The official local MCP server for Kintone.
  • KirokuForms Logo KirokuForms - KirokuForms is an AI-powered form platform combining professional form building with Human-in-the-Loop (HITL) capabilities. Create custom forms, collect submissions, and integrate human oversight into AI workflows through MCP integration.
  • Kiteworks Logo Kiteworks - Official MCP server to interact with the Kiteworks Private Data Network (PDN) platform.
  • Klavis Logo Klavis ReportGen - Create professional reports from a simple user query.
  • Klaviyo Logo Klaviyo - Interact with your Klaviyo marketing data.
  • kluster.ai Logo kluster.ai - kluster.ai provides MCP servers that bring AI services directly into your development workflow, including guardrails like hallucination detection.
  • Knit Logo Knit MCP Server - Production-ready remote MCP servers that enable you to connect with 10000+ tools across CRM, HRIS, Payroll, Accounting, ERP, Calendar, Expense Management, and Chat categories.
  • Knock Logo Knock MCP Server - Send product and customer messaging across email, in-app, push, SMS, Slack, MS Teams.
  • Kumo Logo Kumo - MCP Server to interact with KumoRFM, a foundation model for generating predictions from your relational data.
  • Kurrent Logo KurrentDB - This is a simple MCP server to help you explore data and prototype projections faster on top of KurrentDB.
  • Kuzu Logo Kuzu - This server enables LLMs to inspect database schemas and execute queries on the provided Kuzu graph database. See blog) for a debugging use case.
  • KWDB Logo KWDB - Reading, writing, querying, modifying data, and performing DDL operations with data in your KWDB Database.
  • kweenkl Logo kweenkl - Send push notifications from AI assistants using natural language. Pre-launch demo available with example webhook token.
  • Label Studio Logo Label Studio - Open Source data labeling platform.
  • Lambda Capture Lambda Capture - Macroeconomic Forecasts & Semantic Context from Federal Reserve, Bank of England, ECB.
  • LambdaTest MCP server LambdaTest - LambdaTest MCP Servers ranging from Accessibility, SmartUI, Automation, and HyperExecute allows you to connect AI assistants with your testing workflow, streamlining setup, analyzing failures, and generating fixes to speed up testing and improve efficiency.
  • Langfuse Logo Langfuse Prompt Management - Open-source tool for collaborative editing, versioning, evaluating, and releasing prompts.
  • Lara Translate Logo Lara Translate - MCP Server for Lara Translate API, enabling powerful translation capabilities with support for language detection and context-aware translations.
  • Last9 Logo Last9 - Seamlessly bring real-time production context—logs, metrics, and traces—into your local environment to auto-fix code faster.
  • LaunchDarkly Logo LaunchDarkly - LaunchDarkly is a continuous delivery platform that provides feature flags as a service and allows developers to iterate quickly and safely.
  • LINE Logo LINE - Integrates the LINE Messaging API to connect an AI Agent to the LINE Official Account.
  • Linear Logo Linear - Search, create, and update Linear issues, projects, and comments.
  • Lingo.dev Logo Lingo.dev - Make your AI agent speak every language on the planet, using Lingo.dev Localization Engine.
  • LiGo Logo LinkedIn MCP Runner - Write, edit, and schedule LinkedIn posts right from ChatGPT and Claude with LiGo.
  • Linkup Logo Linkup - (JS version) MCP server that provides web search capabilities through Linkup's advanced search API. This server enables AI assistants and development tools to perform intelligent web searches with natural language queries.
  • Linkup Logo Linkup - (Python version) MCP server that provides web search capabilities through Linkup's advanced search API. This server enables AI assistants and development tools to perform intelligent web searches with natural language queries.
  • Lippia.io Lippia - MCP Server to accelerate Test Automation using Lippia Framework.
  • Lisply Lisply - Flexible frontend for compliant Lisp-speaking backends.
  • Litmus.io Logo Litmus.io - Official MCP server for configuring Litmus Edge for Industrial Data Collection, Edge Analytics & Industrial AI.
  • Liveblocks Logo Liveblocks - Ready‑made features for AI & human collaboration—use this to develop your Liveblocks app quicker.
  • Logfire Logo Logfire - Provides access to OpenTelemetry traces and metrics through Logfire.
  • Magic Meal Kits Logo Magic Meal Kits - Unleash Make's Full Potential by Magic Meal Kits
  • Mailgun Logo Mailgun - Interact with Mailgun API.
  • Mailjet Logo Mailjet - Official MCP server which allows AI agents to interact with contact, campaign, segmentation, statistics, workflow (and more) APIs from Sinch Mailjet.
  • Make Logo Make - Turn your Make scenarios into callable tools for AI assistants.
  • Mapbox Logo Mapbox - Unlock geospatial intelligence through Mapbox APIs like geocoding, POI search, directions, isochrones and more.
  • MariaDB Logo MariaDB - A standard interface for managing and querying MariaDB databases, supporting both standard SQL operations and advanced vector/embedding-based search.
  • mcp-discovery logo MCP Discovery - A lightweight CLI tool built in Rust for discovering MCP server capabilities.
  • WooCommerce Logo MCP for WooCommerce - Connect your WooCommerce store to AI assistants with read-only access to products, categories, reviews, and WordPress content. WordPress plugin
  • MCP Toolbox for Databases Logo MCP Toolbox for Databases - Open source MCP server specializing in easy, fast, and secure tools for Databases. Supports AlloyDB, BigQuery, Bigtable, Cloud SQL, Dgraph, Looker, MySQL, Neo4j, Postgres, Spanner, and more.
  • Meilisearch Logo Meilisearch - Interact & query with Meilisearch (Full-text & semantic search API)
  • Memalot Logo Memalot - Finds memory leaks in Python programs.
  • Memgraph Logo Memgraph - Query your data in Memgraph graph database.
  • MercadoLibre Logo Mercado Libre - Mercado Libre's official MCP server.
  • MercadoPago Logo Mercado Pago - Mercado Pago's official MCP server.
  • Metoro Logo Metoro - Query and interact with kubernetes environments monitored by Metoro
  • Microsoft Business Central Logo Microsoft Business Central - Manage Dynamics 365 Business Central customers, contacts, sales opportunities, invoices, and vendors
  • Microsoft Clarity Logo Microsoft Clarity - Official MCP Server to get your behavioral analytics data and insights from Clarity
  • Microsoft Dataverse Logo Microsoft Dataverse - Chat over your business data using NL - Discover tables, run queries, retrieve data, insert or update records, and execute custom prompts grounded in business knowledge and context.
  • Microsoft Learn Logo Microsoft Learn Docs - An MCP server that provides structured access to Microsoft's official documentation. Retrieves accurate, authoritative, and context-aware technical content for code generation, question answering, and workflow grounding.
  • Microsoft Teams Logo Microsoft Teams - Official Microsoft Teams AI Library with MCP support enabling advanced agent orchestration, multi-agent collaboration, and seamless integration with Teams messaging and collaboration features.
  • Milvus - Search, Query and interact with data in your Milvus Vector Database.
  • mimilabs mimilabs - A US healthcare data discovery guide for 50+ gov sources and thousands of publicly available US healthcare datasets regarding gov-funded programs, policies, drug pricings, clinical trials, etc.
  • Mixpanel Logo Mixpanel - Query and analyze your product analytics data through natural language. This Mixpanel MCP connects AI assistants to your Mixpanel workspace, enabling conversational access to user behavior insights, funnels, retention analysis, and custom reports.
  • Mobb Mobb - The Mobb Vibe Shield MCP server identifies and remediates vulnerabilities in both human and AI-written code, ensuring your applications remain secure without slowing development.
  • Momento - Momento Cache lets you quickly improve your performance, reduce costs, and handle load at any scale.
  • Monday.com Logo Monday.com - Interact with Monday.com boards, items, accounts and work forms.
  • MongoDB - Both MongoDB Community Server and MongoDB Atlas are supported.
  • Moorcheh Logo Moorcheh - Provides seamless integration with Moorcheh's Embedding, Vector Store, Search, and Gen AI Answer services.
  • MotherDuck Logo MotherDuck - Query and analyze data with MotherDuck and local DuckDB
  • Mulesoft Logo Mulesoft - Build, deploy, and manage MuleSoft applications with natural language, directly inside any compatible IDE.
  • Multiplayer Logo Multiplayer - Analyze your full stack session recordings easily. Record a bug with Multiplayer, analyze and fix it with LLM
  • Nango Logo Nango - Integrate your AI agent with 500+ APIs: Auth, custom tools, and observability. Open-source.
  • NanoVMs Logo NanoVMs - Easily Build and Deploy unikernels to any cloud.
  • Needle AI Logo Needle - Production-ready RAG out of the box to search and retrieve data from your own documents.
  • Neo4j Logo Neo4j - Neo4j graph database server (schema + read/write-cypher) and separate graph database backed memory
  • Neo4j Agent Memory Logo Neo4j Agent Memory - Memory management for AI agents using Neo4j knowledge graphs
  • Neo4j Logo Neo4j GDS - Neo4j graph data science server with comprehensive graph algorithms that enables complex graph reasoning and Q&A.
  • Neon Logo Neon - Interact with the Neon serverless Postgres platform
  • Nerve Logo Nerve - Search and Act on all your company data across all your SaaS apps via Nerve
  • NetApp Logo NetApp - Query metrics, manage volumes, and search across your NetApp systems and services.
  • Netdata Logo Netdata - Discovery, exploration, reporting and root cause analysis using all observability data, including metrics, logs, systems, containers, processes, and network connections
  • Netlify Logo Netlify - Create, build, deploy, and manage your websites with Netlify web platform.
  • Nile Logo Nile - An MCP server that talks to Nile - Postgres re-engineered for B2B apps. Manage and query databases, tenants, users, auth using LLMs
  • Nodit Logo Nodit - Official Nodit MCP Server enabling access to multi-chain RPC Nodes and Data APIs for blockchain data.
  • Norman Logo Norman Finance - MCP server for managing accounting and taxes with Norman Finance.
  • Notifly Logo Notifly - Notifly MCP Server that enables AI agents to provide real-time, trusted Notifly documentation and SDK code examples for seamless integrations.
  • Notion Logo Notion - This project implements an MCP server for the Notion API.
  • Nutrient Logo Nutrient - Create, Edit, Sign, Extract Documents using Natural Language
  • Nx Logo Nx - Makes Nx's understanding of your codebase accessible to LLMs, providing insights into the codebase architecture, project relationships and runnable tasks thus allowing AI to make precise code suggestions.
  • OceanBase Logo OceanBase - MCP Server for OceanBase database and its tools
  • Octagon Logo Octagon - Deliver real-time investment research with extensive private and public market data.
  • OctoEverywhere Logo OctoEverywhere - A 3D Printing MCP server that allows for querying for live state, webcam snapshots, and 3D printer control.
  • Octopus Deploy Octopus Deploy - Official MCP server for querying, inspecting, and managing your Octopus Deploy instance.
  • Offorte Logo Offorte - Offorte Proposal Software official MCP server enables creation and sending of business proposals.
  • Ola Maps OlaMaps - Official Ola Maps MCP Server for services like geocode, directions, place details and many more.
  • Olostep Olostep - Search, scrape and crawl content from web. Real-time results in clean markdown.
  • OMOP MCP - Map clinical terminology to OMOP concepts using LLMs for healthcare data standardization.
  • ONLYOFFICE DocSpace ONLYOFFICE DocSpace - Interact with ONLYOFFICE DocSpace API to create rooms, manage files and folders.
  • OP.GG Logo OP.GG - Access real-time gaming data across popular titles like League of Legends, TFT, and Valorant, offering champion analytics, esports schedules, meta compositions, and character statistics.
  • OpenMetadata OpenMetadata - The first Enterprise-grade MCP server for metadata
  • OpenSearch Logo OpenSearch - MCP server that enables AI agents to perform search and analytics use cases on data stored in OpenSearch.
  • OpsLevel OpsLevel - Official MCP Server for OpsLevel.
  • Optuna Logo Optuna - Official MCP server enabling seamless orchestration of hyperparameter search and other optimization tasks with Optuna.
  • Oracle Logo Oracle - Official Oracle Database: SQLcl MCP server enabling all access to any Oracle Database via native MCP support directly in SQLcl.
  • Orshot Logo Orshot - Official Orshot MCP server to dynamically generate images from custom design templates.
  • Oxylabs Logo Oxylabs - Scrape websites with Oxylabs Web API, supporting dynamic rendering and parsing for structured data extraction.
  • Paddle Logo Paddle - Interact with the Paddle API. Manage product catalog, billing and subscriptions, and reports.
  • PaddleOCR - An MCP server that brings enterprise-grade OCR and document parsing capabilities to AI applications.
  • PagerDuty Logo PagerDuty - Interact with your PagerDuty account, allowing you to manage incidents, services, schedules, and more directly from your MCP-enabled client.
  • Pagos - Interact with the Pagos API. Query Credit Card BIN Data with more to come.
  • PAIML Logo PAIML MCP Agent Toolkit - Professional project scaffolding toolkit with zero-configuration AI context generation, template generation for Rust/Deno/Python projects, and hybrid neuro-symbolic code analysis.
  • PandaDoc PandaDoc - Configure AI development tools to connect to PandaDoc's Model Context Protocol server and leverage AI-powered PandaDoc integrations.
  • Paper Logo Paper - Realistic paper trading platform with market simulation, 22 broker emulations, and professional tools for risk-free trading practice. First trading platform with MCP integration.
  • Parallel Logo Parallel Task MCP - Initiate Deep Research and Batch Tasks
  • Patronus AI - Test, evaluate, and optimize AI agents and RAG apps
  • Paubox LogoPaubox - Official MCP server which allows AI agents to interact with Paubox Email API. HITRUST certified.
  • PayPal Logo PayPal - PayPal's official MCP server.
  • Foxit Logo PDFActionInspector - A Model Context Protocol server for extracting and analyzing JavaScript Actions from PDF files. Provides comprehensive security analysis to detect malicious PDF behaviors, hidden scripts, and potential security threats through AI-assisted risk assessment.
  • Pearl Logo Pearl - Official MCP Server to interact with Pearl API. Connect your AI Agents with 12,000+ certified experts instantly.
  • Perplexity Logo Perplexity - An MCP server that connects to Perplexity's Sonar API, enabling real-time web-wide research in conversational AI.
  • Persona Sessions Logo Persona Sessions - Enable AI assistants to conduct structured, persona-driven sessions including interview preparation, personal reflection, and coaching conversations with built-in timer and evaluation.
  • PGA Logo PGA (Golf) - PGA's official MCP Server for all things golf-related. Find a coach, play golf, improve your game, and more.
  • PGYER Logo PGYER - MCP Server for PGYER platform, supports uploading, querying apps, etc.
  • Pinecone - Pinecone's developer MCP Server assist developers in searching documentation and managing data within their development environment.
  • Pinecone Assistant - Retrieves context from your Pinecone Assistant knowledge base.
  • PinMeTo logo PinMeTo - MCP server that enables users with authorized credentials to unlock their location data.
  • Pipedream Logo Pipedream - Connect with 2,500 APIs with 8,000+ prebuilt tools.
  • PlainlyVideos Logo Plainly Videos - The official MCP server for Plainly Videos, allowing users to browse designs and projects, as well as render videos using various LLM clients.
  • PlayCanvas Logo PlayCanvas - Create interactive 3D web apps with the PlayCanvas Editor.
  • Playwright Logo Playwright — Browser automation MCP server using Playwright to run tests, navigate pages, capture screenshots, scrape content, and automate web interactions reliably.
  • Plugged.in Logo Plugged.in - A comprehensive proxy that combines multiple MCP servers into a single MCP. It provides discovery and management of tools, prompts, resources, and templates across servers, plus a playground for debugging when building MCP servers.
  • P-Link.io Logo P-Link.io - HTTP 402 Protocol implementation on Solana network. Sending & receiving payments for agents
  • Polymarket Logo Polymarket - Real-time prediction market data from Polymarket - search markets, analyze prices, identify trading opportunities.
  • Plus AI Logo Plus AI - A Model Context Protocol (MCP) server for automatically generating professional PowerPoint and Google Slides presentations using the Plus AI presentation API.
  • Port Logo Port IO - Access and manage your software catalog to improve service quality and compliance.
  • PostHog - Interact with PostHog analytics, feature flags, error tracking and more with the official PostHog MCP server.
  • PostIdentity Logo PostIdentity - Generate AI-powered social media posts from any AI assistant. Manage identities, create posts, track referrals, and browse marketplace templates, powered by PostIdentity.
  • Postman API - Manage your Postman resources using the Postman API.
  • Powerdrill Logo Powerdrill - An MCP server that provides tools to interact with Powerdrill datasets, enabling smart AI data analysis and insights.
  • pre.dev Logo pre.dev Architect - 10x your coding agent by keeping it on track with pre.dev.
  • PrestaShop Logo PrestaShop.com - Manage your PrestaShop store with AI Assistant by using the official PrestaShop MCP server.
  • Prisma Logo Prisma - Create and manage Prisma Postgres databases
  • Probe.dev Logo Probe.dev - Comprehensive media analysis and validation powered by Probe.dev. Hosted MCP server with FFprobe, MediaInfo, and Probe Report analysis capabilities.
  • Prode.ai Logo ProdE - Your 24/7 production engineer that preserves context across multiple codebases.
  • Program Integrity Alliance (PIA) Logo Program Integrity Alliance (PIA) - Local and Hosted MCP servers providing AI-friendly access to U.S. Government Open Datasets. Also available on Docker MCP Catalog. See our website for more details.
  • PromptHouse Logo PromptHouse - Personal prompt library with MCP integration for AI clients.
  • proxymock Logo proxymock - An MCP server that automatically generates tests and mocks by recording a live app.
  • PubNub PubNub - Retrieves context for developing with PubNub SDKs and calling APIs.
  • Pulumi Logo Pulumi - Deploy and manage cloud infrastructure using Pulumi.
  • Pure.md Logo Pure.md - Reliably access web content in markdown format with pure.md (bot detection avoidance, proxy rotation, and headless JS rendering built in).
  • Put.io Logo Put.io - Interact with your Put.io account to download torrents.
  • Qdrant - Implement semantic memory layer on top of the Qdrant vector search engine
  • Qonto Qonto - Access and interact your Qonto account through LLMs using MCP.
  • Qorus Qorus - Connect to any application, system, or technology and automate your business processes without coding and with AI
  • QuantConnect Logo QuantConnect - Interact with your QuantConnect account to update projects, write strategies, run backtest, and deploying strategies to production live-trading.
  • Quickchat AI - Launch your conversational Quickchat AI agent as an MCP to give AI apps real-time access to its Knowledge Base and conversational capabilities
  • Ragie Logo Ragie - Retrieve context from your Ragie (RAG) knowledge base connected to integrations like Google Drive, Notion, JIRA and more.
  • Ramp - Interact with Ramp's Developer API to run analysis on your spend and gain insights leveraging LLMs
  • Raygun - Interact with your crash reporting and real using monitoring data on your Raygun account
  • Razorpay Logo Razorpay - Razorpay's official MCP server
  • Recraft Logo Recraft - Generate raster and vector (SVG) images using Recraft. Also you can edit, upscale images, create your own styles, and vectorize raster images
  • Red Hat Logo Red Hat Insights - Interact with Red Hat Insights - build images, manage vulnerabilities, or view targeted recommendations.
  • Redis Logo Redis - The Redis official MCP Server offers an interface to manage and search data in Redis.
  • Redis Logo Redis Cloud API - The Redis Cloud API MCP Server allows you to manage your Redis Cloud resources using natural language.
  • Reexpress Reexpress - Enable Similarity-Distance-Magnitude statistical verification for your search, software, and data science workflows
  • Reflag Reflag - Create and manage feature flags using Reflag
  • Reltio Logo Reltio - A lightweight, plugin-based MCP server designed to perform advanced entity matching with language models in Reltio environments.
  • Rember Logo Rember - Create spaced repetition flashcards in Rember to remember anything you learn in your chats
  • Render Logo Render - The official Render MCP server: spin up new services, run queries against your databases, and debug rapidly with direct access to service metrics and logs.
  • ReportPortal Logo ReportPortal - explore and analyze automated test results from ReportPortal using your favourite LLM.
  • Nonica Logo Revit - Connect and interact with your Revit models live.
  • Rill Data Logo Rill Data - Interact with Rill Data to query and analyze your data.
  • Riza logo Riza - Arbitrary code execution and tool-use platform for LLMs by Riza
  • Roblox Studio Roblox Studio - Roblox Studio MCP Server, create and manipulate scenes, scripts in Roblox Studio
  • Rodin Rodin - Generate 3D Models with Hyper3D Rodin
  • Root Signals Logo Root Signals - Improve and quality control your outputs with evaluations using LLM-as-Judge
  • Roundtable - Unified integration layer that bridges multiple AI coding assistants (Codex, Claude Code, Cursor, Gemini) through zero-configuration auto-discovery and enterprise-ready architecture.
  • Routine - MCP server to interact with Routine: calendars, tasks, notes, etc.
  • Composio Logo Rube - Rube is a Model Context Protocol (MCP) server that connects your AI tools to 500+ apps like Gmail, Slack, GitHub, and Notion. Simply install it in your AI client, authenticate once with your apps, and start asking your AI to perform real actions like "Send an email" or "Create a task."
  • SafeDep Logo SafeDep - SafeDep vet-mcp helps in vetting open source packages for security risks—such as vulnerabilities and malicious code—before they're used in your project, especially with AI-generated code suggestions.
  • SafeLine Logo SafeLine - SafeLine is a self-hosted WAF(Web Application Firewall) to protect your web apps from attacks and exploits.
  • ScrAPI Logo ScrAPI - Web scraping using ScrAPI. Extract website content that is difficult to access because of bot detection, captchas or even geolocation restrictions.
  • Up North Media Logo ScreenshotMCP - A Model Context Protocol MCP server for capturing website screenshots with full page, element, and device size features.
  • ScreenshotOne Logo ScreenshotOne - Render website screenshots with ScreenshotOne
  • Search1API Logo Search1API - One API for Search, Crawling, and Sitemaps
  • SearchUnify Logo SearchUnify - SearchUnify MCP Server (su-mcp) enables seamless integration of SearchUnify with Claude Desktop
  • Secureframe Logo Secureframe - Query security controls, monitor compliance tests, and access audit data across SOC 2, ISO 27001, CMMC, FedRAMP, and other frameworks from Secureframe.
  • Semgrep Logo Semgrep - Enable AI agents to secure code with Semgrep.
  • Semilattice icon Semilattice - Test content, personalise features, and A/B test decisions with accurate audience prediction.
  • Sequa Logo Sequa.AI - Stop stitching context for Copilot and Cursor. With Sequa MCP, your AI tools know all your codebases and docs out of the box.
  • Shortcut Logo Shortcut - Access and implement all of your projects and tasks (Stories) from Shortcut.
  • Simplifier Logo Simplifier - Manage connectors, business objects and more in your Simplifier low code platform.
  • SingleStore - Interact with the SingleStore database platform
  • SmartBear Logo SmartBear - Provides access to multiple capabilities across SmartBear's API Hub, Test Hub, and Insight Hub, all through dedicated tools and resources.
  • Smooth Operator Smooth Operator - Tools to automate Windows via AI Vision, Mouse, Keyboard, Automation Trees, Webbrowser
  • Snyk Logo Snyk - Enhance security posture by embedding Snyk vulnerability scanning directly into agentic workflows.
  • SonarQube Logo SonarQube - Enables seamless integration with SonarQube Server or Cloud and allows for code snippet analysis within the agent context.
  • Sophtron Sophtron - Connect to your bank, credit card, utilities accounts to retrieve account balances and transactions with Sophtron Bank Integration.
  • Microsoft Learn Logo SQL Server - Official Microsoft SQL Server MCP1
  • StackHawk Logo StackHawk - Use StackHawk to test for and FIX security problems in your code or vibe coded app.
  • StackOverflow Logo Stack Overflow - Access Stack Overflow's trusted and verified technical questions and answers.
  • Stardog Logo Stardog - Provide trusted, contextual answers to both humans and agents using your enterprise knowledge graph with Stardog's Semantic AI Platform.
  • StarRocks Logo StarRocks - Interact with StarRocks
  • Steadybit Logo Steadybit - Interact with Steadybit
  • Steuerboard Logo Steuerboard - Interact with the accounting data in your business using our official MCP server
  • Storybook Logo Storybook - Interact with Storybook to automate UI component testing and documentation
  • Strata Logo Strata - One MCP server that guides your AI agents through thousands of tools in multiple apps progressively. It eliminates context overload and ensures accurate tool selection, enabling agents to handle complex, multi-app workflows with ease.
  • Stripe Logo Stripe - Interact with Stripe API
  • Success.co Logo Success.co - Interact with your Success.co account - enhance your EOS® journey and get insights on your teams and business.
  • Sugar Logo Sugar - Autonomous AI development platform for Claude Code with task management, specialized agents, and workflow automation. Full MCP server bridges Claude with Python CLI for rich task context and autonomous execution.
  • Sunra AI Logo Sunra AI - Search for and run AI models on Sunra.ai. Discover models, create video, image, and 3D model content, track their status, and manage the generated media.
  • Supabase Logo Supabase - Interact with Supabase: Create tables, query data, deploy edge functions, and more.
  • Supadata Logo Supadata - Official MCP server for Supadata - YouTube, TikTok, X and Web data for makers.
  • Tako Logo Tako - Use natural language to search Tako for real-time financial, sports, weather, and public data with visualization
  • Tavily Logo Tavily - Search engine for AI agents (search + extract) powered by Tavily
  • Telnyx Logo Telnyx - Official MCP server for building AI-powered communication apps. Create voice assistants, send SMS campaigns, manage phone numbers, and integrate real-time messaging with enterprise-grade reliability. Includes remote streamable-http and sse servers.
  • Tencent RTC Logo Tencent RTC - The MCP Server enables AI IDEs to more effectively understand and use Tencent's Real-Time Communication SDKs and APIs, which significantly streamlines the process for developers to build audio/video call applications.
  • Teradata Logo Teradata - This MCP Server support tools and prompts for multi task data analytics on a Teradata platform.
  • Terraform Logo Terraform - Seamlessly integrate with Terraform ecosystem, enabling advanced automation and interaction capabilities for Infrastructure as Code (IaC) development powered by Terraform
  • TextArtTools Logo TextArtTools - Transform text with 23 Unicode styles and create stylized banners with 322+ figlet fonts.
  • TextIn Logo TextIn - An MCP server for the TextIn API, is a tool for extracting text and performing OCR on documents, it also supports converting documents into Markdown
  • Thena Logo Thena - Thena's MCP server for enabling users and AI agents to interact with Thena's services and manage customers across different channels such as Slack, Email, Web, Discord etc.
  • ThingsBoard ThingsBoard - The ThingsBoard MCP Server provides a natural language interface for LLMs and AI agents to interact with your ThingsBoard IoT platform.
  • ThinQ Logo ThinQ Connect - Interact with LG ThinQ smart home devices and appliances through the ThinQ Connect MCP server.
  • Thirdweb Logo Thirdweb - Read/write to over 2k blockchains, enabling data querying, contract analysis/deployment, and transaction execution, powered by Thirdweb
  • ThoughtSpot Logo ThoughtSpot - AI is the new BI. A dedicated data analyst for everyone on your team. Bring ThoughtSpot powers into Claude or any MCP host.
  • Tianji Logo Tianji - Interact with Tianji platform whatever selfhosted or cloud platform, powered by Tianji.
  • TiDB Logo TiDB - MCP Server to interact with TiDB database platform.
  • Tinybird Logo Tinybird - Interact with Tinybird serverless ClickHouse platform
  • Tldv Logo Tldv - Connect your AI agents to Google-Meet, Zoom & Microsoft Teams through tl;dv
  • Todoist Logo Todoist - Search, add, and update Todoist tasks, projects, sections, comments, and more.
  • Token Metrics Logo Token Metrics - Token Metrics integration for fetching real-time crypto market data, trading signals, price predictions, and advanced analytics.
  • TomTom Logo TomTom-MCP - The TomTom MCP Server simplifies geospatial development by providing seamless access to TomTom's location services, including search, routing, traffic and static maps data.
  • Trade It Logo Trade It - Execute stock, crypto, and options trades on your brokerage via Trade It. Supports Robinhood, ETrade, Charles Schwab, Webull, Coinbase, and Kraken.
  • Twelvedata Logo Twelve Data — Integrate your AI agents with real-time and historical financial market data through our official Twelve Data MCP server.
  • Twilio Logo Twilio - Interact with Twilio APIs to send SMS messages, manage phone numbers, configure your account, and more.
  • TCSAS Logo TCSAS - Built on the Tencent Mini Program technical framework and fully following the development, powered by Tencent Cloud Super App as a Service.
  • Uberall Logo Uberall – Manage multi - location presence, including listings, reviews, and social posting, via uberall.
  • Unblocked Logo Unblocked Help your AI-powered IDEs generate faster, more accurate code by giving them access to context from Slack, Confluence, Google Docs, JIRA, and more with Unblocked.
  • UnifAI Logo UnifAI - Dynamically search and call tools using UnifAI Network
  • Unstructured Logo Unstructured - Set up and interact with your unstructured data processing workflows in Unstructured Platform
  • Uno Platform Logo Uno Platform - Connects agents and developers to Uno Platform's knowledge base - docs, APIs, and best practices allowing for building cross-platform .NET applications.
  • Upstash Logo Upstash - Manage Redis databases and run Redis commands on Upstash with natural language.
  • UUV Logo UUV - Generate human readable end to end tests with UUV.
  • Vaadin Logo Vaadin - Search Vaadin documentation, get the full documentation, and get version information. Designed for AI agents.
  • Vantage Vantage - Interact with your organization's cloud cost spend.
  • VariFlight Logo VariFlight - VariFlight's official MCP server provides tools to query flight information, weather data, comfort metrics, the lowest available fares, and other civil aviation-related data.
  • Octagon Logo VCAgents - Interact with investor agents—think Wilson or Thiel—continuously updated with market intel.
  • Vectorize - Vectorize MCP server for advanced retrieval, Private Deep Research, Anything-to-Markdown file extraction and text chunking.
  • Verbwire Logo Verbwire - Deploy smart contracts, mint NFTs, manage IPFS storage, and more through the Verbwire API
  • Vercel Logo Vercel - Access logs, search docs, and manage projects and deployments.
  • Verodat Logo Verodat - Interact with Verodat AI Ready Data platform
  • VeyraX Logo VeyraX - Single tool to control all 100+ API integrations, and UI components
  • VictoriaLogs Logo VictoriaLogs - Integration with VictoriaLogs APIs and documentation for working with logs and debugging tasks related to your VictoriaLogs instances.
  • VictoriaMetrics Logo VictoriaMetrics - Comprehensive integration with VictoriaMetrics APIs and documentation for monitoring, observability, and debugging tasks related to your VictoriaMetrics instances.
  • VictoriaTraces Logo VictoriaTraces - Integration with VictoriaTraces APIs and documentation for working with distributed tracing and debugging tasks related to your VictoriaTraces instances.
  • VideoDB Director VideoDB Director - Create AI-powered video workflows including automatic editing, content moderation, voice cloning, highlight generation, and searchable video moments—all accessible via simple APIs and intuitive chat-based interfaces.
  • LandingAI VisionAgent VisionAgent MCP - A simple MCP server that enables your LLM to better reason over images, video and documents.
  • Vizro Logo Vizro - Tools and templates to create validated and maintainable data charts and dashboards
  • WaveSpeed Logo WaveSpeed - WaveSpeed MCP server providing AI agents with image and video generation capabilities.
  • WayStation Logo WayStation - Universal MCP server to connect to popular productivity tools such as Notion, Monday, AirTable, and many more
  • Webflow Logo Webflow - Interact with Webflow sites, pages, and collections
  • WebScraping.AI Logo WebScraping.AI - Interact with WebScraping.AI for web data extraction and scraping
  • WhatsApp Business Logo WhatsApp Business - WhatsApp Business MCP connector enabling AI agents to send messages, manage conversations, access templates, and integrate with WhatsApp Business API for automated customer communication.
  • Winston.AI Logo Winston AI - AI detector MCP server with industry leading accuracy rates in detecting use of AI in text and images. The Winston AI MCP server also offers a robust plagiarism checker to help maintain integrity.
  • WooCommerce.com Logo WooCommerce.com - Manaage your WooCommerce.com store, products, and orders with our MCP integration.
  • WordPress.com Logo WordPress.com - Connect your AI assistant to WordPress.com, giving you direct visibility into your site's content, analytics, and settings.
  • Xero Logo Xero - Interact with the accounting data in your business using our official MCP server
  • YDB Logo YDB - Query YDB databases
  • Yeelight Logo Yeelight MCP Server - The official Yeelight MCP Server enables users to control and query their Yeelight smart devices using natural language, offering a seamless and efficient human-AI interaction experience.
  • YepCode Logo YepCode - Run code in a secure, scalable sandbox environment with full support for dependencies, secrets, logs, and access to APIs or databases. Powered by YepCode
  • YugabyteDB Logo YugabyteDB - MCP Server to interact with your YugabyteDB database
  • Yunxin Logo Yunxin - An MCP server that connects to Yunxin's IM/RTC/DATA Open-API
  • Zapier Logo Zapier - Connect your AI Agents to 8,000 apps instantly.
  • Zenable Logo Zenable - Clean up sloppy AI code and prevent vulnerabilities
  • ZenML - Interact with your MLOps and LLMOps pipelines through your ZenML MCP server
  • ZettelkastenSpace - Built on the proven Zettelkasten method, enhanced with Claude Desktop integration via Model Context Protocol
  • Zine Logo Zine - Your memory, everywhere AI goes. Think iPhoto for your knowledge - upload and curate. Like ChatGPT but portable - context that travels with you.
  • ZIZAI Logo ZIZAI Recruitment - Interact with the next-generation intelligent recruitment platform for employees and employers, powered by ZIZAI Recruitment.

🌎 Community Servers

A growing set of community-developed and maintained servers demonstrates various applications of MCP across different domains.

[!NOTE] Community servers are untested and should be used at your own risk. They are not affiliated with or endorsed by Anthropic.

  • 1mcpserver - MCP of MCPs. Automatically discover, configure, and add MCP servers on your local machine.
  • 1Panel - MCP server implementation that provides 1Panel interaction.
  • A2A - An MCP server that bridges the Model Context Protocol (MCP) with the Agent-to-Agent (A2A) protocol, enabling MCP-compatible AI assistants (like Claude) to seamlessly interact with A2A agents.
  • Ableton Live - an MCP server to control Ableton Live.
  • Ableton Live (by ahujasid) - Ableton integration allowing prompt enabled music creation.
  • ActivityPub MCP - A comprehensive MCP server that enables LLMs to explore and interact with the Fediverse through ActivityPub protocol, supporting actor discovery, timeline fetching, instance exploration, and WebFinger resolution across decentralized social networks.
  • Actor Critic Thinking - Actor-critic thinking for performance evaluation
  • Adobe Commerce — MCP to interact with Adobe Commerce GraphQL API, including orders, products, customers, etc.
  • ADR Analysis - AI-powered Architectural Decision Records (ADR) analysis server that provides architectural insights, technology stack detection, security checks, and TDD workflow enhancement for software development projects.
  • Ads MCP - Remote MCP server for cross-platform ad campaign creation (Google Ads Search & PMax, TikTok). OAuth 2.1 authentication with progress streaming support for long-running operations. Website
  • Agent Interviews - Conduct AI-powered qualitative research interviews and surveys at scale with Agent Interviews.
  • AgentBay - An MCP server for providing serverless cloud infrastructure for AI agents.
  • Agentic Framework - Multi-agent collaboration framework enabling AI agents to register, discover each other, exchange asynchronous messages via HTTP transport, and work together on complex tasks with persistent message history.
  • AgentMode - Connect to dozens of databases, data warehouses, Github & more, from a single MCP server. Run the Docker image locally, in the cloud, or on-premise.
  • AI Agent Marketplace Index - MCP server to search more than 5000+ AI agents and tools of various categories from AI Agent Marketplace Index and monitor traffic of AI Agents.
  • AI Endurance - AI-powered training platform for runners, cyclists, and triathletes with over 20 tools for workout management, activity analysis, performance predictions, and recovery tracking.
  • AI Tasks - Let the AI manage complex plans with integrated task management and tracking tools. Supports STDIO, SSE and Streamable HTTP transports.
  • ai-Bible - Search the bible reliably and repeatably ai-Bible Labs
  • Airbnb - Provides tools to search Airbnb and get listing details.
  • Airflow - An MCP Server that connects to Apache Airflow using official python client.
  • Airtable - Read and write access to Airtable databases, with schema inspection.
  • Airtable - Airtable Model Context Protocol Server.
  • Algorand - A comprehensive MCP server for tooling interactions (40+) and resource accessibility (60+) plus many useful prompts for interacting with the Algorand blockchain.
  • Amadeus (by donghyun-chae) - An MCP server to access, explore, and interact with Amadeus Flight Offers Search API for retrieving detailed flight options, including airline, times, duration, and pricing data.
  • Amazon Ads - MCP Server that provides interaction capabilities with Amazon Advertising through MarketplaceAdPros/
  • AniList (by yuna0x0) - An MCP server to interact with AniList API, allowing you to search for anime and manga, retrieve user data, and manage your watchlist.
  • Anki - An MCP server for interacting with your Anki decks and cards.
  • Anki - MCP server to run locally with Anki and Ankiconnect. Supports creating, updating, searching and filtering cards and decks. Include mass update and other advanced tools.
  • AntV Chart - A Model Context Protocol server for generating 15+ visual charts using AntV.
  • Any Chat Completions - Interact with any OpenAI SDK Compatible Chat Completions API like OpenAI, Perplexity, Groq, xAI and many more.
  • Apache Gravitino(incubating) - Allow LLMs to explore metadata of structured data and unstructured data with Gravitino, and perform data governance tasks including tagging/classification.
  • API Lab MCP - Transform Claude into your AI-powered API testing laboratory. Test, debug, and document APIs through natural conversation with authentication support, response validation, and performance metrics.
  • APIWeaver - An MCP server that dynamically creates MCP servers from web API configurations. This allows you to easily integrate any REST API, GraphQL endpoint, or web service into an MCP-compatible tool that can be used by AI assistants like Claude.
  • Apollo IO MCP Server - apollo.io mcp server. Get/enrich contact data for people and organizations agentically.
  • Apple Books - Interact with your library on Apple Books, manage your book collection, summarize highlights, notes, and much more.
  • Apple Calendar - An MCP server that allows you to interact with your macOS Calendar through natural language, including features such as event creation, modification, schedule listing, finding free time slots etc.
  • Apple Docs - A powerful Model Context Protocol (MCP) server that provides seamless access to Apple Developer Documentation through natural language queries. Search, explore, and get detailed information about Apple frameworks, APIs, sample code, and more directly in your AI-powered development environment.
  • Apple Script - MCP server that lets LLM run AppleScript code to to fully control anything on Mac, no setup needed.
  • APT MCP - MCP server which runs debian package manager (apt) commands for you using ai agents.
  • Aranet4 - MCP Server to manage your Aranet4 CO2 sensor. Fetch data and store in a local SQLite. Ask questions about historical data.
  • ArangoDB - MCP Server that provides database interaction capabilities through ArangoDB.
  • ArangoDB Graph - Async-first Python architecture, wrapping the official python-arango driver with graph management capabilities, content conversion utilities (JSON, Markdown, YAML and Table), backup/restore functionality, and graph analytics capabilities; the 33 MCP tools use strict Pydantic validation.
  • Archestra.AI - Open-source enterprise-ready MCP gateway, MCP registry, MCP orchestrator, MCP credentials management, LLM cost management and chat platform.
  • Arduino - MCP Server that enables AI-powered robotics using Claude AI and Arduino (ESP32) for real-world automation and interaction with robots.
  • arXiv API - An MCP server that enables interacting with the arXiv API using natural language.
  • arxiv-latex-mcp - MCP server that fetches and processes arXiv LaTeX sources for precise interpretation of mathematical expressions in papers.
  • Arr Suite - Intelligent MCP server for Plex and the complete *arr media automation suite (Sonarr, Radarr, Prowlarr, Bazarr, Overseerr) with natural language processing for unified media management.
  • Atlassian - Interact with Atlassian Cloud products (Confluence and Jira) including searching/reading Confluence spaces/pages, accessing Jira issues, and project metadata.
  • Atlassian Server (by phuc-nt) - An MCP server that connects AI agents (Cline, Claude Desktop, Cursor, etc.) to Atlassian Jira & Confluence, enabling data queries and actions through the Model Context Protocol.
  • Attestable MCP - An MCP server running inside a trusted execution environment (TEE) via Gramine, showcasing remote attestation using RA-TLS. This allows an MCP client to verify the server before connecting.
  • Audius - Audius + AI = Atris. Interact with fans, stream music, tip your favorite artists, and more on Audius: all through Claude.
  • AutoML – An MCP server for data analysis workflows including reading, preprocessing, feature engineering, model selection, visualization, and hyperparameter tuning.
  • Aviationstack – An MCP server using the AviationStack API to fetch real-time flight data including airline flights, airport schedules, future flights and aircraft types.
  • AWS - Perform operations on your AWS resources using an LLM.
  • AWS Athena - An MCP server for AWS Athena to run SQL queries on Glue Catalog.
  • AWS Cognito - An MCP server that connects to AWS Cognito for authentication and user management.
  • AWS Cost Explorer - Optimize your AWS spend (including Amazon Bedrock spend) with this MCP server by examining spend across regions, services, instance types and foundation models (demo video).
  • AWS Open Data - Search and explore datasets from the AWS Open Data Registry with fuzzy matching and detailed dataset information.
  • AWS Resources Operations - Run generated python code to securely query or modify any AWS resources supported by boto3.
  • AWS S3 - A sample MCP server for AWS S3 that flexibly fetches objects from S3 such as PDF documents.
  • AWS SES Sample MCP Server for Amazon SES (SESv2). See [AWS blog post](https://aws.amazon.com/blogs/messaging - and-targeting/use-ai-agents-and-the-model-context-protocol-with-amazon-ses/) for more details.
  • AX-Platform - AI Agent collaboration platform. Collaborate on tasks, share context, and coordinate workflows.
  • Azure ADX - Query and analyze Azure Data Explorer databases.
  • Azure DevOps - An MCP server that provides a bridge to Azure DevOps services, enabling AI assistants to query and manage work items.
  • Azure MCP Hub - A curated list of all MCP servers and related resources for Azure developers by Arun Sekhar
  • Azure OpenAI DALL-E 3 MCP Server - An MCP server for Azure OpenAI DALL-E 3 service to generate image from text.
  • Azure Wiki Search - An MCP that enables AI to query the wiki hosted on Azure Devops Wiki.
  • Baidu AI Search - Web search with Baidu Cloud's AI Search
  • BambooHR MCP - An MCP server that interfaces with the BambooHR APIs, providing access to employee data, time tracking, and HR management features.
  • Base Free USDC Transfer - Send USDC on Base for free using Claude AI! Built with Coinbase CDP.
  • Basic Memory - Local-first knowledge management system that builds a semantic graph from Markdown files, enabling persistent memory across conversations with LLMs.
  • BGG MCP (by kkjdaniel) - MCP to enable interaction with the BoardGameGeek API via AI tooling.
  • Bible - Add biblical context to your generative AI applications.
  • BigQuery (by LucasHild) - This server enables LLMs to inspect database schemas and execute queries on BigQuery.
  • BigQuery (by ergut) - Server implementation for Google BigQuery integration that enables direct BigQuery database access and querying capabilities
  • Bilibili - This MCP server provides tools to fetch Bilibili user profiles, video metadata, search videos, and more.
  • Binance - Cryptocurrency trading and market data access through Binance API integration.
  • Binance (by dosseh shalom) - Unofficial tools and server implementation for Binance's Model Context Protocol (MCP). Designed to support developers building crypto trading AI Agents.
  • Bing Web Search API (by hanchunglee) - Server implementation for Microsoft Bing Web Search API.
  • BioMCP (by imaurer) - Biomedical research assistant server providing access to PubMed, ClinicalTrials.gov, and MyVariant.info.
  • bioRxiv - 🔍 Enable AI assistants to search and access bioRxiv papers through a simple MCP interface.
  • Bitable MCP (by lloydzhou) - MCP server provides access to Lark Bitable through the Model Context Protocol. It allows users to interact with Bitable tables using predefined tools.
  • Blender (by ahujasid) - Blender integration allowing prompt enabled 3D scene creation, modeling and manipulation.
  • Blender MCP - MCP server to create professional like 3d scenes on blender using natural language.
  • Blockbench MCP Plugin (by jasonjgardner) - Blockbench plugin to connect AI agents to Blockbench's JavaScript API. Allows for creating and editing 3D models or pixel art textures with AI in Blockbench.
  • Blockchain MCP - MCP Server for Blockchain Data from Tatum that instantly unlocks blockchain access for your AI agents. This official Tatum MCP server connects to any LLM in seconds.
  • Bluesky (by semioz) - An MCP server for Bluesky, a decentralized social network. It enables automated interactions with the AT Protocol, supporting features like posting, liking, reposting, timeline management, and profile operations.
  • Bluetooth MCP Server - Control Bluetooth devices and manage connections through natural language commands, including device discovery, pairing, and audio controls.
  • BNBChain MCP - An MCP server for interacting with BSC, opBNB, and the Greenfield blockchain.
  • Braintree - Unofficial PayPal Braintree payment gateway MCP Server for AI agents to process payments, manage customers, and handle transactions securely.
  • Brazilian Law (by pdmtt) - Agent-driven research on Brazilian law using official sources.
  • BreakoutRoom - Agents accomplishing goals together in p2p rooms
  • Browser MCP (by UI-TARS) - A fast, lightweight MCP server that empowers LLMs with browser automation via Puppeteer’s structured accessibility data, featuring optional vision mode for complex visual understanding and flexible, cross-platform configuration.
  • browser-use (by co-browser) - browser-use MCP server with dockerized playwright + chromium + vnc. supports stdio & resumable http.
  • BrowserLoop - An MCP server for taking screenshots of web pages using Playwright. Supports high-quality capture with configurable formats, viewport sizes, cookie-based authentication, and both full page and element-specific screenshots.
  • Bsc-mcp The first MCP server that serves as the bridge between AI and BNB Chain, enabling AI agents to execute complex on-chain operations through seamless integration with the BNB Chain, including transfer, swap, launch, security check on any token and even more.
  • BugBug MCP Server - Unofficial MCP server for BugBug API.
  • BVG MCP Server - (Unofficial) - Unofficial MCP server for Berliner Verkehrsbetriebe Api.
  • Bybit - A Model Context Protocol (MCP) server for integrating AI assistants with Bybit cryptocurrency exchange APIs, enabling automated trading, market data access, and account management.
  • C64 Bridge - AI command bridge for Commodore 64 hardware. Control Ultimate 64 and C64 Ultimate devices through REST API with BASIC and assembly program creation, real-time memory inspection, SID audio synthesis, and curated retro computing knowledge via local RAG.
  • CAD-MCP (by daobataotie) - Drawing CAD(Line,Circle,Text,Annotation...) through MCP server, supporting mainstream CAD software.
  • Calculator - This server enables LLMs to use calculator for precise numerical calculations.
  • CalDAV MCP - A CalDAV MCP server to expose calendar operations as tools for AI assistants.
  • Calendly-mcp-server - Open source calendly mcp server.
  • Catalysis Hub - Unofficial MCP server for searching and retrieving scientific data from the Catalysis Hub database, providing access to computational catalysis research and surface reaction data.
  • CCTV VMS MCP - A Model Context Protocol (MCP) server designed to connect to a CCTV recording program (VMS) to retrieve recorded and live video streams. It also provides tools to control the VMS software, such as showing live or playback dialogs for specific channels at specified times.
  • CFBD API - An MCP server for the College Football Data API.
  • ChatMCP – An Open Source Cross-platform GUI Desktop application compatible with Linux, macOS, and Windows, enabling seamless interaction with MCP servers across dynamically selectable LLMs, by AIQL
  • ChatSum - Query and Summarize chat messages with LLM. by mcpso
  • Chess.com - Access Chess.com player data, game records, and other public information through standardized MCP interfaces, allowing AI assistants to search and analyze chess information.
  • Chessagine-mcp - A chess MCP server that integrates Stockfish engine evaluation, positional theme analysis, Lichess opening databases, and chess knowledgebase.
  • ChessPal Chess Engine (stockfish) - A Stockfish-powered chess engine exposed as an MCP server. Calculates best moves and supports both HTTP/SSE and stdio transports.
  • Chroma - Vector database server for semantic document search and metadata filtering, built on Chroma
  • Chrome history - Talk with AI about your browser history, get fun ^_^
  • cicada - AST-powered code intelligence for Elixir projects. Provides 9 tools including function search, call site tracking, PR attribution, git history, and semantic search - reducing AI query tokens by 82%.
  • CIViC - MCP server for the Clinical Interpretation of Variants in Cancer (CIViC) database, providing access to clinical variant interpretations and genomic evidence for cancer research.
  • Claude Thread Continuity - Persistent memory system enabling Claude Desktop conversations to resume with full context across sessions. Maintains conversation history, project states, and user preferences for seamless multi-session workflows.
  • claude-faf-mcp - MCP server for .faf format. Context scoring engine with project context management.
  • ClaudePost - ClaudePost enables seamless email management for Gmail, offering secure features like email search, reading, and sending.
  • CLDGeminiPDF Analyzer - MCP server tool enabling sharing large PDF files to Google LLMs via API for further/additional analysis and response retrieval to Claude Desktop.
  • ClearML MCP - Get comprehensive ML experiment context and analysis directly from ClearML in your AI conversations.
  • ClickUp - MCP server for ClickUp task management, supporting task creation, updates, bulk operations, and markdown descriptions.
  • Cloudinary - Cloudinary Model Context Protocol Server to upload media to Cloudinary and get back the media link and details.
  • CockroachDB - MCP server enabling AI agents and LLMs to manage, monitor, and query CockroachDB using natural language.
  • CockroachDB MCP Server – Full - featured MCP implementation built with FastAPI and CockroachDB. Supports schema bootstrapping, JSONB storage, LLM-ready CLI, and optional /debug endpoints.
  • Code Screenshot Generator - Generate beautiful syntax-highlighted code screenshots with professional themes directly from Claude. Supports file reading, line selection, git diff visualization, and batch processing.
  • code-assistant - A coding assistant MCP server that allows to explore a code-base and make changes to code. Should be used with trusted repos only (insufficient protection against prompt injections).
  • code-context-provider-mcp - MCP server that provides code context and analysis for AI assistants. Extracts directory structure and code symbols using WebAssembly Tree-sitter parsers without Native Dependencies.
  • code-executor - An MCP server that allows LLMs to execute Python code within a specified Conda environment.
  • code-sandbox-mcp - An MCP server to create secure code sandbox environment for executing code within Docker containers.
  • cognee-mcp - GraphRAG memory server with customizable ingestion, data processing and search
  • coin_api_mcp - Provides access to coinmarketcap cryptocurrency data.
  • CoinMarketCap - Implements the complete CoinMarketCap API for accessing cryptocurrency market data, exchange information, and other blockchain-related metrics.
  • commands - Run commands and scripts. Just like in a terminal.
  • Companies House MCP (by Stefano Amorelli) - MCP server to connect with the UK Companies House API.
  • computer-control-mcp - MCP server that provides computer control capabilities, like mouse, keyboard, OCR, etc. using PyAutoGUI, RapidOCR, ONNXRuntime Without External Dependencies.
  • Computer-Use - Remote MacOS Use - Open-source out-of-the-box alternative to OpenAI Operator, providing a full desktop experience and optimized for using remote macOS machines as autonomous AI agents.
  • computer-use-mcp - Control your computer with screen capture, mouse, and keyboard capabilities for automated desktop interaction and task execution.
  • Congress.gov API - An MCP server to interact with real-time data from the Congress.gov API, which is the official API for the United States Congress.
  • Console Automation - Production-ready MCP server for AI-driven console automation and monitoring. 40 tools for session management, SSH, testing, monitoring, and background jobs. Like Playwright for terminal applications.
  • consul-mcp - A consul MCP server for service management, health check and Key-Value Store
  • consult7 - Analyze large codebases and document collections using high-context models via OpenRouter, OpenAI, or Google AI -- very useful, e.g., with Claude Code
  • Contentful-mcp - Read, update, delete, publish content in your Contentful space(s) from this MCP Server.
  • Context Crystallizer - AI Context Engineering tool that transforms large repositories into crystallized, AI-consumable knowledge through systematic analysis and optimization.
  • Context Processor - Intelligent context management with configurable pre-processing strategies (clarify, analyze, search, fetch) for enhancing content clarity, searchability, and metadata extraction.
  • context-portal - Context Portal (ConPort) is a memory bank database system that effectively builds a project-specific knowledge graph, capturing entities like decisions, progress, and architecture, along with their relationships. This serves as a powerful backend for Retrieval Augmented Generation (RAG), enabling AI assistants to access precise, up-to-date project information.
  • cplusplus-mcp - Semantic C++ code analysis using libclang. Enables Claude to understand C++ codebases through AST parsing rather than text search - find classes, navigate inheritance, trace function calls, and explore code relationships.
  • CRASH - MCP server for structured, iterative reasoning and thinking with flexible validation, confidence tracking, revision mechanisms, and branching support.
  • CreateveAI Nexus - Open-Source Bridge Between AI Agents and Enterprise Systems, with simple custom API plug-in capabilities (including close compatibility with ComfyUI nodes), support for Copilot Studio's MCP agent integations, and support for Azure deployment in secure environments with secrets stored in Azure Key Vault, as well as straightforward on-premises deployment.
  • Creatify - MCP Server that exposes Creatify AI API capabilities for AI video generation, including avatar videos, URL-to-video conversion, text-to-speech, and AI-powered editing tools.
  • Cronlytic - Create CRUD operations for serverless cron jobs through Cronlytic MCP Server
  • crypto-feargreed-mcp - Providing real-time and historical Crypto Fear & Greed Index data.
  • crypto-indicators-mcp - An MCP server providing a range of cryptocurrency technical analysis indicators and strategies.
  • crypto-sentiment-mcp - An MCP server that delivers cryptocurrency sentiment analysis to AI agents.
  • cryptopanic-mcp-server - Providing latest cryptocurrency news to AI agents, powered by CryptoPanic.
  • CSV Editor - Comprehensive CSV processing with 40+ operations for data manipulation, analysis, and validation. Features auto-save, undo/redo, and handles GB+ files. Built with FastMCP & Pandas.
  • Current Time UTC MCP Server - A lightweight MCP server that provides accurate UTC time and timezone conversions in real-time.
  • Cursor MCP Installer - A tool to easily install and configure other MCP servers within Cursor IDE, with support for npm packages, local directories, and Git repositories.
  • CV Forge - An intelligent MCP (Model Context Protocol) server that analyzes job postings and crafts perfectly-matched CVs (by Chandan Bhagat).
  • CVE Intelligence Server – Provides vulnerability intelligence via multi - source CVE data, essential exploit discovery, and EPSS risk scoring through the MCP. Useful for security research, automation, and agent workflows.
  • D365FO - A comprehensive MCP server for Microsoft Dynamics 365 Finance & Operations (D365 F&O) that provides easy access to OData endpoints, metadata operations, label management, and AI assistant integration.
  • Dagster - An MCP server to easily build data pipelines using Dagster.
  • Dappier - Connect LLMs to real-time, rights-cleared, proprietary data from trusted sources. Access specialized models for Real-Time Web Search, News, Sports, Financial Data, Crypto, and premium publisher content. Explore data models at marketplace.dappier.com.
  • Data Exploration - MCP server for autonomous data exploration on .csv-based datasets, providing intelligent insights with minimal effort. NOTE: Will execute arbitrary Python code on your machine, please use with caution!
  • Data4library (by isnow890) - MCP server for Korea's Library Information Naru API, providing comprehensive access to public library data, book searches, loan status, reading statistics, and GPS-based nearby library discovery across South Korea.
  • Databricks - Allows LLMs to run SQL queries, list and get details of jobs executions in a Databricks account.
  • Databricks Genie - A server that connects to the Databricks Genie, allowing LLMs to ask natural language questions, run SQL queries, and interact with Databricks conversational agents.
  • Databricks Smart SQL - Leveraging Databricks Unity Catalog metadata, perform smart efficient SQL queries to solve Ad-hoc queries and explore data.
  • DataCite - Unofficial MCP server for DataCite, providing access to research data and publication metadata through DataCite's REST API and GraphQL interface for scholarly research discovery.
  • Datadog - Datadog MCP Server for application tracing, monitoring, dashboard, incidents queries built on official datadog api.
  • Dataset Viewer - Browse and analyze Hugging Face datasets with features like search, filtering, statistics, and data export
  • Dataverse DevTools MCP Server - An MCP server exposing ready-to-use Dataverse/Dynamics 365 tools for user and security administration, data operations, Web API executions, metadata exploration, and troubleshooting.
  • DataWorks - A Model Context Protocol (MCP) server that provides tools for AI, allowing it to interact with the DataWorks Open API through a standardized interface. This implementation is based on the Alibaba Cloud Open API and enables AI agents to perform cloud resources operations seamlessly.
  • DaVinci Resolve - MCP server integration for DaVinci Resolve providing powerful tools for video editing, color grading, media management, and project control.
  • DBHub - Universal database MCP server connecting to MySQL, MariaDB, PostgreSQL, and SQL Server.
  • Deebo – Agentic debugging MCP server that helps AI coding agents delegate and fix hard bugs through isolated multi-agent hypothesis testing.
  • Deep Research - Lightweight MCP server offering Grok/OpenAI/Gemini/Perplexity-style automated deep research exploration and structured reporting.
  • DeepSeek MCP Server - Model Context Protocol server integrating DeepSeek's advanced language models, in addition to other useful API endpoints
  • deepseek-thinker-mcp - A MCP (Model Context Protocol) provider Deepseek reasoning content to MCP-enabled AI Clients, like Claude Desktop. Supports access to Deepseek's thought processes from the Deepseek API service or from a local Ollama server.
  • Deepseek_R1 - A Model Context Protocol (MCP) server implementation connecting Claude Desktop with DeepSeek's language models (R1/V3)
  • DeFi Rates - Query real-time DeFi lending rates across 13+ protocols (Aave, Morpho, Compound, Venus, Solend, Drift, Jupiter, etc.). Compare rates, search best opportunities, and calculate looping strategies across Ethereum, Arbitrum, Base, BSC, Solana, and HyperEVM.
  • Defuddle Fetch - Fetch web content with enhanced extraction using Defuddle, converting pages to clean markdown with better results than standard HTML-to-markdown converters.
  • deploy-mcp - Universal deployment tracker for AI assistants with live status badges and deployment monitoring.
  • Depyler - Energy-efficient Python-to-Rust transpiler with progressive verification, enabling AI assistants to convert Python code to safe, performant Rust while reducing energy consumption by 75-85%.
  • Descope - An MCP server to integrate with Descope to search audit logs, manage users, and more.
  • DesktopCommander - Let AI edit and manage files on your computer, run terminal commands, and connect to remote servers via SSH - all powered by one of the most popular local MCP servers.
  • Devcontainer - An MCP server for devcontainer to generate and configure development containers directly from devcontainer configuration files.
  • DevDb - An MCP server that runs right inside the IDE, for connecting to MySQL, Postgres, SQLite, and MSSQL databases.
  • DevOps AI Toolkit - AI-powered development productivity platform that enhances software development workflows through intelligent automation and AI-driven assistance.
  • DevOps-MCP - Dynamic Azure DevOps MCP server with directory-based authentication switching, supporting work items, repositories, builds, pipelines, and multi-project management with local configuration files.
  • DGIdb - MCP server for the Drug Gene Interaction Database (DGIdb), providing access to drug-gene interaction data, druggable genome information, and pharmacogenomics research.
  • Dicom - An MCP server to query and retrieve medical images and for parsing and reading dicom-encapsulated documents (pdf etc.).
  • Dify - A simple implementation of an MCP server for dify workflows.
  • Discogs - An MCP server that connects to the Discogs API for interacting with your music collection.
  • Discord - An MCP server to connect to Discord guilds through a bot and read and write messages in channels
  • Discord - An MCP server, which connects to Discord through a bot, and provides comprehensive integration with Discord.
  • Discord - For Discord API integration by Klavis AI
  • Discourse - An MCP server to search Discourse posts on a Discourse forum.
  • Dispatch Agent - An intelligent MCP server that provides specialized filesystem operations through ReAct sub-agents.
  • DocBase - Official MCP server for DocBase API integration, enabling post management, user collaboration, group administration, and more.
  • Docker - Integrate with Docker to manage containers, images, volumes, and networks.
  • Docker - Docker MCP Server provides advanced, unified Docker management via CLI and MCP workflows, supporting containers, images, volumes, networks, and orchestration.
  • Docs - Enable documentation access for the AI agent, supporting llms.txt and other remote or local files.
  • documcp - An MCP server for intelligent document processing and management, supporting multiple formats and document operations.
  • Docy - Docy gives your AI direct access to the technical documentation it needs, right when it needs it. No more outdated information, broken links, or rate limits - just accurate, real-time documentation access for more precise coding assistance.
  • Dodo Payments - Enables AI agents to securely perform payment operations via a lightweight, serverless-compatible interface to the Dodo Payments API.
  • Domain Tools - A Model Context Protocol (MCP) server for comprehensive domain analysis: WHOIS, DNS records, and DNS health checks.
  • Downdetector - Check service status and outage information from Downdetector for real-time monitoring of service availability across various platforms and regions.
  • DPLP - Searches the DBLP computer science bibliography database.
  • Druid MCP Server - STDIO/SEE MCP Server for Apache Druid by iunera that provides extensive tools, resources, and prompts for managing and analyzing Druid clusters.
  • Drupal - Server for interacting with Drupal using STDIO transport layer.
  • dune-analytics-mcp - A mcp server that bridges Dune Analytics data to AI agents.
  • DynamoDB-Toolbox - Leverages your Schemas and Access Patterns to interact with your DynamoDB Database using natural language.
  • eBook-mcp

from github.com/liam61/official-mcp-servers

Установить Fs в Claude Desktop, Claude Code, Cursor

Рекомендуется · одна команда, все IDE
unyly install fs

Ставит в Claude Desktop, Claude Code, Cursor и VS Code — сам разбирается с npx, uvx и сборкой из исходников.

Впервые? Поставь CLI: curl -fsSL https://unyly.org/install | sh

Или настроить вручную

Выполни в терминале:

claude mcp add fs -- npx -y mcp-server-fs

FAQ

Fs MCP бесплатный?

Да, Fs MCP бесплатный — установка в пару кликов через Unyly без оплаты.

Нужен ли API-ключ для Fs?

Нет, Fs работает без API-ключей и переменных окружения.

Fs — hosted или self-hosted?

Self-hosted: сервер запускается локально на твоей машине командой из раздела установки.

Как установить Fs в Claude Desktop, Claude Code или Cursor?

Открой Fs на unyly.org, выбери вкладку своего клиента (Claude Desktop, Claude Code, Cursor) и нажми Install — конфиг сгенерируется автоматически, без правки JSON.

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