Model Context Protocol servers

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.

[!WARNING] The servers in this repository are intended as reference implementations to demonstrate MCP features and SDK usage. They are meant to serve as educational examples for developers building their own MCP servers, not as production-ready solutions. Developers should evaluate their own security requirements and implement appropriate safeguards based on their specific threat model and use case.

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:

• C# MCP SDK
• Go MCP SDK
• Java MCP SDK
• Kotlin MCP SDK
• PHP MCP SDK
• Python MCP SDK
• Ruby MCP SDK
• Rust MCP SDK
• Swift MCP SDK
• TypeScript 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 Has been replaced by the official server.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 Magic - Create crafted UI components inspired by the best 21st.dev design engineers.

• 2slides - An MCP server that provides tools to convert content into slides/PPT/presentation or generate slides/PPT/presentation with user intention.

• ActionKit by Paragon - Connect to 130+ SaaS integrations (e.g. Slack, Salesforce, Gmail) with Paragon’s ActionKit API.

• Adfin - The only platform you need to get paid - all payments in one place, invoicing and accounting reconciliations with Adfin.

• AgentOps - Provide observability and tracing for debugging AI agents with AgentOps API.

• AgentQL - Enable AI agents to get structured data from unstructured web with AgentQL.

• AgentRPC - Connect to any function, any language, across network boundaries using AgentRPC.

• Agentset - RAG for your knowledge base connected to Agentset.

• Airwallex Developer - Empowers AI coding agents with the tools they need to assist developers integrating with Airwallex APIs

• Aiven - Navigate your Aiven projects and interact with the PostgreSQL®, Apache Kafka®, ClickHouse® and OpenSearch® services

• Alation - Unlock the power of the enterprise Data Catalog by harnessing tools provided by the Alation MCP server.

• 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 - 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 - An MCP server to connect to AnalyticDB for PostgreSQL instances, query and analyze data.

• 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 - This MCP server equips AI Agents with tools to interact with OpenSearch through a standardized and extensible interface.

• Alibaba Cloud OPS - Manage the lifecycle of your Alibaba Cloud resources with CloudOps Orchestration Service and Alibaba Cloud OpenAPI.

• 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 - Connect your AI Agents to AlipayPlus Checkout Payment.

• Alkemi - Query Snowflake, Google BigQuery, DataBricks Data Products through Alkemi.ai.

• AllVoiceLab - An AI voice toolkit with TTS, voice cloning, and video translation, now available as an MCP server for smarter agent integration.

• Alpaca – Alpaca's MCP server lets you trade stocks and options, analyze market data, and build strategies through Alpaca's Trading API

• AlphaVantage - Connect to 100+ APIs for financial market data, including stock prices, fundamentals, and more from AlphaVantage

• 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 - 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 - Connect your AI Agents to Antom Checkout Payment.

• 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 - MCP Server For Apache Doris, an MPP-based real-time data warehouse.

• 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 - Use 6,000+ pre-built cloud tools to extract data from websites, e-commerce, social media, search engines, maps, and more

• 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 MCP Server - Connect your GraphQL APIs to AI agents

• Appium MCP Server - MCP server for Mobile Development and Automation | iOS, Android, Simulator, Emulator, and Real Devices

• Aqara MCP Server - Control Aqara smart home devices, query status, execute scenes, and much more using natural language.

• 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 - Inspect traces, manage prompts, curate datasets, and run experiments using Arize Phoenix, an open-source AI and LLM observability tool.

• Armor Crypto MCP - MCP to interface with multiple blockchains, staking, DeFi, swap, bridging, wallet management, DCA, Limit Orders, Coin Lookup, Tracking and more.

• Asgardeo - MCP server to interact with your Asgardeo organization through LLM tools.

• 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 - Enable AI agents to interact with the Atla API for state-of-the-art LLMJ evaluation.

• Atlan - The Atlan Model Context Protocol server allows you to interact with the Atlan services through multiple tools.

• Atlassian - Securely interact with Jira work items and Confluence pages, and search across both.

• AtomGit - Official AtomGit server for integration with repository management, PRs, issues, branches, labels, and more.

• Atono - Modern product teams connect their AI assistant to Atono to create and update stories, bugs, assignments and fixes.

• Audiense Insights - Marketing insights and audience analysis from Audiense reports, covering demographic, cultural, influencer, and content engagement analysis.

• Auth0 - MCP server for interacting with your Auth0 tenant, supporting creating and modifying actions, applications, forms, logs, resource servers, and more.

• Authenticator App · 2FA - A secure MCP (Model Context Protocol) server that enables AI agents to interact with the Authenticator App.

• AWS - Specialized MCP servers that bring AWS best practices directly to your development workflow.

• Axiom - Query and analyze your Axiom logs, traces, and all other event data in natural language

• 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.

• Azure DevOps - Interact with Azure DevOps services like repositories, work items, builds, releases, test plans, and code search.

• 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 - Baidu Map MCP Server provides tools for AI agents to interact with Baidu Maps APIs, enabling location-based services and geospatial data analysis.

• Bankless Onchain - Query Onchain data, like ERC20 tokens, transaction history, smart contract state.

• Baserow - Query data from Baserow self-hosted or SaaS databases using MCP integration.

• Bauplan - Manage the Bauplan lakehouse: query tables, create data branches, run pipelines, retrieve logs.

• BICScan - Risk score / asset holdings of EVM blockchain address (EOA, CA, ENS) and even domain names.

• 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 - Chat with your builds, CI, and more.

• Boikot - Learn about the ethical and unethical actions of major companies with boikot.xyz.

• BoldSign - Search, request, and manage e-signature contracts effortlessly with BoldSign.

• Boost.space - An MCP server integrating with Boost.space for centralized, automated business data from 2000+ sources.

• BoostSecurity - Powered by BoostSecurity, the MCP guardrails coding agents against introducing dependencies with vulnerabilities, malware or typosquatting.

• Box - Interact with the Intelligent Content Management platform through Box AI.

• BrightData - Discover, extract, and interact with the web - one interface powering automated access across the public internet.

• Browserbase - Automate browser interactions in the cloud (e.g. web navigation, data extraction, form filling, and more)

• BrowserStack - Access BrowserStack's Test Platform to debug, write and fix tests, do accessibility testing and more.

• Buildable (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 - Exposing Buildkite data (pipelines, builds, jobs, tests) to AI tooling and editors.

• BuiltWith - Identify the technology stack behind any website.

• Burp Suite - MCP Server extension allowing AI clients to connect to Burp Suite

• Cal.com - Connect to the Cal.com API to schedule and manage bookings and appointments.

• Campertunity - Search campgrounds around the world on campertunity, check availability, and provide booking links.

• Canva — Provide AI - powered development assistance for Canva apps and integrations.

• 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 - Connect to the Cartesia voice platform to perform text-to-speech, voice cloning etc.

• Cashfree - Cashfree Payments official MCP server.

• CB Insights - Use the CB Insights MCP Server to connect to ChatCBI

• Behavioural Prediction - AI-powered tools to analyze wallet behaviour prediction,fraud detection and rug pull prediction powered by ChainAware.ai.

• Chargebee - MCP Server that connects AI agents to Chargebee platform.

• Cheqd - Enable AI Agents to be trusted, verified, prevent fraud, protect your reputation, and more through cheqd's Trust Registries and Credentials.

• Chiki StudIO - Create your own configurable MCP servers purely via configuration (no code), with instructions, prompts, and tools support.

• Chroma - Embeddings, vector search, document storage, and full-text search with the open-source AI application database

• Chrome DevTools - Enable AI coding assistants to debug web pages directly in Chrome, providing runtime insights and debugging capabilities.

• Chronulus AI - Predict anything with Chronulus AI forecasting and prediction agents.

• CircleCI - Enable AI Agents to fix build failures from CircleCI.

• Claude Context - Bring your codebase as context to Claude Code

• 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 - Query your ClickHouse database server.

• ClickSend - This is the official ClickSend MCP Server developed by ClickSend team.

• 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 - One-stop backend services for WeChat Mini-Programs and full-stack apps with serverless cloud functions and databases by Tencent CloudBase

• CloudBees CI - Enable AI access to your CloudBees CI cluster, the Enterprise-grade Jenkins®-based solution.

• CloudBees Unify - Enable AI access to your CloudBees Unify environment.

• Cloudbet - Structured sports and esports data via Cloudbet API: fixtures, live odds, stake limits, and markets.

• 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 - Exposes Cloudinary's media upload, transformation, AI analysis, management, optimization and delivery as tools usable by AI agents

• Cloudsway SmartSearch - Web search MCP server powered by Cloudsway, supporting keyword search, language, and safety options. Returns structured JSON results.

• Codacy - Interact with Codacy API to query code quality issues, vulnerabilities, and coverage insights about your code.

• CodeLogic - Interact with CodeLogic, a Software Intelligence platform that graphs complex code and data architecture dependencies, to boost AI accuracy and insight.

• 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 - Official CoinGecko API MCP Server for Crypto Price & Market Data, across 200+ Blockchain Networks and 8M+ Tokens.

• CoinStats - MCP Server for the CoinStats API. Provides access to cryptocurrency market data, portfolio tracking and news.

• Comet Opik - Query and analyze your Opik logs, traces, prompts and all other telemetry data from your LLMs in natural language.

• Commerce Layer - Interact with Commerce Layer Metrics API.

• Composio – Use Composio to connect 100+ tools. Zero setup. Auth built-in. Made for agents, works for humans.

• Conductor - Interact with Conductor (OSS and Orkes) REST APIs.

• 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 - Interact with Confluent Kafka and Confluent Cloud REST APIs.

• Construe - FastMCP server for intelligent Obsidian vault context management with frontmatter filtering, automatic chunking, and secure bidirectional knowledge operations.

• 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 - Brings Contrast's vulnerability and SCA data into your coding agent to quickly remediate vulnerabilities.

• Convex - Introspect and query your apps deployed to Convex.

• Cortex - Official MCP server for Cortex.

• Couchbase - Interact with the data stored in Couchbase clusters.

• Courier - Build, update, and send multi-channel notifications across email, sms, push, Slack, and Microsoft Teams.

• CRIC Wuye AI - Interact with capabilities of the CRIC Wuye AI platform, an intelligent assistant specifically for the property management industry.

• 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 delivers intelligent edge caching and multiprotocol file access, enabling fast, secure access to files across core and remote sites.

• 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 - 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 - Boost security in your dev lifecycle via SAST, SCA, Secrets & IaC scanning with Cycode.

• Dart - Interact with task, doc, and project data in Dart, an AI-native project management tool

• 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 - Search your data assets, traverse data lineage, write SQL queries, and more using DataHub metadata.

• Datawrapper - A Model Context Protocol (MCP) server for creating Datawrapper charts using AI assistants.

• Daytona - Fast and secure execution of your AI generated code with Daytona sandboxes

• Debugg.AI - Zero-Config, Fully AI-Managed End-to-End Testing for any code gen platform via Debugg.AI remote browsing test agents.

• DeepL - Translate or rewrite text with DeepL's very own AI models using the DeepL API

• 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 - Deploy your project to the cloud seamlessly with the Defang platform without leaving your integrated development environment

• DeployHQ – MCP server for DeployHQ API integration, enabling AI assistants to manage deployments, list projects, and monitor deployment status.

• Destinia - Provider tools to search for hotels in Destinia and get listing details.

• Detailer – Instantly generate rich, AI-powered documentation for your GitHub repositories. Designed for AI agents to gain deep project context before taking action.

• DevCycle - Create and monitor feature flags using natural language in your AI coding assistant.

• 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 - Manage and utilize website content within the DevHub CMS platform

• 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 (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 - The official MCP server for version-controlled Dolt databases.

• 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 - Get hands-on with our experimental MCP server—bringing real-time compliance intelligence into your AI workflows.

• Dumpling AI - Access data, web scraping, and document conversion APIs by Dumpling AI

• Dynatrace - Manage and interact with the Dynatrace Platform for real-time observability and monitoring.

• E2B - Run code in secure sandboxes hosted by E2B

• Edgee - Deploy and manage Edgee components and projects

• EduBase - Interact with EduBase, a comprehensive e-learning platform with advanced quizzing, exam management, and content organization capabilities

• Elasticsearch - Query your data in Elasticsearch

• Elasticsearch Memory - Persistent memory with hierarchical categorization, semantic search, and intelligent auto-detection. Install via PyPI.

• Elastic Email - Elastic Email MCP Server delivers full-scale email capabilities to the next generation of AI agents and MCP-compatible environments.

• Ember AI - A unified MCP server that enables AI agents to execute cross-chain DeFi strategies.

• 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 - Contract and template management for drafting, reviewing, and sending binding contracts.

• ESP RainMaker - Official Espressif MCP Server to Control and Manage ESP RainMaker Devices.

• Exa - Search Engine made for AIs by Exa

• Explorium - B2B data and infrastructure for AI SDR & GTM Agents Explorium

• Faculti - "Search academic expert video interviews, research papers, contributions, and economic indicators from faculti.ai. Tools for discovering scholarly content across 15+ subject categories."

• FalkorDB - FalkorDB graph database server get schema and read/write-cypher FalkorDB

• fetchSERP - All-in-One SEO & Web Intelligence Toolkit API fetchSERP

• Fewsats - Enable AI Agents to purchase anything in a secure way using Fewsats

• Fibery - Perform queries and entity operations in your Fibery workspace.

• Figma - Bring Figma directly into your workflow by providing important design information and context to AI agents generating code from design files with the official Figma MCP server.

• Financial Datasets - Stock market API made for AI agents

• Firebase - Firebase's experimental MCP Server to power your AI Tools

• Firecrawl - Extract web data with Firecrawl

• Firefly - Integrates, discovers, manages, and codifies cloud resources with Firefly.

• Fireproof - Immutable ledger database with live synchronization

• FIXParser - A modern FIX Protocol engine for AI-powered trading agents

• Fluid Attacks - Interact with the Fluid Attacks API, enabling vulnerability management, organization insights, and GraphQL query execution.

• Flutterwave - Interact with Flutterwave payment solutions API, to manage transactions, payment links and more.

• ForeverVM - Run Python in a code sandbox.

• 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 - AI-Powered Cloud databases: Build, migrate, and deploy database instances with AI

• Gitea - Interact with Gitea instances with MCP.

• Gitee - Gitee API integration, repository, issue, and pull request management, and more.

• 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 - GitHub's official MCP Server.

• 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 - 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 - Enterprise search and chat using Glean's API.

• Globalping - Access a network of thousands of probes to run network commands like ping, traceroute, mtr, http and DNS resolve.

• gNucleus Text-To-CAD - Generate CAD parts and assemblies from text using gNucleus AI models.

• GoLogin MCP server - Manage your GoLogin browser profiles and automation directly through AI conversations!

• Google Cloud Run - Deploy code to Google Cloud Run

• Google Maps Platform Code Assist - Ground agents on fresh, official documentation and code samples for optimal geo-related guidance and code..

• gotoHuman - Human-in-the-loop platform - Allow AI agents and automations to send requests for approval to your gotoHuman inbox.

• Grafana - Search dashboards, investigate incidents and query datasources in your Grafana instance

• Grafbase - Turn your GraphQL API into an efficient MCP server with schema intelligence in a single command.

• Grain - Access your Grain meetings notes & transcripts directly in claude and generate reports with native Claude Prompts.

• Graphlit - Ingest anything from Slack to Gmail to podcast feeds, in addition to web crawling, into a searchable Graphlit project.

• Gremlin - The official Gremlin MCP server. Analyze your reliability posture, review recent tests and chaos engineering experiments, and create detailed reports.

• GreptimeDB - Provides AI assistants with a secure and structured way to explore and analyze data in GreptimeDB.

• GROWI - Official MCP Server to integrate with GROWI APIs.

• Gyazo - Search, fetch, upload, and interact with Gyazo images, including metadata and OCR data.

• Harper - An MCP server providing an interface for MCP clients to access data within Harper.

• Heroku - Interact with the Heroku Platform through LLM-driven tools for managing apps, add-ons, dynos, databases, and more.

• HeyOnCall - Page a human, sending critical or non-critical alerts to the free HeyOnCall iOS or Android apps.

• Hillnote - search, edit, save and create documents to your Hillnote workspace, a markdown-first editor that stores files locally.

• Hive Intelligence - Ultimate cryptocurrency MCP for AI assistants with unified access to crypto, DeFi, and Web3 analytics

• Hiveflow - Create, manage, and execute agentic AI workflows directly from your assistant.

• Hologres - Connect to a Hologres instance, get table metadata, query and analyze data.

• Homebrew Allows Homebrew users to run Homebrew commands locally.

• Honeycomb Allows Honeycomb Enterprise customers to query and analyze their data, alerts, dashboards, and more; and cross-reference production behavior with the codebase.

• 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 - Connect, manage, and interact with HubSpot CRM data

• 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 - Interact with the Hunter API to get B2B data using natural language.

• 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.

• 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 Publisher MCP - An MCP server that enables publishers to integrate Improve Digital’s inventory management system with their AI tools or agents.

• Inbox Zero - AI personal assistant for email Inbox Zero

• Inflectra Spira - Connect to your instance of the SpiraTest, SpiraTeam or SpiraPlan application lifecycle management platform by Inflectra

• 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 - RAG Search over your content powered by Inkeep

• Integration App - Interact with any other SaaS applications on behalf of your customers.

• IP2Location.io - Interact with IP2Location.io API to retrieve the geolocation information for an IP address.

• IPLocate - Look up IP address geolocation, network information, detect proxies and VPNs, and find abuse contact details using IPLocate.io

• Jellyfish – Give your AI agent context about your team's software engineering allocations and workflow via the Jellyfish platform

• 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 - Model Context Protocol (MCP) Server for the JFrog Platform API, enabling repository management, build tracking, release lifecycle management, and more.

• 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 - Manage Kaltura Event Platform. Provide tools and resources for creating, managing, and interacting with Kaltura virtual events.

• Kash.click - Gives AI access to your sales, clients, orders, tax information, payments, and all the insights on your business

• Keboola - Build robust data workflows, integrations, and analytics on a single intuitive platform.

• Kernel – Access Kernel's cloud‑based browsers via MCP.

• Keywords Everywhere – Access SEO data through the official Keywords Everywhere API MCP server.

• KeywordsPeopleUse.com - Find questions people ask online with KeywordsPeopleUse.

• 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 - The official local MCP server for Kintone.

• 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 - Official MCP server to interact with the Kiteworks Private Data Network (PDN) platform.

• Klavis ReportGen - Create professional reports from a simple user query.

• Klaviyo - Interact with your Klaviyo marketing data.

• kluster.ai - kluster.ai provides MCP servers that bring AI services directly into your development workflow, including guardrails like hallucination detection.

• 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 MCP Server - Send product and customer messaging across email, in-app, push, SMS, Slack, MS Teams.

• Kumo - MCP Server to interact with KumoRFM, a foundation model for generating predictions from your relational data.

• KurrentDB - This is a simple MCP server to help you explore data and prototype projections faster on top of KurrentDB.

• 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 - Reading, writing, querying, modifying data, and performing DDL operations with data in your KWDB Database.

• kweenkl - Send push notifications from AI assistants using natural language. Pre-launch demo available with example webhook token.

• Label Studio - Open Source data labeling platform.

• Lambda Capture - Macroeconomic Forecasts & Semantic Context from Federal Reserve, Bank of England, ECB.

• 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 Prompt Management - Open-source tool for collaborative editing, versioning, evaluating, and releasing prompts.

• Lara Translate - MCP Server for Lara Translate API, enabling powerful translation capabilities with support for language detection and context-aware translations.

• Last9 - Seamlessly bring real-time production context—logs, metrics, and traces—into your local environment to auto-fix code faster.

• LaunchDarkly - LaunchDarkly is a continuous delivery platform that provides feature flags as a service and allows developers to iterate quickly and safely.

• LINE - Integrates the LINE Messaging API to connect an AI Agent to the LINE Official Account.

• Linear - Search, create, and update Linear issues, projects, and comments.

• Lingo.dev - Make your AI agent speak every language on the planet, using Lingo.dev Localization Engine.

• LinkedIn MCP Runner - Write, edit, and schedule LinkedIn posts right from ChatGPT and Claude with LiGo.

• 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 - (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 - MCP Server to accelerate Test Automation using Lippia Framework.

• Lisply - Flexible frontend for compliant Lisp-speaking backends.

• Litmus.io - Official MCP server for configuring Litmus Edge for Industrial Data Collection, Edge Analytics & Industrial AI.

• Liveblocks - Ready‑made features for AI & human collaboration—use this to develop your Liveblocks app quicker.

• Logfire - Provides access to OpenTelemetry traces and metrics through Logfire.

• Magic Meal Kits - Unleash Make's Full Potential by Magic Meal Kits

• Mailgun - Interact with Mailgun API.

• Mailjet - Official MCP server which allows AI agents to interact with contact, campaign, segmentation, statistics, workflow (and more) APIs from Sinch Mailjet.

• Make - Turn your Make scenarios into callable tools for AI assistants.

• Mapbox - Unlock geospatial intelligence through Mapbox APIs like geocoding, POI search, directions, isochrones and more.

• MariaDB - A standard interface for managing and querying MariaDB databases, supporting both standard SQL operations and advanced vector/embedding-based search.

• MCP Discovery - A lightweight CLI tool built in Rust for discovering MCP server capabilities.

• 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 - 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 - Interact & query with Meilisearch (Full-text & semantic search API)

• Memalot - Finds memory leaks in Python programs.

• Memgraph - Query your data in Memgraph graph database.

• Mercado Libre - Mercado Libre's official MCP server.

• Mercado Pago - Mercado Pago's official MCP server.

• Metoro - Query and interact with kubernetes environments monitored by Metoro

• Microsoft Business Central - Manage Dynamics 365 Business Central customers, contacts, sales opportunities, invoices, and vendors

• Microsoft Clarity - Official MCP Server to get your behavioral analytics data and insights from Clarity

• 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 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 - 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 - 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 - 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 - 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 - Interact with Monday.com boards, items, accounts and work forms.

• MongoDB - Both MongoDB Community Server and MongoDB Atlas are supported.

• Moorcheh - Provides seamless integration with Moorcheh's Embedding, Vector Store, Search, and Gen AI Answer services.

• MotherDuck - Query and analyze data with MotherDuck and local DuckDB

• Mulesoft - Build, deploy, and manage MuleSoft applications with natural language, directly inside any compatible IDE.

• Multiplayer - Analyze your full stack session recordings easily. Record a bug with Multiplayer, analyze and fix it with LLM

• Nango - Integrate your AI agent with 500+ APIs: Auth, custom tools, and observability. Open-source.

• NanoVMs - Easily Build and Deploy unikernels to any cloud.

• Needle - Production-ready RAG out of the box to search and retrieve data from your own documents.

• Neo4j - Neo4j graph database server (schema + read/write-cypher) and separate graph database backed memory

• Neo4j Agent Memory - Memory management for AI agents using Neo4j knowledge graphs

• Neo4j GDS - Neo4j graph data science server with comprehensive graph algorithms that enables complex graph reasoning and Q&A.

• Neon - Interact with the Neon serverless Postgres platform

• Nerve - Search and Act on all your company data across all your SaaS apps via Nerve

• NetApp - Query metrics, manage volumes, and search across your NetApp systems and services.

• Netdata - Discovery, exploration, reporting and root cause analysis using all observability data, including metrics, logs, systems, containers, processes, and network connections

• Netlify - Create, build, deploy, and manage your websites with Netlify web platform.

• Nile - An MCP server that talks to Nile - Postgres re-engineered for B2B apps. Manage and query databases, tenants, users, auth using LLMs

• Nodit - Official Nodit MCP Server enabling access to multi-chain RPC Nodes and Data APIs for blockchain data.

• Norman Finance - MCP server for managing accounting and taxes with Norman Finance.

• Notifly - Notifly MCP Server that enables AI agents to provide real-time, trusted Notifly documentation and SDK code examples for seamless integrations.

• Notion - This project implements an MCP server for the Notion API.

• Nutrient - Create, Edit, Sign, Extract Documents using Natural Language

• 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 - MCP Server for OceanBase database and its tools

• Octagon - Deliver real-time investment research with extensive private and public market data.

• OctoEverywhere - A 3D Printing MCP server that allows for querying for live state, webcam snapshots, and 3D printer control.

• Octopus Deploy - Official MCP server for querying, inspecting, and managing your Octopus Deploy instance.

• Offorte - Offorte Proposal Software official MCP server enables creation and sending of business proposals.

• OlaMaps - Official Ola Maps MCP Server for services like geocode, directions, place details and many more.

• 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 - Interact with ONLYOFFICE DocSpace API to create rooms, manage files and folders.

• 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 - The first Enterprise-grade MCP server for metadata

• OpenSearch - MCP server that enables AI agents to perform search and analytics use cases on data stored in OpenSearch.

• OpsLevel - Official MCP Server for OpsLevel.

• Optuna - Official MCP server enabling seamless orchestration of hyperparameter search and other optimization tasks with Optuna.

• Oracle - Official Oracle Database: SQLcl MCP server enabling all access to any Oracle Database via native MCP support directly in SQLcl.

• Orshot - Official Orshot MCP server to dynamically generate images from custom design templates.

• Oxylabs - Scrape websites with Oxylabs Web API, supporting dynamic rendering and parsing for structured data extraction.

• 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 - 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 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 - Configure AI development tools to connect to PandaDoc's Model Context Protocol server and leverage AI-powered PandaDoc integrations.

• 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 Task MCP - Initiate Deep Research and Batch Tasks

• Patronus AI - Test, evaluate, and optimize AI agents and RAG apps

• Paubox - Official MCP server which allows AI agents to interact with Paubox Email API. HITRUST certified.

• PayPal - PayPal's official MCP server.

• 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 - Official MCP Server to interact with Pearl API. Connect your AI Agents with 12,000+ certified experts instantly.

• Perplexity - An MCP server that connects to Perplexity's Sonar API, enabling real-time web-wide research in conversational AI.

• 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 (Golf) - PGA's official MCP Server for all things golf-related. Find a coach, play golf, improve your game, and more.

• 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 - MCP server that enables users with authorized credentials to unlock their location data.

• Pipedream - Connect with 2,500 APIs with 8,000+ prebuilt tools.

• 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 - Create interactive 3D web apps with the PlayCanvas Editor.

• Playwright — Browser automation MCP server using Playwright to run tests, navigate pages, capture screenshots, scrape content, and automate web interactions reliably.

• 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 - HTTP 402 Protocol implementation on Solana network. Sending & receiving payments for agents

• Polymarket - Real-time prediction market data from Polymarket - search markets, analyze prices, identify trading opportunities.

• Plus AI - A Model Context Protocol (MCP) server for automatically generating professional PowerPoint and Google Slides presentations using the Plus AI presentation API.

• 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 - 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 - An MCP server that provides tools to interact with Powerdrill datasets, enabling smart AI data analysis and insights.

• pre.dev Architect - 10x your coding agent by keeping it on track with pre.dev.

• PrestaShop.com - Manage your PrestaShop store with AI Assistant by using the official PrestaShop MCP server.

• Prisma - Create and manage Prisma Postgres databases

• Probe.dev - Comprehensive media analysis and validation powered by Probe.dev. Hosted MCP server with FFprobe, MediaInfo, and Probe Report analysis capabilities.

• ProdE - Your 24/7 production engineer that preserves context across multiple codebases.

• 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 - Personal prompt library with MCP integration for AI clients.

• proxymock - An MCP server that automatically generates tests and mocks by recording a live app.

• PubNub - Retrieves context for developing with PubNub SDKs and calling APIs.

• Pulumi - Deploy and manage cloud infrastructure using Pulumi.

• 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 - Interact with your Put.io account to download torrents.

• Qdrant - Implement semantic memory layer on top of the Qdrant vector search engine

• Qonto - Access and interact your Qonto account through LLMs using MCP.

• Qorus - Connect to any application, system, or technology and automate your business processes without coding and with AI

• 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 - 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 - Razorpay's official MCP server

• 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 Insights - Interact with Red Hat Insights - build images, manage vulnerabilities, or view targeted recommendations.

• Redis - The Redis official MCP Server offers an interface to manage and search data in Redis.

• Redis Cloud API - The Redis Cloud API MCP Server allows you to manage your Redis Cloud resources using natural language.

• Reexpress - Enable Similarity-Distance-Magnitude statistical verification for your search, software, and data science workflows

• Reflag - Create and manage feature flags using Reflag

• Reltio - A lightweight, plugin-based MCP server designed to perform advanced entity matching with language models in Reltio environments.

• Rember - Create spaced repetition flashcards in Rember to remember anything you learn in your chats

• 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 - explore and analyze automated test results from ReportPortal using your favourite LLM.

• Revit - Connect and interact with your Revit models live.

• Rill Data - Interact with Rill Data to query and analyze your data.

• Riza - Arbitrary code execution and tool-use platform for LLMs by Riza

• Roblox Studio - Roblox Studio MCP Server, create and manipulate scenes, scripts in Roblox Studio

• Rodin - Generate 3D Models with Hyper3D Rodin

• 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.

• 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 - 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 - SafeLine is a self-hosted WAF(Web Application Firewall) to protect your web apps from attacks and exploits.

• ScrAPI - Web scraping using ScrAPI. Extract website content that is difficult to access because of bot detection, captchas or even geolocation restrictions.

• ScreenshotMCP - A Model Context Protocol MCP server for capturing website screenshots with full page, element, and device size features.

• ScreenshotOne - Render website screenshots with ScreenshotOne

• Search1API - One API for Search, Crawling, and Sitemaps

• SearchUnify - SearchUnify MCP Server (su-mcp) enables seamless integration of SearchUnify with Claude Desktop

• Secureframe - Query security controls, monitor compliance tests, and access audit data across SOC 2, ISO 27001, CMMC, FedRAMP, and other frameworks from Secureframe.

• Semgrep - Enable AI agents to secure code with Semgrep.

• Semilattice - Test content, personalise features, and A/B test decisions with accurate audience prediction.

• 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 - Access and implement all of your projects and tasks (Stories) from Shortcut.

• Simplifier - Manage connectors, business objects and more in your Simplifier low code platform.

• SingleStore - Interact with the SingleStore database platform

• SmartBear - Provides access to multiple capabilities across SmartBear's API Hub, Test Hub, and Insight Hub, all through dedicated tools and resources.

• Smooth Operator - Tools to automate Windows via AI Vision, Mouse, Keyboard, Automation Trees, Webbrowser

• Snyk - Enhance security posture by embedding Snyk vulnerability scanning directly into agentic workflows.

• SonarQube - Enables seamless integration with SonarQube Server or Cloud and allows for code snippet analysis within the agent context.

• Sophtron - Connect to your bank, credit card, utilities accounts to retrieve account balances and transactions with Sophtron Bank Integration.

• SQL Server - Official Microsoft SQL Server MCP¹

• StackHawk - Use StackHawk to test for and FIX security problems in your code or vibe coded app.

• Stack Overflow - Access Stack Overflow's trusted and verified technical questions and answers.

• Stardog - Provide trusted, contextual answers to both humans and agents using your enterprise knowledge graph with Stardog's Semantic AI Platform.

• StarRocks - Interact with StarRocks

• Steadybit - Interact with Steadybit

• Steuerboard - Interact with the accounting data in your business using our official MCP server

• Storybook - Interact with Storybook to automate UI component testing and documentation

• 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 - Interact with Stripe API

• Success.co - Interact with your Success.co account - enhance your EOS® journey and get insights on your teams and business.

• 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 - 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 - Interact with Supabase: Create tables, query data, deploy edge functions, and more.

• Supadata - Official MCP server for Supadata - YouTube, TikTok, X and Web data for makers.

• Tako - Use natural language to search Tako for real-time financial, sports, weather, and public data with visualization

• Tavily - Search engine for AI agents (search + extract) powered by Tavily

• 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 - 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 - This MCP Server support tools and prompts for multi task data analytics on a Teradata platform.

• Terraform - Seamlessly integrate with Terraform ecosystem, enabling advanced automation and interaction capabilities for Infrastructure as Code (IaC) development powered by Terraform

• TextArtTools - Transform text with 23 Unicode styles and create stylized banners with 322+ figlet fonts.

• 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 - 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 - The ThingsBoard MCP Server provides a natural language interface for LLMs and AI agents to interact with your ThingsBoard IoT platform.

• ThinQ Connect - Interact with LG ThinQ smart home devices and appliances through the ThinQ Connect MCP server.

• Thirdweb - Read/write to over 2k blockchains, enabling data querying, contract analysis/deployment, and transaction execution, powered by Thirdweb

• 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 - Interact with Tianji platform whatever selfhosted or cloud platform, powered by Tianji.

• TiDB - MCP Server to interact with TiDB database platform.

• Tinybird - Interact with Tinybird serverless ClickHouse platform

• Tldv - Connect your AI agents to Google-Meet, Zoom & Microsoft Teams through tl;dv

• Todoist - Search, add, and update Todoist tasks, projects, sections, comments, and more.

• Token Metrics - Token Metrics integration for fetching real-time crypto market data, trading signals, price predictions, and advanced analytics.

• 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 - Execute stock, crypto, and options trades on your brokerage via Trade It. Supports Robinhood, ETrade, Charles Schwab, Webull, Coinbase, and Kraken.

• Twelve Data — Integrate your AI agents with real-time and historical financial market data through our official Twelve Data MCP server.

• Twilio - Interact with Twilio APIs to send SMS messages, manage phone numbers, configure your account, and more.

• TCSAS - Built on the Tencent Mini Program technical framework and fully following the development, powered by Tencent Cloud Super App as a Service.

• Uberall – Manage multi - location presence, including listings, reviews, and social posting, via uberall.

• 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 - Dynamically search and call tools using UnifAI Network

• Unstructured - Set up and interact with your unstructured data processing workflows in Unstructured Platform

• 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 - Manage Redis databases and run Redis commands on Upstash with natural language.

• UUV - Generate human readable end to end tests with UUV.

• Vaadin - Search Vaadin documentation, get the full documentation, and get version information. Designed for AI agents.

• Vantage - Interact with your organization's cloud cost spend.

• 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.

• 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 - Deploy smart contracts, mint NFTs, manage IPFS storage, and more through the Verbwire API

• Vercel - Access logs, search docs, and manage projects and deployments.

• Verodat - Interact with Verodat AI Ready Data platform

• VeyraX - Single tool to control all 100+ API integrations, and UI components

• VictoriaLogs - Integration with VictoriaLogs APIs and documentation for working with logs and debugging tasks related to your VictoriaLogs instances.

• VictoriaMetrics - Comprehensive integration with VictoriaMetrics APIs and documentation for monitoring, observability, and debugging tasks related to your VictoriaMetrics instances.

• VictoriaTraces - Integration with VictoriaTraces APIs and documentation for working with distributed tracing and debugging tasks related to your VictoriaTraces instances.

• 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.

• VisionAgent MCP - A simple MCP server that enables your LLM to better reason over images, video and documents.

• Vizro - Tools and templates to create validated and maintainable data charts and dashboards

• WaveSpeed - WaveSpeed MCP server providing AI agents with image and video generation capabilities.

• WayStation - Universal MCP server to connect to popular productivity tools such as Notion, Monday, AirTable, and many more

• Webflow - Interact with Webflow sites, pages, and collections

• WebScraping.AI - Interact with WebScraping.AI for web data extraction and scraping

• 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 - 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 - Manaage your WooCommerce.com store, products, and orders with our MCP integration.

• WordPress.com - Connect your AI assistant to WordPress.com, giving you direct visibility into your site's content, analytics, and settings.

• Xero - Interact with the accounting data in your business using our official MCP server

• YDB - Query YDB databases

• 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 - 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 - MCP Server to interact with your YugabyteDB database

• Yunxin - An MCP server that connects to Yunxin's IM/RTC/DATA Open-API

• Zapier - Connect your AI Agents to 8,000 apps instantly.

• 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 - Your memory, everywhere AI goes. Think iPhoto for your knowledge - upload and curate. Like ChatGPT but portable - context that travels with you.

• 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 - A lightweight MCP server that allows LLMs to read and interact with your personal PDF and EPUB ebooks. Ideal for building AI reading assistants or chat-based ebook interfaces.
• ECharts MCP Server - Generate visual charts using ECharts with AI MCP dynamically, used for chart generation and data analysis.
• EDA MCP Server - A comprehensive Model Context Protocol server for Electronic Design Automation tools, enabling AI assistants to synthesize Verilog with Yosys, simulate designs with Icarus Verilog, run complete ASIC flows with OpenLane, and view results with GTKWave and KLayout.
• EdgeOne Pages MCP - An MCP service for deploying HTML content to EdgeOne Pages and obtaining a publicly accessible URL.
• Edwin - MCP server for edwin SDK - enabling AI agents to interact with DeFi protocols across EVM, Solana and other blockchains.
• eechat - An open-source, cross-platform desktop application that seamlessly connects with MCP servers, across Linux, macOS, and Windows.
• Elasticsearch - MCP server implementation that provides Elasticsearch interaction.
• ElevenLabs - A server that integrates with ElevenLabs text-to-speech API capable of generating full voiceovers with multiple voices.
• Email - This server enables users to send emails through various email providers, including Gmail, Outlook, Yahoo, Sina, Sohu, 126, 163, and QQ Mail. It also supports attaching files from specified directories, making it easy to upload attachments along with the email content.
• Email SMTP - A simple MCP server that lets your AI agent send emails and attach files through SMTP.
• Enhance Prompt - An MCP service for enhance you prompt.
• Entrez - Unofficial MCP server for NCBI Entrez databases, providing access to PubMed articles, gene information, protein data, and other biomedical research resources through NCBI's E-utilities API.
• Ergo Blockchain MCP -An MCP server to integrate Ergo Blockchain Node and Explorer APIs for checking address balances, analyzing transactions, viewing transaction history, performing forensic analysis of addresses, searching for tokens, and monitoring network status.
• ESP MCP Server - An MCP server that integrates ESP IDF commands like building and flashing code for ESP Microcontrollers using an LLM.
• Eunomia - Extension of the Eunomia framework that connects Eunomia instruments with MCP servers
• Everything Search - Fast file searching capabilities across Windows (using Everything SDK), macOS (using mdfind command), and Linux (using locate/plocate command).
• EVM MCP Server - Comprehensive blockchain services for 30+ EVM networks, supporting native tokens, ERC20, NFTs, smart contracts, transactions, and ENS resolution.
• Excel - Excel manipulation including data reading/writing, worksheet management, formatting, charts, and pivot table.
• Excel to JSON MCP by WTSolutions - MCP Server providing a standardized interface for converting (1) Excel or CSV data into JSON format ;(2) Excel(.xlsx) file into Structured JSON.
• Extended Memory - Persistent memory across Claude conversations with multi-project support, automatic importance scoring, and tag-based organization. Production-ready with 400+ tests.
• F1 - Access to Formula 1 data including race results, driver information, lap times, telemetry, and circuit details.
• Fabi - MCP server that exposes Fabi analyst agent to turn natural-language prompts into insights: navigating connected data, generating safe SQL/Python, running queries, and saving results into dashboards.
• Fabric MCP - Microsoft Fabric MCP server to accelerate working in your Fabric Tenant with the help of your favorite LLM models.
• Fabric Real-Time Intelligence MCP - Official Microsoft Fabric RTI server to accelerate working with Eventhouse, Azure Data Explorer(Kusto), Eventstreams and other RTI items using your favorite LLM models.
• fabric-mcp-server - The fabric-mcp-server is an MCP server that integrates Fabric patterns with Cline, exposing them as tools for AI-driven task execution and enhancing Cline's capabilities.
• Facebook Ads - MCP server acting as an interface to the Facebook Ads, enabling programmatic access to Facebook Ads data and management features.
• Facebook Ads 10xeR - Advanced Facebook Ads MCP server with enhanced creative insights, multi-dimensional breakdowns, and comprehensive ad performance analytics.
• Facebook Ads Library - Get any answer from the Facebook Ads Library, conduct deep research including messaging, creative testing and comparisons in seconds.
• Fal MCP Server - Generate AI images, videos, and music using Fal.ai models (FLUX, Stable Diffusion, MusicGen) directly in Claude
• Fantasy PL - Give your coding agent direct access to up-to date Fantasy Premier League data
• Fast Filesystem - Advanced filesystem operations with large file handling capabilities and Claude-optimized features. Provides fast file reading/writing, sequential reading for large files, directory operations, file search, and streaming writes with backup & recovery.
• Fastmail MCP - Access Fastmail via JMAP: list/search emails, send and move mail, handle attachments/threads, plus contacts and calendar tools.
• fastn.ai – Unified API MCP Server - A remote, dynamic MCP server with a unified API that connects to 1,000+ tools, actions, and workflows, featuring built-in authentication and monitoring.
• FDIC BankFind MCP Server - (Unofficial) - The is a MCPserver that brings the power of FDIC BankFind APIs straight to your AI tools and workflows. Structured U.S. banking data, delivered with maximum vibes. 😎📊
• Federal Reserve Economic Data (FRED) (by Stefano Amorelli) - Community developed MCP server to interact with the Federal Reserve Economic Data.
• Fetch - A server that flexibly fetches HTML, JSON, Markdown, or plaintext.
• Feyod - A server that answers questions about football matches, and specialised in the football club Feyenoord.
• FHIR - A Model Context Protocol server that provides seamless, standardized access to Fast Healthcare Interoperability Resources (FHIR) data from any compatible FHIR server. Designed for easy integration with AI tools, developer workflows, and healthcare applications, it enables natural language and programmatic search, retrieval, and analysis of clinical data.
• Fibaro HC3 - MCP server for Fibaro Home Center 3 smart home systems.
• Figma - Give your coding agent direct access to Figma file data, helping it one-shot design implementation.
• Figma - A blazingly fast MCP server to read and export your Figma design files.
• Figma to Flutter - Write down clean and better Flutter code from Figma design tokens and enrich nodes data in Flutter terminology.
• Files - Enables agents to quickly find and edit code in a codebase with surgical precision. Find symbols, edit them everywhere.
• FileSystem Server - Local MCP server for Visual Studio 2022 that provides code-workspace functionality by giving AI agents selective access to project folders and files
• finmap.org MCP server provides comprehensive historical data from the US, UK, Russian and Turkish stock exchanges. Access sectors, tickers, company profiles, market cap, volume, value, and trade counts, as well as treemap and histogram visualizations.
• Firebase - Server to interact with Firebase services including Firebase Authentication, Firestore, and Firebase Storage.
• Fish Audio - Text-to-Speech integration with Fish Audio's API, supporting multiple voices, streaming, and real-time playback
• FitBit MCP Server - An MCP server that connects to FitBit API using a token obtained from OAuth flow.
• Fleet - Full Fleet integration for device management, security monitoring, and compliance enforcement. Supports host management, live query execution, policy management, software inventory, vulnerability tracking, and MDM operations. Supports Read-Only and Read-Write modes.
• FlightRadar24 - A Claude Desktop MCP server that helps you track flights in real-time using Flightradar24 data.
• Fluent-MCP - MCP server for Fluent (ServiceNow SDK) providing access to ServiceNow SDK CLI, API specifications, code snippets, and more.
• Flyworks Avatar - Fast and free zeroshot lipsync MCP server.
• fmp-mcp-server - Enable your agent for M&A analysis and investment banking workflows. Access company profiles, financial statements, ratios, and perform sector analysis with the [Financial Modeling Prep APIs]
• FoundationModels - An MCP server that integrates Apple's FoundationModels for text generation.
• Foursquare - Enable your agent to recommend places around the world with the Foursquare Places API
• FPE Demo MCP - FF3 Format Preserving Encryption with authentication patterns for secure data protection in LLM workflows.
• FrankfurterMCP - MCP server acting as an interface to the Frankfurter API for currency exchange data.
• freqtrade-mcp - An MCP server that integrates with the Freqtrade cryptocurrency trading bot.
• GDAL - GDAL-style geospatial workflows with built-in reasoning guidance and reference resources to give AI agents catalogue discovery, metadata intelligence, and raster/vector processing.
• GDB - A GDB/MI protocol server based on the MCP protocol, providing remote application debugging capabilities with AI assistants.
• Gemini Bridge - Lightweight MCP server that enables Claude to interact with Google's Gemini AI through the official CLI, offering zero API costs and stateless architecture.
• Geolocation - WalkScore API integration for walkability, transit, and bike scores.
• ggRMCP - A Go gateway that converts gRPC services into MCP-compatible tools, allowing AI models like Claude to directly call your gRPC services.
• Ghost - A Model Context Protocol (MCP) server for interacting with Ghost CMS through LLM interfaces like Claude.
• Git - Allows LLM to interact with a local git repository, incl. optional push support.
• Git Mob - MCP server that interfaces with the git-mob CLI app for managing co-authors in git commits during pair/mob programming.
• Github - A Model Context Protocol (MCP) server that provides 29 Git operations + 11 workflow combinations for AI assistants and developers. This server exposes comprehensive Git repository management through a standardized interface, enabling AI models and developers to safely manage complex version control workflows.
• GitHub Actions - A Model Context Protocol (MCP) server for interacting with GitHub Actions.
• GitHub Enterprise MCP - A Model Context Protocol (MCP) server for interacting with GitHub Enterprise.
• GitHub GraphQL - Unofficial GitHub MCP server that provides access to GitHub's GraphQL API, enabling more powerful and flexible queries for repository data, issues, pull requests, and other GitHub resources.
• GitHub Projects — Manage GitHub Projects with full GraphQL API access including items, fields, and milestones.
• GitHub Repos Manager MCP Server - Token-based GitHub automation management. No Docker, Flexible configuration, 80+ tools with direct API integration.
• GitMCP - gitmcp.io is a generic remote MCP server to connect to ANY GitHub repository or project documentation effortlessly
• Glean - A server that uses Glean API to search and chat.
• Gmail - A Model Context Protocol (MCP) server for Gmail integration in Claude Desktop with auto authentication support.
• Gmail - A Simple MCP server for Gmail with support for all basic operations with oauth2.0.
• Gmail Headless - Remote hostable MCP server that can get and send Gmail messages without local credential or file system setup.
• Gmail MCP - A Gmail service implementation using MCP (Model Context Protocol) that provides functionality for sending, receiving, and managing emails through Gmail's API.
• Gnuradio - An MCP server for GNU Radio that enables LLMs to autonomously create and modify RF .grc flowcharts.
• Goal Story - a Goal Tracker and Visualization Tool for personal and professional development.
• GOAT - Run more than +200 onchain actions on any blockchain including Ethereum, Solana and Base.
• Godot - An MCP server providing comprehensive Godot engine integration for project editing, debugging, and scene management.
• Golang Filesystem Server - Secure file operations with configurable access controls built with Go!
• Goodnews - A simple MCP server that delivers curated positive and uplifting news stories.
• Google Ads - MCP server acting as an interface to the Google Ads, enabling programmatic access to Facebook Ads data and management features.
• Google Analytics - Google Analytics MCP Server to bring data across 200+ dimensions & metrics for LLMs to analyse.
• Google Analytics 4 - MCP server for Google Analytics Data API and Measurement Protocol to read reports and send events.
• Google Calendar - Integration with Google Calendar to check schedules, find time, and add/delete events
• Google Calendar - Google Calendar MCP Server for managing Google calendar events. Also supports searching for events by attributes like title and location.
• Google Custom Search - Provides Google Search results via the Google Custom Search API
• Google Maps - Provides location results using Google Places API.
• Google Sheets - Access and editing data to your Google Sheets.
• Google Sheets - An MCP Server written in TypeScript to access and edit data in your Google Sheets.
• Google Tasks - Google Tasks API Model Context Protocol Server.
• Google Vertex AI Search - Provides Google Vertex AI Search results by grounding a Gemini model with your own private data
• Google Workspace - Comprehensive Google Workspace MCP with full support for Calendar, Drive, Gmail, and Docs using Streamable HTTP or SSE transport.
• Google-Scholar - Enable AI assistants to search and access Google Scholar papers through a simple MCP interface.
• Google-Scholar - An MCP server for Google Scholar written in TypeScript with Streamable HTTP transport, along with a client implementations that integrates with the server and interacts with gemini-2.5-flash.
• Gopher MCP - Modern, cross-platform MCP server that enables AI assistants to browse and interact with both Gopher protocol and Gemini protocol resources safely and efficiently.
• Gralio SaaS Database - Find and compare SaaS products, including data from G2 reviews, Trustpilot, Crunchbase, Linkedin, pricing, features and more, using Gralio MCP server
• GraphQL - Comprehensive GraphQL API integration that automatically exposes each GraphQL query as a separate tool.
• GraphQL Schema - Allow LLMs to explore large GraphQL schemas without bloating the context.
• Graylog - Search Graylog logs by absolute/relative timestamps, filter by streams, and debug production issues directly from Claude Desktop.
• Grok-MCP - MCP server for xAI’s API featuring the latest Grok models, image analysis & generation, and web search.
• gx-mcp-server - Expose Great Expectations data validation and quality checks as MCP tools for AI agents.
• HackMD (by yuna0x0) - An MCP server for HackMD, a collaborative markdown editor. It allows users to create, read, and update documents in HackMD using the Model Context Protocol.
• HAProxy - A Model Context Protocol (MCP) server for HAProxy implemented in Go, leveraging HAProxy Runtime API.
• Hashing MCP Server - MCP Server with cryptographic hashing functions e.g. SHA256, MD5, etc.
• HDW LinkedIn - Access to profile data and management of user account with HorizonDataWave.ai.
• HeatPump — Residential heat - pump sizing & cost-estimation tools by HeatPumpHQ.
• Helm Chart CLI - Helm MCP provides a bridge between AI assistants and the Helm package manager for Kubernetes. It allows AI assistants to interact with Helm through natural language requests, executing commands like installing charts, managing repositories, and more.
• Heurist Mesh Agent - Access specialized web3 AI agents for blockchain analysis, smart contract security, token metrics, and blockchain interactions through the Heurist Mesh network.
• HLedger MCP - Double entry plain text accounting, right in your LLM! This MCP enables comprehensive read, and (optional) write access to your local HLedger accounting journals.
• Holaspirit - Interact with Holaspirit.
• Home Assistant - Interact with Home Assistant including viewing and controlling lights, switches, sensors, and all other Home Assistant entities.
• Home Assistant - Docker-ready MCP server for Home Assistant with entity management, domain summaries, automation support, and guided conversations. Includes pre-built container images for easy installation.
• HTML to Markdown - Fetch web pages and convert HTML to clean, formatted Markdown. Handles large pages with automatic file saving to bypass token limits.
• html2md-mcp - MCP server for converting HTML to Markdown with browser support and authentication. Reduces HTML size by 90-95% using trafilatura and BeautifulSoup4, with Playwright integration for JavaScript-rendered content.
• HubSpot - HubSpot CRM integration for managing contacts and companies. Create and retrieve CRM data directly through Claude chat.
• HuggingFace Spaces - Server for using HuggingFace Spaces, supporting Open Source Image, Audio, Text Models and more. Claude Desktop mode for easy integration.
• Human-In-the-Loop - A powerful MCP Server that enables AI assistants like Claude to interact with humans through intuitive GUI dialogs. This server bridges the gap between automated AI processes and human decision-making by providing real-time user input tools, choices, confirmations, and feedback mechanisms.
• Human-use - Instant human feedback through an MCP, have your AI interact with humans around the world. Powered by Rapidata
• Hyperledger Fabric Agent Suite - Modular toolkit for managing Fabric test networks and chaincode lifecycle via MCP tools.
• Hyperliquid - An MCP server implementation that integrates the Hyperliquid SDK for exchange data.
• Hypertool – MCP that let's you create hot - swappable, "persona toolsets" from multiple MCP servers to reduce tool overload and improve tool execution.
• hyprmcp (by Stefano Amorelli) - Lightweight MCP server for hyprland.
• iFlytek SparkAgent Platform - This is a simple example of using MCP Server to invoke the task chain of the iFlytek SparkAgent Platform.
• iFlytek Workflow - Connect to iFlytek Workflow via the MCP server and run your own Agent.
• IIIF - Comprehensive IIIF (International Image Interoperability Framework) protocol support for searching, navigating, and manipulating digital collections from museums, libraries, and archives worldwide.
• Image Generation - This MCP server provides image generation capabilities using the Replicate Flux model.
• ImageSorcery MCP - ComputerVision-based 🪄 sorcery of image recognition and editing tools for AI assistants.
• IMAP MCP - 📧 An IMAP Model Context Protocol (MCP) server to expose IMAP operations as tools for AI assistants.
• iMCP - A macOS app that provides an MCP server for your iMessage, Reminders, and other Apple services.
• InfluxDB - Run queries against InfluxDB OSS API v2.
• Inner Monologue MCP - A cognitive reasoning tool that enables LLMs to engage in private, structured self-reflection and multi-step reasoning before generating responses, improving response quality and problem-solving capabilities.
• Inoyu - Interact with an Apache Unomi CDP customer data platform to retrieve and update customer profiles
• Instagram DM - Send DMs on Instagram via your LLM
• Intelligent Image Generator - Turn casual prompts into professional-quality images with AI enhancement
• interactive-mcp - Enables interactive LLM workflows by adding local user prompts and chat capabilities directly into the MCP loop.
• Intercom - An MCP-compliant server for retrieving customer support tickets from Intercom. This tool enables AI assistants like Claude Desktop and Cline to access and analyze your Intercom support tickets.
• iOS Simulator - A Model Context Protocol (MCP) server that enables LLMs to interact with iOS simulators (iPhone, iPad, etc.) through natural language commands.
• ipybox - Python code execution sandbox based on IPython and Docker. Stateful code execution, file transfer between host and container, configurable network access. See ipybox MCP server for details.
• it-tools-mcp - A Model Context Protocol server that recreates CorentinTh it-tools utilities for AI agents, enabling access to a wide range of developer tools (encoding, decoding, conversions, and more) via MCP.
• itemit MCP - itemit is Asset Tracking MCP that manage the inventory, monitoring and location tracking that powers over +300 organizations.
• iTerm MCP - Integration with iTerm2 terminal emulator for macOS, enabling LLMs to execute and monitor terminal commands.
• iTerm MCP Server - A Model Context Protocol (MCP) server implementation for iTerm2 terminal integration. Able to manage multiple iTerm Sessions.
• Java Decompiler - Decompile Java bytecode into readable source code from .class files, package names, or JAR archives using CFR decompiler
• JavaFX - Make drawings using a JavaFX canvas
• JDBC - Connect to any JDBC-compatible database and query, insert, update, delete, and more. Supports MySQL, PostgreSQL, Oracle, SQL Server, SQLite and more.
• Jenkins - This MCP server allow you to create Jenkins tasks.
• JMeter - Run load testing using Apache JMeter via MCP-compliant tools.
• Job Searcher - A FastMCP server that provides tools for retrieving and filtering job listings based on time period, keywords, and remote work preferences.
• jobswithgpt - Job search MCP using jobswithgpt which indexes 500K+ public job listings and refreshed continously.
• joinly - MCP server to interact with browser-based meeting platforms (Zoom, Teams, Google Meet). Enables AI agents to send bots to online meetings, gather live transcripts, speak text, and send messages in the meeting chat.
• JSON - JSON handling and processing server with advanced query capabilities using JSONPath syntax and support for array, string, numeric, and date operations.
• JSON - JSON schema generation and filtering server with TypeScript type creation optimised for retrieving relevant context JSON data using quicktype-core and support for shape-based data extraction, nested object filtering, and array processing operations.
• JSON to Excel by WTSolutions - Converting JSON into CSV format string from (1) JSON data, (2) URLs pointing to publiclly available .json files.
• JSON2Video MCP - A Model Context Protocol (MCP) server implementation for programmatically generating videos using the json2video API. This server exposes powerful video generation and status-checking tools for use with LLMs, agents, or any MCP-compatible client.
• jupiter-mcp - An MCP server for executing token swaps on the Solana blockchain using Jupiter's new Ultra API.
• Jupyter MCP Server – Real-time interaction with Jupyter Notebooks, allowing AI to edit, document and execute code for data analysis, visualization etc. Compatible with any Jupyter deployment (local, JupyterHub, ...).
• Jupyter Notebook - connects Jupyter Notebook to Claude AI, allowing Claude to directly interact with and control Jupyter Notebooks. This integration enables AI-assisted code execution, data analysis, visualization, and more.
• k8s-multicluster-mcp - An MCP server for interact with multiple Kubernetes clusters simultaneously using multiple kubeconfig files.
• Kafka - A Model Context Protocol (MCP) server for Apache Kafka implemented in Go, leveraging franz-go.
• Kafka Schema Registry MCP \ - A comprehensive MCP server for Kafka Schema Registry with 48 tools, multi-registry support, authentication, and production safety features. Enables AI-powered schema management with enterprise-grade capabilities including schema contexts, migration tools, and comprehensive export capabilities.
• kafka-mcp - An MCP Server for Kafka clusters to interact with kafka environment via tools on messages, topics, offsets, partitions for consumer and producers along with seamless integration with MCP clients.
• Kaggle-mcp - An MCP server that provides seamless integration with the Kaggle API. Interact with Kaggle competitions, datasets, kernels, and models through MCP-compatible clients like Claude Desktop.
• Keycloak - The Keycloak MCP Server designed for agentic applications to manage and search data in Keycloak efficiently.
• Keycloak MCP - This MCP server enables natural language interaction with Keycloak for user and realm management including creating, deleting, and listing users and realms.
• Keycloak MCP Server - designed to work with Keycloak for identity and access management, with about 40+ tools covering, Users, Realms, Clients, Roles, Groups, IDPs, Authentication. Native builds available.
• Kibana MCP (by TocharianOU) - A community-maintained MCP server implementation that allows any MCP-compatible client to access and manage Kibana instances through natural language or programmatic requests.
• Kibela (by kiwamizamurai) - Interact with Kibela API.
• KiCad MCP - MCP server for KiCad on Mac, Windows, and Linux.
• kill-process-mcp - List and terminate OS processes via natural language queries
• Kindred Offers & Discounts MCP (by kindred.co) - This MCP server allows you to get live deals and offers/coupons from e-commerce merchant sites all over the world.
• kintone - Manage records and apps in kintone through LLM tools.
• KnowAir Weather MCP - A comprehensive Model Context Protocol (MCP) server providing real-time weather data, air quality monitoring, forecasts, and astronomical information powered by Caiyun Weather API.
• Kokoro TTS - Use Kokoro text to speech to convert text to MP3s with optional autoupload to S3.
• Kong Konnect - A Model Context Protocol (MCP) server for interacting with Kong Konnect APIs, allowing AI assistants to query and analyze Kong Gateway configurations, traffic, and analytics.
• Korea Stock Analyzer - Analyze Korean stocks (KOSPI/KOSDAQ) with 6 legendary investment strategies including Buffett, Lynch, Graham, Greenblatt, Fisher, and Templeton.
• KRS Poland - Access to Polish National Court Register (KRS)—the government's authoritative registry of all businesses, foundations, and other legal entities.
• Kubeflow Spark History MCP Server - Enable AI agents to analyze Spark job performance, identify bottlenecks, and provide intelligent insights.
• Kubernetes - Connect to Kubernetes cluster and manage pods, deployments, and services.
• Kubernetes and OpenShift - A powerful Kubernetes MCP server with additional support for OpenShift. Besides providing CRUD operations for any Kubernetes resource, this server provides specialized tools to interact with your cluster.
• KubeSphere - The KubeSphere MCP Server is a Model Context Protocol(MCP) server that provides integration with KubeSphere APIs, enabling to get resources from KubeSphere. Divided into four tools modules: Workspace Management, Cluster Management, User and Roles, Extensions Center.
• Kukapay MCP Servers - A comprehensive suite of Model Context Protocol (MCP) servers dedicated to cryptocurrency, blockchain, and Web3 data aggregation, analysis, and services from Kukapay.
• kwrds.ai - Keyword research, people also ask, SERP and other SEO tools for kwrds.ai
• KYC-mcp-server - Know Your Computer (KYC) - MCP Server compatible with Claude Desktop. Comprehensive system diagnostics for Windows, Mac OS and Linux operating system with AI-powered recommendations.
• Langflow MCP Server - Comprehensive MCP server providing 90 tools for Langflow workflow automation - manage flows, execute workflows, handle builds, and interact with knowledge bases. Includes Docker support and full API coverage for Langflow 1.6.4.
• Langflow-DOC-QA-SERVER - A Model Context Protocol server for document Q&A powered by Langflow. It demonstrates core MCP concepts by providing a simple interface to query documents through a Langflow backend.
• Language Server - MCP Language Server helps MCP enabled clients navigate codebases more easily by giving them access to semantic tools like get definition, references, rename, and diagnostics.
• Large File MCP - Intelligent handling of large files with smart chunking, navigation, and streaming capabilities. Features LRU caching, regex search, and comprehensive file analysis.
• Lark(Feishu) - A Model Context Protocol(MCP) server for Lark(Feishu) sheet, message, doc and etc.
• Lazy Toggl MCP - Simple unofficial MCP server to track time via Toggl API
• lean-lsp-mcp - Interact with the Lean theorem prover via the Language Server Protocol.
• librenms-mcp - MCP server for LibreNMS management
• libvirt-mcp - Allows LLM to interact with libvirt thus enabling to create, destroy or list the Virtual Machines in a system.
• Lightdash - Interact with Lightdash, a BI tool.
• LINE (by amornpan) - Implementation for LINE Bot integration that enables Language Models to read and analyze LINE conversations through a standardized interface. Features asynchronous operation, comprehensive logging, webhook event handling, and support for various message types.
• Linear - Interact with Linear project management system.
• Linear - Allows LLM to interact with Linear's API for project management, including searching, creating, and updating issues.
• Linear (Go) - Allows LLM to interact with Linear's API via a single static binary.
• Linear MCP - Full blown implementation of the Linear SDK to support comprehensive Linear management of projects, initiatives, issues, users, teams and states.
• Linked API MCP - MCP server that lets AI assistants control LinkedIn accounts and retrieve real-time data.
• Listmonk MCP Server (by rhnvrm) - Full API coverage of Listmonk email marketing FOSS.
• LlamaCloud (by marcusschiesser) - Integrate the data stored in a managed index on LlamaCloud
• lldb-mcp - A Model Context Protocol server for LLDB that provides LLM-driven debugging.
• llm-context - Provides a repo-packing MCP tool with configurable profiles that specify file inclusion/exclusion patterns and optional prompts.
• Local History – MCP server for accessing VS Code/Cursor's Local History.
• Local RAG - Lightweight local document search with minimal setup. Search across PDF, DOCX, TXT, and Markdown files - no Docker, no external services required.
• Locust - Allows running and analyzing Locust tests using MCP compatible clients.
• Loki - Golang based MCP Server to query logs from Grafana Loki.
• Loki MCP Server - Python based MCP Server for querying and analyzing logs from Grafana Loki with advanced filtering and authentication support.
• LottieFiles - Searching and retrieving Lottie animations from LottieFiles
• lsp-mcp - Interact with Language Servers usint the Language Server Protocol to provide additional context information via hover, code actions and completions.
• Lspace - Turn scattered ChatGPT/Claude/Cursor conversations into persistent, searchable knowledge.
• lucene-mcp-server - spring boot server using Lucene for fast document search and management.
• lucid-mcp-server – An MCP server for Lucidchart and Lucidspark: connect, search, and obtain text representations of your Lucid documents and diagrams via LLM - driven AI Vision analysis. npm
• LunarCrush Remote MCP - Get the latest social metrics and posts for both current live social context as well as historical metrics in LLM and token optimized outputs. Ideal for automated trading / financial advisory.
• mac-messages-mcp - An MCP server that securely interfaces with your iMessage database via the Model Context Protocol (MCP), allowing LLMs to query and analyze iMessage conversations. It includes robust phone number validation, attachment processing, contact management, group chat handling, and full support for sending and receiving messages.
• Maestro MCP - An MCP server for interacting with Bitcoin via the Maestro RPC API.
• Magg: The MCP Aggregator - A meta-MCP server that acts as a universal hub, allowing LLMs to autonomously discover, install, and orchestrate multiple MCP servers - essentially giving AI assistants the power to extend their own capabilities on-demand. Includes mbro, a powerful CLI MCP server browser with scripting capability.
• Mailchimp MCP - Allows AI agents to interact with the Mailchimp API (read-only)
• MailNet - Unified Gmail + Outlook MCP server with agentic orchestration, automatic token refresh, standardized base class for new providers, and dedicated email settings endpoints for tone, signature, and thread-aware replies.
• MalwareBazaar_MCP (by Kevin Thomas) - An AI-driven MCP server that autonomously interfaces with MalwareBazaar, delivering real-time threat intel and sample metadata for authorized cybersecurity research workflows.
• man-mcp-server - MCP to search and access man pages on the local machine.
• Mandoline - Enable AI assistants to reflect on, critique, and continuously improve their own performance using Mandoline's evaluation framework.
• MariaDB - MariaDB database integration with configurable access controls in Python.
• Markdown2doc - Convert between various file formats using Pandoc
• Markdownify - MCP to convert almost anything to Markdown (PPTX, HTML, PDF, Youtube Transcripts and more)
• market-fiyati - The MCP server for marketfiyati.org.tr, offering grocery price search and comparison across Turkish markets.)
• Markitdown - Convert files to Markdown
• Masquerade - Redact sensitive information from your PDF documents before sending them to Claude. Masquerade serves as a privacy firewall for LLMs.
• MasterGo - The server designed to connect MasterGo design tools with AI models. It enables AI models to directly retrieve DSL data from MasterGo design files.
• Matlab-MCP-Tools - An MCP to write and execute MATLAB scripts, maintain workspace context between MCP calls, visualize plots, and perform section-by-section analysis of MATLAB code with full access to MATLAB's computational capabilities.
• Maton - Connect to your SaaS tools like HubSpot, Salesforce, and more.
• Matrix - Interact with a Matrix homeserver.
• Maven Tools MCP - Maven Central dependency intelligence for JVM build tools. Supports all build tools (Maven, Gradle, SBT, Mill) with Context7 integration for documentation support.
• Maybe Don't AI Policy Engine - Yet another MCP security gateway, Maybe Don't AI provides policy checks on any call before it reaches downstream MCP servers to protect users from agents behaving poorly.
• MCP Bundles Hub - Discover, install, and manage 500+ MCP provider integrations and bundles through MCP Bundles.
• MCP Compass - Suggest the right MCP server for your needs
• MCP Context Provider - Static server that provides AI models with persistent tool-specific context and rules, preventing context loss between chat sessions and enabling consistent behavior across interactions.
• MCP Create - A dynamic MCP server management service that creates, runs, and manages Model Context Protocol servers on-the-fly.
• **[MCP Documentation Server](https://github.com/andrea9293/m

(README truncated for size)