Awesome MCP Servers

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These servers aim to demonstrate MCP features and the TypeScript and Python SDKs. Official integrations are maintained by companies building production ready MCP servers for their platforms.

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Awesome MCP Servers

[!NOTE] We do not accept PRs. Please submit your MCP on the website: https://mcpservers.org/submit

Reference Servers

These servers aim to demonstrate MCP features and the TypeScript and Python 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

Official Servers

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

  • 1mcpserver - MCP of MCPs. Automatic discovery and configure MCP servers on your local machine. Fully REMOTE! Just use https://mcp.1mcpserver.com/mcp/
  • 21st.dev Magic - Create crafted UI components inspired by the best 21st.dev design engineers.
  • 4everland/4everland-hosting-mcp - An MCP server implementation for 4EVERLAND Hosting enabling instant deployment of AI-generated code to decentralized storage networks like Greenfield, IPFS, and Arweave.
  • Adfin - The only platform you need to get paid - all payments in one place, invoicing and accounting reconciliations with Adfin.
  • Agent Mindshare - Track and monitor AI agent mindshare across platforms - measure brand visibility in AI conversations with Agent Mindshare.
  • 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.
  • Agile Luminary - Simpler Project Management - send Agile Luminary stories straight to your IDE
  • Aiven - Navigate your Aiven projects and interact with the PostgreSQL®, Apache Kafka®, ClickHouse® and OpenSearch® services
  • ALAPI - ALAPI MCP Tools,Call hundreds of API interfaces via MCP
  • Alby Bitcoin Payments MCP - Connect any bitcoin lightning wallet to agents to send and receive payments instantly at low cost.
  • Allyson - AI-powered SVG animation generator that transforms static files into animated SVG components using the Allyson platform
  • AlibabaCloud DevOps MCP - Yunxiao MCP Server provides AI assistants with the ability to interact with the Yunxiao platform.
  • AllVoiceLab - An AI voice toolkit with TTS, voice cloning, and video translation, now available as an MCP server for smarter agent integration.
  • Apache Doris - MCP Server For Apache Doris, an MPP-based real-time data warehouse.
  • Apify - Actors MCP Server: Use 3,000+ pre-built cloud tools to extract data from websites, e-commerce, social media, search engines, maps, and more
  • APIMatic MCP - 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.
  • Armor Crypto MCP - MCP to interface with multiple blockchains, staking, DeFi, swap, bridging, wallet management, DCA, Limit Orders, Coin Lookup, Tracking and more.
  • Augments - Comprehensive framework documentation and code examples for popular development tools and libraries.
  • Atla - Enable AI agents to interact with the Atla API for state-of-the-art LLMJ evaluation.
  • Atlan - Official MCP Server from Atlan which enables you to bring the power of metadata to your AI tools
  • Audiense Insights - Marketing insights and audience analysis from Audiense reports, covering demographic, cultural, influencer, and content engagement analysis.
  • Audioscrape - Search 1M+ hours of podcasts, interviews, talks and your private audio uploads with speaker identification and timestamps. Official Remote MCP server (via https://mcp.audioscrape.com) enabling AI assistants to access and analyze audio content through semantic and text-based search.
  • AWS Bedrock KB Retrieval - Query Amazon Bedrock Knowledge Bases using natural language to retrieve relevant information from your data sources.
  • AWS CDK - Get prescriptive CDK advice, explain CDK Nag rules, check suppressions, generate Bedrock Agent schemas, and discover AWS Solutions Constructs patterns.
  • AWS Core - Core AWS MCP server providing prompt understanding and server management capabilities.
  • AWS Cost Analysis - Analyze CDK projects to identify AWS services used and get pricing information from AWS pricing webpages and API.
  • AWS Documentation - Fetch, convert, and search AWS documentation pages, with recommendations for related content.
  • AWS Nova Canvas - Generate images using Amazon Nova Canvas with text prompts and color guidance.
  • Axiom - Query and analyze your Axiom logs, traces, and all other event data in natural language
  • Azure DevOps - The MCP server for Azure DevOps, bringing the power of Azure DevOps directly to your agents.
  • Bankless Onchain - Query Onchain data, like ERC20 tokens, transaction history, smart contract state.
  • Baserow - Read and write access to your Baserow tables.
  • Box - Interact with the Intelligent Content Management platform through Box AI.
  • Bright Data - 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 – Bring the full power of BrowserStack’s Test Platform to your AI tools, making testing faster and easier for every developer and tester on your team.
  • Bucket - Flag features, manage company data, and control feature access using Bucket
  • Buildable - 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 - Manage Buildkite pipelines and builds.
  • CallHub - Python-based MCP tool providing a comprehensive set of functions for managing contacts, phonebooks, agents, teams, campaigns, and other CallHub resources.
  • Campertunity - Search campgrounds around the world on campertunity, check availability, and provide booking links.
  • 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.
  • Chargebee - MCP Server that connects AI agents to Chargebee platform.
  • Chart - 🤖 A Model Context Protocol server for generating visual charts using AntV.
  • Chroma - Embeddings, vector search, document storage, and full-text search with the open-source AI application database
  • Chroma Package Search - Add to coding agents like Claude or Cursor to give them the ability to understand and better use thousands of dependencies.
  • Chronulus AI - Predict anything with Chronulus AI forecasting and prediction agents.
  • CircleCI - Enable AI Agents to fix build failures from CircleCI.
  • ClickHouse - Query your ClickHouse database server.
  • Cloudflare - Deploy, configure & interrogate your resources on the Cloudflare developer platform (e.g. Workers/KV/R2/D1)
  • Cloudbet – Structured sports and esports data via Cloudbet API: fixtures, live odds, stake limits, and markets.
  • CoinGecko - Official CoinGecko API MCP Server for Crypto Price & Market Data, across 200+ blokchain networks and 8M+ tokens.
  • Comet Opik - Query and analyze your Opik logs, traces, prompts and all other telemtry data from your LLMs in natural language.
  • Context 7 - Context7 MCP - Up-to-date Docs For Any Cursor Prompt
  • Convex - Introspect and query your apps deployed to Convex.
  • Coresignal - Access comprehensive B2B data on companies, employees, and job postings for your LLMs and AI workflows.
  • Couchbase - Interact with the data stored in Couchbase clusters using natural language.
  • CRIC Wuye AI - Interact with capabilities of the CRIC Wuye AI platform, an intelligent assistant specifically for the property management industry.
  • Crawlbase MCP - Enables AI agents to access real-time web data with HTML, markdown, and screenshot support. SDKs: Node.js, Python, Java, PHP, .NET.
  • Cua - MCP server for the Computer-Use Agent (CUA), allowing you to run CUA through Claude Desktop or other MCP clients.
  • Currents - Enable AI Agents to fix Playwright test failures reported to Currents.
  • Cycode - Boost security in your dev lifecycle via SAST, SCA, Secrets & IaC scanning with Cycode.
  • DAISYS - Generate high-quality text-to-speech and text-to-voice outputs using the DAISYS platform.
  • Dart - Interact with task, doc, and project data in Dart, an AI-native project management tool
  • Dash0 - Navigate your OpenTelemetry resources, investigate incidents and query metrics, logs and traces on Dash0.
  • 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 Aliyun Open API and enables AI agents to perform cloud resources operations seamlessly.
  • DealX - MCP Server for DealX platform
  • Debugg AI - Enable your code gen agents to create & run 0-config end-to-end tests against new code changes in remote browsers via the Debugg AI testing platform.
  • dbt - Official MCP server for dbt (data build tool) providing integration with dbt Core/Cloud CLI, project metadata discovery, model information, and semantic layer querying capabilities.
  • Decodo - Easy web data access. Simplified retrieval of information from websites and online sources.
  • DevHub - Manage and utilize website content within the DevHub CMS platform
  • DeepResearch - Lightning-Fast, High-Accuracy Deep Research Agent 👉 8–10x faster 👉 Greater depth & accuracy 👉 Unlimited parallel runs
  • DeepWiki by Devin - Remote, no-auth MCP server providing AI-powered codebase context and answers
  • DexPaprika - Access real-time DEX analytics across 20+ blockchains with DexPaprika API, tracking 5M+ tokens, pools, volumes, and historical market data. Built by CoinPaprika.
  • Digma - A code observability MCP enabling dynamic code analysis based on OTEL/APM data to assist in code reviews, issues identification and fix, highlighting risky code etc.
  • DINO-X - Advanced computer vision and object detection MCP server powered by Dino-X, enabling AI agents to analyze images, detect objects, identify keypoints, and perform visual understanding tasks.
  • Drand - An MCP server for fetching verifiable random numbers from the drand network.
  • DreamFactory - An MCP server for securely (via RBAC) talking to on-premise and cloud MS SQL Server, MySQL, PostgreSQL databases and other data sources.
  • Driflyte - MCP Server for Driflyte. The Driflyte MCP Server exposes tools that allow AI assistants to query and retrieve topic-specific knowledge from recursively crawled and indexed web pages.
  • E2B - Run code in secure sandboxes hosted by E2B
  • ECharts - Generate visual charts using ECharts with AI MCP dynamically, used for chart generation and data analysis.
  • EdgeOne Pages MCP - An MCP service for deploying HTML content to EdgeOne Pages and obtaining a publicly accessible URL.
  • EduBase - Interact with EduBase, a comprehensive e-learning platform with advanced quizzing, exam management, and content organization capabilities
  • eSignatures - Contract and template management for drafting, reviewing, and sending binding contracts.
  • ELEMENT.FM - Create and publish unlimited podcast shows and episodes with ELEMENT.FM
  • ElevenLabs - The official ElevenLabs MCP server
  • Exa - Search Engine made for AIs by Exa
  • FetchSERP - All-in-One SEO & Web Intelligence Toolkit API FetchSERP
  • Fewsats - Enable AI Agents to purchase anything in a secure way using Fewsats
  • FHIR - Model Context Protocol server for Fast Healthcare Interoperability Resources (FHIR) APIs, enabling seamless integration with healthcare data through SMART-on-FHIR authentication and comprehensive FHIR operations.
  • Fibery - Perform queries and entity operations in your Fibery workspace.
  • Find-A-Domain - Domain availability checking and WHOIS lookup tools.
  • Financial Datasets - Stock market API made for AI agents
  • Firecrawl - Extract web data with Firecrawl
  • Fireproof - Immutable ledger database with live synchronization
  • FlyonUI - Build modern, production-ready UI blocks, components, and landing pages in minutes.
  • Fulcra Context - Fulcra Context MCP server for accessing your personal health, workouts, sleep, location, and more, all privately. Built around Context by Fulcra.
  • Gcore Cloud - Gcore's Cloud Official MCP Server
  • GitHub - GitHub's official MCP Server
  • Gitee - Gitee API integration, repository, issue, and pull request management, and more.
  • 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.
  • Globalping - Network access with the ability to run commands like ping, traceroute, mtr, http, dns resolve.
  • Gluestack UI MCP Server - An MCP server tailored for React Native–first development using Gluestack UI.
  • Google Cloud Run - Official MCP Server to deploy to Google Cloud Run.
  • GoLogin MCP server - Manage your GoLogin browser profiles and automation directly through AI conversations!
  • 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
  • Graphlit - Ingest anything from Slack to Gmail to podcast feeds, in addition to web crawling, into a searchable Graphlit project.
  • GreptimeDB - Provides AI assistants with a secure and structured way to explore and analyze data in GreptimeDB.
  • GrowthBook — Create and read feature flags, review experiments, generate flag types, search docs, and interact with GrowthBook's feature flagging and experimentation platform.
  • Harness - Access and interact with Harness platform data, including pipelines, repositories, logs, and artifact registries.
  • Hive Intelligence 📇 ☁️ 🏠 - Hive Intelligence: Ultimate cryptocurrency MCP for AI assistants with unified access to crypto, DeFi, and Web3 analytics. Hive's remote mcp server guide remote server.
  • Hologres - Connect to a Hologres instance, get table metadata, query and analyze data.
  • Hostinger - Official Hostinger API MCP server for services managment.
  • Hydrolix - Hydrolix time-series datalake integration providing schema exploration and query capabilities to LLM-based workflows.
  • Hyperbrowser - Hyperbrowser is the next-generation platform empowering AI agents and enabling effortless, scalable browser automation.
  • IBM wxflows - Tool platform by IBM to build, test and deploy tools for any data source
  • ForeverVM - Run Python in a code sandbox.
  • Inbox Zero - AI personal assistant for email Inbox Zero
  • Inkeep - RAG Search over your content powered by Inkeep
  • InstantDB - Create, manage, and update applications on InstantDB, the modern Firebase.
  • Inspektor Gadget MCP server - Debug your Container and Kubernetes workloads with an AI interface powered by eBPF.
  • Integration App - Interact with any other SaaS applications on behalf of your customers.
  • IP2Location.io - IP2Location.io API integration 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
  • ilert - Interact with ilert through natural language.
  • JetBrains – Work on your code with JetBrains IDEs
  • Jetty.io — Work on dataset metadata with MLCommons Croissant validation and creation.
  • Kagi Search - Search the web using Kagi's search API
  • Keboola - Build robust data workflows, integrations, and analytics on a single intuitive platform.
  • Kiwi.com - Official Kiwi.com flight search MCP server. Search and book flights directly from your favorite AI assistant.
  • Knit MCP - Connect with 10,000+ tools across HRIS, ATS, CRM, Accounting, Calendar, Meeting, Ticketing, and more categories.
  • Kontent.ai - Create, manage, and explore your content and content model using natural language in any MCP-compatible AI tool.
  • Last9 - Seamlessly bring real-time production context—logs, metrics, and traces—into your local environment to auto-fix code faster.
  • Logfire - Provides access to OpenTelemetry traces and metrics through Logfire.
  • Langfuse Prompt Management - Open-source tool for collaborative editing, versioning, evaluating, and releasing prompts.
  • LINE Official Account - Integrates the LINE Messaging API to connect an AI Agent to the LINE Official Account.
  • Lingo.dev - Make your AI agent speak every language on the planet, using Lingo.dev Localization Engine.
  • Linked API - MCP server that lets AI assistants control LinkedIn accounts and retrieve real-time data with Linked API.
  • Mailgun - Interact with Mailgun API.
  • MailSandbox - MailSandbox (a fork of Mailpit) is a fast, zero-dependency email testing tool & API with a web UI, SMTP server, Postmark API emulation, and MCP server for AI-assisted debugging.
  • Mailtrap - Integrates with Mailtrap Email API.
  • 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.
  • Mastra/mcp - Client implementation for Mastra, providing seamless integration with MCP-compatible AI models and tools.
  • Mastra/mcp-docs-server - Provides AI assistants with direct access to Mastra.ai's complete knowledge base.
  • MCP Toolbox for Databases - Open source MCP server specializing in easy, fast, and secure tools for Databases.
  • Meilisearch - Interact & query with Meilisearch (Full-text & semantic search API)
  • Mercado Libre - Mercado Libre's official MCP server, offering tools to interact with our marketplace, simplifying tasks and product integration.
  • Mercado Pago - Mercado Pago's official MCP server, offering tools to interact with our API, simplifying tasks and product integration.
  • Metoro - Query and interact with kubernetes environments monitored by Metoro
  • Milvus - Search, Query and interact with data in your Milvus Vector Database.
  • MotherDuck - Query and analyze data with MotherDuck and local DuckDB
  • Mureka - generate lyrics, song and background music(instrumental)
  • Mux - Mux is a video API for developers. With Mux's official MCP you can upload videos, create live streams, generate thumbnails, add captions, manage playback policies, dig through engagement data, monitor video performance, and more.
  • 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
  • Neon - Interact with the Neon serverless Postgres platform
  • Nebula-Block-Data/nebulablock-mcp-server integrates with the fastmcp library to expose the full range of NebulaBlock API functionalities as accessible tools
  • Notion - Notion official MCP server
  • Notte - Leverage Notte Web AI agents & cloud browser sessions for scalable browser automation & scraping workflows
  • Norman Finance - MCP server for managing accounting and taxes with Norman Finance.
  • OceanBase - MCP Server for OceanBase database and its tools
  • Octagon - Deliver real-time investment research with extensive private and public market data.
  • Octocode - Leading AI-powered code assistant for advanced research, analysis and discovery across GitHub Repositories in large ecosystems
  • ocireg - An SSE-based MCP server that allows LLM-powered applications to interact with OCI registries. It provides tools for retrieving information about container images, listing tags, and more.
  • OctoEverywhere For 3D Printing - A 3D Printing MCP server that allows for querying for live state, webcam snapshots, and 3D printer control.
  • 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.
  • Openfort - Supercharge your AI assistant with plug-and-play access to authentication, project scaffolding, and smart wallet tooling.
  • Oxylabs - Scrape websites with Oxylabs Web API, supporting dynamic rendering and parsing for structured data extraction.
  • PaddleOCR - An MCP server that brings enterprise-grade OCR and document parsing capabilities to AI applications.
  • PayPal - The PayPal Model Context Protocol server allows you to integrate with PayPal APIs through function calling. This protocol supports various tools to interact with different PayPal services.
  • Pearl - Official MCP Server to interact with Pearl API. Connect your AI Agents with 12,000+ certified experts instantly.
  • Pearch - Best people search engine that reduces the time spent on talent discovery.
  • Perplexity - An MCP server that connects to Perplexity's Sonar API, enabling real-time web-wide research in conversational AI.
  • PGYER - MCP Server for PGYER platform, supports uploading, querying apps, etc.
  • PlainSignal - Official MCP server that connects to PlainSignal's API and querying realtime website analytics data in conversational AI.
  • Plane - The official Plane MCP server provides integration with Plane APIs, enabling full AI automation of Plane projects, work items, cycles and more.
  • Playwright - Playwright MCP server
  • 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.
  • Postman - Postman’s remote MCP server connects AI agents, assistants, and chatbots directly to your APIs on Postman.
  • Powerdrill - An MCP server that provides tools to interact with Powerdrill datasets, enabling smart AI data analysis and insights.
  • Powertool - An MCP implementation that provides search functionality for the Powertools for AWS Lambda documentation across multiple runtimes.
  • Prisma Postgres - Gives LLMs the ability to manage Prisma Postgres databases (e.g. spin up new databases and run migrations or queries)
  • ProdEAI - Your 24/7 production engineer that preserves context across multiple codebases Prode.ai.
  • QA Sphere - Integration with QA Sphere test management system, enabling LLMs to discover, summarize, and interact with test cases directly from AI-powered IDEs
  • Qdrant - Implement semantic memory layer on top of the Qdrant vector search engine
  • RAD Security - Interact with the RAD Security platform which provides AI-powered security insights for Kubernetes and cloud environments.
  • 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
  • Reexpress - Enable Similarity-Distance-Magnitude statistical verification for your search, software, and data science workflows
  • Ref - Up-to-date documentation for your coding agent. Covers 1000s of public repos and sites. Built by ref.tools
  • 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.
  • RevenueCat - Manage your In-app-purchases in RevenueCat without leaving your AI coding environment.
  • Riza - Arbitrary code execution and tool-use platform for LLMs by Riza
  • Root Signals - Equip AI agents with evaluation and self-improvement capabilities with Root Signals
  • 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."
  • Search1API - One API for Search, Crawling, and Sitemaps
  • Scrapeless - Integrate real-time Scrapeless Google SERP(Google Search, Google Flight, Google Map, Google Jobs....) results into your LLM applications. This server enables dynamic context retrieval for AI workflows, chatbots, and research tools.
  • Scrapezy - Turn websites into datasets with Scrapezy
  • ScreenshotMCP - Capture website screenshots including full page, elements, and device specific sizes.
  • ScreenshotOne - Render website screenshots with ScreenshotOne
  • Semgrep - Enable AI agents to secure code with Semgrep.
  • Sentry - Official MCP server for Sentry.
  • SingleStore - Interact with the SingleStore database platform
  • SlideSpeak - Create presentations and PowerPoints using AI and SlideSpeak MCP
  • SonarQube - Provides seamless integration with SonarQube Server or Cloud, and enables analysis of code snippets directly within the agent context
  • ShopSavvy - Complete product and pricing data solution for AI assistants. Search for products by barcode/ASIN/URL, access detailed product metadata, access comprehensive pricing data from thousands of retailers, view and track price history, and more. Published as @shopsavvy/mcp-server.
  • Supabase - Connects to Supabase platform for database, auth, edge functions and more.
  • Supadata - Official MCP server for Supadata - YouTube, TikTok, X and Web data for makers.
  • Square - A Model Context Protocol (MCP) server for square
  • StarRocks - Interact with StarRocks
  • Stripe - Interact with Stripe API
  • TalentoHQ – Connect to the TalentoHQ HR software via MCP. Transform your organization with the AI first HR software.
  • Taskade – Connect to the Taskade platform via MCP. Access tasks, projects, workflows, and AI agents in real-time through a unified workspace and API.
  • Taskeract - Official Taskeract MCP Server for integrating your Taskeract project tasks and load the context of your tasks into your MCP enabled app.
  • Tavily - Search engine for AI agents (search + extract) powered by Tavily
  • Tencent Cloud COS MCP - Quickly integrate with Tencent Cloud Storage (COS) and Data Processing (CI) capabilities powered
  • Teradata - A collection of tools for managing the platform, addressing data quality and reading and writing to Teradata Database.
  • ThingsBoard - The ThingsBoard MCP Server provides a natural language interface for LLMs and AI agents to interact with your ThingsBoard IoT platform.
  • Thirdweb - Read/write to over 2k blockchains, enabling data querying, contract analysis/deployment, and transaction execution, powered by Thirdweb
  • Tinybird - Interact with Tinybird serverless ClickHouse platform
  • Tldv - Connect your AI agents to Google-Meet, Zoom & Microsoft Teams through tl;dv
  • Token Metrics - Token Metrics integration for fetching real-time crypto market data, trading signals, price predictions, and advanced analytics.
  • Trade Agent - Execute stock and crypto trades via Trade Agent
  • TrackMage - Shipment tracking api and logistics management capabilities through the [TrackMage API] (https://trackmage.com/)
  • Twilio - Interact with Twilio APIs to send messages, manage phone numbers, configure your account, and more.
  • Twelve Data - Interact with Twelve Data APIs to access real-time and historical financial market data for your AI agents.
  • UnifAI - Dynamically search and call tools using UnifAI Network
  • Unstructured - Set up and interact with your unstructured data processing workflows in Unstructured Platform
  • urlDNA - Dynamically scan and analyze potentially malicious URLs using the urlDNA
  • Vectorize - Vectorize MCP server for advanced retrieval, Private Deep Research, Anything-to-Markdown file extraction and text chunking.
  • Verodat - Interact with Verodat AI Ready Data platform
  • VeyraX - Single tool to control all 100+ API integrations, and UI components
  • VideoDB - Server for advanced AI-driven video editing, semantic search, multilingual transcription, generative media, voice cloning, and content moderation.
  • VISO TRUST - Access and manage your VISO TRUST third-party risk program directly through your AI assistant.
  • VpunaAiSearch - Connect to Vpuna AI Search Service, a developer first platform for semantic search, summarization, and contextual chat. Each project dynamically exposes its own Remote HTTP MCP server, enabling real-time context injection from structured and unstructured data.
  • WayStation — A universal remote MCP server that connects to popular productivity tools such as Notion, Monday, AirTable, and many more.
  • WebDataSource - Web Crawler for AI Agents. Supercharge your AI agents with an MCP-ready web crawler that delivers real-time insights from the web and your private knowledge bases.
  • Webflow - Interact with Webflow APIs to list and edit your site and CMS data.
  • WebScraping.AI - Interact with WebScraping.AI for web data extraction and scraping.
  • Willi MaKo Knowledge Service - A knowledge service for Germany's complex Energy Market Communications (MaKo) regulations.
  • 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.
  • Xero - Interact with the accounting data in your business using our official MCP server
  • XRAY - Progressive code-intelligence server: lets AI assistants map structure, fuzzy-find symbols, and assess change-impact across Python, JS/TS, and Go codebases (powered by ast-grep)
  • YepCode - Execute any LLM-generated code in the YepCode secure and scalable sandbox environment and create your own MCP tools using JavaScript or Python, with full support for NPM and PyPI packages
  • 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
  • AnyCrawl - AnyCrawl MCP Server, Powerful web scraping and crawling for Cursor, Claude, and other LLM clients via the Model Context Protocol (MCP).

Community Servers

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

  • **AllInOneMCP - MCP of MCPs. A central hub for MCP servers. Helps you discover available MCP servers and learn how to install and use them. REMOTE! Use the url https://mcp.pfvc.io/mcp/ to add the server. **Remember the final backslash**.
  • Airtable - Read and write access to Airtable databases.
  • Agentset - RAG MCP for your Agentset data.
  • Alertmanager - A Model Context Protocol (MCP) server that enables AI assistants to integrate with Prometheus Alertmanager
  • Algorand - A comprehensive MCP server for tooling interactions(40+) and resource accessibility(60+) plus many useful prompts to interact with Algorand Blockchain.
  • Android MCP - 📲 An MCP server that provides control over Android devices through ADB. Offers device screenshot capture, UI layout analysis, package management, and ADB command execution capabilities.
  • AniList - AniList MCP server for accessing AniList API data
  • AnkiConnect - AnkiConnect MCP server for interacting with Anki via AnkiConnect.
  • any-chat-completions-mcp - Chat with any other OpenAI SDK Compatible Chat Completions API, like Perplexity, Groq, xAI and more
  • APISIX-MCP - APISIX Model Context Protocol (MCP) server is used to bridge large language models (LLMs) with the APISIX Admin API, supporting querying and managing all resources in Apache APISIX.
  • Apple Notes - Talk with your Apple Notes
  • Apple Shortcuts - An MCP Server Integration with Apple Shortcuts
  • AutoGen documentation - A Model Context Protocol (MCP) server that provides AI assistants with the ability to search and retrieve Microsoft AutoGen documentation.
  • AWS EC2 Pricing - Get up-to-date EC2 pricing information with one call. Fast. Powered by a pre-parsed AWS pricing catalogue.
  • Backup - Add smart Backup ability to coding agents like Windsurf, Cursor, Cluade Coder, etc
  • Basecamp - Integration with Basecamp project management platform for managing projects, to-dos, card tables, documents, and team collaboration
  • BGG MCP - BGG MCP enables AI tools to interact with the BoardGameGeek API.
  • BigQuery (by LucasHild) - BigQuery database integration with schema inspection and query capabilities
  • BigQuery (by ergut) - Server implementation for Google BigQuery integration that enables direct BigQuery database access and querying capabilities
  • Binary Ninja - A Binary Ninja plugin, MCP server, and bridge that seamlessly integrates Binary Ninja with your favorite MCP client.
  • Bing Webmaster Tools - MCP server for Bing Webmaster Tools API integration providing access to search analytics, site management, URL submission, and SEO insights
  • Bluesky - integrates with Bluesky API to query and search feeds and posts.
  • BloodHound-MCP (by MorDavid) - integration that connects BloodHound with AI through MCP, allowing security professionals to analyze Active Directory attack paths using natural language queries instead of Cypher.
  • Box - File access and search for Box.
  • Browser MCP - Automate your local browser
  • 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.
  • bytebase/dbhub – 📇 Universal database MCP server supporting mainstream databases.\
  • 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.
  • context-awesome - A MCP server for querying 8,500+ curated awesome lists (1M+ items) and fetching the best resources for your agent.
  • Danielpeter-99/calcom-mcp - MCP server for Calcom (Also known as Cal.com). Manage event types, create bookings, and access Cal.com scheduling data through LLMs.
  • Career Site Jobs - A MCP server to retrieve up-to-date jobs from company career sites.
  • Canvas LMS - MCP server for easy access to education data through your Canvas LMS instance.
  • Chaitin IP Intelligence - Search for IP addresses using Chaitin's IP Intelligence API.
  • Chart - This server offers a wide variety of chart types with comprehensive Zod schema validation for type-safe chart configuration.
  • ChuckNorris - A specialized MCP gateway for LLM enhancement prompts and jailbreaks with dynamic schema adaptation. Provides prompts for different LLMs using an enum-based approach.
  • clj-kondo-MCP - Clojure linter
  • Clojars - Obtains latest dependency details for Clojure libraries.
  • clojure-mcp - Clojure development tools, direct access to the running program via REPL.
  • CockroachDB - A Model Context Protocol server for managing, monitoring, and querying data in CockroachDB.
  • Codesys-mcp-toolkit - A Model Context Protocol (MCP) server for CODESYS V3 programming environments.
  • CoinCap - A MCP server that provides real-time cryptocurrency market data through CoinCap's public API without requiring authentication
  • Comet Opik - MCP server to talk to your Opik cloud or open-source instance to query and analyze LLM traces, metrics and observability.
  • 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.
  • Contentful - Interact with your content on the Contentful platform
  • consult7 - Analyze large codebases and document collections using high-context models via OpenRouter, OpenAI, or Google AI -- very useful, e.g., with Claude Code
  • Data Exploration - MCP server for autonomous data exploration on .csv-based datasets, providing intelligent insights with minimal effort.
  • DropBin - Remote SSE MCP server for hosting HTML webpages and sharing content through temporary URLs without authentication
  • Database (by Legion AI) - Universal database MCP server supporting multiple database types including PostgreSQL, Redshift, CockroachDB, MySQL, RDS MySQL, Microsoft SQL Server, BigQuery, Oracle DB, and SQLite
  • 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.
  • dbt-docs - MCP server for dbt-core (OSS) users as the official dbt MCP only supports dbt Cloud. Supports project metadata, model and column-level lineage and dbt documentation.
  • DeepView MCP - Enables IDEs like Cursor and Windsurf to analyze large codebases using Gemini's 1M context window.
  • DigitalOcean MCP Server - A Model Context Protocol (MCP) server that provides programmatic access to DigitalOcean's API. This server exposes tools for managing droplets, Kubernetes clusters, and container registries through the MCP interface.
  • DifyWorkflow - Tools to the query and execute of Dify workflows
  • Django REST Framework MCP - Expose Django REST Framework APIs as MCP tools for LLMs and agentic applications
  • Docker - Run and manage docker containers, docker compose, and logs
  • Dolt - The official MCP server for version-controlled Dolt databases.
  • DynamoDB-Toolbox - Leverages your Schemas and Access Patterns to interact with your DynamoDB Database using natural language.
  • elisp-dev-mcp - elisp (Emacs Lisp) development support tools, running in Emacs.
  • 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 Send MCP - A fixed one from above one. More user-friendly.
  • Everything Search - Fast Windows file search using Everything SDK
  • fast-filesystem-mcp - 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.
  • Exa - Exa AI Search API
  • Excel - Excel manipulation including data reading/writing, worksheet management, formatting, charts, and pivot table
  • Facebook Ads - MCP server acting as an interface to the Facebook Ads, enabling programmatic access to Facebook Ads data and management features.
  • Facebook Ads Library - Get any answer from the Facebook Ads Library, conduct deep research including messaging, creative testing and comparisons in seconds.
  • Fathom Analytics - Access and analyze Fathom Analytics data and reports

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MDRSS ASSESSMENT
Evidence0/100medium confidence
Why MDRSS assigned this score
  • Imported from the supplied mdrss-final-2026-08-04 content base.
  • Source URL is recorded as provenance.
  • Agent usefulness score: 50/100.
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