令人惊叹的 MCP 服务器

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参考服务器

这些服务器旨在展示 MCP 的功能以及 TypeScript 和 Python SDK。

• Everything —— 包含提示、资源和工具的参考/测试服务器
• Fetch —— 用于高效利用大语言模型的网页内容抓取与转换
• Filesystem —— 具有可配置访问控制的安全文件操作
• Git —— 用于读取、搜索和操作 Git 仓库的工具
• Memory —— 基于知识图谱的持久化内存系统
• Sequential Thinking —— 通过思维序列实现动态且具有反思性的问题解决
• Time —— 时间与时区转换功能

官方服务器

官方集成由为各自平台构建生产级 MCP 服务器的公司维护。

• 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).

社区服务器

一个不断增长的由社区开发和维护的服务器集合，展示了MCP在不同领域的多种应用。

• **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

• Files - Enables agents to quickly find and edit code in a codebase with surgical precision. Find symbols, edit them everywhere.

• FHIR MCP - MCP Server that connects AI agents to FHIR servers

• FileScopeMCP - Analyzes your codebase identifying important files based on dependency relationships. Generates diagrams and importance scores per file, helping AI assistants understand the codebase. Automatically parses popular programming languages, Python, Lua, C, C++, Rust, Zig.

• FrankfurterMCP - MCP server acting as an interface to the Frankfurter API for currency exchange data.

• GDB - A GDB/MI protocol server based on the MCP protocol, providing remote application debugging capabilities with AI assistants.

• Gemsuite - The ultimate open-source server for advanced Gemini API interaction with MCP, intelligently selects models.

• Gentoro - Gentoro generates MCP Servers based on OpenAPI specifications.

• godoc-mcp-server - MCP server to provide golang packages and their information from pkg.go.dev

• Godot MCP - MCP server for interacting with the Godot game engine, providing tools for editing, running, debugging, and managing scenes in Godot projects.

• Google Ads - MCP server acting as an interface to the Google Ads, enabling programmatic access to Google Ads data and management features.

• Google Admin MCP – A Model Context Protocol (MCP) server enabling interaction with Google Admin APIs.

• Google Keep - Read, create, update and delete Google Keep notes.

• Google News - Google News search capabilities with automatic topic categorization and multi-language support via SerpAPI integration.

• Google PSE/CSE - A Model Context Protocol (MCP) server providing access to Google Programmable Search Engine (PSE) and Custom Search Engine (CSE).

• Google Search Console - A Model Context Protocol (MCP) server providing access to Google Search Console.

• GitHub Repos Manager MCP Server - Token-based GitHub automation management. No Docker, Flexible configuration, 80+ tools with direct API integration.

• gotoolkits/wecombot - 🏎️ ☁️ An MCP server application that sends various types of messages to the WeCom group robot.

• Gru Sandbox - Gru-sandbox(gbox) is an open source project that provides a self-hostable sandbox for MCP integration or other AI agent usecases.

• gx-mcp-server - Expose Great Expectations data validation and quality checks as MCP tools for AI agents. Load datasets, create validation suites, run data quality checks, and retrieve detailed results.

• GXtract - GXtract is a MCP server designed to integrate with VS Code and other compatible editors (documentation: sascharo.github.io/gxtract). It provides a suite of tools for interacting with the GroundX platform, enabling you to leverage its powerful document understanding capabilities directly within your development environment.

• HackMD - A Model Context Protocol server for integrating HackMD's note-taking platform with AI assistants.

• HAL - HTTP toolkit providing all 7 HTTP methods (GET, POST, PUT, PATCH, DELETE, HEAD, OPTIONS) with secret substitution, comprehensive error handling, and support for JSON, XML, HTML, and form data.

• HAP-MCP - HAP (Super Application Platform) is developed by Mingdao（ https://www.mingdao.com ）The launched APaaS platform helps you build enterprise level applications quickly without coding. This is HAP's MCP (Model Context Protocol) server, used for seamless integration of AI. It enables every zero code application built through HAP to quickly become a tool for agents.

• Hetzner Cloud MCP Server - A Model Context Protocol (MCP) server for interacting with the Hetzner Cloud API. This server allows language models to manage Hetzner Cloud resources through structured functions.

• Hippycampus - Turns any Swagger/OpenAPI REST endpoint with a yaml/json definition into an MCP Server with Langchain/Langflow integration automatically.

• Home Assistant - Interact with Home Assistant to control smart home devices, query states, manage automations, and troubleshoot your smart home setup.

• Homey - Interact with Homey to control smart home system. Supports devices, flows, and zones. Contains a few goodies for better integrations with LLMs.

• Homebrew MCP - Interact with Homebrew (the package manager for macOS and Linux) using natural language commands.

• HuggingFace Spaces - Server for using HuggingFace Spaces, supporting Images, Audio, Text and more. Claude Desktop mode for ease-of-use.

• Imagician - A MCP server for comprehensive image editing operations including resizing, format conversion, cropping, compression, and more based on sharp.

• 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.

• Instagram DMs - Send Instagram DMs via your LLM

• interactive-mcp 📇 - Enables interactive LLM workflows by adding local user prompts and chat capabilities directly into the MCP loop.

• irulescan MCP - :shield: MCP enabled code security analyzer for F5 iRules

• aymericzip/intlayer - A MCP Server that enhance your IDE with AI-powered assistance for Intlayer i18n / CMS tool: smart CLI access, versioned docs.

• IDA Pro MCP - MCP Server for automated reverse engineering with IDA Pro.

• Israel Statistics MCP MCP server that provides programmatic access to the Israeli Central Bureau of Statistics (CBS) price indices and economic data.

• Jean Memory - Premium memory consistent across all AI applications.

• Jina Reader - Fetch the content of a remote URL as Markdown with Jina Reader.

• Jira Context MCP - MCP server to provide Jira Tickets information to AI coding agents like Cursor.

• Jira MCP Server A modular and extensible MCP server designed to interact with Jira Cloud, providing tools to query boards, issues, and user data — ideal for integrating Jira with AI agents, bots, or automation systems

• JSON MCP - MCP server empowers LLMs to interact with JSON files efficiently. With JSON MCP, you can split, merge, etc.

• just-every/mcp-read-website-fast - Fast, token-efficient web content extraction that converts websites to clean Markdown. Features Mozilla Readability, smart caching, polite crawling with robots.txt support, and concurrent fetching with minimal dependencies.

• just-every/mcp-screenshot-website-fast - High-quality screenshot capture optimized for Claude Vision API. Automatically tiles full pages into 1072x1072 chunks (1.15 megapixels) with configurable viewports and wait strategies for dynamic content.

• Kagi - Kagi search API integration

• 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.

• Kubernetes - Connect to Kubernetes cluster and manage pods, deployments, services.

• Language Server 🏎️ - MCP Language Server gives MCP enabled clients access to semantic tools like get definition, references, rename, and diagnostics.

• Latex MCP Server - MCP Server to compile latex, download/organize/read cited papers, run visualization scripts and add figures/tables to latex.

• Lazy Toggl MCP - Simple unofficial MCP server to track time via Toggl API

• libSQL by xexr - MCP server for libSQL databases with comprehensive security and management tools. Supports file, local HTTP, and remote Turso databases with connection pooling, transaction support, and 6 specialized database tools.

• Linear - Integrates with Linear project management systems.

• llm-context - Share code context with LLMs via Model Context Protocol or clipboard.

• LunchMoney - MCP server for LunchMoney personal finance and budgeting tool.

• Local History MCP – MCP server for accessing VS Code/Cursor's Local History.

• 🧲 Magg 🧲 - 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.

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

• Maven - Tools to query latest Maven dependency information

• Maven Tools - Enhanced Maven Central integration with intelligent caching, bulk operations, and version classification

• Maya MCP - MCP server for Autodesk Maya

• MCPJungle 🌳 - Open-source, Self-hosted MCP server Gateway that connects your AI Agents to MCP Servers (for developers and enterprises)

• Microsoft 365 📇 ☁️ - MCP server that connects to the whole Microsoft 365 suite (Microsoft Office, Outlook, Excel) using Graph API (including mail, files, calendar)

• Microsoft Entra ID MCP Server - A Python MCP server for Microsoft Entra ID (Azure AD) directory, user, group, device, sign-in, and security operations via Microsoft Graph.

• MCP Aggregator - An MCP (Model Context Protocol) aggregator that allows you to combine multiple MCP servers into a single endpoint allowing to filter specific tools.

• MCP-CLI Adapter - Use command line tools in a secure fashion as MCP tools.

• MCP Expr Lang - MCP Expr-Lang provides a seamless integration between Claude AI and the powerful expr-lang expression evaluation engine.

• MCP Installer - Set up MCP servers in Claude Desktop

• mcp-k8s-go - Golang-based Kubernetes MCP Server. Built to be extensible.

• MKP - Model Kontext Protocol Server for Kubernetes that allows LLM-powered applications to interact with Kubernetes clusters through native Go implementation with direct API integration and comprehensive resource management.

• MCP Open Library - A Model Context Protocol (MCP) server for the Open Library API that enables AI assistants to search for book and author information.

• MCP-SearXNG-Enhanced Web Search - An enhanced MCP server for SearXNG web searching, utilizing a category-aware web-search, web-scraping, and includes a date/time retrieval tool.

• Mermaid - Generate mermaid diagram and chart with AI MCP dynamically.

• Memory-Plus a lightweight, local RAG memory store to record, retrieve, update, delete, and visualize persistent "memories" across sessions—perfect for developers working with multiple AI coders (like Windsurf, Cursor, or Copilot) or anyone who wants their AI to actually remember them.

• Meta Ads Remote MCP - Remote MCP server to interact with Meta Ads API - access, analyze, and manage Facebook, Instagram, and other Meta platforms advertising campaigns.

• Minima - Local RAG (on-premises) with MCP server.

• MintMCP - MCP servers for Google Calendar, Gmail, Outlook Calendar, and Outlook.

• Mongo - A Model Context Protocol (MCP) server that enables LLMs to interact directly with MongoDB databases

• MongoDB - A Model Context Protocol Server for MongoDB

• MongoDB Lens - Full Featured MCP Server for MongoDB Database.

• Miro - Miro MCP server, exposing all functionalities available in official Miro SDK.

• Multi Chat MCP Server (Google Chat) - Connect AI assistants like Cursor to Google Chat and beyond — enabling smart, extensible collaboration across chat platforms.

• MySQL - MySQL database integration with configurable access controls and schema inspection

• Nanoleaf - Control Nanoleaf smart lights through MCP - turn on/off, adjust brightness, change colors, set effects, and discover devices

• Netbird - List and analyze Netbird network peers, groups, policies, and more.

• Nextcloud Calendar - CalDAV Nectcloud calendar integration. Manage calendars, events, attendees, etc.

• Nexus - Web search server that integrates Perplexity Sonar models via OpenRouter API for real-time, context-aware search with citations

• Nile Postgres - Manage and query databases, tenants, users, auth using LLMs

• NocoDB - Manage NocoDB server, support read and write databases

• NodeCodeStudio - Activate MCP services (Gmail, Calendar, WordPress, etc.) and run browser automation workflows via a Chrome extension with importable sequences

• Notion - Integrates with Notion's API to manage personal todo list

• NPM Search - Search for npm packages

• Ntfy - An ntfy MCP server for sending/fetching ntfy notifications to your self-hosted ntfy server from AI Agents 📤 (supports secure token auth & more - use with npx or docker!)

• Obsidian - Interacting with Obsidian via REST API

• Odoo - Connect AI assistants to Odoo ERP systems for business data access and workflow automation.

• Octocode - AI-powered developer assistant that enables advanced research, analysis and discovery and code generation across GitHub and NPM realms in realtime.

• OSV - Access the OSV (Open Source Vulnerabilities) database for vulnerability information. Query vulnerabilities by package version or commit, batch query multiple packages, and get detailed vulnerability information by ID.

• OpenAI - Query OpenAI models directly from Claude using MCP protocol

• OpenAPI Schema Explorer - Token-efficient access to OpenAPI/Swagger specs via MCP Resources

• OpenMF-mifosx-self-service - Access Apache Fineract self-service APIs for registration, authentication, account management, and transactions via MCP.

• Package Registry Search - Search and get up-to-date information about NPM, Cargo, PyPi, and NuGet packages.

• Pandoc - MCP server for seamless document format conversion using Pandoc, supporting Markdown, HTML, and plain text, with other formats like PDF, csv and docx in development.

• Paperless-MCP - An MCP server for interacting with a Paperless-NGX API server. This server provides tools for managing documents, tags, correspondents, and document types in your Paperless-NGX instance.

• PBS API - 🐍 ☁️ Access Australian Pharmaceutical Benefits Scheme data for medicine information, pricing, and availability. Built with Python and FastAPI.

• Peekaboo - a macOS-only MCP server that enables AI agents to capture screenshots of applications, or the entire system.

• Peliqan - Data platform with ETL and built-in data warehouse, access all business applications (ERP, CRM, Accounting etc.) via MCP and run queries on your business data.

• Perplexity - Interacting with Perplexity

• Poland KRS - Access to Polish National Court Register (KRS)—the government's authoritative registry of all businesses, foundations, and other legal entities.

• Pollinations - Multimodal MCP server for generating images, audio, and text with no authentication required

• Phabricator - Interacting with Phabricator API

• PiAPI - PiAPI MCP server makes user able to generate media content with Midjourney/Flux/Kling/Hunyuan/Udio/Trellis directly from Claude or any other MCP-compatible apps.

• PiloTY - AI pilot for PTY operations that enables agents to control interactive terminals with stateful sessions, SSH connections, and background process management

• Playwright MCP Server - An MCP server using Playwright for browser automation and webscrapping

• Project Manager - Hierarchical task management (ideas → epics → tasks) with CLI dashboard

• Public APIs MCP - Search for free APIs using MCP.

• QuantConnect – Dockerized Python MCP server that lets LLMs like Claude or OpenAI o3 Pro autonomously create projects, backtest strategies, and deploy live-trading workflows via the QuantConnect API.

• QGIS - connects QGIS Desktop to Claude AI through the MCP. This integration enables prompt-assisted project creation, layer loading, code execution, and more.

• Random Number - Provides LLMs with essential random generation abilities, built entirely on Python's standard library.

• Repo Map -🐧 🪟 🍎 - An MCP server (and command-line tool) to provide a dynamic map of chat-related files from the repository with their function prototypes and related files in order of relevance. Based on the "Repo Map" functionality in Aider.chat

• Reloaderoo - A local MCP server for developers that mirrors your in-development MCP server, allowing seamless restarts and tool updates so you can build, test, and iterate on your MCP server within the same AI session without interruption.

• Reminder - MCP server for scheduling and triggering reminders via Slack or Telegram.

• Renamify - Smart, case-aware search & replace for codebases. Provides atomic renaming of symbols, files, and directories with full undo/redo. The MCP server lets AI assistants plan, preview, and apply rename operations safely, handling all naming conventions (snake_case, camelCase, PascalCase, etc.) automatically.

• Rootly-AI-Labs/Rootly-MCP-server - MCP server for the incident management platform Rootly.

• run-sql-connectorx - 通过ConnectorX执行SQL（PostgreSQL、MariaDB、BigQuery、MS SQL Server、RedShift等），并将结果流式传输到CSV/Parquet文件。MCP工具：run_sql。

• Salaah MCP - 基于FastAPI和MCP的服务，提供伊斯兰教祈祷时间及其他实用计算功能。

• Scaffold - Scaffold是一个检索增强生成（RAG）系统，旨在对大型代码库进行结构化理解。它将你的源代码转化为一个动态的知识图谱，从而实现精确且上下文感知的交互，远超简单的文件检索。

• scan-mcp - 针对扫描仪捕获（ADF/双面/页面尺寸）的极简MCP服务器；类型化的工具；基于JSON Schema验证的输入输出；多页文档组装；Node 22 + SANE。

• SchemaCrawler - 连接到任何关系型数据库，能够获取有效的SQL，并回答诸如某个列前缀代表什么之类的问题。

• SchemaFlow - 通过模型上下文协议为AI-IDE提供实时的PostgreSQL和Supabase数据库模式访问。它通过安全的SSE连接提供实时的数据库上下文，包含三个强大的工具：get_schema、analyze_database和check_schema_alignment。SchemaFlow

• ScrapeGraphAI - 基于AI的网页抓取库，使用自然语言创建抓取管道。- ScrapeGraphAI

• Screeny - 首个以隐私为先的macOS MCP服务器，通过窗口截图为AI代理提供视觉上下文。

• Search1API - 将搜索与爬取功能整合于一个API中。

• SearXNG - 用于SearXNG的模型上下文协议服务器。

• Secure Fetch - 安全的资源获取机制，防止访问本地资源。

• Shadcn Registry Manager - Shadcn UI的MCP服务器，支持通过本地或远程注册表实现自动化、远程或容器化的项目管理。

• shadcn-ui-mcp-server - 一款强大而灵活的MCP服务器，旨在提升使用Shadcn UI组件的开发体验，提供组件管理、文档生成和安装等工具。

• Slack - 功能最强大的Slack工作区MCP服务器。该集成同时支持Stdio和SSE传输方式，兼容代理设置，且无需任何权限或由工作区管理员批准的机器人 😏。

• slite-mcp - 用于Slite集成的模型上下文协议服务器。可在Slite工作区中搜索和检索笔记、浏览笔记层级结构，并访问内容。

• Snowflake - Snowflake数据库集成，具备读写能力及洞察力追踪功能。

• Skyvern - MCP服务器，允许Claude或其他AI控制浏览器。

• Sonatype MCP Server - 适用于Sonatype Nexus Repository Manager和Sonatype Repository Firewall的MCP。通过AI辅助的工作流管理DevSecOps实践。

• Sourcerer - 用于语义化代码搜索与导航的MCP，可减少令牌浪费。

• spm-mcp - 用Swift编写的iOS Swift Package Manager服务器。

• **Spotify Player – 通过MCP从Claude/Cursor控制Spotify的播放、队列、音量和播放列表。（Python）

• SQLite - SQLite文件的MCP服务器。支持Datasette兼容的元数据！

• Squad AI – 产品发现与策略平台集成。可通过任何支持MCP的LLM创建、查询和更新机会、解决方案、成果、需求及反馈。

• Storyblok - Storyblok的MCP服务器使你的AI助手能够直接访问和管理Storyblok空间、故事、组件、资产、工作流等。

• Svelte Documentation - 最新Svelte和SvelteKit文档的远程服务器（SSE/可流式传输）。

• Task Orchestrator - 基于AI的任务编排与工作流自动化，配备专门的代理角色、智能任务分解功能，并可无缝集成到Claude Desktop、Cursor IDE、Windsurf和VS Code中。

• Tasks - 高效的任务管理器。旨在减少工具混乱，最大化LLM预算效率，同时提供跨多种文件格式（Markdown、JSON、YAML）的强大搜索、筛选和组织功能。

• Text-To-GraphQL - 文本转GraphQL的MCP服务器，可与Claude Desktop和Cursor集成。

• TeamCity - TeamCity的MCP服务器，可与Claude Desktop和Cursor集成。

• TikTok - TikTok集成，用于获取帖子详情和视频字幕。

• Time - 提供时间与日期相关实用工具的MCP服务器，支持自然语言输入、多种格式以及时区转换功能。

• Tmux - 与你的Tmux会话、窗口和窗格互动，在Tmux窗格中执行命令并获取结果。

• Todoist - Todoist Rest API在MCP服务器上的完整实现。

• Trello - Trello集成，用于操作看板、看板中的列表以及列表中的卡片。

• Trello MCP - Trello Desktop的MCP服务器，使Claude Desktop能够通过自然语言指令与Trello看板、卡片、列表及团队成员互动。

• Terragrunt-Docs - 始终保持最新状态的Terragrunt文档。

• Trino MCP Server - 用Go实现的Trino模型上下文协议（MCP）服务器，使LLM模型能够通过标准化工具查询分布式SQL数据库。

• Unified Diff MCP Server - 使用diff2html实现美观的HTML和PNG差异可视化，专为文件系统edit_file试运行输出设计，采用高性能Bun运行时。

• Unity3d Game Engine - 控制和交互Unity3d游戏引擎的MCP服务器，用于游戏开发。

• User Feedback - 简单的MCP服务器，用于在Cline和Cursor等工具中实现人工参与的工作流。

• User Prompt MCP - Cursor的MCP服务器，允许在生成过程中请求用户输入。

• Vectorize - Vectorize的MCP服务器，用于高级检索、私密深度研究、任何内容转Markdown文件提取以及文本分块。

• Vega-Lite - 使用VegaLite格式和渲染器，根据获取的数据生成可视化图表。

• Vibe Check - 绝对可靠的Vibe Coder精神检查MCP服务器：通过调用“Vibe-check”代理来确保一致性并防止范围蔓延，从而避免级联错误。

• Wassenger - Wassenger的MCP服务器，允许任何AI模型客户端聊天、发送消息并自动化WhatsApp操作（提供免费试用）。

• Weather - 通过AccuWeather API提供精准的天气预报（有免费层级）。

• KnowAir Weather – 实时天气和空气质量，通过Caiyun Weather API获取（气象+AQI，CN和US标准）。

• Webex - 一种模型上下文协议（MCP）服务器，为AI助手提供全面访问Cisco Webex消息功能的能力。

• Web Search MCP - 一台提供本地全网搜索、摘要和页面提取服务的服务器，可用于本地LLM。

• WebSearch-MCP - 自托管的Web搜索API。

• Website Snapshot - 一个利用Playwright提供全面网站快照功能的MCP服务器。该服务器使LLM能够通过结构化的无障碍快照、网络监控和控制台消息收集来捕获和分析网页。

• weibaohui/k8m 提供基于MCP的多集群Kubernetes管理和运维服务，配备管理界面、日志记录以及近50种覆盖常见DevOps和开发场景的内置工具。支持标准资源和CRD资源。

• weibaohui/kom 提供基于MCP的多集群Kubernetes管理和运维服务，可作为SDK集成到你自己的项目中，包含近50种覆盖常见DevOps和开发场景的内置工具。支持标准资源和CRD资源。

• Whois MCP - 对域名、IP、ASN和TLD进行whois查询的MCP服务器。

• Windows CLI - Windows系统上用于安全命令行交互的MCP服务器，允许受控访问PowerShell、CMD和Git Bash shell。

• Windows Control - 使用nut.js对Windows系统操作进行程序化控制，包括鼠标、键盘、窗口管理和屏幕截图。

• Windsor - Windsor的MCP（模型上下文协议）使你的LLM能够在不编写SQL或自定义脚本的情况下，查询、探索和分析集成在Windsor.ai中的全栈业务数据。

• X (Twitter) - Twitter/X的增强型MCP服务器，支持OAuth 2.0、v2 API媒体上传、智能v1.1回退机制以及全面的速率限制。可编程地发布带文字或媒体的推文、搜索和删除推文。

• xcodebuild - 🍎 构建iOS Xcode工作区/项目，并将错误反馈给LLM。

• XcodeBuildMCP -  广受欢迎的MCP服务器，使AI代理能够搭建、构建、运行和测试iOS、macOS、visionOS和watchOS应用或模拟器，以及有线和无线设备。它具有强大的UI自动化功能，如控制模拟器、捕获运行时日志、截取屏幕截图以及查看无障碍层次结构。

• xcsimctl - 🍎 管理Xcode模拟器。

• xctools - 🍎 Xcode的xctrace、xcrun、xcodebuild的MCP服务器。

• YouTube - 获取YouTube字幕。

• Yuga Planner - 结合LLamaIndex和Timefold的AI任务计划工具：根据现有日历分解任务描述并安排时间。

客户端

• MBro - 一个功能强大的交互式终端 MCP Browser 客户端，支持标签补全和自动文档，允许您同时与多个 MCP 服务器协作、管理工具，并利用 AI 助手创建复杂的工作流。
• mcp-cli 是一个用于 MCP 服务器的命令行检查工具。
• mcp-client 是一个用于与 MCP 服务器交互的 REST API 和 CLI 客户端，支持 OpenAI、Claude、Gemini、Ollama 等多种模型。
• MCP-Bridge 🐍 是一个 OpenAI 中间件代理，可在任何现有的 OpenAI 兼容客户端中使用 MCP。
• MCP-Chatbot 是一款简单而强大的 ⭐ 命令行聊天机器人，可将工具服务器与任何 OpenAI 兼容的 LLM API 集成。
• Zed 是由 Atom 的开发者打造的多人协作代码编辑器。
• genkit 是一个智能体和数据转换框架。
• Continue 是 VSCode 的自动补全和聊天工具（功能全面）。
• gpt-computer-assistant 是一个基于 Docker 的 MCP 客户端，集成了 Anthropic、OpenAI 和 Langchain 等模型。
• MCP-Connect 是一个客户端，允许基于云的 AI 服务通过 HTTP/HTTPS 请求访问本地基于 Stdio 的 MCP 服务器。
• codemirror-mcp 是一个 CodeMirror 扩展，实现了模型上下文协议（MCP），用于资源引用和提示命令。
• LibreChat 是一个开源的 AI Web UI，支持包括 OpenAI、Anthropic、Google、Ollama 以及本地模型在内的多种提供商。它还包含对 Agent 的 MCP 支持。
• mcphub.nvim 是一个 Neovim 插件，提供用户界面和 API 来与 MCP 服务器交互。
• Nerve 是一个开源命令行工具，旨在为创建和执行集成 MCP 的基于 LLM 的智能体提供一个简单而强大的平台。
• Shinkai 是一个只需两步即可安装的 AI 管理器（本地和远程），可通过简单的界面在 5 分钟内创建 AI 智能体。这些智能体和工具会以 MCP 服务器的形式暴露出来。
• mcps-playground 是一个用于远程 MCP 服务器的实验平台。

框架

• create-mcp-ts - 使用 TypeScript 快速搭建全新的 MCP 服务器，内置完整功能，还支持自定义模板！
• LiteMCP - 一个优雅的 TypeScript 框架，用于构建 MCP 服务器。
• mcp-framework - 一个快速且优雅的 TypeScript 框架，用于构建 MCP 服务器。
• MCP Plexus：这是一个安全的 多租户 Python MCP 服务器框架，专为通过 OAuth 2.1 轻松与外部服务集成而设计，能够为管理复杂的 AI 应用程序提供可扩展且稳健的解决方案。
• oatpp-mcp - Anthropic 的 Model Context Protocol 在 Oat++ 中的实现。
• centralmind/gateway - 一个命令行工具，可根据您的数据库模式和数据，借助 AI 生成 MCP 工具，并将其托管为 REST、MCP 或 MCP-SSE 服务器。
• ToolHive - 一个轻量级工具，旨在简化 MCP 服务器的部署和管理，通过容器化技术确保易用性、一致性和安全性。

awesome-mcp-servers 快速上手指南

awesome-mcp-servers 是一个精选的 MCP（Model Context Protocol）服务器列表，旨在为 AI 助手提供连接外部数据源、工具和平台的能力。本指南将帮助你快速了解如何查找并使用这些服务器。

环境准备

在开始之前，请确保你的开发环境满足以下要求：

• 操作系统：Linux、macOS 或 Windows (推荐 WSL2)。
• 运行时环境：
  • Node.js: 版本 18 或更高（大多数 MCP 服务器基于 TypeScript）。
  • Python: 版本 3.10 或更高（部分服务器基于 Python）。
• AI 客户端：已安装支持 MCP 协议的 AI 编辑器或客户端（如 Cursor、Claude Desktop、Windsurf 等）。
• 包管理器：npm (或 pnpm/yarn) 和 pip。

提示：国内开发者若遇到 npm 或 pip 下载缓慢，建议配置国内镜像源：

• npm: npm config set registry https://registry.npmmirror.com
• pip: pip config set global.index-url https://pypi.tuna.tsinghua.edu.cn/simple

安装步骤

awesome-mcp-servers 本身是一个资源列表，而非单一的可安装软件包。使用其中的工具通常有两种方式：直接运行官方托管的远程服务器 或 本地克隆部署。

方式一：使用远程服务器（推荐新手）

许多列表中的项目（如 1mcpserver 或部分云服务商提供的 MCP）支持远程调用，无需本地安装代码。只需在 AI 客户端的配置文件中添加对应的 URL 即可。

例如，使用自动发现本地 MCP 的远程服务：

{
  "mcpServers": {
    "auto-discover": {
      "url": "https://mcp.1mcpserver.com/mcp/"
    }
  }
}

方式二：本地安装特定服务器

若需使用列表中的具体功能（如文件系统、Git 操作），需单独安装对应的服务器仓库。

1. 克隆仓库或进入项目目录 以官方参考服务器为例：

   git clone https://github.com/modelcontextprotocol/servers.git
   cd servers/src/filesystem
   

2. 安装依赖 根据项目类型选择命令：

   • TypeScript 项目：

     npm install
     npm run build
     

   • Python 项目：

     pip install -r requirements.txt
     

3. 配置 AI 客户端 在你的 AI 客户端配置文件（通常是 config.json 或设置界面）中注册该服务器。

   示例（配置本地文件系统服务器）：

   {
     "mcpServers": {
       "filesystem": {
         "command": "node",
         "args": ["/absolute/path/to/servers/src/filesystem/build/index.js"],
         "env": {
           "ALLOWED_PATHS": "/Users/yourname/projects"
         }
       }
     }
   }
   

   注意：请将 /absolute/path/to/... 替换为你本地的实际绝对路径，并根据安全需求配置 ALLOWED_PATHS。

基本使用

配置完成后，重启你的 AI 客户端即可开始使用。

使用示例

假设你已配置了 Filesystem 和 Fetch 服务器，你可以在对话框中直接使用自然语言指令：

• 文件操作：

  "读取当前目录下 package.json 的内容，并列出 src 文件夹中的所有文件。"

• 网络获取：

  "抓取 https://example.com 的首页内容，并总结其主要观点。"

• 组合任务：

  "从 GitHub 获取我最近一个仓库的 README 内容，保存为本地的 readme_backup.md 文件。"

探索更多服务器

访问 awesome-mcp-servers 列表 或 MCP Servers 官网 查找更多专用服务器（如数据库连接、云服务管理、金融数据查询等），并按照各项目的 README 指示进行单独配置。