发现优秀的 MCP 服务器

mcp-server-unifi

MCP server for managing UniFi Network Controllers, providing tools to read and modify network configurations, clients, devices, events, diagnostics, and backups via API key.

After Effects MCP Server

Enables AI assistants and applications to control Adobe After Effects through the Model Context Protocol for composition, layer management, and animation.

ReasonForge

Provides a suite of deterministic math tools powered by SymPy to handle algebra, calculus, linear algebra, and statistics via the Model Context Protocol. It enables smaller language models to delegate complex computations to a verified symbolic backend for accurate and reliable results.

mcp-pymilvus-code-generator

一个基于 SSE 的 MCP 支持的 pimilvus 代码生成助手

MCP File Explorer

A beginner MCP server that enables Claude to read local text, CSV, and Markdown files. Built as a learning project to understand how to connect AI to local file systems using the MCP protocol.

Web-LLM MCP Server

A server that enables browser-based local LLM inference using Playwright to automate interactions with @mlc-ai/web-llm, supporting text generation, chat sessions, model switching, and status monitoring.

MCP Orquestacion de Agentes

MCP server that exposes tools to query an e-commerce database (customers, sales, products) using natural language, orchestrated by a LangChain agent with Groq's LLM.

accessibility-mcp-server

Enables AI agents to perform comprehensive web accessibility checks (WCAG 2.1/2.2) including color contrast analysis, ARIA validation, and full accessibility report generation without requiring any API key.

mistral-simple-mcp

Enables agents to delegate single-shot text completion and schema-validated structured data extraction to Mistral AI models over Streamable HTTP or stdio.

chrome-devtools-mcp

Enables coding agents to control and inspect a live Chrome browser via MCP, providing Chrome DevTools capabilities for automation, debugging, and performance analysis.

MCP OAuth2.1 with AWS Cognito Example

Demonstrates how to secure an MCP server with OAuth 2.1 using AWS Cognito, with support for dynamic client registration and client ID metadata documents.

Semantic Scholar API MCP server

语义学者的MCP服务器，用于搜索论文。

dnsdoctor

An MCP server that checks SPF, DKIM, DMARC, and MX records for a domain, returning a health verdict and specific DNS fixes to improve email deliverability.

some-vault-some-mcp

MCP server that gives AI models read/write access to Obsidian vaults with semantic search, link graph analysis, canvas manipulation, and incremental indexing.

microfarm-mcp

Enables AI assistants to assess any parcel for micro-farm viability (climate, water, farmland context, access, flood risk) and dwelling feasibility, and to find real land for sale from free, keyless public data sources.

vergabe-mcp

An MCP server for the German federal public-tender portal that enables searching live tenders with filters and retrieving notices in domain model, eForms XML, or OCDS format.

NASA ADS MCP Server

Provides seamless access to the NASA Astrophysics Data System (ADS) for searching astronomical papers, tracking citations and metrics, managing paper libraries, and exporting BibTeX references through natural language conversation.

nova3d-mcp

Enables AI agents to generate structured, part-aware 3D assets with named parts and real joints, allowing separate editing and integration into game engines, simulations, and AR scenes.

daft-adverts-mcp

MCP server for Irish classifieds, providing tools to search Daft.ie property listings and Adverts.ie marketplace ads, retrieve details, and optionally manage authenticated accounts. Supports both stdio and HTTP transports.

Playwright MCP Server

Enables browser automation and web interaction through structured accessibility snapshots using Playwright. Supports clicking, typing, navigation, form filling, and other web actions without requiring screenshots or vision models.

Weather Query MCP Server

一个 MCP 服务器实现，允许用户获取并显示指定城市的天气信息，包括温度、湿度、风速和天气描述。

MySQL MCP Server

Enables comprehensive MySQL database management including CRUD operations, schema queries, and natural language to SQL conversion support through complete database structure analysis.

Otelify MCP Server

Guides users through instrumenting applications with OpenTelemetry and streaming telemetry data (logs, metrics, traces) to Edge Delta.

StockSpark MCP Server

Provides AI agents with 36 specialized tools for complete vehicle dealership management through the StockSpark/Carspark API, including inventory management, vehicle listings, image handling, pricing optimization, and multi-portal publishing.

AiderMCP

Enables AI-powered code editing and development tasks through natural language conversations with Claude, using Aider's capabilities for improving code, adding features, fixing bugs, refactoring, and checking status.

GitLab MCP Server

Connects AI assistants to GitLab projects, enabling natural language queries for merge requests, code reviews, pipeline status, test reports, and discussion management.

memoire

Design system MCP server. 20 tools: extract design tokens from any URL, pull from Figma or Penpot, generate React + shadcn/ui components from specs, run WCAG audits, sync tokens bidirectionally.

BindAliasPlus MCP

MCP bridge for the BindAliasPlus Minecraft mod that lets AI agents control Minecraft by querying game state, taking screenshots, executing aliases, and editing the mod config.

html-idea-mcp

Enables saving structured development ideas as HTML files from Claude Code CLI or claude.ai, capturing titles, summaries, features, tech stacks, phases, and other planning details using provided tools.