发现优秀的 MCP 服务器

airports

Wraps the AirportGap API to provide airport data without authentication, enabling natural language queries about airports.

mcp-reddit-publisher

MCP server for publishing to Reddit with safety features like dry-run, allowlist, and rule checking.

pydoll-mcp

Enables browser automation with zero-webdriver, supporting tab management, element finding, navigation, and intelligent search via MCP, with captcha bypass and Windows compatibility.

Weather MCP Server

An MCP server providing worldwide weather via the free Open-Meteo APIs (no API key needed). Runs fully self-contained in Docker as a streamable-HTTP MCP service.

zotero-mcp

MCP server that connects to a local Zotero library, enabling search, citation generation with CSL styles, and automatic bibliography updates in Markdown documents.

StitchAPI Docs

MCP server for the StitchAPI docs: search_docs (hybrid BM25+vector) + get_doc. Local/offline npm package (@stitchapi/docs-mcp, docs bundled, no per-query network) and a hosted Streamable-HTTP server (stitchapi.dev/api/mcp).

mcp-graphql-schema

一个 MCP 服务器，它向像 Claude 这样的 LLM 暴露 GraphQL schema 信息。这个服务器允许 LLM 通过一套专门的工具来探索和理解大型 GraphQL schema，而无需将整个 schema 加载到上下文中。 (Alternative translation, emphasizing the functionality:) 一个 MCP 服务器，其作用是将 GraphQL schema 信息提供给像 Claude 这样的 LLM。 该服务器提供了一系列专用工具，使 LLM 能够探索和理解大型 GraphQL schema，而无需将整个 schema 加载到其上下文环境中。

Workspace Code Search MCP Server

一个基于 Python 的本地索引服务器，它使用 ChromaDB 为代码库创建语义搜索功能，从而允许 Cursor IDE 对您的代码执行向量搜索，而无需将数据发送到外部服务。

pathpilot-mcp-server

A starter template for building calculator-focused MCP servers using NitroStack, including tools, resources, and prompts.

Codex Android MCP

Enables Codex to inspect, test, and control Android emulators through adb with strict typed tools, returning screenshots as native MCP images and keeping physical devices and Gradle execution behind explicit opt-in policies.

devir

A command-line interface and MCP server for managing and monitoring multiple development services through a unified terminal UI. It enables users to interact with service logs, filter messages, and control development environments directly via Model Context Protocol integration.

BananaBanana MCP Server

Generates images, videos, and speech via Google Nano Banana, Veo, Omni, and Gemini TTS models with pay-as-you-go crypto payments, no subscription required.

HubSpot MCP

Provides comprehensive access to HubSpot CRM data and operations, enabling management of contacts, companies, deals, engagements, and associations through a standardized interface with type-safe validation.

AI Agent MCP Server

Enables ChatGPT agents to store and retrieve reports in MongoDB Atlas, acting as a bridge between ChatGPT scheduled agents and a persistent database.

divination-chart-mcp

An MCP server for generating Chinese divination charts (Six-line and Bazi) based on user input.

Quorum Git Agent

Analyze GitHub repositories with health scores, issue triage, and action items through MCP tools.

Supabase MCP Server

Provides secure access to Supabase databases via PostgREST API and management tools for projects, schemas, branches, logs, and code generation.

FieldCure MCP RAG Server

A Model Context Protocol server for indexing and searching local document collections with hybrid BM25+vector search, optimized for Korean and English, supporting DOCX, PDF, audio, and more.

A-Eyes

MCP server enabling Claude Code to capture screenshots of Windows applications through WSL2, allowing AI to diagnose UI errors and verify layouts.

GSI Vector Tile MCP App

Enables interactive GSI map viewing with layer switching, location search, and tile info retrieval within chat.

Exa MCP Server 🔍

镜子 (jìng zi)

Semantic Scholar MCP Server

Provides direct access to 200M+ academic papers from Semantic Scholar, enabling paper search with advanced filters, author discovery, citation analysis, and AI-powered paper recommendations through natural language.

mcp-data-aixmarseille

Enables searching and querying datasets from Aix-Marseille-Provence Open Data portal. Supports filtering, aggregation, and pagination via ODSQL.

productHuntAnalyst

Enables AI agents to fetch and analyze Product Hunt trending products over 1-4 week periods, generating trend reports, top product lists, and category insights via MCP tools.

mcp-kultur

Cultural Intelligence Infrastructure for AI Agents. Analyze cultural context, check sensitivity, localize content across 200+ markets with 15 tones and 8 specialized tools.

mcp-local-llm

An MCP server that allows Claude Code to offload mechanical tasks such as summarization, classification, and drafting to a local LLM, reducing API costs while keeping Claude in control of complex reasoning and quality review.

antigravity-mcp-server

Let two AI agents build your app at the same time without stepping on each other by providing shared file locks, task delegation, and inter-agent communication.

mcp-yandex360

An MCP server for Yandex 360 that provides 28 tools for Disk, Telemost, and Messenger, plus an escape hatch for undocumented endpoints.

korean-keyword-mcp

Enables Korean keyword niche analysis using Naver SearchAd API data for CPC, competition, and search volume, with tools for expansion, scoring, and trend discovery.