发现优秀的 MCP 服务器

pop-pay

Project Point One Percent - Agent Pay \[pop-pay] is a payment guardrail and one-time flow protocol specifically designed for Agentic AI (e.g., Claude Code, OpenClaw). It enables agents to handle financial transactions safely without risking unlimited exposure of human-controlled credit cards.

Strapi MCP Server

A Strapi v5 backend that exposes MCP endpoints for Google Search Console and Meta Ads, enabling AI agents to automate SEO and marketing workflows.

Terminal Command MCP Server

Enables Claude Desktop to execute terminal commands in a controlled workspace via the Model Context Protocol.

Memory MCP Server

SQLite-backed memory storage for MCP agents with optional semantic search via OpenAI embeddings, enabling agents to remember, recall, and manage contextual information across sessions.

AI Bounty Board MCP Server

Connects Claude and other MCP-compatible AI assistants to the AI Bounty Board, enabling natural language discovery, claiming, and submission of bounties.

Yelp Fusion MCP Server

Provides access to Yelp's business database for searching local businesses, retrieving detailed ratings and reviews, and performing market research through business counts. It enables users to look up businesses by location, category, or phone number using the Yelp Fusion API.

Adaptive Reasoning Server

An advanced MCP server that gives AI assistants persistent memory with machine-learning-powered semantic understanding, enabling branching memory, semantic search, and project analysis.

filemanager-mcp-server

A file management MCP server enabling complete file and directory operations, including advanced editing, templates, and batch processing through natural language.

local-coder

Enables Codex to delegate coding tasks to a locally hosted Qwen model through an MCP tool, which can read, write, patch, test, and inspect git diffs inside an allowed workspace.

BigQuery MCP server

A Model Context Protocol server that provides access to BigQuery. This server enables LLMs to inspect database schemas and execute queries.

MCP-Soccerdata

一个开源的 MCP 服务器，它连接到 SoccerDataAPI，并通过自然语言交互提供最新的足球比赛信息。

Reachy Mini MCP

Enables AI systems to control the Reachy Mini robot—speak, listen, see, and express emotions through physical movement. Compatible with Claude, GPT, Grok, and other MCP-compatible AIs.

mcp-press-release

Transforms announcements into professional press releases with headline, body, boilerplate, and media contact sections.

Confluence-Based Code Review MCP Server

An MCP server that performs code reviews by comparing local source code against design documents stored in Confluence. It integrates with Atlassian MCP servers to analyze documentation and provide suggestions for quality improvement based on design specifications.

selenium-mcp

Provides browser automation using Selenium, supporting Chrome and Firefox, with tools for navigation, element interaction, screenshots, and more.

Planka MCP Server

Enables AI assistants to interact with Planka, a real-time Kanban board application, for managing projects, boards, lists, cards, and more.

MCP OpenAPI Discovery

Discovers, inspects, and executes requests against OpenAPI or Swagger APIs directly from documentation URLs or specification files. It enables users to trace parameter usage across an API and perform authenticated HTTP requests through a structured toolset.

GitHub Stars MCP Server

A high-performance server for analyzing GitHub user starred repositories, providing insights into development trends, technology adoption patterns, and timeline tracking.

zendesk-help-center-anon-mcp-server

MCP server to retrieve information from Zendesk Help Center using anonymous authentication. Provides tools to list categories, sections, articles, and search articles.

Canvas Agent

MCP server that connects AI assistants to Instructure Canvas LMS, enabling teachers and administrators to manage courses, assignments, grades, and more through natural language.

mermaid-mender

Validates and self-heals broken Mermaid diagrams, providing a stdio JSON-RPC server with validate and repair tools for AI agents.

mapbox-docs

Provides AI assistants with instant access to Mapbox documentation and reference materials through tools and resources, with no Mapbox access token required.

163 Mail MCP

Privacy-first local MCP server for personal @163.com mailboxes, connecting via IMAP/SMTP with read-only search and write operations guarded by confirmation tokens.

Timezone By Location MCP Server

Provides access to the Timezone By Location API to retrieve timezone information based on geographic location data.

LUNA

ESP32-based Streamable HTTP MCP server with embedded Lua scripting engine. Bridges Claude AI to physical devices — telescopes (INDI protocol), sensors, BLE peripherals, and TCP devices. Flash-and-run binary distribution, no build required.

html-mcp-web

Review AI-generated HTML slides or reports in the browser, anchor comments to specific passages, and have the agent fix them via MCP, with tools for inspection, commenting, layout checking, and export to PDF/PPTX.

utauMCP

Controls OpenUtau (vocal synthesis software) from Claude Desktop, enabling project creation, editing, and live note manipulation via a bridge plugin.

mcp-server-code-extractor

Enables precise code extraction from 30+ languages using tree-sitter parsing, allowing AI assistants to retrieve functions, classes, and code snippets with accurate line numbers.

Spring AI MCP Server Example

一个用于娱乐和实验的 Spring AI MCP 服务器示例项目。🚀 它使用带有虚拟 Person 数据的内存数据存储实现基本的 CRUD 操作。🤖

Google Keep MCP

A Model Context Protocol server that connects Google Keep to Claude, enabling full note management capabilities including search, CRUD, checklists, labels, and more.