发现优秀的 MCP 服务器

MCP Stateless Server Template

A production-ready stateless MCP server template implementing the 2026-07-28 specification, enabling horizontal scaling and easy migration from session-based servers.

La Growth Machine — B2B Outreach & Pipeline Analytics

Analyze LinkedIn & email outreach campaigns, track pipeline performance, and review lead conversations for RevOps, Sales Managers, and SDR teams.

mailpal-mcp-server

Free email server for AI agents with hardware attestation, enabling agents to send, receive, and manage emails via MCP tools.

LinkedIn Profile Data Mining

Enables comprehensive LinkedIn profile search, data extraction, and contact enrichment using Google Search, Apollo.io, and AI-powered analysis. Includes automated data mining workflows with database storage and CSV export capabilities.

Jina MCP Server

Provides web content extraction, search, embedding, and reranking tools via Jina AI APIs, enabling URL-to-markdown, web search, image search, and document relevance sorting.

mcp-planner

MCP server for Microsoft Planner via the Microsoft Graph API, enabling users to find groups and plans, manage buckets and tasks (create, update, assign, complete, delete) with automatic ETag handling.

MCP Server for Cirro Data

This server enables multi-agent conversations for interacting with Cirro's biological data platform through its OpenAPI interface, auto-generated using AG2's MCP builder.

Graph Uniswap MCP

Provides a unified MCP interface over Uniswap V2, V3, and V4 across multiple chains via The Graph, enabling agents to query token prices, top pools, pairs, and recent swaps with clean JSON output.

apexapi-mcp

Enables calling 120+ AI models and reading live web pages (scrape, crawl, structured extract) from any MCP client using one API key.

MCPserver

AI 聊天的 MCP 服务器

IntelliSchedule Personal MCP Server

Enables scheduling and calendar management through Google Calendar and Cal.com, with support for reminders, notes, and email notifications.

Kaskad Protocol MCP Server

First-party MCP server for Kaskad Protocol — a DeFi lending protocol on Igra L2 (Kaspa). Enables AI agents to autonomously supply, borrow, repay, withdraw, and stake. Includes 16 tools covering live market reads, governance params, health factor monitoring, emission state, and full write access to on-chain lending operations. Compatible with Claude, OpenClaw, and any MCP-compatible client.

Parsley MCP Server

Enables AI assistants to access buyer intent signals, MEDDIC qualification data, and lead intelligence from Parsley accounts for lead qualification and follow-up.

gitlab-mr-mcp-server

Here are a few ways to interpret "MCP server to work with GitLab MR" and their corresponding Chinese translations, along with some context: **1. Referring to a server that performs Merge Checks/Pre-Merge Checks for GitLab Merge Requests:** * **Chinese Translation:** 用于 GitLab 合并请求的合并检查/预合并检查服务器 (Yòng yú GitLab hébìng qǐngqiú de hébìng jiǎnchá/yù hébìng jiǎnchá fúwùqì) * **Explanation:** This is the most likely interpretation. It refers to a server that runs automated checks (like code style, security scans, tests) on a Merge Request *before* it's merged into the main branch. This helps ensure code quality and prevents broken code from being integrated. **2. Referring to a server that integrates with GitLab Merge Requests for a specific purpose (e.g., deployment, testing):** * **Chinese Translation (General):** 与 GitLab 合并请求集成的服务器 (Yǔ GitLab hébìng qǐngqiú jíchéng de fúwùqì) * **Chinese Translation (Specific - e.g., Deployment):** 与 GitLab 合并请求集成的部署服务器 (Yǔ GitLab hébìng qǐngqiú jíchéng de bùshǔ fúwùqì) * **Explanation:** This is a more general interpretation. It means the server interacts with GitLab MRs in some way. The specific purpose needs to be clarified. Examples include: * **Deployment Server:** Automatically deploys code when a MR is merged. * **Testing Server:** Runs integration tests on the code in the MR. **3. If "MCP" is a specific acronym or tool:** * **Chinese Translation:** 用于 GitLab 合并请求的 MCP 服务器 (Yòng yú GitLab hébìng qǐngqiú de MCP fúwùqì) * **Explanation:** If "MCP" is a specific tool or system, then simply transliterate it and add "服务器" (server). You'll need to provide more context about what "MCP" is. **Which translation is best depends on the context. To give you the most accurate translation, please provide more information about what you mean by "MCP server." For example:** * What does "MCP" stand for? * What is the purpose of this server? * What kind of checks or actions should it perform on GitLab MRs? Once you provide more details, I can give you a more precise and helpful translation.

Zipic MCP Server

一个模型上下文协议服务器，通过 Zipic 应用提供图像压缩和优化功能。

Create MCP

A CLI tool that sets up a Model Control Protocol server and deploys it to Cloudflare Workers, allowing you to quickly create custom tools for your Cursor Agent just by writing TypeScript functions.

MCP Server Template

A starter template for creating Model Context Protocol servers that integrate with Claude Desktop and other MCP-compatible clients. Provides a configurable tool system, Docker support, and TypeScript-ready structure for building custom MCP servers.

MCPHub

A unified gateway and dashboard that aggregates multiple MCP servers into a single endpoint for streamlined management by AI clients. It features a centralized YAML configuration, a web-based monitoring dashboard, and hot-reload support for managing filesystem, GitHub, and database tools.

MCP Gatekeeper

Enables policy-enforced access to dangerous tools like file read/write/delete and shell execution, with approval workflows, risk classification, and audit logging.

Data Commons MCP Server

Enables AI agents to query and retrieve public statistical data from Data Commons through search and observation tools. Provides access to demographic, economic, and other statistical indicators for analysis and research.

ru-marketplace-mcp

MCP server that reads product data from Russian and Chinese marketplaces (Wildberries, Ozon, Yandex Market, Avito, etc.) — prices, availability, ratings, reviews, and seller details — with price comparison across sources. Requires no API keys; some sources use your Chrome session for anti-bot access.

Awesome MCP Servers

镜子 (jìng zi)

MCP OpenVision

A Model Context Protocol server that enables AI assistants to analyze images using OpenRouter vision models through a simple interface.

Healthcare MCP Server

Enables an AI agent to query a patient-records SQLite database with tools for schema inspection, safe SQL queries, patient risk assessment, and readmission risk analysis.

Publora MCP Server

Official MCP server for Publora that enables AI assistants to schedule posts, manage accounts, and retrieve analytics across multiple social media platforms through natural language.

Groq MCP Server

Enables lightning-fast inference using Groq models through MCP clients, supporting vision, speech, batch processing, and agentic tasks.

MCP Dust Server

一个模型上下文协议服务器，它支持与 Dust AI 代理交互，从而可以与 Windsurf IDE 和 Claude Desktop 等开发环境集成。

MCP Toolkit

A collection of production-ready MCP servers for PostgreSQL, SQLite, Redis, File System, and GitHub API, enabling database operations, file management, and GitHub interactions through natural language.

autowiki-mcp

Automatically generates comprehensive wiki documentation from any codebase, including Mermaid diagrams, source code citations, and automated quality checks.

SentiSift MCP

Comment moderation, multilingual sentiment analysis, and Influence (constructive comment generation) for any article. Wraps the SentiSift API.