发现优秀的 MCP 服务器

Mem·Sum

Mem·Sum is a shared memory workspace for small groups accessible via AI assistants, enabling agents to read, draft, and publish atomic updates to a shared workspace with version control and security.

MCP JinaAI Search Server

实现了与 Jina.ai 的搜索 API 的高效网页搜索集成，提供经过 LLM 优化的清晰内容检索，并支持各种内容类型和可配置的缓存。

GitLab MCP Server

Enables AI assistants to interact with GitLab projects through natural language, allowing users to query merge requests, view code reviews, check test results and pipelines, and respond to discussions directly from chat.

app.wishpool/nepal-payments-mcp

Lets AI agents accept payments in Nepal via Khalti checkout, enabling payment link creation and status queries.

lupa-mcp

Enables AI agents to search a Mac's documents by content using a local index, returning ranked paths and matching snippets. It supports formats like PDF, DOCX, HWP, and OCR'd scans, with Korean-aware search, while keeping everything offline and without requiring filesystem access.

ariadne mcp-server

ariadne is an MCP (Model Context Protocol) server that provides AI agents with the ability to identify affected tests.(including Android, Backend-Kotlin and more)

MCP Files

Provides a secure, constrained filesystem workspace for LLM agents to manage files, notes, and code artifacts via stdio or remote HTTP. It features granular access controls, including extension whitelisting, storage quotas, and immutable paths for safe automated file operations.

MySkillDB Job Categories MCP

Enables AI assistants to manage job categories in a college org through the MySkillDB API, with tools for listing, fetching, upserting, batch pushing, and deletion. Supports both HTTP and stdio modes with OAuth login.

beam-analysis

A lightweight MCP server for linear-static structural analysis of bridges and building frames, providing tools to build 3D beam/truss models, analyze with built-in or CalculiX solvers, and export to FreeCAD.

my-local-mcp

A local MCP server that turns AI clients into power users of local git repositories, enabling clone, browse, search, and inspect code without burning API tokens.

small-app-dev-mcp

An MCP server for small-scale iOS app development, providing safe Git/GitHub operations like release preparation, hotfixes, and PR creation with dry-run support.

Cursor Auto-Review MCP Server

An MCP server that automates code reviews through linting, testing, and git diff analysis. It also generates conventional commit messages and detailed pull request descriptions based on file changes and code patterns.

glm-vision-mcp

An MCP server that leverages Zhipu's free GLM-4.6V-Flash vision model to enable image, video, and file understanding (OCR, table parsing, defect detection, document Q&A, and more) across MCP-compatible clients like Codex and Claude Desktop.

ucp-mcp-server

Lets AI assistants shop at UCP-enabled merchants through tools for discovery, checkout, discounts, fulfillment, and payment.

Ougha.MCP.YouTrack

Integrates with JetBrains YouTrack to enable issue tracking, project management, and user administration through natural language commands.

Axiom

一个为 Axiom 实现的模型上下文协议服务器，它允许 AI 代理使用 Axiom 处理语言 (APL) 查询你的数据。

ServiceNow MCP Server

Enables interaction with ServiceNow ITSM through browser-based SSO authentication, providing 80+ tools for incidents, changes, catalog, CMDB, and more via natural language.

agent-memory-mcp

A benchmarking MCP server that stores facts as both vector RAG and a knowledge graph, enabling head-to-head comparison of memory retrieval methods.

WordPress MCP Server

Enables AI to manage WordPress sites with 190+ tools for complete control over content, themes, plugins, files, and more.

Link Scan MCP Server

Automatically scans and summarizes video links (YouTube, Instagram Reels) and text links (blogs, articles) using AI-powered transcription and summarization. Provides concise 3-sentence summaries without requiring API keys.

Unreal Engine MCP

An MCP server that lets an AI agent drive Unreal Engine 5: create projects, import assets, build levels and Blueprints, configure replication, compile C++, run Play In Editor and package the game.

grain-seo-mcp

An SEO analysis MCP server integrating Google Search Console, Bing Webmaster Tools, and GA4 with custom grain analysis tools for content decay, traffic drops, CTR benchmarking, and actionable recommendations.

academy-pages-mcp

Enables creating, updating, and publishing concept pages on SharePoint Academy via Microsoft Graph API, with tools for page management and menu configuration.

Pixel Forge MCP

Enables creating and editing pixel art through an MCP interface, with a live browser editor and WebSocket bridge for real-time updates.

Nucleus MCP

Nucleus MCP provides a local, unified memory layer that synchronizes context and decisions across different AI tools like Cursor, Claude Desktop, and Windsurf. It enables cross-platform state management and persistent knowledge storage using a shared local brain.

mcp-tarot-draw

An MCP server that draws tarot cards from the 78-card deck and interprets them for your situation, using StupidAPIs with an X-API-Key required.

Prospeo MCP Server

Enables AI tools to search and enrich B2B leads, including finding professional emails, company profiles, and filtering people and companies by various criteria.

Ebay MCP Server

Enables searching eBay for auctions by providing a query and number of results, returning auction listings from eBay's Browse REST API.

crossref-local

A local CrossRef database MCP server enabling full-text search across 167M+ scholarly works, citation analysis, and impact factor retrieval without rate limits or internet dependency.