发现优秀的 MCP 服务器

QC Database MCP Server

Enables AI assistants to perform QC Database tasks such as uploading records, managing project turnover packages, and signing off on inspections via natural language.

MCP Server for Milvus

一个实现了模型上下文协议的集成服务器，它使LLM应用程序能够与Milvus向量数据库功能进行交互，从而可以通过自然语言进行向量搜索、集合管理和数据操作。

Model Context Protocol (MCP) Implementation in Go

Golang MCP 服务器 (Golang MCP fúwùqì) This is a direct translation. "MCP" is often left untranslated as it's an acronym. However, if you need to explain what MCP stands for, you would add that explanation. For example: Golang MCP 服务器 (Golang MCP, 即 Model Configuration Protocol, 模型配置协议服务器) - Golang MCP Server (Golang MCP, which stands for Model Configuration Protocol, Model Configuration Protocol Server) The best translation depends on the context. If the audience is familiar with the acronym, the first option is sufficient. If not, the second option is better.

app.steep/mcp

Connects AI agents to Steep workspace for querying metrics, targets, entities, and team data via natural language. All tools are read-only and the server is remote.

VyMCP

MCP server for VyOS routers via VyManager, enabling AI agents to read and manage router configurations with RBAC, audit, and commit-confirm safety.

Bitbucket MCP Server

Enables management of Bitbucket Cloud pull requests through natural language, including creating, reviewing, approving, and commenting on PRs with automatic default reviewer support.

Spotify Model Context Protocol

Enables creating Spotify playlists based on text descriptions by connecting Cursor editor to Spotify's API through OAuth authentication.

Last.fm MCP Server

Enables interaction with Last.fm music data including searching for artists, albums, and tracks, accessing user listening history, and managing music preferences. Supports both read-only operations and authenticated write operations like scrobbling and loving tracks.

Global Papers MCP

Unified academic paper search MCP server integrating OpenAlex, Semantic Scholar, CrossRef, and arXiv APIs, enabling Claude to search and analyze over 500 million scholarly papers.

skypilot-mcp

MCP server for SkyPilot that lets LLMs manage cloud clusters, jobs, and storage through the Model Context Protocol.

PDF Figures MCP Server

Extracts figures and tables from PDF documents via a FastAPI service, wrapping PDFFigures 2.0. Enables AI agents to programmatically retrieve structured figure and table data from scholarly PDFs.

gdb_mcp

An MCP server that enables AI assistants to control GDB debugging sessions, including breakpoint management, thread analysis, and variable inspection, using the GDB/MI protocol.

xiaozhi-mcp

A versatile MCP server framework that enables AI capabilities like remote control, calculations, and email operations via multiple transport types. It supports stdio, SSE, and HTTP protocols for seamless integration between language models and external systems.

Google Search Console MCP Server

Provides AI agents with read-only access to Google Search Console data, including search analytics, index coverage, and sitemap status. It enables users to query clicks, impressions, and ranking performance or check URL indexing status through natural language.

mem0-open-mcp

Open-source MCP server for mem0 that enables memory storage and retrieval using local LLMs, self-hosted, and Docker-free.

File System MCP Server

An MCP server that exposes filesystem operations — listing directories, reading, writing, and searching files — as tools an LLM can discover and invoke at runtime.

SQLite Database MCP Server

Enables AI agents to connect to and query an SQLite database through the Model Context Protocol, allowing natural language interaction with database tables and data.

dependency-migration-mcp

Provides structured migration briefs for LLM coding agents covering breaking changes, codemod coverage, and hallucination warnings for major version bumps of packages like tailwindcss, next, and react.

boj-server

Unified capability catalogue with formally verified cartridges, distributed community hosting, and the Teranga menu system for single gateway access to a vast rabbfe of MCP, LSP, NeSy and related servers.!

YouTube MCP Server

这个服务器允许人工智能语言模型通过标准化的界面与 YouTube 内容进行交互，提供诸如视频和频道信息检索、字幕管理和播放列表操作等功能。

jira-mcp

MCP server for fetching Jira issue data via the Jira API.

data-detective

An MCP server that gives AI assistants the ability to connect to, query, profile, and monitor data sources — turning any LLM into an interactive data engineering copilot.

PAL MCP Server

A Provider Abstraction Layer that orchestrates multiple AI models (GPT-5, Gemini, O3, local models) within a single conversation, enabling multi-model code reviews, debugging, planning, and CLI-to-CLI bridging with full context preservation.

MCP Enterprise Demo - Gestion Commerciale

Enables AI assistants to interact with a commercial management system through controlled capabilities for querying orders, analyzing invoices, summarizing customer activity, and creating orders, with role-based access control and audit trails.

mcp-ga4

Enables natural language querying of Google Analytics 4, including reports, realtime data, custom dimensions, and property management.

backlog-mcp

Syncs Backlog issues to local markdown files for management within MCP-compatible editors like Cursor or Claude Desktop.

Prompt Optimizer MCP Server

An AI server that provides intelligent prompt optimization capabilities, enhancing prompts for clarity, specificity, structure, and other attributes to improve AI interactions.

ArXiv MCP Server

ArXiv MCP 服务器通过提供一个连接 arXiv 庞大研究资料库的复杂接口，弥合了人工智能模型与学术研究之间的差距。该服务器使人工智能助手能够执行精确的论文搜索并访问完整的论文内容，从而增强了它们与科学文献互动能力。

Olympus Bets Analytics MCP Server

Public read-only MCP server exposing today's free sports-betting projections, track record, methodology, engine versions, and per-game model reads from the Olympus Bets Analytics platform.