发现优秀的 MCP 服务器

gopass-mcp

Enables AI agents to securely access and manage passwords from a gopass store via four tools: list, retrieve, search, and generate passwords.

MCP Filesystem Server

Provides LLM-optimized tools for advanced code analysis, repository complexity evaluation, and call graph generation. It enables users to visualize directory structures, detect code patterns, and build semantic context with significant token savings.

neonize-whatsapp-gateway

A WhatsApp capture and messaging layer that provides MCP tools for LLM agents to read messages, list chats, manage contacts, and send replies.

mcp-chromium-cdp

MCP server for controlling Chromium/Chrome via Chrome DevTools Protocol. Supports cross-platform automation, auto-launch, and automatic reconnection.

Vulnary-MCP

MCP server for querying CVE and package vulnerability data from NVD and OSV.dev, allowing CVE lookups and dependency scanning.

NoteAgent

An MCP server that connects AI coding agents with Apple Notes for developer workflows like capturing debug sessions, logging commits, and saving code snippets.

Javelin Guardrails MCP Server

Provides AI security guardrails through Javelin's platform to detect harmful content, prompt injection attempts, and language policies. Enables comprehensive content safety analysis with trust & safety detection, prompt injection protection, and language identification.

openalgo-mcp

MCP server for OpenAlgo, enabling algorithmic trading operations via natural language commands.

businys

Multi-practice operations platform for independent professionals — 221 MCP tools across 26 practices including clients, invoices, contracts, bookings, and more.

Media_MCP

A modular MCP-style server for image and video processing, offering commands for tasks like background removal, resizing, compression, OCR, video trimming, GIF creation, and subtitle extraction via simple CLI tools.

mcp-server-muscxml

用于 MusicXML 参考的 MCP 服务器。

Google Sheets MCP Server

Enables comprehensive interaction with Google Sheets and Google Drive through OAuth2 authentication. Supports spreadsheet creation, data manipulation, formatting, chart creation, and advanced operations like SQL queries and batch updates.

Elasticsearch Memory MCP

Provides persistent, intelligent memory using Elasticsearch with hierarchical categorization and semantic search for LLM contexts.

Babashka MCP Server

镜子 (jìng zi)

Agent MCP Gateway

Provides per-Subagent MCP controls to any coding agent or client across all your MCPs and prevents context window waste. Loads only 3 tools instead of all your MCP Server's tool definitions. Agents discover tools on-demand, only when needed and only the servers and tools they are allowed.

mcp-oss-onramp

An MCP server that scouts truly beginner-friendly open-source issues from GitHub, checking availability and summarizing them for AI consumption.

nuxt-cursor / vite-plugin-mcp

MCP 服务器帮助模型更好地理解你的 Vite/Nuxt 应用。

ZeroTrusted ai PII Detection

ZeroTrusted ai PII Detection

Azure DevOps MCP Server

Enables AI assistants to interact with Azure DevOps to manage work items, Git repositories, branches, commits, and projects through natural language commands.

mem0-mcp-toggle

A local Mem0 MCP server for macOS with a menu bar toggle, storing memories locally in Chroma and using any OpenAI-compatible LLM for fact extraction.

Agentweaver MCP Server

Exposes Agentweaver runs and outcomes as MCP tools for Claude Desktop and compatible clients.

jenkins-mcp

Provides AI assistants with full access to Jenkins CI/CD systems, enabling querying, managing, and controlling Jenkins jobs, builds, nodes, and queues through natural language.

abstractapi-mcp-server

abstractapi-mcp-server

Mcp-Swagger-Server

A Model Context Protocol (MCP) server that converts OpenAPI/Swagger specifications to MCP format, enabling AI assistants to interact with REST APIs through standardized protocol.

Colab MCP

A Model Context Protocol server that enables users to control and interact with Google Colab instances via a reverse proxy. It supports executing shell commands, running persistent Python code, and monitoring system resources like CPU, GPU, and RAM.

Desktop Commander MCP

一个服务器，它允许 Claude 桌面应用通过模型上下文协议在你的电脑上执行终端命令和编辑文件，具有命令执行、进程管理和高级文件操作等功能。

idotmatrix-mcp

An MCP server that lets AI assistants draw pixel art on iDotMatrix LED displays over Bluetooth.

🧠 Telegram Bot MCP Server

电报机器人 MCP 服务器 (Diànbào jīqìrén MCP fúwùqì)

TestRail MCP Server

AI-native Model Context Protocol (MCP) server for TestRail. Lets Claude, Cursor, Windsurf, and other AI assistants browse projects, create and update test cases, kick off test runs, and record results through natural-language conversation — with strongly-typed tool schemas and per-project custom field validation that helps LLMs generate valid TestRail requests on the first try.

FoundersOS

Give your AI the full context of how your business runs: CRM, finances, tasks, and memory in one self-hosted MCP server." Short + long descriptions lead with cross-domain reasoning ("which customers are behind on payment and what did we last promise them" reads the ledger and CRM in one answer) and self-hosted data ownership (your own Supabase, stdio, MIT).