发现优秀的 MCP 服务器

topos-mcp

Topos scores code quality by analyzing the geometric and topological structure of program graphs, surfacing structural debt that conventional linters can't compute. Gives coding agents a medal-scored (SLOP → GOLD) feedback loop for writing cleaner, more composable code.

arXiv Search MCP

This MCP server enables users to search for scientific papers on arXiv and retrieve detailed metadata for specific papers. It provides tools to perform search queries and fetch in-depth information using paper IDs.

GAM MCP Server

Enables Google Workspace administration through the GAM CLI, allowing Claude to manage users, groups, and organizational units via natural language.

OpenStride MCP Server

Model Context Protocol (MCP) server that allows AI assistants to access and analyze your OpenStride training data.

MLflow MCP Server

Enables AI assistants to interact with MLflow experiments, runs, and registered models. Supports browsing experiments, retrieving run details with metrics and parameters, and querying the model registry through natural language.

sprinter

A self-hosted backlog tracker with priority scoring and an MCP server, enabling AI agents to autonomously pull, work on, and update tasks via JSON-RPC tools.

Enhanced MCP Server

A comprehensive MCP server with dual interfaces (stdio and web dashboard) that provides developer tools for Git operations and code search, system operations for command execution and monitoring, and data processing capabilities.

linkedin-discovery-mcp

Enables discovering public LinkedIn profiles via natural-language criteria, using DuckDuckGo search snippets to return a ranked shortlist with match reasoning, without logging into LinkedIn.

Desktop Image Manager MCP Server

一个模型上下文协议服务器，用于管理桌面图像，提供统计、列出和压缩存储在桌面上的图像文件的功能。

Customized MCP Server

一个集成了 MCP 库和 OpenAI API 的服务器，允许用户通过自然语言查询与各种工具（例如天气工具）进行交互。

cove-book-forge-mcp

Turns PDF or EPUB books into reusable AI analysis, Obsidian notes, and agent Skills that can be installed into Codex, Claude Code, or other MCP clients.

workiq-proxy

Enhances Microsoft Work IQ with broader MCP client compatibility, structured search tools, an interactive REPL, and an OpenAI-compatible HTTP API.

Attendee MCP Server

Enables managing AI meeting bots that can join, record, transcribe meetings, speak, send messages, and display media across platforms like Zoom, Google Meet, and Microsoft Teams.

CMS Healthcare Data MCP Server

Exposes four CMS public datasets as callable tools in Claude conversations, enabling natural-language real-world evidence analytics without SQL expertise.

Safe-Bifrost

A local MCP server that provides a safe plan-and-execute workflow for AI coding assistants, storing plans and tasks, and executing agent commands with an allow-list for security.

You.com MCP Server

Enables AI agents to perform real-time web search, research, and content extraction using You.com's search infrastructure, with a free tier available.

AST MCP Server

Provides advanced code structure and semantic analysis through Abstract Syntax Trees (AST) and Abstract Semantic Graphs (ASG) across multiple programming languages. It enables tasks like incremental parsing, complexity analysis, and AST diffing to help models understand and navigate codebases.

MCP Prometheus

An MCP server for Prometheus-based monitoring that enables users to query system metrics, resource usage, and PostgreSQL health across multiple environments. It supports both predefined diagnostic checks and custom PromQL execution for comprehensive server monitoring and troubleshooting.

Seoul Public Data MCP Server

通过模型上下文协议服务器提供对首尔公共数据的访问，包括地铁乘客统计数据和文化活动信息。

Ask on Slack MCP Server

Enables AI assistants to request information and clarification from humans via Slack, supporting multiple roles and transport modes.

garmin-connect-mcp

A Model Context Protocol (MCP) server that provides comprehensive access to Garmin Connect data including sleep analytics, health metrics, activities, and training volume analysis.

MCP TypeScript SDK

A TypeScript SDK for building MCP servers and clients, providing standardized context provision for LLMs through tools, resources, and prompts.

Algorand MCP

一个全面的 MCP 服务器，用于与 Algorand 区块链进行工具交互（40 多个）和资源访问（60 多个），并提供许多有用的提示。

Firefly

Firefly.ai MCP 服务器是一个基于 TypeScript 的服务器，它能够与 Firefly 平台实现无缝集成。它允许您发现、管理和编纂连接到 Firefly 的云和 SaaS 账户中的资源。

mcp-k8s-ephemeral-job

Enables running ephemeral Kubernetes Jobs/pods with caller-chosen images and commands, returning results and artifacts while automating cleanup. Supports synchronous and background execution, repository cloning, and strict security controls.

promptlint-mcp

A static analyzer for AI prompts that runs as a CLI and MCP server, enabling linting of system prompts, agent instructions, and tool descriptions to catch contradictions, redundancy, and fluff before sending to an LLM.

Codex Gemini Delegator V2

An MCP server that lets OpenAI Codex delegate tasks to Google Gemini agents as isolated background workers, with Git worktree isolation, loop detection, and security boundary enforcement.

mcp-sandbox

A public MCP server providing test fixtures for developers and QA, with a single tool 'identity' that returns a unique canary string to verify the server's response.

mcp-file-tools

MCP server for encoding-aware file operations supporting 24 encodings, with secure directory-restricted tools and optional local execution for ChatGPT Web via OpenAI Secure MCP Tunnel.