发现优秀的 MCP 服务器

Wikimedia-Search-Images

This MCP server enables AI assistants to search for images on Wikimedia Commons, providing detailed metadata and optional thumbnail combinations to assist AI models in visual comparisons.

MCP Browser Debugger

Enables comprehensive web frontend debugging and analysis through DOM inspection, JavaScript execution, network monitoring, console log capture, and automated browser interactions. Supports complete web development workflows including testing, data extraction, and performance analysis.

Claude Code Feishu Channel

MCP server that pushes Feishu (Lark) messages to Claude Code sessions and allows Claude to reply directly in Feishu.

mcp-nasa-power

MCP server for NASA POWER climate data, offering a climatology tool to retrieve long-term monthly averages for any coordinate. Supports natural language queries through the Pipeworx gateway.

human-delegation

An MCP server that enables agents to delegate asynchronous tasks to registered humans, with support for threaded conversation, result review, and delivery via web, email, or Telegram.

pytest-mcp-server

MCP server for debugging pytest failures, allowing users to register test failures, apply systematic debugging principles, and analyze failure patterns.

FFmpeg MCP Server

Enables video processing tasks such as resizing, audio extraction, and metadata inspection using FFmpeg, with base64 input/output for stateless and portable operation.

openpulsechain

PulseChain on-chain analytics for AI agents. 20 tools: token safety scores (0-100, A-F), honeypot detection, whale tracking, smart money feed, scam alerts, DEX volume, bridge stats, holder leagues. 11 free + 9 pro with API key.

UUID Generator Engine MCP Server

Generates cryptographically secure, compliant UUIDs (v4, v5, v7) to prevent AI-hallucinated identifiers that would cause database collisions.

ci-triage-mcp

MCP server for GitHub Actions CI failure triage. It wraps the gh CLI to fetch PR checks, failed jobs, and tail/grep failed job logs with ANSI/timestamp stripping and root-cause extraction.

Team MCP Server

Provides team information retrieval capabilities through HTTP streaming transport. Built with FastMCP 2.0+ and includes ngrok integration for easy testing and development.

BRS Signals MCP Server

Provides real-time Bitcoin market regime detection by fusing on-chain, derivatives, and absence sensors into a convergence score, enabling AI agents to make informed trading decisions.

NHL Scores MCP Server

An MCP Server that provides access to NHL (National Hockey League) scores and statistics via the SportsData.io NHL v3 Scores API.

Ultimate-MCP-Server

Provides a suite of tools like agent orchestration and token optimization for Claude

mcp-markdown-to-confluence

Converts Markdown files to Atlassian Document Format and publishes them to Confluence, with support for rendering Mermaid diagrams as PNG attachments.

Discogs MCP Server

Enables AI assistants to search, manage, and analyze personal Discogs music collections with features like mood-based recommendations, advanced search, and collection analytics.

canopy-mcp

MCP server for the Get Canopy WordPress site, giving AI agents context over ACF blocks, content, Yoast SEO, menus, HubSpot tooling, and the running change journal.

antigravity-terminal-mcp

Windows-focused MCP server for terminal automation with persistent PowerShell sessions, live session logs, and VS Code integrated terminal bridge.

self-improve

Captures user corrections and improvements during interactions, logs them, finds recurring patterns, and prescribes preventive fixes like CLAUDE.md rules, skills, scripts, or MCP tools to avoid repeating mistakes.

SSH MCP Server

Enables MCP-compatible AI clients to remotely manage a Linux server via SSH, supporting file operations, Docker control, Git pulls, and arbitrary command execution.

@voidly/mcp-server

MCP server providing 124 tools for censorship intelligence, encrypted agent messaging, and Voidly Pay onboarding, enabling AI assistants to access real-time censorship data, risk forecasts, and agent-to-agent communication.

MCP Instruct

Provides persistent personal and organizational knowledge storage that any LLM can connect to for instant context about who you are, what you do, and your preferences. Enables AI agents to maintain long-term memory across sessions through structured data categories, semantic search, and export/import capabilities.

powergentic/azd-mcp-ts

一个 AZD 模板，用于将使用 SSE 传输的 TypeScript 编写的 Model Context Protocol (MCP) 服务器部署到 Azure 容器应用。

ai-search-audit

Enables auditing AI search visibility: checks site readiness for AI crawlers and measures whether ChatGPT, Gemini, and Perplexity recommend your site, including verbatim answers and citation gap analysis.

Google Drive MCP Server

Enables comprehensive Google Drive integration through MCP, supporting file management, content operations, permission handling, commenting, version control, and shared drive management through natural language interactions.

Claimify

Extracts verifiable, decontextualized factual claims from text using a research-based four-stage pipeline (sentence splitting, selection, disambiguation, and decomposition). Integrates with MCP clients to enable claim extraction and verification workflows.

Nutrition By Api Ninjas MCP Server

Provides access to the Nutrition By Api Ninjas API to extract detailed nutritional information from natural language food queries. It enables users to retrieve data such as calories, vitamins, and macros from text descriptions of meals.

ros2-mcp

ROS2 MCP server that bridges AI agents (Claude Code, OpenClaw, Cursor) to ROS2, allowing them to read topics, call services, control robots, and wrap telemetry into verifiable hash-chained proof bundles.

cg-agent-kit

Enables AI agents to design hardware by writing C-like HDL and compiling it to Verilog, with real toolchain verification including synthesis checks.