发现优秀的 MCP 服务器

LemGen AI Design MCP

Open-source MCP server for AI image and video creation, enabling prompt library search, prompt enhancement, and media generation from Claude Code, Cursor, and other MCP hosts.

SQL MCP Server for Claude Desktop

一个自然语言界面，允许 Claude 在您的本地 MySQL 数据库上执行 SQL 查询，从而实现使用自然语言进行数据库交互。

tiktok-viral-factory

Enables automated generation and publishing of TikTok Shop Affiliate videos using 7 AI agents. Integrates research, script writing, video production, and publishing through the MCP protocol.

ipynb-mcp

An agent-agnostic MCP server that lets any AI agent drive a local JupyterLab session via the Model Context Protocol.

Dog API MCP Server

Enables interaction with the Dog API through natural language, supporting operations like listing breeds, fetching images, and more.

WebReaper

AI-native web scraper: scrape, crawl and map any site to clean markdown over stdio. MIT-licensed.

agent-eval-mcp

An MCP-style stdio server for evaluating AI agent outputs, enabling CI-friendly quality gates, regression comparisons, and canary promotion decisions.

obsidian-mcp-resilient-bridge

Enables Claude Code to keep a stable MCP connection to an Obsidian vault across Obsidian closures or restarts, automatically reconnecting and surfacing graceful errors when Obsidian is unavailable.

GitIntel

A local Git intelligence MCP server that provides deep repository analytics including hotspots, temporal coupling, knowledge maps, churn analysis, and risk scoring for AI agents.

Windows AppShots

MCP server that captures a Windows application's pixels and bounded UI Automation tree with provider-exposed text for Codex inspection. It supports capture, listing, retrieval, and watcher control commands.

MCP Server Suite

A production-ready suite of Model Context Protocol servers enabling AI agents to access AWS resources, perform SQLite database operations, and scrape web pages through natural language.

Flux-2 Online MCP

Read-only MCP server exposing Flux-2 Online's image generation knowledge surface, including styles, pricing, FAQ, and official links, with no API key required and ~50 ms cold start.

openai-usage-mcp

MCP server for querying OpenAI usage and cost data, including spend summaries, daily breakdowns, month-over-month comparisons, and token usage by model.

Explain Changes

Enables AI to perform peer review of its own code changes by displaying annotated diffs with inline comments in a VS Code/Cursor panel. The AI can analyze its modifications and provide explanations directly alongside the changed code, similar to human code review workflows.

dameng-mcp-server

Enables AI assistants to interact with Dameng databases through MCP, supporting query execution, schema exploration, and connection management.

Mailbunker_MCP

Zero-trust encrypted email archiving and search MCP server with real-time IMAP IDLE ingestion, AES-256-GCM encryption, SQLite FTS5 full-text search, and Obsidian vault export, exposing tools for AI assistants to search, retrieve, and manage emails.

VSCode MCP Python Server

A production-ready MCP server that enables Claude to interact with local codebases through file operations, code analysis, and VSCode integration tools. It optimizes performance using LRU caching and asynchronous execution while maintaining local data privacy.

CodeQL LSP MCP Server

Provides CodeQL language intelligence to AI agents via MCP, enabling completions, hover, definitions, references, diagnostics, formatting, and in-memory file updates for QL code.

Tugboat MCP Server

Enables AI assistants to manage Tugboat projects, previews, and repositories via the Tugboat API, supporting operations like creating, building, and deleting previews.

budget-evaluation-mcp

MCP server that evaluates engineering budget Excel workbooks against PER budgets, QS estimates, and historical unit rates, producing structured reports with approval recommendations and enabling follow-up Q&A via AI.

lens

Provides token-efficient code retrieval for coding agents by indexing repositories and enabling ranked snippet search, symbol outlines, and surgical line reads.

libsrc

Resolves project dependencies and provides local source code paths for AI agent inspection by auto-detecting the build system, resolving dependencies, cloning source repos, and checking out correct versions as git worktrees.

Weather MCP Tool

为 Claude Desktop 提供来自 OpenWeatherMap API 的实时天气数据、预报和历史天气信息，从而能够使用自然语言查询全球范围内的当前天气状况、预报、空气质量和天气警报。

Xplainable MCP Server

Enables secure access to Xplainable AI platform capabilities for managing machine learning models, deployments, and preprocessors. Supports both read operations (listing models, deployments) and write operations (deploying models, generating reports) with proper authentication and rate limiting.

signer-mcp

Keyless CEX/DEX order signing for AI trading agents (Binance, OKX, Bybit, KuCoin, Hyperliquid, Asterdex). Exchange keys stay inside an AWS Nitro Enclave — the agent gets policy-bounded signatures, never credentials. Built to survive prompt injection and supply-chain key leaks.

MCP Wayback Machine Server

Enables interaction with the Internet Archive's Wayback Machine to save web pages, retrieve archived versions, search historical snapshots, and check archive statistics without requiring API keys.

App Store Connect MCP Server

Exposes the full App Store Connect API (1,263 operations) to AI agents via four token-efficient MCP tools, enabling app metadata, TestFlight, subscriptions, and reporting management through natural language.

gemini-image-studio-mcp

MCP server for AI image generation and editing using Google Gemini, supporting structured JSON editing for precise, repeatable control over web assets, ad creatives, and brand visuals.

Web Inspector MCP

Enables AI assistants to inspect, debug, and test web pages using Playwright. Provides comprehensive DOM inspection, visibility debugging, layout validation, and element finding capabilities in real browser environments.

Tribal - Knowledge Service

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