发现优秀的 MCP 服务器

MCPWizard

一个帮助你创建和部署 MCP 服务器的软件包

ML Research MCP

Provides machine learning researchers with tools for creating publication-quality scientific visualizations, statistical plots, and 2D data representations. It streamlines the research workflow by enabling AI assistants to generate complex figures from CSV, JSON, or direct data inputs.

text2animate

Turns plain-language descriptions into animated SVGs with a live preview and conversational editing.

MCP TokenSage

Enables token counting, usage tracking, and cost calculation for LLM APIs, with a proxy server mode to automatically intercept and monitor API requests from clients like Cursor and Windsurf.

ONLI MCP Service

Minimal MCP server exposing the Onli Knowledge Base, enabling retrieval of factual information about the Onli ecosystem via API requests.

my-mcp-server

Provides tools for greetings, calculations, weather, geocoding, and image generation via Hugging Face, deployable to Vercel and integrable with Cursor.

wpa-mcp

An MCP server that converts Windows WPR .etl performance traces into structured JSON summaries and flamegraph-ready data for LLM analysis. It bridges Windows Performance Analyzer automation with LLM reasoning capabilities for performance troubleshooting.

Google Ads MCP Server

Enables interaction with Google Ads data via Claude Desktop, providing tools for managing campaigns, ad groups, keywords, budgets, and generating performance insights and visualizations.

SEO Research MCP

Enables AI coding assistants to perform SEO research tasks including backlink analysis, keyword research, traffic estimation, and keyword difficulty analysis using Ahrefs data directly within IDEs.

KCSC MCP Server

Enables AI clients to search and read Korean Construction Standards (KCS/KDS) documents directly, using the KCSC OpenAPI.

idea-lab-mcp

An MCP server that turns your AI assistant into a structured ideation partner by generating, scoring, critiquing, and storing software ideas locally with a built-in web dashboard.

Clawallex MCP Server

Enables AI agents to make payments and manage subscriptions by converting USDC stablecoin balances into virtual cards for online checkouts. It provides tools for wallet management, card issuance, and secure transaction handling through the Clawallex payment API.

mcp-github-server

An MCP server that enables managing GitHub repositories, pull requests, issues, and more through natural language in Cursor or Claude Desktop.

Claude Patent Creator

An MCP server that enables patent creation and analysis, including regulation search, prior art discovery, claim compliance checks, and patent diagram generation, all within Claude Code.

remote-desktop-commander

Enables secure remote access to your computer's filesystem and terminal through MCP, allowing AI assistants to manage files, run commands, and automate tasks from anywhere via a hosted relay.

BLUEPRINT.MCP

Provides architectural memory for AI coding agents, enabling reuse of existing abstractions and advisory-first guidance on code placement and imports.

Leave Manager MCP Tool Server

A centralized employee leave management system that allows users to check leave balances, apply for leave, and view leave history through an OpenAPI interface.

CDM MCP Server

Enables AI assistants to interact with Delta Lake tables stored in MinIO through Spark using natural language queries. Provides read-oriented data operations on Delta Lake tables through the Model Context Protocol.

Cloud Tool Results API MCP Server

An MCP Server that provides access to Google's Cloud Tool Results API, enabling applications to programmatically interact with test results from Firebase Test Lab and mobile app testing through natural language.

hledit-mcp

Exposes hash-anchored file edits to MCP-compatible AI coding agents, enabling safe read and write operations with stale edit detection.

webclaw

Web content extraction for AI agents. 10 tools: scrape, crawl, map, batch, extract, summarize, diff, brand, search, research. Uses TLS fingerprinting to bypass anti-bot without a headless browser. Outputs LLM-optimized markdown with 67% fewer tokens than raw HTML.

Edge TTS MCP

Enables AI assistants to convert text to speech using Microsoft Edge's Text-to-Speech service with customizable voice options, speech rate, volume, and pitch parameters.

Django Firebase MCP

A Django app that implements Firebase Model Context Protocol server, enabling AI agents to interact with Firebase services (Authentication, Firestore Database, Cloud Storage) through a standardized protocol.

Telodocs

Scaffolds a documentation repository that serves as a remote MCP server, providing agentic search tools (glob, grep, read) over markdown docs, with a minimal browser UI.

mcp-opensky

Enables querying real-time flight data from the OpenSky Network API with anonymous access.

Web Reader

Converts web pages to Markdown for MCP clients like Claude, with support for single and batch reads, caching, fallback rendering, and SSRF protection.

Sperax Ecosystem Crypto & DeFI MCP Server

MCP server for Sperax DeFi ecosystem that enables AI agents to interact with USDs stablecoin, SPA governance, staking, and yield farms on Arbitrum and BNB Chain.

Godot Agent Loop

Enables AI agents to autonomously develop and test Godot 4 games through an MCP-based feedback loop, providing tools for authoring, running, observing, playtesting, and verifying game projects.

LLM Optimizer

LLM Optimizer is an AI visibility intelligence platform. It analyzes how large language models and AI search engines perceive, cite, and recommend brands; then provides research-backed optimization strategies to improve that visibility.

DataNexus MCP

Provides AI-ready access to US/UK nonprofit data and OSS vulnerability intelligence via MCP, with 10 tools and no API key required.