发现优秀的 MCP 服务器

Logo-Analyze

An MCP server for intelligent logo extraction and processing, supporting automatic recognition and extraction of logo icons from website URLs, and providing image processing and vector conversion functions.

Math Expression MCP Server

A tool server that processes mathematical expressions via Multi-Chain Protocol (MCP), allowing LLMs to solve math problems through tool integration.

s-GitHubTestRepo-Henry

从 MCP 服务器演示创建。

Spotify Playlist MCP Server

Enables creating and managing Spotify playlists using natural language with advanced similarity matching across 8 different algorithms. Supports finding similar tracks based on audio features, mood, energy, genre, and custom weighted parameters to build personalized playlists automatically.

Advanced Web Fetching MCP Server

Enables fetching and processing web content with advanced features including batch processing of up to 20 URLs, streaming support, metadata extraction, and multiple output formats (HTML, Markdown, plain text) with enterprise-grade security and global edge performance.

AQICN MCP Server

Enables querying real-time air quality index (AQI) data for Chinese cities, including PM2.5, PM10, and other pollutant information with health recommendations from the World Air Quality Index Project API.

Remote MCP Server with GitHub OAuth

A Model Context Protocol server that supports remote connections and authenticates users via GitHub OAuth, allowing them to access tools based on their GitHub identity.

Commvault MCP Server

Enables AI agents to securely access and manage Commvault environments, including job control, backup schedules, client/storage management, SLA monitoring, and optional DocuSign envelope backup integration.

Database Query MCP Server

Enables secure read-only querying of multiple database types (MySQL, PostgreSQL, MSSQL, Oracle) through natural language. Automatically reads database configuration from project files and blocks any data modification operations for safety.

Docs-MCP

An MCP server that allows users to efficiently search and reference user-configured documents through document listing, grep searching, semantic searching with OpenAI Embeddings, and full document retrieval.

Jules MCP Server

Integrates Google's Jules coding agent with AI assistants to delegate autonomous coding tasks like bug fixes, refactoring, and tests, with support for scheduling recurring maintenance tasks and human-in-the-loop plan approval.

LiuRen MCP Server

Enables traditional Chinese divination calculations through Liu Ren (六壬) chart generation. Provides tools for calculating Liu Ren divination charts based on specified dates and times, along with current time retrieval functionality.

Miro MCP Server

Miro 的模型上下文协议 (MCP) 服务器

Oumi MCP Server

Provides access to over 500 pre-configured YAML templates and guided workflows for fine-tuning, training, and evaluating LLMs like Llama and DeepSeek. It enables AI assistants to search for recipes, retrieve configurations, and validate parameters for various machine learning tasks.

mcp-swedish-weather

Provides access to current weather conditions and hourly forecasts for any location in Sweden using the SMHI Open Data API. It supports built-in city lists, coordinate inputs, and geocoding fallback to deliver detailed meteorological data without requiring authentication.

MCP Heroku Server

Provides comprehensive Heroku application management through the Heroku Platform API for AI assistants using the Model Context Protocol. It enables users to scale dynos, view deployment history, access logs, and manage environment variables through natural language.

MCP Server Template

A production-ready FastMCP server template with modular architecture for building MCP servers with organized tools, resources, and prompts, featuring container support and AI agent documentation system.

clawguard-mcp

MCP server for AI security scanning. Detects prompt injections, jailbreaks, data exfiltration, and social engineering attacks in real-time using 42 regex patterns via the ClawGuard Shield API. Sub-10ms response times.

MCP Content Analyzer

Enables comprehensive content analysis through web scraping, document processing (PDF, DOCX, TXT, RTF), screenshot analysis, and local Excel database management. Provides intelligent workflows for extracting, analyzing, and storing content from multiple sources with automated categorization and search capabilities.

MediaWiki MCP Server

Enables LLM clients to interact with any MediaWiki wiki, supporting page creation/editing, search, file uploads, category browsing, and page history retrieval. Supports multiple wikis with OAuth2 or bot password authentication for both public and private wikis.

crawl4ai-mcp

一个用于网页抓取和爬行的 MCP 服务器，使用 Crawl4AI 构建。 (Yī gè yòng yú wǎngyè zhuāqǔ hé páxíng de MCP fúwùqì, shǐyòng Crawl4AI gòujiàn.)

Rails MCP Server

一个 Ruby gem，实现了用于 Rails 项目的 Model Context Protocol (MCP) 服务器。该服务器允许 LLM（大型语言模型）通过 Model Context Protocol 与 Rails 项目进行交互。

Context7 MCP Clone

Provides up-to-date, version-specific documentation and code examples for software libraries directly to LLMs, enabling resolution of library identifiers and retrieval of relevant documentation with code snippets.

Cloudflare Remote MCP Server

A template for deploying remote Model Context Protocol servers to Cloudflare Workers without requiring authentication. It enables users to host custom tools and connect them to local clients like Claude Desktop or the Cloudflare AI Playground.

mxHERO Mail2Cloud MCP

High performance email search for teams & companies. Secure & scalable across email accounts w/ custom filters (e.g., customer facing communications only).

Shopify MCP Server

Provides full access to the Shopify Admin GraphQL API through 75 tools for managing products, orders, customers, inventory, and analytics. It supports both static token and OAuth authentication while featuring cost-aware rate limiting for efficient store management.

Awesome MCP (Model Context Protocol) ⚡

一个精选的工具、服务器和资源集合，用于模型上下文协议（MCP）——连接大型语言模型（LLM）与外部数据源和工具的开放标准。

battlecard

Competitive intelligence MCP server for sales teams. Get battle cards, objection handlers, pricing comparisons, pre-call briefings, and AI sales simulations for any company vs any competitor. 11 tools with a free tier.