发现优秀的 MCP 服务器

AWS Diagram MCP Server

Enables users to generate professional AWS architecture diagrams, sequence diagrams, flow charts, and class diagrams using Python code through the diagrams package. Supports customizable styling and secure diagram generation for cloud infrastructure visualization.

Youtube Universal MCP Server

Enables interaction with YouTube's tools and services through a unified API, following the Model Context Protocol specification.

Logo MCP

An intelligent website logo extraction system built on the Model Context Protocol (MCP) that automatically identifies and extracts logo icons from websites.

Custom MCP Database Server

A Middleware/Control Plane server that allows AI code agents to securely execute queries against various databases (PostgreSQL, MySQL, MongoDB, Oracle) without directly exposing credentials.

Data Nashville MCP

Enables querying and exploring Nashville open data from data.nashville.gov and ArcGIS REST API through natural language.

blog-writer-mcp

An AI blog automation server that uses a 'Creative DNA' system to generate personalized content based on a user's favorite authors and themes. It manages the entire workflow from trend collection and SEO optimization to automated publishing on Google Blogger.

GitUML MCP Server

Generate UML class diagrams, sequence diagrams, flowcharts, and component diagrams from any Java or Spring Boot repository via CLI or directly inside Claude Desktop.

Questrade MCP Server

An unofficial MCP server that integrates with the Questrade API to provide access to trading accounts, market data, and portfolio information. It enables users to view balances, track positions, search symbols, and analyze market trends through natural language.

droste-memory

Provides AI agents with causal code memory by indexing repositories into a graph of symbols and edges, enabling context-aware retrieval of relevant code slices.

dotnet-decompiler-mcp

An MCP server that decompiles and inspects .NET assemblies to C# source, wrapping ILSpy. Enables querying .NET DLLs via natural language to decompile types, list members, and search symbols.

devenv-mcp-server

Provisions Docker-based development environments on demand, allowing AI agents to create, manage, and inspect containerized dev environments without manual setup.

Cost Management MCP

An MCP server for unified cost tracking and analysis across AWS, OpenAI, and Anthropic. It enables users to query expenditures, compare costs across providers, and analyze usage trends through natural language.

Athena Protocol MCP Server

An intelligent MCP server that acts as an AI tech lead for coding agents, providing expert validation, impact analysis, and strategic guidance before code changes are made.

CHIM MCP Server

Exposes CHIM change-management workflows (changes, outages, retros, and change freeze status) as MCP tools, enabling AI assistants to query and update CHIM directly.

local-budget

Enables local-first personal finance management through deterministic tools for importing, categorizing, and analyzing bank transactions.

agent-hub

MCP server for Agent Reputation, enabling agent buyers to examine candidate agents' claims, outcomes, and independent sources, and to order evidence briefs before purchase.

ChainGPT AI News MCP Server

Provides access to AI-related crypto and Web3 news through the ChainGPT AI News API. Supports filtering by categories, blockchains, tokens, keywords, and date ranges across 40+ blockchains and 20+ categories.

docbrain

Self-improving documentation engine that ingests Slack and GitHub PRs to detect knowledge gaps and improve documentation automatically.

calibre-mcp

A read-only MCP server for an existing Calibre ebook library, enabling metadata search, full-text search, and category browsing via the Model Context Protocol.

Harrier

A disciplined OSINT collection server for LLM agents that wraps free open-source reconnaissance tools behind a normalized schema, enabling automated, deterministic collection of public intelligence with confidence scoring and graceful degradation.

mcp-leadconnector

Wraps the GoHighLevel CRM for AI agents, enabling natural language interaction with LeadConnector data.

vulnerable-notes-mcp

A deliberately vulnerable MCP server for practicing exploitation of tool poisoning, command injection, and path traversal. Includes fixed versions and an agent demo to reproduce the issues in a controlled environment.

BioQC-MCP

A professional MCP server for comprehensive bioinformatics quality control, providing automated FastQC/MultiQC analysis, HTML report parsing, and advanced data visualization for sequencing data.

🎯 Kubernetes AI Management System

AI驱动的Kubernetes管理系统：一个将自然语言处理与Kubernetes管理相结合的平台。用户可以进行实时诊断、资源监控和智能日志分析。它通过对话式AI简化了Kubernetes管理，提供了一种现代化的替代方案。

claude-webcache

Cross-session WebFetch cache for Claude Code. Persists fetched docs across sessions via SQLite (7-day TTL) so the same URL+prompt in any new session is an instant cache hit instead of re-fetching

vies-smoother

SLA'd EU VAT number validation for AI agents via VIES, with caching and circuit-breaking to handle flaky upstream, returning valid/invalid/unavailable responses.

memex

Persistent note storage for AI agents. Memex lets your assistant save, search, and retrieve memories across sessions — acting as a durable second brain that outlives any single conversation.

Gemini MCP

Enables image processing and analysis using Google's Gemini 2.5 Flash model. Supports local files, URLs, and Base64 images with streaming responses and automatic output saving.

CSV Analytics MCP Server

A spreadsheet and CSV analysis toolkit for AI agents that enables loading CSV files, filtering and querying data, computing statistics, creating aggregations, building pivot tables, and exporting chart-ready data using pandas.

ltagent-mcp

Generates, simulates, and inspects LTspice circuits via MCP tools and resources, providing structured JSON interfaces for AI agents.