Discover Awesome MCP Servers

Constellation Composition MCP Server

Translates astronomical constellation patterns and mythological metadata into deterministic compositional parameters for AI image generation. It allows users to search constellations by theme and map star patterns to precise canvas focal points across various scales.

kubernetes-mcp

A Model Context Protocol (MCP) server that provides safe, read-only access to Kubernetes resources for debugging and inspection. Built with security in mind, it offers comprehensive cluster visibility without modification capabilities.

DevDocs MCP Server

Provides access to 600+ documentation libraries from DevDocs.io including Python, JavaScript, React, Django, and more. Enables searching, browsing, and retrieving documentation content directly through Claude Desktop.

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。

MCP PII Tools

Enables high-precision detection, anonymization, encryption and decryption of personally identifiable information (PII) in text using GPT-4o-based detection and advanced cryptographic methods. Supports both deterministic encryption for searchable data and format-preserving encryption for structured identifiers.

SerpApi MCP Server

Enables searches across multiple search engines (Google, Bing, YouTube, etc.) and retrieval of parsed search results through SerpApi, allowing natural language queries to access live search engine data.

VICE C64 Emulator MCP Server

Enables autonomous debugging of Commodore 64 programs through the VICE emulator with semantic interpretation of C64-specific data structures, memory layouts, VIC-II states, and PETSCII encoding for AI-assisted 6502 assembly debugging.

BitSight Community MCP Server

Enables access to BitSight security rating data through company search and rating retrieval functionality. Automatically manages BitSight subscriptions for one-time rating requests and provides structured security assessments for companies.

YNAB MCP Server

A minimal and auditable MCP server that enables local AI assistants to read and manage YNAB budget data. It supports operations like listing accounts, tracking transactions, and moving money between categories while maintaining user privacy.

Aurora-MCP

Enables querying relationships between plant species, small molecules, and mitochondrial Complex I inhibitors by bridging natural-product, biodiversity, and PubMed datasets. Allows LLMs to perform structured searches and reasoning over biological data to identify potential plant-derived mitochondrial inhibitors.

GitHub PR Helper

一个 MCP 服务，可以使用 GitHub CLI 创建 GitHub Pull Requests 并添加代码审查评论，无需手动处理身份验证和权限。

mcp-proxmox

MCP server for managing Proxmox VE clusters — provision VMs and containers, manage snapshots and backups, execute commands, browse storage, and monitor resources through natural language

superFetch MCP Server

An MCP server that fetches web pages and extracts clean, AI-friendly Markdown content using Mozilla Readability. It provides secure web access for LLMs with built-in SSRF protection and automated content cleaning for improved context retrieval and summarization.

ContextLattice

ContextLattice is an HTTP-first, MCP-compatible memory/context/task orchestrator that persists writes and returns fused recall from specialized stores with local-first defaults. Primary URL: https://contextlattice.io/ Install: https://contextlattice.io/installation.html Troubleshooting: https://contextlattice.io/troubleshooting.html

Reddit MCP Server

Enables comprehensive Reddit research through a three-layer architecture that discovers relevant communities, provides operation guidance, and executes multi-subreddit content fetching with proper citations. Supports searching, post fetching, comment analysis, and batch operations across multiple subreddits for thorough content analysis.

Linear Kanban Server

Enables management of Linear kanban boards, projects, and issues directly through Claude via the Model Context Protocol. It includes an automatic task tracking hook that synchronizes Claude's real-time work progress directly to Linear boards.

一个基于Blender-mcp的研究项目，自学记录用( Blender-mcp详情见

通过学习项目Blender-mcp，判断其能力边界，并理解mcp架构，尝试添加新的功能

ModelsLab Text2Image MCP Server

A Model Context Protocol server that enables Claude Code to generate high-quality AI images using ModelsLab API with support for multiple image generation models including Flux, Stable Diffusion, and Midjourney.

Tailscale MCP Server

Enables interaction with the Tailscale API to manage devices, ACLs, keys, and DNS configurations directly from MCP clients like Claude Desktop or Raycast.

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.

Xava Labs MCP Template

A template repository for bootstrapping Model Context Protocol (MCP) servers with WebSocket and SSE support, enabling real-time bidirectional communication and server-to-client streaming in Cloudflare Workers.

Unlock-MCP

An MCP server providing comprehensive access to Unlock Protocol on Base and Base-Sepolia networks, enabling AI agents to interact with membership, subscription, and access control functionality.

Rust Docs MCP Server

🦀 防止 AI 助手提供过时的 Rust 代码建议。这个 MCP 服务器获取最新的 crate 文档，使用嵌入/LLM，并通过工具调用提供准确的上下文。

Whois MCP

使 AI 代理能够执行 WHOIS 查询，以检索域名注册详细信息，包括所有权、注册日期和可用性状态，而无需浏览器搜索。

youtube-mcp

A FastMCP server providing 25 tools for interacting with the YouTube Data API v3 and YouTube Analytics API. It enables comprehensive management of videos, channels, playlists, and comments, alongside retrieval of performance analytics.

Factifai MCP Server

Integrates Factifai testing capabilities with MCP-compatible AI tools, enabling asynchronous creation and retrieval of automated tests using AI models from OpenAI or AWS Bedrock.

Suppr MCP

Enables document translation across multiple languages and AI-powered semantic search of PubMed literature. Supports various document formats including PDF, DOCX, PPTX with status tracking and customizable search parameters.