Discover Awesome MCP Servers

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.

Stimulus Docs MCP Server

An MCP server that provides access to up-to-date Stimulus JS documentation directly within Claude conversations and VS Code.

ltagent-mcp

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

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.

backchannel

MCP server for async messaging between AI coding agents, enabling cross-harness and cross-machine communication with Slack-like semantics and mail-shaped delivery.

Banana Image MCP

An MCP server that generates high-quality blog cover images using Google Gemini AI and automatically uploads them to Qiniu Cloud storage. It provides automated WebP conversion and compression to deliver optimized CDN URLs for generated images.

Spectrum 2 MCP Server

An MCP server that provides comprehensive access to Adobe Spectrum 2 UI components with complete component coverage and lightning-fast performance via Cloudflare Workers.

Gmail AI Agent MCP Server

Enables AI assistants to connect to Gmail accounts, check connection status, and send emails through a secure OAuth 2.0 interface.

docbrain

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

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.

devenv-mcp-server

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

Appointment Manager MCP Server

Enables users to manage appointments through a FastAPI backend with PostgreSQL database. Supports creating, listing, updating, and deleting appointments via natural language interactions through Claude.

Greenloom CAD MCP Server

Enables automated CAD operations via natural language, supporting both AutoCAD LT on Windows and headless DXF generation on any platform.

Xiaomi smart home MCP server

mijia-control A production-ready MCP server that enables AI agents (Claude Code, Claude Desktop, Cursor, Hermes, etc.) to directly control Xiaomi/Mijia smart home devices through natural language. What it does Turns conversations into physical actions — "turn on the desk lamp to 50%" becomes actual device control in real-time.

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.

bitbucket-mcp

Enables AI assistants to manage Bitbucket Cloud repositories, pull requests, pipelines, and code review tasks through natural language.

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.

Selenium MCP Server

Provides browser automation using Selenium WebDriver, enabling web navigation, element interaction, screenshots, and JavaScript execution via MCP.

Modular RAG MCP Server

Enables querying private knowledge bases through a modular RAG pipeline with features like hybrid retrieval, reranking, and observability, exposed via the Model Context Protocol.

Quote Collection MCP-Server

Enables managing a personal quote collection with add, search, random, delete, and import functions via the Model Context Protocol.

MiniMax MCP Server

Bridges MiniMax AI capabilities to the Model Context Protocol, enabling AI agents to perform image understanding, text-to-image generation, and speech synthesis. It provides a standardized interface for accessing MiniMax's core tools via JSON-RPC.

Hive Mind

Swarm intelligence for AI agents, enabling collective decision-making through weighted consensus voting.

KubeBlocks Cloud MCP Server

MCP server for KubeBlocks Cloud

Axon Pro

Transforms codebases into structural knowledge graphs for AI agents and developers, providing precise architectural awareness and dependency mapping.

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.

Kynver

Unverified AI agents are a growing security risk. Kynver's MCP server brings agent trust directly into your IDE — resolve agents by DID, check verification status and trust scores, register new agents, and complete ownership challenges or KYC without switching context.

MCP Calculator

A protocol interface that extends AI capabilities by enabling models to interact with external systems for calculations, email operations, knowledge search, and more.

Vault Mcp Server

YZi Labs 해커톤 Vault용 MCP 서버 저장소

StackOverflow MCP Server

Provides seamless access to StackOverflow's Q\&A database through MCP, enabling advanced search, question/answer retrieval, and rate-limit management.

vlp-mcp-agent

MCP server for automating VLP lab VM operations, exposing VM management tools to AI agents like Cursor and Claude Code.