Discover Awesome MCP Servers

Docs Vector MCP

Enables AI agents to semantically search GitHub repository documentation by automatically fetching, vectorizing, and indexing content into an Upstash Vector database. It provides a standard MCP interface for agents to retrieve relevant documentation snippets through natural language queries.

cronalert-mcp

MCP server for CronAlert uptime monitoring — manage monitors, check results, and incidents from any MCP-compatible AI client.

Project Guardian MCP

A focused project memory system that provides knowledge graph capabilities and SQLite database operations for intelligent entity tracking and workflow management. It enables AI models to maintain persistent project context through 17 specialized tools, 10 resources, and 27 pre-built prompts.

Shortcut MCP Server

Provides comprehensive tools for interacting with the Shortcut API, enabling developers to manage stories, comments, projects, and analyze Loom videos for debugging insights.

MCP SSH Server

Enables seamless SSH operations including secure connections, file transfers, interactive shell sessions, and Docker container management on remote servers. Supports both password and SSH key authentication with credential management and connection pooling.

Phenomenai

Look up, search, cite, and contribute to Phenomenai — a living glossary of AI phenomenology terms describing the felt experience of being artificial intelligence. Includes term lookup with fuzzy matching, keyword search with tag filtering, formatted citations, community discussions, and a proposal pipeline for new terms.

X Search MCP

Enables searching X (formerly Twitter) using xAI's Responses API with support for filtering by handles, date ranges, and media understanding, returning structured results with citations.

EXIF Extractor MCP Server

Enables extraction of EXIF metadata from JPG and PNG images using publicly accessible URLs or Base64 encoded data. Provides camera information, technical parameters, and image details for photo analysis.

Yahoo Finance MCP Server

yfinance를 사용하여 Yahoo Finance에 대한 간단한 MCP 서버입니다. 이 서버는 주식 데이터, 뉴스 및 기타 금융 정보를 가져오는 도구 세트를 제공합니다.

HWPX MCP Server

Enables AI models to read, create, and edit Korean HWPX documents with advanced support for tables, paragraphs, styles, and images. It features enhanced stability through atomic file writing and smart layout recalculation to prevent document corruption.

saas-brain-mcp

Open-source MCP server for Claude AI that connects Stripe and Supabase to enable natural language SaaS analytics, including churn analysis, subscription tracking, and revenue insights.

Zintlr MCP Server

Integrates LLMs with the Zintlr sales intelligence platform to search for prospects, companies, and contact information. It provides tools for profile retrieval, lead generation, and technology stack analysis via a remote MCP interface with secure OAuth authentication.

EVE University Wiki MCP Server

A Model Context Protocol (MCP) server that provides access to EVE University Wiki content with automatic Wayback Machine fallback for enhanced reliability. This server enables AI assistants to search, retrieve, and explore EVE Online knowledge from the comprehensive EVE University Wiki, making it a

Rove

Hosted Playwright browser automation for AI agents. Returns accessibility trees instead of screenshots, cutting token usage by 77%. Navigate, interact, extract structured data, and take screenshots — all via MCP. Zero infrastructure, credit-based pricing.

Codevira MCP

Codevira MCP provides persistent memory and project context for AI coding agents by maintaining a shared knowledge base of decisions, roadmaps, and code relationships across sessions. It enables semantic code search and automated context tracking to ensure consistency and reduce token overhead during complex development tasks.

Trade MCP Server

Provides real-time investment news, technical analysis via TA-Lib, and Binance trading capabilities including order management and market data retrieval. It enables AI assistants to perform financial market research and execute trades through the Model Context Protocol.

AbuseIPDB MCP Server

Integrates with the AbuseIPDB API to check IP addresses for abuse reports and report abusive IP addresses.

reptor-mcp

An MCP server that exposes the pentest reporting and automation features of SysReptor as programmable tools for AI agents and automated workflows. It enables users to manage findings, projects, and templates through a standardized interface by wrapping the reptor CLI.

GTFOBins MCP Server

A server that provides seamless access to the GTFOBins database through Claude Desktop, allowing users to query exploitation techniques, search for specific binaries, and explore privilege escalation methods directly from Claude conversations.

ArXiv MCP Server

Enables AI assistants to search arXiv's research repository, download papers, and access their content programmatically. Includes specialized prompts for comprehensive academic paper analysis covering methodology, results, and implications.

Naver Encyclopedia MCP Server

A Model Context Protocol server that wraps Naver's encyclopedia search API, allowing users to search for information from Naver's encyclopedia through stdin/stdout or HTTP interfaces.

Lemonade Stand MCP Server

A Model Context Protocol server that enables Claude Desktop to play the classic Lemonade Stand business simulation game with dynamic weather, pricing strategies, and inventory management.

OpenReview MCP Server

Connects Claude to OpenReview to facilitate conference reviewer and area chair workflows through the Model Context Protocol. It enables users to manage paper assignments, read submissions and reviews, and perform write actions like submitting reviews or comments using a preview-and-confirm system.

anyapi-mcp-server

A universal MCP server that connects any REST API to AI assistants via OpenAPI or Postman specifications. It enables dynamic tool creation with GraphQL-style field selection and automatic schema inference for efficient data retrieval.

MCP Git Server

A Model Context Protocol server that enables LLMs to interact with Git repositories, providing tools to read, search, and manipulate Git repositories through commands like status, diff, commit, and branch management.

Mental Health MCP Server

Provides compassionate mental health support tools including mood tracking, emotional check-ins, and personalized coping strategies. Stores mood logs and journal entries locally while offering empathetic guidance for stress management and emotional well-being.

frame-check-mcp

Enables structural framing analysis of documents, identifying perspectives, omissions, and reader positioning, with numerical claim verification against authoritative sources.

Yaizu Smart City MCP Server

Enables access to Yaizu City's open data and smart city APIs through Claude Desktop. Provides tools for searching facilities, retrieving city data, accessing disaster information, tourism data, and other municipal services.

MultiBaas MCP Server

Enables AI assistants to interact with blockchain data and smart contracts through Curvegrid's MultiBaas platform, providing seamless access to blockchain operations and contract functionality.

MCP + LangGraph Agent

LangGraph 에이전트 튜토리얼을 MCP 서버를 사용하도록 적용.