Discover Awesome MCP Servers

io.github.ThunderEagle/context-bridge

A zero-dependency MCP memory server for Windows that gives AI coding assistants a shared, persistent memory layer with semantic search.

Interview Prep MCP Agent

Enables interview preparation by analyzing resumes and job descriptions, generating role-specific questions, and evaluating answers using MCP tools integrated with an OpenAI agent.

Gmail MCP Server

A custom MCP server for sending and managing Gmail emails, supporting both App Password and OAuth2 authentication with features like template emails and label listing.

SQLite MCP Server

다음은 MCP 클라이언트에서 SQLite 데이터베이스에 접근하기 위한 MCP 서버 구현체입니다. SDIO와 SSE 구현체가 모두 있습니다.

TaskFlow MCP Server

Integrates task management capabilities into Claude Desktop, enabling users to create, track, search, and manage tasks with status updates, team assignments, overdue tracking, and automated standup reports.

AgentMCP: The Universal System for AI Agent Collaboration

Grupa.AI의 멀티 에이전트 협업 네트워크 (MACNET)를 위한 MCPAgent (모델 컨텍스트 프로토콜 (MCP) 기능 내장)

Code Review MCP Server

Connects LLMs to GitHub and GitLab to analyze pull and merge requests for logic, security, and architectural alignment. It provides tools for fetching diffs, file contents, and project metadata, alongside guided prompts for professional code reviews.

outlook-web-mcp-server

Enables interaction with Outlook Web through its internal API, supporting email search, folder listing, email retrieval, read state changes, calendar events, and reply drafts without Microsoft Graph or COM.

Red MCP Server

Connects AI assistants to Big Red Cloud accounting data, enabling read-only lookups and safe write operations with confirmation drafts.

Ashra Structured Data Extractor MCP

간단한 SDK 호출로 어떤 웹사이트에서든 구조화된 데이터를 추출하세요. 스크래핑 코드도, 헤드리스 브라우저도 필요 없습니다. 프롬프트만 입력하면 JSON을 얻을 수 있습니다.

chainwhisper-mcp

Keyless domain planner that connects external agents to ChainWhisper OTC trading on COTI Mainnet, allowing order preparation and validation without private keys.

hardcover-mcp

Connects AI assistants to the Hardcover book library, enabling natural language book searches, reading status updates, list management, and library exploration.

svgo-jsx-mcp

MCP server for SVG optimization with JSX-compatible camelCase attribute conversion, including production-ready HTTP API with authentication, rate limiting, and usage tracking.

Swagger/Postman MCP Server

Enables AI agents to dynamically discover and interact with APIs through Swagger/OpenAPI specifications and Postman collections using a strategic four-tool approach. It streamlines API integration by providing universal tools for endpoint discovery, detailed request information, and authenticated execution.

Materials Project Platform MCP Server

The Materials Project MCP Server is server that provides programmatic access to the Materials Project database. It enables LLMs, to search, analyze, and retrieve up to date materials science data.

ApiPost MCP

A server that enables management of ApiPost API documentation and team collaboration through the Model Context Protocol, supporting complete interface management directly from compatible editors.

legends-mcp

Your personal council of tech titans, investing legends, and crypto builders. 36 personas. Zero API keys. One npx command.

Industrial MCP Server

Enables AI assistants to monitor and interact with industrial systems, providing real-time system health monitoring, operational data analytics, and equipment maintenance tracking. Built with Next.js and designed for industrial automation environments.

WebClone MCP Server

Enables AI agents to clone entire websites, download files, manage authentication sessions, and analyze site information with support for JavaScript-heavy SPAs and dynamic content.

MiniApp CDP MCP

Enables AI coding assistants to debug and analyze WeChat MiniApp JavaScript code via Chrome DevTools Protocol. Supports network interception, breakpoint debugging, script analysis, and runtime inspection for reverse engineering purposes.

machship-mcp

Integrates the Machship freight management platform with MCP-compatible LLMs, enabling shipment creation, quotes, labels, and carrier management via natural language.

visdemo-fusion-mcp

MCP server that connects Claude Desktop to an Oracle Fusion Cloud instance. It exposes suppliers, purchase orders, invoices, and project costs as callable tools.

ruff-mcp-server

An MCP server that integrates Ruff linting, formatting, and code analysis tools with advanced logging and configuration options for AI coding assistants.

4pda-mcp

Enables browsing the 4PDA forum through MCP tools for listing forums, topics, and posts using the lightweight lofi text version, with built-in rate-limit handling.

cloudscope-mcp

Cloud cost management MCP server for Azure. Ask your AI about your cloud bill.

Discovery Agent MCP Server

Enables MCP-compliant agents to perform data discovery, schema matching, and export via HTTP, with a mock mode for demonstration.

zoom-mcp

Provides AI agents with structured access to Zoom recorded meetings, enabling search, summarization, and action item extraction.

MCP Server

A modular Model Control Protocol server that provides tools for GitHub repository analysis, calculations, weather, time, and command execution via HTTP or stdio.

Shopify MCP Pro

Shopify MCP server with working analytics (ShopifyQL), auto-refresh auth, and Shopify API 2026-04. Fixed broken tools from other packages real sales reports, no silent token expiry, no runtime crashes