Discover Awesome MCP Servers

Mcp_server_memory

MCP demo

Hacker News MCP Server

An MCP server that enables AI assistants to access real-time Hacker News data including top stories, story details, comments, and search functionality.

godspeed-mcp

Máy chủ cho phép tương tác với ứng dụng tác vụ Godspeed bằng API.

Git MCP Server

Provides comprehensive Git functionality to MCP clients, enabling users to manage repositories through operations like commits, diffs, and branch management via natural language. It automatically detects the current working directory and supports multi-project workflows across different local environments.

Awesome MCP FastAPI

Một máy chủ MCP (Model Control Plane - Mặt phẳng điều khiển mô hình) sẵn sàng cho sản xuất, được xây dựng bằng FastAPI, cung cấp một kho đăng ký công cụ nâng cao để tạo, quản lý và ghi lại các công cụ AI cho Mô hình Ngôn ngữ Lớn (LLM).

SNOTEL MCP Server

Provides access to real-time and historical snow conditions, weather data, and snowpack analysis from over 800 SNOTEL stations across the western United States through the USDA Air and Water Database API.

GitHub Workflow Debugger

Một công cụ hỗ trợ chẩn đoán và khắc phục lỗi quy trình làm việc (workflow) của GitHub Actions bằng cách phân tích nhật ký chạy (run logs), xác định các mẫu lỗi thường gặp và đề xuất các giải pháp cụ thể thông qua một cây quyết định có cấu trúc.

Code Search MCP Server

High-performance code understanding toolkit that enables batch reading of multiple files with dependency context, structural outline extraction with Java annotation awareness, and precise location of classes/methods across large codebases.

MCP Server

Model Context Protocol server that enables API test automation across various AI hosts (Claude, OpenAI, custom) using Postman Collections.

Global MCP Stock Server

Cung cấp quyền truy cập theo thời gian thực vào dữ liệu thị trường chứng khoán toàn cầu, bao gồm giá hiện tại, biểu đồ lịch sử và thông tin tài chính của công ty thông qua máy chủ Giao thức Ngữ cảnh Mô hình (MCP) cho trợ lý AI.

🚀 MCP Server for Autonomous Development Agents

🚀 MCP Server: Nền tảng cho phép AI hoạt động như những nhà phát triển tự động. Từ khâu lên ý tưởng đến kiểm thử cuối cùng, tự động hóa toàn bộ quy trình phát triển phần mềm. #AutonomousDev #AI #Innovation #SoftwareEngineering #FutureOfDev

University Rankings MCP Server

Enables querying and analysis of Chinese university discipline assessments, including searching universities and disciplines, filtering by evaluation grades, browsing by province, and generating rankings based on various metrics.

Google Ads MCP Server

Enables interaction with Google Ads through secure OAuth authentication to discover keyword ideas, analyze historical search metrics, and generate forecasts for advertising campaigns. Built as a Next.js application with encrypted credential storage and rate limiting.

Materials MCP

A Model Context Protocol server that provides access to materials databases through the OPTIMADE API, with focus on Google DeepMind's GNoME dataset containing millions of predicted crystal structures.

Make CoPilot an Interactive Programmer

Một VS Code Extension tạo một máy chủ MCP cho kết nối REPL Clojure của Calva.

it2mcp

An MCP server that enables AI assistants to control iTerm2 sessions, windows, tabs, and profiles using the official iTerm2 Python API. It includes a security model with session tagging and tiered permissions to ensure safe and controlled terminal interactions.

MCP SSE Proxy

Bridges STDIO-based MCP clients with SSE-based MCP servers, allowing applications like Claude Desktop to connect to remote MCP servers that use SSE transport.

StateWeave

Cross-framework cognitive state serializer for AI agents. Export, import, and diff agent state across 10 frameworks.

Alai

Create high quality presentations using AI

DocketBird MCP Server

Enables searching and downloading court documents, listing cases, and retrieving case details via the DocketBird API. It supports secure OAuth 2.0 authentication for remote access and a standard local mode for personal use.

Crypto MCP Server

Provides real-time and historical cryptocurrency market data using ccxt, enabling users to fetch live prices, historical candlestick data, and stream real-time ticker updates across multiple exchanges.

Jira Weekly Reporter MCP Server

Connects to Jira instances to generate weekly reports based on issue activity, supporting custom JQL queries and optional LLM summarization.

Skincare MCP

An ingredient-based recommendation engine that identifies similar products using TF-IDF vectorization and scans ingredient lists for potential irritants. It enables users to perform NLP-based product matching and check for skin-sensitivity red flags within Claude.

Mezmo MCP Server

An MCP server for retrieving and filtering logs from Mezmo with a quota-conscious design and intelligent defaults. It enables users to discover and query logs by application, level, and custom time ranges to streamline debugging while minimizing API usage.

Restream MCP Server

Enables management of multi-platform streaming through the Restream API, allowing control of streaming channels, stream settings, and access to analytics across platforms like YouTube, Twitch, and Facebook through natural language.

MCP Gateway

A multiplexing gateway that aggregates multiple MCP servers into a single port, significantly reducing context token usage through a Meta-MCP discovery system. It enables dynamic tool discovery and invocation across various transport protocols including stdio, HTTP, and SSE.

Sage MCP

An academic research server that provides LLMs with full-text search and retrieval access to academic papers and periodicals. It enables research-grounded responses through features like topic filtering and programmatic database expansion.

My MCP Server

A demonstration FastMCP server with FastAPI integration that provides basic arithmetic operations, personalized greetings, and a stock analyst prompt template for Claude.ai.