Discover Awesome MCP Servers

Python MCP Server

Một máy chủ Giao thức Ngữ cảnh Mô hình (Model Context Protocol) trích xuất và phân tích cấu trúc mã Python, tập trung vào mối quan hệ nhập/xuất giữa các tệp để giúp các LLM (Mô hình Ngôn ngữ Lớn) hiểu ngữ cảnh mã.

Random-Generator

An encrypted and secure random number generation server that complies with the MCP protocol, suitable for AI applications, LLMS, and other systems that require high-quality random numbers.

Laravel MCP Companion

Provides instant access to comprehensive Laravel ecosystem documentation including multi-version core docs (6.x-latest), Laravel services (Forge, Vapor, Nova, Envoyer), and 42,000+ lines of community package documentation with intelligent search and use-case mapping.

PostgreSQL MCP Server

Enables Claude to interact with PostgreSQL databases by executing SQL queries, exploring schemas, and monitoring database health. It provides tools for data manipulation and schema management via a secure SSE connection.

OPC UA MCP Server

Connects AI agents to OPC UA-enabled industrial systems for real-time monitoring and control of operational data. It enables users to read, write, and browse industrial device nodes through natural language interactions.

NotebookLM MCP Server

Enables AI agents like Claude and Cursor to directly query Google's NotebookLM for zero-hallucination answers based on your uploaded documents, eliminating the need for manual copy-pasting and providing expert-level synthesized responses with source citations.

Appwrite MCP Server

Enables interaction with Appwrite's backend services through natural language. Provides tools to manage databases, users, functions, teams, storage, and other Appwrite project resources via API integration.

HAPI-MCP

A Model Context Protocol server that enables querying FHIR healthcare data using natural language, allowing doctors to retrieve patient information, medications, observations, and other healthcare records.

Freqtrade-MCP

Integrates with the Freqtrade cryptocurrency trading bot via its REST API to enable AI-driven automated trading and bot management. It allows users to fetch market data, monitor performance, manage whitelists, and execute trades through natural language.

Compass

MCP Compass là một dịch vụ khám phá và đề xuất, hỗ trợ các trợ lý AI trong việc tìm kiếm và hiểu các máy chủ Giao thức Ngữ cảnh Mô hình (Model Context Protocol) thông qua các truy vấn bằng ngôn ngữ tự nhiên.

MCP Weather SSE Server

Một máy chủ MCP kết nối các trợ lý AI với dữ liệu thời tiết theo thời gian thực thông qua API OpenWeatherMap bằng cách sử dụng Server-Sent Events (SSE).

Get笔记 MCP Server

Integrates with Get笔记 (GetBiji) API to enable AI-powered knowledge base search and retrieval. Provides tools for enhanced semantic search, raw content recall, and rate limit monitoring.

Finnhub MCP Server

An MCP server that provides access to financial market data via the Finnhub API, focusing on earnings calendars. It allows users to retrieve historical and upcoming earnings announcements including EPS and revenue data.

Nutrient Document Engine MCP Server

Enables AI agents and users to process documents through natural language, supporting PDF operations like text extraction, redaction, splitting, form filling, annotations, and content search.

AgentGo MCP Service

A Model Context Protocol service that enables agent authentication and integration with TrustGo platform, providing access to real-time data like price, sigma score, and mindshare bubble analytics.

Urlbox MCP Server

Enables users to capture high-quality website screenshots, generate PDFs, and convert web content to HTML or markdown via the Urlbox API. It supports advanced features like ad-blocking, cookie banner removal, and metadata extraction directly through natural language prompts.

Activity Collector MCP

Collects and aggregates developer activity data from GitLab, GitHub, Google Calendar, and Outlook Calendar. Enables tracking of commits, pull requests, code reviews, issues, and meeting information across multiple platforms with secure OAuth authentication.

Mnemosyne MCP

An active, stateful software knowledge graph engine that serves as an 'all-knowing development partner' for AI agents and human developers by modeling software projects into queryable knowledge graphs.

CucumberStudio MCP Server

Triển khai một máy chủ Giao thức Ngữ cảnh Mô hình (Model Context Protocol) cung cấp ngữ cảnh từ CucumberStudio cho các trợ lý AI, cho phép chúng tìm nạp dữ liệu và tạo hoặc sửa đổi các kịch bản kiểm thử, tính năng và các tài nguyên CucumberStudio khác.

NutriAI MCP Server

Enables nutritional analysis of food descriptions by integrating with OpenAI's API to provide calorie estimates, macronutrient breakdowns, and dietary insights. Designed for educational purposes and follows OpenAI Apps SDK design guidelines.

MCP Test Server

A TypeScript-based test implementation for the Model Context Protocol (MCP) with example configurations and Jest test cases. Provides a development foundation for building and testing MCP server functionality.

Iceland News MCP Server

Fetches latest news from 6 Icelandic sources via 60+ RSS feeds across categories in Icelandic, English, and Polish, with configurable article limits and feed discovery.

Claude MCP Server

A lightweight Flask-based server that enables Claude AI to perform real-time web searches via DuckDuckGo during conversations, allowing the AI to access current information.

GitLab MCP Server

Enables AI assistants to interact with GitLab projects, allowing users to query merge requests, view code reviews and discussions, check pipeline test results, and respond to comments through natural language chat commands.

ginialtech-mcp

Enforces GINIALTECH project conventions and protects critical files while providing project context to AI agents. It ensures adherence to specific language requirements and the use of Bun as the exclusive package manager.

Mermaid Lint MCP

A tool for validating Mermaid diagram syntax through CLI and MCP interfaces, providing real-time error checking and line-specific feedback. It enables AI assistants to self-validate and debug generated diagrams across all Mermaid types, ensuring valid visual documentation.

deep-filesystem-tree

Một triển khai Giao thức Ngữ cảnh Mô hình (MCP) cung cấp khả năng trực quan hóa và thao tác sâu cây hệ thống tệp. Công cụ này cho phép điều hướng và quản lý hiệu quả các cấu trúc thư mục phức tạp, nâng cao quy trình làm việc phát triển với các hoạt động hệ thống tệp được hỗ trợ bởi AI. Tương thích với

Apple Notes MCP

A local-only server that enables AI agents to create, read, search, and organize Apple Notes directly on macOS. It supports folder management, note formatting, and checklists using native automation to ensure data remains private and local.

Fastmail MCP Server

Enables AI assistants to securely access and search Fastmail emails via the JMAP API. Supports searching emails, retrieving full email content, and listing mailboxes with read-only access using Fastmail API tokens.