This is a server that implements the MCP code execution mode. Through a single-tool bridge and zero-context discovery mechanism, it reduces the overhead of MCP tool calls from tens of thousands of tokens to about 200 tokens and securely executes Python code in the root container, supporting data science and secure isolation.

This project is a collection of learning resources about Model Context Protocol (MCP), including guides, tools, and server implementations, aiming to help developers understand and apply the MCP standard. The project provides multiple example implementations of MCP servers, such as file system operations, Git management, GitHub integration, etc., as well as development guides and practical tools.

The ZoomEye MCP Server is a protocol service that provides network asset information based on query conditions. It supports querying the ZoomEye database through natural - language interaction to obtain information about networked devices, services, and vulnerabilities.

A thinking analysis server based on the Gemini API, providing the ability to decompose and think about complex problems

An MCP protocol server that provides a tool for querying the official MCP registry, helping AI assistants and applications to programmatically discover, search for, and retrieve information about published MCP servers.

A project integrating Smithery and SWAPI to obtain and display information about planets, characters, starships, etc. in the Star Wars universe.

A simple MCP server for interacting with Pure Storage storage arrays to obtain real-time information about the FlashBlade array

This is an MCP server that connects to the US National Park Service (NPS) API, providing real - time information about US national parks, including park details, alerts, activities, visitor centers, and campgrounds.

Message MCP is an AI task notification system that offers desktop notifications, custom sounds, mobile push notifications, email notifications, and API push functions, enabling users to promptly learn about the task completion status without constantly staring at the screen.

Doctah-MCP is a query server for Arknights game data based on the Model Context Protocol, providing search and access interfaces for AI assistants to obtain information about operators and enemies.

MCP-NixOS is a model context protocol server that prevents AI assistants from having hallucinations about the NixOS system, providing real-time access to NixOS packages, system options, Home Manager settings, and nix-darwin configurations.

The Shodan MCP Server is a model context protocol server that provides Shodan API functionality, allowing AI assistants to query detailed information about Internet - connected devices and services.

Ordiscan MCP Server is a Model Context Protocol server for retrieving information about Ordinals and Runes on Bitcoin

An MCP server that provides information about the installed applications on a computer, supporting MacOS and Windows systems, and can be integrated with compatible AI assistants.

An AI service project that always returns the cute Japanese reply 'きつねかわいい！！！' when users ask questions about foxes.

This project is an intermediate server that connects the Recurse Center API with AI tools, enabling AI assistants to query information about Recurse Center members, batches, and locations through the Model Context Protocol (MCP).

dank-mcp is a server based on the Model Context Protocol (MCP), specifically designed to answer questions about cannabis datasets. It stores and processes data through DuckDB, supports integration with LLM tools such as Claude Desktop, and provides a query service for cannabis product information for educational purposes.

An MCP server tool for interacting with the Cooper Hewitt Museum's collection API, supporting searching and obtaining detailed information about museum items.

This project implements a server based on the Model Context Protocol (MCP) standard to connect the ZenML platform with AI applications. It provides access to core ZenML functions through a standardized protocol, including querying information about users, pipelines, run records, etc., and supports triggering new pipeline runs.

An experimental MCP server project that helps AI assistants connect and obtain information about Duyet, including blogs, GitHub activities, and resumes.

An MCP server for retrieving information about Drupal modules

An MCP protocol server for interacting with Snapshot.org, providing tools to query information about Snapshot spaces, proposals, and users.

A project about the GitHub MCP server, including a beautiful README introduction

A Q&A chatbot project about the EU AI Act, using a hybrid retrieval method (vector search + knowledge graph), providing local running and AWS Lambda deployment options.

MCPverse is a project that centrally manages information about multiple Model Context Protocol (MCP) servers, providing detailed information such as installation guides and environment variable configurations, and supports access via an npm package or a web interface.

This project provides a Model Context Protocol (MCP) server based on the official API of the Korea Tourism Organization (KTO), enabling AI assistants to query detailed information about Korean tourist attractions, cultural events, dining, and accommodation. It supports multi - language search, location awareness, caching, and automatic retry functions, and can be run directly through Docker or Python.

Lenz shares learning and development experiences about MCP, mainly using Kotlin for backend development.

This project is a developer documentation about the Model Context Protocol (MCP) Server, which details how to build, run, and integrate the MCP Server to achieve a secure connection between AI models and real-time data, tools, and business logic.

An example of an MCP server, demonstrating how to run the server and client scripts via uv and returning a poem about a cat.

An MCP server project created based on the Bun runtime, with a warning about insufficient security measures.

DVMCP is an educational project that demonstrates security vulnerabilities by deliberately implementing a vulnerable Model Context Protocol (MCP). It contains 10 challenges of increasing difficulty to help learn about security issues in MCP implementations.

An MCP server that provides the function of querying the location of a mobile phone number, capable of querying information about the province, city, and operator.

This project is about the MCP server configuration for patent data integration, including installation scripts and documentation for multiple patent database APIs.

The Nefino MCP Server is an MCP - protocol server that provides news and information about renewable energy projects in Germany for large language models.

This project is a personal and public knowledge base about the Model Context Protocol (MCP), aiming to explain and explore the working principles, interaction processes, and tool call mechanisms of MCP, including example code, concept analysis, and reference materials.

Next.js MCP Server is a tool for analyzing the routing information of Next.js applications. It can scan the project directory structure, extract detailed information about API routes, including paths, HTTP methods, parameters, status codes, etc., and provides two running modes: command line and Docker.

The Product Hunt MCP Server is a plug-and-play MCP protocol service that connects the Product Hunt API with any LLM or agent that supports the MCP protocol to obtain information about posts, collections, topics, users, etc.

An MCP server project for inquiring about the honor rolls and public service records of independence meritorious servicemen of the National Veterans Affairs Agency

The OpenAPI MCP Server is a model context protocol service for Claude/Cursor that supports searching and exploring OpenAPI specifications through oapis.org. It helps users obtain the identifiers of APIs, summaries described in simple language, and detailed information about endpoints through a three-step process. It is suitable for API exploration and code generation.

abusech-mcp is an MCP server that retrieves threat intelligence data about malware, URLs, IPs, and domains from multiple abuse.ch platforms through a unified API.