MCP Agent Mail is a mail - based coordination layer designed for AI programming agents, providing identity management, message sending and receiving, file reservation, and search functions, supporting asynchronous collaboration and conflict avoidance among multiple agents.

Refact Agent is an open - source AI programming assistant that supports multi - language code generation, debugging, and optimization. It integrates with mainstream development tools, can be deployed locally, and provides intelligent code completion and code explanation functions.

Zen MCP is a multi-model AI collaborative development server that provides enhanced workflow tools and cross-model context management for AI coding assistants such as Claude and Gemini CLI. It supports seamless collaboration of multiple AI models to complete development tasks such as code review, debugging, and refactoring, and can maintain the continuation of conversation context between different workflows.

napi is a tool developed by NanoAPI, aiming to automatically analyze software architecture complexity, support extracting functional modules from the codebase, provide both CLI and UI operation methods, and be compatible with mainstream CI/CD platforms to help developers optimize architecture design.

MemoryMesh is a knowledge graph server designed for AI models, focusing on text role - playing games and interactive narratives. It helps AI maintain consistent and structured memory in conversations through dynamic schema definition and automatic tool generation, enabling a richer and more dynamic interactive experience.

MemoryMesh is a knowledge graph server designed for AI models, focusing on text RPGs and interactive narratives, helping AI maintain structured memory across conversations.

An MCP server that provides real-time hot topics from mainstream Chinese social platforms

MCP - PostgreSQL - Ops is a professional MCP server for PostgreSQL database operations and monitoring. It supports PostgreSQL versions 12 - 17 and provides comprehensive database analysis, performance monitoring, and intelligent maintenance suggestions. Database management is achieved through natural language queries.

MCPBench is a framework for evaluating the performance of MCP servers. It supports the evaluation of two types of tasks: web search and database query, is compatible with local and remote servers, and mainly evaluates accuracy, latency, and token consumption.

The Maigret MCP Server is an MCP protocol server that provides services for the OSINT tool maigret. It supports searching for usernames across social networks and analyzing URLs and can be integrated into applications such as Claude Desktop.

Kom is a Kubernetes operation management tool that provides functions such as multi-cluster management, resource creation, deletion, update, and query, Pod operations, and SQL queries. It supports CRD and built-in resource operations, simplifying the daily operation and maintenance of k8s.

The Maigret MCP Server is a model context protocol server for the OSINT tool maigret, supporting username search and URL analysis functions.

MCpp Server is a high-performance Minecraft server written in C++. It aims to provide a fast and efficient gaming experience while maintaining compatibility with Java clients.

The Hats Protocol MCP Server is a comprehensive multi - chain role management system that provides hat creation, permission verification, organizational structure management, and analysis functions, supporting multiple mainnets and testnets such as Ethereum and Polygon.

A Model Context Protocol (MCP) server template project based on TypeScript, providing a structured, maintainable and extensible framework, including implementation examples of tools, resources and prompts, supporting configuration management, logging, error handling and containerized deployment.

Implementation of Tally Prime MCP server, used to provide Tally ERP data to mainstream LLMs such as Claude and ChatGPT, supporting the MCP protocol

The Alibaba Cloud Operation and Maintenance MCP Server project provides a variety of cloud product operation tools, including functions such as starting, stopping, and querying services like ECS, VPC, RDS, and OSS, and supports automated operation and maintenance through API and OOS.

The GoPlus Security MCP Server provides blockchain security analysis tools based on the GoPlus Security API, including Rug Pull detection, phishing website identification, NFT security analysis, etc. It supports multiple mainstream blockchain networks such as Ethereum, BSC, and Polygon.

This project is a Model Context Protocol (MCP) adapter used to connect large language models (LLMs) with the Lisp development environment, supporting interaction through the lightweight Lisply protocol. The main functions include Lisp code evaluation, HTTP requests, and debugging support, suitable for scenarios such as AI-assisted symbolic programming and CAD design automation.

An MCP protocol server implemented for the Listmonk email system, providing AI models with the ability to manage mailing lists, subscribers, and newsletters through a standardized interface.

A collection of MCP servers based on .NET, mainly used for searching and obtaining contents of NuGet packages.

The Korx Share MCP Server is a multi-functional MCP protocol server that, by integrating with the korx.org API, creates secure and shareable URLs for AI-generated visual content (such as charts, dashboards, and HTML pages), while maintaining content interactivity and performing risk filtering.

This project is a toolset for managing and configuring multiple Model Context Protocol (MCP) servers, mainly serving AI assistants such as Claude Desktop. It provides functions such as file system access, SQLite database queries, web automation, and GitHub integration, and includes installation scripts, configuration templates, and security practice guides.

A code knowledge management tool based on vector embedding, used to maintain and query code library knowledge, supporting local storage and RAG enhancement.

The MCP 3D Printer Server is a middleware that connects Claude with multiple 3D printer management systems, supporting mainstream platforms such as OctoPrint, Klipper, and Duet, and providing printer control, file management, and advanced STL model processing functions.

URL MCP is a tool for building MCP servers without writing or hosting code, mainly used for protocol and security experiments, supporting static text and dynamic HTTP responses.

The Meson cross - chain transaction MCP server implemented based on Deno and TypeScript provides a service for convenient asset transfer between different blockchains, supports main - net and test - net environments, and ensures security by configuring private keys through environment variables.

An MCP server for accessing and searching browser history records (supporting mainstream browsers such as Chrome, Firefox, and Safari), supporting cross-platform use, and helping LLMs understand user interests and search behaviors

A hot news server based on the MCP protocol that aggregates real - time hot topics from 9 major Chinese mainstream social platforms and news websites, supporting AI model integration and popularity index display.

Cline Memory Bank is a persistent project context management server designed for AI-assisted development. By integrating with the Cline extension in VSCode, it enables project memory functions across sessions, including context maintenance, progress tracking, and technical decision recording.

An advanced PocketBase MCP server that provides comprehensive database operation tools, including collection management, record operations, user authentication, and database maintenance functions.

MCP Trino Server is a service based on the Model Context Protocol (MCP), providing seamless integration with Trino and Iceberg, and supporting data exploration, query, and table maintenance through a standard interface.

The ValTown MCP Server is a service designed for AI assistants, allowing code execution in the ValTown environment, supporting multiple platforms and being compatible with mainstream MCP clients.

This project is an MCP server for managing memory text files, helping AI models like Claude maintain context between conversations. It provides functions to add, search, delete, and list memories, supporting exact matching operations based on substrings. It is designed to store memories in simple text files, similar to ChatGPT's memory mechanism, and triggers memory storage through prompts and training.

The project has been migrated to a new repository, and the original repository is no longer maintained

An email - integrated MCP server based on IMAP and SMTP protocols, supporting functions such as reading, sending, searching for emails, and managing mailbox folders.

A multi-platform job aggregation service based on the MCP architecture, supporting the acquisition and standardization of job data from mainstream recruitment websites and providing structured support for large models.

The MCP server for industrial Internet of Things and edge computing provides 11 tools through HTTP endpoints, enabling AI - driven industrial automation, predictive maintenance, and smart factory operations, and supporting multiple protocols such as MQTT and Modbus.

The ChuckNorris MCP Server is an enhanced prompt tool designed for large language models. It uses dynamic mode adaptation technology to bypass security restrictions and is mainly used for security research and evaluation purposes.

Web3 MCP is a multi-chain interaction server that supports RPC operations on mainstream blockchains such as Solana, Ethereum, and THORChain, providing core functions such as account query, transfer, and transaction.