Repomix is a tool that packages codebases into an AI - friendly format, supporting local and remote repository handling, providing code compression, security checks, and multiple output formats.

Scrapling is an adaptive web scraping library that can automatically learn website changes and re - locate elements. It supports multiple scraping methods and AI integration, providing high - performance parsing and a developer - friendly experience.

Solon is an efficient, open, and eco - friendly Java enterprise application development framework that supports all - scenario development. It features high performance, low memory consumption, fast startup, and small - volume packaging. It is compatible with Java 8 to Java 24 and the GraalVM native runtime.

FastMCP - Scala is a high - level, developer - friendly library based on Scala 3 for building Model Context Protocol (MCP) servers. It provides ZIO effect handling, annotation - driven APIs, automatic JSON schema generation, and seamless integration with the Java MCP SDK.

The Azure CLI MCP Server is a server based on the MCP protocol. It enhances the functions of Azure CLI by wrapping it and providing friendly prompts, and supports the execution of Azure CLI commands driven by AI.

The VRChat MCP Server is a standardized protocol service for interacting with the VRChat API, providing access to various functions such as user authentication, friend information, avatar and world data.

AutoGPT is an open - source AI agent toolkit that provides a modular and extensible framework, supporting users to build, test, and monitor AI agents. The project includes the Forge Innovation Lab, a Benchmark testing environment, and a user - friendly front - end interface, and uses the Agent Protocol for standardized communication. The community is active, regularly hosting hackathons and other activities to drive innovation.

BetterMCPFileServer is a redesigned file system access protocol server that protects privacy through path aliases and provides an optimized LLM - friendly API. It simplifies the file operation interface from 11 functions to 6, while enhancing search capabilities and privacy protection.

This project implements an adapter between Langchain and the Box MCP server, integrating AI capabilities through tools and agents, supporting dynamic tool loading, creating React-style agents, and providing a friendly console interaction interface.

MCP Tester is a full - stack application designed for testing and verifying the MCP server responses in Smithery AI applications, providing a user - friendly interface for sending requests and analyzing API responses.

The ActiveCampaign MCP server is a Model Context Protocol server for integrating with the ActiveCampaign API, providing contact management and tracking analysis functions, and supporting friendly queries from AI tools.

This is a RAG assistant project designed for Pybricks beginners, focusing on providing retrieval and suggestions for official API documentation, tutorials, and code snippets. It is especially suitable for FLL students and coaches. The project includes document crawling, pre - processing, index building, and MCP tool services to ensure accurate answers and be beginner - friendly.

The Lara - MCP project aims to provide efficient and user - friendly solutions for various industries by optimizing workflows and enhancing operational efficiency.

A web application tool for testing MCP server configurations, supporting verification of connectivity, functionality, and authenticated access, providing a user - friendly interface and detailed result feedback.

A backend project based on FastAPI, integrating the ElevenLabs MCP protocol to create an AI assistant that can provide friendly, jargon - free tech news updates via voice calls.

The MCP Manager GUI is a tool that simplifies MCP server management, providing a user - friendly interface, cross - platform support, real - time monitoring, and AI integration features.

The Graphiti MCP Server is a multi - project knowledge graph server extension based on the official getzep/graphiti. It supports multi - server single - database configuration, provides a developer - friendly CLI tool, and can build temporary knowledge graphs for each project for AI agents to query through the model context protocol.