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.

Vibe Marketing MCP is an open - source marketing content generation server that integrates the best social media hooks, copywriting frameworks, and KOL archetypes to help AI clients generate more human - friendly and platform - optimized marketing content.

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.

A privacy - friendly web search server based on the MCP protocol, providing multi - engine parallel search functions for web pages, social media, and archives, supporting cache management and security verification.

A compliance risk assessment tool for website crawlers based on the MCP protocol, which provides risk detection from three dimensions: legal, social ethical, and technical, helping developers evaluate the crawler friendliness and potential risks of target websites.

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.

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.

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.

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.

An MCP protocol server that supports database connection and query for MySQL, Redis, and MongoDB, providing multiple security modes and a user - friendly operation interface

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.

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

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.

MyTaskly MCP Server is a middleware based on the Model Context Protocol, providing an API gateway with OAuth 2.1 JWT authentication for the MyTaskly task - management application. It includes 20 tools and can format the data from the FastAPI backend into a response friendly to React Native mobile devices.

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.

This is a leave management system server based on the Model Context Protocol (MCP). It allows AI assistants (such as Claude, Cursor) to act as HR collaborators, automatically completing the entire process of collecting leave information, verifying company policies, automatically approving requests, and generating user - friendly confirmation notifications. The system is built using Python and the fastmcp framework, with built - in verification rules and audit trails, aiming to replace traditional manual processes and provide secure and composable HR automation operations for AI agents.

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.