# AI Assistance

The Medical MCP Server is a dedicated server based on the Model Context Protocol (MCP) that provides AI assistants with access to medical data and medical information tools, including functions such as drug information query, medical literature retrieval, and health topic access.

A service implementing the Model Context Protocol (MCP), providing tools for retrieving and analyzing the entire codebase, and supporting AI agents such as Cursor's Composer Agent to automatically read and understand the entire codebase.

Father - MCP is a server tool to help AI models understand and create MCP implementations, providing functions such as documentation, configuration validation, and code generation.

A UI/UX design automation suite based on the MCP protocol that enables end-to-end workflows from design inspiration to development and delivery through AI assistance. It includes three core functions: web inspiration collection, Figma design integration, and React code generation.

Gamemaster MCP is an AI-assisted Dungeons & Dragons (D&D) game management server built on FastMCP, providing complete campaign management, character control, NPC interaction, map building, and quest tracking functions, supporting multiplayer collaboration and single-player immersive gaming experiences.

An experimental MCP server developed for the Kafka monitoring tool AKHQ, which helps AI assistants connect and assist users in working with AKHQ

The MCP Code Indexer is an intelligent code retrieval tool designed specifically for large AI language models. It improves the efficiency and accuracy of code processing through semantic understanding and vectorized indexing, supporting functions such as code analysis, quality assessment, and dependency management.

Unity-MCP is an open - source project that connects the Unity game engine with AI assistants. It implements AI - assisted development, automated testing, and runtime debugging functions through the Model Context Protocol.

An AI-driven video encoding assistance tool that connects Claude AI to the encoding workflow through the MCP server, providing intelligent error parsing, real-time analysis, and automated solutions to reduce manual intervention.

The Figma MCP Server is a tool that converts Figma design data into an AI-friendly format, supports integration with AI coding tools such as Cursor, and optimizes the process of converting design to code.

UltimateCoder MCP is a locally prioritized automation server designed for developers and engineers, providing terminal command automation, file editing, and AI tool enhancement features.

An MCP server that provides access to Astro documentation for AI agents, supporting document retrieval and frequently asked questions

An MCP server that connects LLM to the Moodle platform for course, student, assignment, and quiz management

This project is a GitHub MCP server based on FastAPI, providing API interfaces for interacting with GitHub, including functions such as getting user information, managing repositories, creating issues, etc., and supporting AI-assisted issue summary generation.

An AI-driven video encoding assistant tool that connects Claude AI through the MCP server to provide intelligent error parsing, real-time monitoring, and automated solutions.

An unofficial ChEMBL MCP Server that provides 22 professional tools for drug discovery research, cheminformatics analysis, and biological activity investigations through the ChEMBL REST API.

An MCP server based on the Rust library, used to generate context prompts from codebases and help AI assistants better understand and process code repositories.

The AiDD MCP Server is a server that provides a comprehensive toolset for AI - driven development workflows, supporting functions such as file operations, code analysis, Git management, and system information retrieval.

The AWS MCP Servers are a set of dedicated servers based on the Model Context Protocol, offering various AWS-related functions, including document retrieval, knowledge base query, CDK best practices, cost analysis, image generation, etc., aiming to enhance the integration of AI applications with AWS services through a standardized protocol.

MCP Agile Flow is an AI - assisted agile development workflow management system based on FastMCP, providing RESTful APIs and a resource - prioritized architecture, supporting natural language command processing and multi - IDE integration.

The Temp Notes MCP Server is a temporary information storage service designed for AI agents, supporting cross - conversation and context - based storage and retrieval of temporary notes to help solve the context window limitation problem in complex tasks.

Molecule-MCP is a server that connects molecular science tools with Claude AI, enabling AI to directly control molecular modeling tools through the MCP protocol

The Cinema4D MCP Server is a bridge connecting Cinema 4D and Claude, assisting in 3D scene operation and modeling through prompts.

A tool that connects Claude with GitHub repositories through the MCP protocol, supporting functions such as code analysis and deployment workflow generation.

An AI-based NPM package analysis MCP server that provides intelligent functions such as security scanning and dependency analysis

A server that provides MCP services for LeetCode, supporting access to problems, user information, and contest data.

A YouTube video summarization tool based on the MCP protocol that can extract video titles, descriptions, and subtitles, and provide structured data for Claude to generate video summaries.

This is an MCP project that allows users to control the GIMP image editing software through natural language conversations, converting complex image processing operations into simple conversation instructions and supporting various image editing functions from basic adjustments to advanced special effects.

The GitHub MCP server provides AI-assisted tools such as code review, PR analysis, and security detection, and supports local and Docker deployment.

The PJE MCP Server is a server for integrating with the Brazilian Electronic Judicial System (PJE), supporting A1 and A3 digital certificates, providing functions such as case management, judicial data query, and multi-court support, and achieving native AI integration with Claude Desktop.