# AI Assistance

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

An experimental MCP server for the Nylas API, providing API integration resources and tools

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.

The MCP Backup Server is an instant backup and recovery system designed specifically for AI agents and code editing tools, providing fast security points and context preservation functions.

The OLS MCP Server is a tool that provides ontology query services for large - language models. By connecting to the EBI Ontology Query Service API, it helps AI assistants accurately obtain ontology terms, concepts, and hierarchical structures in the biomedical field.

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

A server tool that helps users access and query databases through Legion Query Runner and the MCP protocol

Tribal is an MCP server implementation for error knowledge tracking and retrieval, providing REST API and native MCP interfaces to help Claude remember and learn programming errors.

A text editor server built on Python and FastMCP, providing powerful file operation tools. It enables file reading, editing, and management through a standardized API, and specifically optimizes the accuracy and reliability of code editing by AI assistants.

The MATLAB MCP server is a powerful tool that integrates MATLAB with AI, supporting the generation of MATLAB code through natural language, the execution of MATLAB scripts, and direct access to MATLAB documentation.

A server based on the MCP protocol that provides code call graph analysis capabilities for LLMs through the nuanced library

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.

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.

A GitHub PR code review tool based on Cursor AI that automatically performs static analysis, security scans, and tests through the local toolchain and generates Markdown reports.

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

An MCP diagnostic tool developed specifically for Trae IDE, which can obtain real-time error, warning, and prompt information in the project, helping the AI Agent provide accurate code analysis and repair suggestions.

The Godot MCP Skill System is a complete set of AI-assisted game development tools, including 11 professional skills, covering the entire development process from project creation to product release. Users can let AI automatically call the corresponding tools to complete complex tasks through natural language descriptions.

The MCP server for Dyson Sphere Program, which uses AI to assist in analyzing factory bottlenecks, power grid status, and logistics efficiency, and serves as a bridge between game data and natural language interaction.

The F2C MCP server is a model context protocol service that can convert Figma design data into HTML/CSS code and provide design context support for AI programming assistants.

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.

A web research service designed for Claude, integrating Google Search and content extraction functions

A multi - language package version checking tool that provides the latest stable version query service

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.

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.

The MCP service for Ant Design components provides support for component documentation query and code generation for large language models

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 React Icons MCP Server is a service that provides React Icons library information for AI programming tools, supporting functions such as icon search, detail retrieval, and usage example query.

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

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