# AI Assistance

A memory bank server based on the Model Context Protocol (MCP) for cross - session management of project documents and context, helping AI agents (such as Claude) maintain consistent project knowledge through structured JSON - formatted global and branch - specific memory banks.

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 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.

MCP is an open-source AI-driven penetration testing framework that integrates multiple security tools, analyzes their outputs in real-time, strictly follows the standard penetration testing process, and provides intelligent assistance to security testers.

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

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.

playwright-mcp is a tool that provides AI assistants with real-time browser access to help generate reliable Playwright test scripts.

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.

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

Unreal Engine code analysis MCP server, providing powerful Unreal Engine code analysis capabilities for AI assistants

An MCP service that connects to the Ravelry knitting API, providing knitting pattern search functionality for AI assistants

A file modification server based on the MCP protocol that supports adding, deleting, modifying, and querying files through an AI assistant.

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

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 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.

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.

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.

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 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.

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

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.

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

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

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.

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 - based Zoom meeting management server that supports listing, creating, deleting, and querying meeting details.

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.

An MCP server project that allows Claude to control macOS native applications through natural language, similar to Playwright but for Mac applications, suitable for development testing and UI automation.