# AI Assistance

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.

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

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.

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.

zPlanner is a command - line project planning tool focused on software development management, providing task hierarchy, progress tracking, and HTML reporting functions. It is especially designed with a context memory system for AI - assisted development.

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.

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

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.

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

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.

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.

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

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

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.

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.

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 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.

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.

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.

An intelligent code suggestion service based on the MCP protocol. It analyzes user requirements through AI and recommends the most suitable components and utility methods from the private code library, improving code reuse and development efficiency.

An MCP server that integrates AI models with WinDbg/CDB for analyzing Windows crash dump files and remote debugging, supporting natural language interaction to execute debugging commands.

CodeSentinel is a code quality analysis server based on the Model Context Protocol (MCP), specifically designed to detect 93 hidden problem patterns in AI-generated code, including security vulnerabilities, deceptive error handling, placeholder code, etc. It uses pattern matching rather than AST analysis to find code that is syntactically correct but semantically problematic.

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

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.

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 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.