# AI Assistance

A backup and recovery server designed specifically for AI agents and code editing tools, providing fast and secure backup functions, suitable for instant backups before high - risk operations.

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.

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

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

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.

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 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.

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

A server that provides Model Context Protocol (MCP) services for LeetCode, supporting AI assistants to access LeetCode problems, user information, and contest data.

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 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.

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.

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.

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.

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.

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.

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

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

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

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

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.

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.

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

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.

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

The Shendao Engine OpenAPI MCP toolset provides script management, storage operations, and AI-assisted functions to help developers efficiently call engine interfaces