# AI Assistance

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.

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

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.

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.

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

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.

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

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

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

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

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

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.

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.

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

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.

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.

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

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

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

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

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

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.

JupyterMCP is a tool that integrates Jupyter Notebook with Claude AI via the Model Context Protocol (MCP). It supports functions such as bidirectional communication, cell operations, and code execution, and is only compatible with Jupyter Notebook version 6.x.

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

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

An MCP server that provides documentation query services for Rust code

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