# AI assistance

An MCP server based on Playwright that provides browser automation capabilities for LLMs

Postgres MCP Pro is an open - source MCP server that provides comprehensive support for AI agents in database index tuning, execution plan analysis, health checks, and secure SQL execution.

Payload MCP is an AI - assisted tool server developed specifically for Payload CMS. It provides code generation, validation, project building, and query analysis functions through the standardized Model Context Protocol (MCP) to help developers more efficiently build and manage Payload CMS projects.

A lightweight server that exposes Mac system information through simple APIs to help AI assistants obtain real-time hardware and system data, mainly used for AI and deep learning experiments by Mac users.

The Stata MCP extension provides Stata integration for VS Code and Cursor, supporting command execution, AI assistance, and real-time output viewing.

The MCP server dedicated to the D-ZERO front-end development environment, integrating Figma data acquisition and coding specification support

A comprehensive Node.js development tool server that provides project scaffolding, component generation, configuration management, and AI - assisted development functions

The VSCode context MCP server provides VSCode environment access and file operation functions for AI assistants, enabling intelligent interaction between the development environment and AI.

An MCP server designed for AI development and QA, providing AntV documentation context and code examples of the latest APIs, supporting visualization libraries such as G2, G6, and F2.

An AI-assisted tool for CTF problem-solving and problem-setting

An MCP server developed in Go, supporting SSE and stdio operation modes, providing functions such as Bilibili personal information query, latest following list, and video search, and facilitating AI to select personalized video content.

Claude Server MCP is an early - stage context management server that provides cross - session persistent context management for Claude, supporting project - based organization and conversation continuity.

Claude MCP is a server tool system that enhances Claude's code generation capabilities. By providing the latest documentation and API access, it ensures that the generated code follows the latest best practices. The system supports local or shared deployment, includes tools such as document scraping, and can expand its functions through modularization.

This project enables large language models to directly understand and generate audio effect modules in the Max audio processing software through the Model Context Protocol (MCP). It supports explaining, modifying, and creating audio effect modules and provides an interaction interface with LLMs.

The Cloudscape MCP Assistant is a server that enhances the Roo AI functionality, providing comprehensive support for the AWS Cloudscape design system, including component discovery, document access, and code generation.

Memory Bank MCP is a plugin that helps AI assistants maintain project context through structured Markdown files, providing a systematic way to track project goals, decisions, progress, and patterns.

GH_mcp_server is a tool that directly interacts with Rhino and Grasshopper through LLM, supporting the analysis of 3DM files, 3D modeling, and the automatic generation of GHPython code for Grasshopper.

Sketch Context MCP is a model context protocol server used to integrate Sketch design files with IDEs such as Cursor, enabling an AI - driven workflow from design to code, and supporting real - time two - way communication and design element operations.

The React Native MCP server is a platform that provides comprehensive development tools, aiming to optimize the React Native development experience. It includes functions such as project initialization, version management, automated upgrades, and Expo integration. It simplifies the development process through AI assistance.

Mindpilot MCP is a visual code analysis tool that generates architecture diagrams, code flowcharts, etc. through an AI agent to help developers understand complex code structures, and supports local processing and multi-client collaboration.

An intelligent code analysis and debugging service based on the Perplexity AI API, seamlessly integrated with the Claude desktop client via the MCP protocol, providing functions such as error analysis, pattern recognition, and solutions.

The GDB MCP server is a tool that supports AI-assisted debugging, enabling interaction with GDB through the MCP protocol and simplifying multi-architecture and remote debugging processes.

This project provides a set of development toolkits, including AI - assisted templates and utility scripts, to improve development efficiency and maintain code consistency.

An intelligent code analysis and debugging service based on the Perplexity AI API, integrated with the Claude desktop client through the MCP protocol, providing functions such as error analysis, pattern recognition, and solution recommendation.

The Suncture Healthcare MCP Server is a healthcare service tool based on the Model Context Protocol, providing functions such as medical information query, symptom analysis, and BMI calculation for AI assistants. It supports installation via npm or Docker deployment.

NetContextServer is a tool that enhances AI programming assistants' understanding of .NET codebases. It provides functions such as in-depth code analysis, semantic search, and test coverage analysis through the Model Context Protocol (MCP).

This project provides an interface for AI assistants to access Haskell documentation. By retrieving authoritative documentation on Hackage in real - time, it solves the problem of insufficient training data for AI in the Haskell field and improves the accuracy of code generation and explanation.

The Currents MCP Server is a service that provides test result context for AI agents, helping to analyze and optimize failed tests in CI by connecting to the Currents platform.

JADX-MCP-SERVER is a Python server that works with the JADX-AI-MCP plugin, enabling LLM (such as Claude) to analyze decompiled Android APK code in real-time through the MCP protocol, providing reverse engineering functions such as vulnerability detection and code understanding.

This project provides a service based on the Model Context Protocol (MCP) that allows AI assistants to search for and read papers through the PapersWithCode API, and view related code repositories for more context information.