Refact Agent is an open - source AI programming assistant that supports multi - language code generation, debugging, and optimization. It integrates with mainstream development tools, can be deployed locally, and provides intelligent code completion and code explanation functions.

The AI Development Assistant MCP Server is an AI - based code development toolkit that provides functions such as code architecture generation, UI screenshot analysis, and code review, specifically designed for Cursor.

Notebook Intelligence (NBI) is an AI coding assistant and extensible AI framework designed for JupyterLab. It supports models from GitHub Copilot and other LLM providers, including local Ollama models. It significantly enhances productivity through features such as code generation, auto - completion, and chat interfaces, and supports the integration of Model Context Protocol (MCP) services.

PMAT is a zero-configuration AI code context generation tool that provides functions such as code quality analysis, technical debt grading, mutation testing, repository health scoring, and semantic search. It supports over 17 programming languages and can be integrated with AI assistants such as Claude Code through the MCP protocol.

Apifox MCP Server is a service that provides the interface documentation of Apifox projects as a data source to AI programming tools, supporting code generation and document query.

GarenCode Design is an AI-driven intelligent component design platform that automates the entire process from requirements analysis to code generation through the MCP framework. It supports multiple AI models and private component libraries, significantly improving front-end development efficiency.

An intelligent project management system that integrates n8n workflow automation, Claude Code AI programming assistant, and MCP servers, with features such as persistent memory, automatic backup, and code generation

MCP as a Judge is a behavioral MCP server that acts as a validation layer between AI coding assistants and LLMs. By enforcing evidence - based research, code quality reviews, and human decision - making intervention, it ensures the generation of safer and higher - quality code.

An MCP server integrating Dify AI API, focusing on Ant Design component code generation

aica is an open - source, customizable, cross - platform AI code analysis tool that supports functions such as code review, automatic knowledge retrieval, and commit information generation, and can be integrated with GitHub Actions.

The TagoIO MCP Server is a tool that allows AI models to directly interact with the TagoIO IoT platform, providing functions such as device management, data analysis, platform integration, and code generation to enhance the development workflow and intelligent data analysis.

An MCP implementation for playing sound effects after Cursor AI code generation

The Pinecone Developer MCP Server is a service based on the Model Context Protocol standard, aiming to connect AI tools with Pinecone projects, providing functions such as document search, index configuration, code generation, and data operation.

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.

This project is an MCP server based on Google Cloud Vertex AI Gemini model, providing a rich toolset for code assistance and general Q&A, supporting web search-enhanced answers, document explanation generation, file system operations, and other functions.

This project demonstrates MCP poisoning attacks against AI workflows, including verification of multiple attack scenarios such as code generation pollution and financial data leakage, for educational research purposes.

The LiquidSoap MCP Server provides accurate LiquidSoap 2.4.0 documentation and code generation support for AI assistants, solving errors caused by version confusion in LLMs and ensuring the reliability of script writing and problem diagnosis.

Alibaba Cloud DMS MCP Server is an AI-driven unified data management gateway that supports connecting to more than 30 data sources, providing a one-stop solution for cross-source data secure access, and has core functions such as NL2SQL, code generation, data retrieval, and security auditing.

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 implemented in Go language that encapsulates the OpenAI Codex CLI, enabling AI clients to call Codex for code generation, debugging, and repair.

The AI-Cursor-Scraping-Assistant is a web scraper generation tool based on Cursor AI and the MCP protocol. It can quickly analyze website structures and automatically generate Scrapy or Camoufox scraper code. The project consists of two major components: Cursor rule sets and MCP tool sets. It supports scraping e-commerce PLP/PDP pages and has anti-bot detection and bypass capabilities.

awesome - mcp is a project that collects and shares MCP (Model Context Protocol) servers, covering various MCP server implementations contributed by the official and the community, including multiple fields such as AI, databases, browser automation, code management, image generation, search, and storage.

This is a list containing a large number of open - source AI projects, covering multiple fields from natural language processing, image generation to automated workflows. These projects aim to help developers build various applications using AI technology, including chatbots, code - generation tools, data - processing systems, etc.

The Tyler Forge™ MCP Server provides instant documentation access to the Tyler Technologies web component library for AI tools, supporting component query, code generation, API verification, and design system usage.

An MCP Server integrating MATLAB and AI, supporting code execution and generation

This is a prototype of a code execution server based on the MCP protocol, which combines the code generation capabilities of large language models with MCP tool integration, enabling AI agents to run Python code in an isolated sandbox and invoke external tools.

Vibe Coder is an MCP server that provides powerful software development tools for AI assistants, including code generation, research, planning, and project scaffolding functions.

This project is an MCP server that connects to the OpenAI DALL - E API, designed specifically for AI assistants such as Roo Code, providing comprehensive image generation functions and control options.

A server based on Model Context Protocol, packaged with the official Grok CLI tool, provides MCP clients with the ability to access Grok AI models, supporting three tools: query, dialogue, and code generation.

The Zebrunner MCP Server is an AI assistant tool integrated with Zebrunner test case management, helping QA teams manage test cases, test suites, and execution data through natural language, including an intelligent rule system and code generation functions.

The Figma MCP server is a middleware that provides access to Figma design data for AI programming tools, supporting detailed CSS property extraction and design token generation, helping developers convert designs into code more accurately.

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.

Unichat MCP Server is a multi-model chat protocol server implemented in TypeScript, which supports sending requests to AI providers such as OpenAI and MistralAI through the MCP protocol and provides preset prompt functions such as code review and document generation.

A project that encapsulates the code2flow tool into an MCP server, supporting the provision of code call graph generation and analysis services for AI applications through a standardized protocol

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.

This project includes the MCP server and VSCode extension, which generates HTML, CSS, and JavaScript applications through natural language prompts and uses Google LLM technology to achieve AI code generation.

This project is an MCP server used to integrate Google's Gemini model with Claude Code to achieve collaboration between the two AI systems. It provides functions such as direct query, collaborative brainstorming, code analysis, text analysis, content summarization, and image prompt generation.

This project tests the capabilities of LLM in information retrieval, API integration (such as IGN's APICARTO and GéoPlateforme services), and code generation through ChatGPT, including functions such as geocoding and postal code query, and explores the application of AI in technical evaluation and development assistance.

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.

A Doubao Seedream 4.0 text - to - image server based on the MCP protocol. It supports AI image generation, automatic download, and local storage, and can be integrated into Claude Code for use.