# AI Programming

The LSP - MCP server is a bridge service that enables LLM to query code hover information and completion suggestions through the LSP protocol

JupyterMCP is an integration project that connects Jupyter Notebook with Claude AI, enabling bidirectional communication via the Model Context Protocol and supporting AI-assisted code execution, data analysis, and visualization operations.

Docfork is an MCP service that provides the latest documentation for AI code editors, supporting synchronous updates of documentation for over 9000 libraries and solving the problem of outdated knowledge.

A server based on the MCP protocol, used to integrate Codelogic's software dependency data into AI programming assistants, providing code method and database impact analysis tools.

mocxykit is a middleware for front - end development services, mainly used for proxy requests and MOCK data. It supports visual management and dynamic switching, and integrates functions such as ApiFox synchronization, MCP protocol, and faker data generation. It is suitable for various front - end development environments.

Context7 MCP is a service that provides real - time code documentation for AI programming assistants. It directly obtains the latest library documentation and code examples through the Model Context Protocol, solving the problem of LLM using outdated information. It supports installation in multiple development environments and clients.

This project is a Model Context Protocol (MCP) adapter used to connect large language models (LLMs) with the Lisp development environment, supporting interaction through the lightweight Lisply protocol. The main functions include Lisp code evaluation, HTTP requests, and debugging support, suitable for scenarios such as AI-assisted symbolic programming and CAD design automation.

The Framelink Figma MCP server is a middleware service that provides access to Figma design data for AI programming tools (such as Cursor). By simplifying the Figma API response, it helps AI more accurately achieve one-click conversion from design to code.

Cursor MCP is a tool that enables seamless integration of Claude AI with desktop applications. It bridges AI capabilities with development workflows through the Cursor IDE, providing real-time programming assistance and context-aware code suggestions.

Gemini Bridge is a lightweight MCP server that connects AI programming assistants to Google Gemini AI through the official CLI, supporting multi - client interaction without API costs.

A memory system that enhances AI programming capabilities through multi-type database integration, including vector databases, SQLite, and knowledge graphs, for storing and retrieving code patterns, algorithms, and relationships between programming concepts.

A code merging tool based on the Osmosis-Apply-1.7B model, which can be integrated into an AI IDE as an MCP server, supporting direct file editing or returning the modified code.

An MCP server that provides Zig language tool support, including code optimization, compute unit estimation, code generation, and best practice recommendations.

Flutter Inspector is an MCP server that connects Flutter applications with AI programming assistants, providing functions for debugging and inspecting Flutter applications.

A Ruby-based AI pair programming MCP server that provides AI-assisted programming functions such as code review, brainstorming, performance analysis, and security check through OpenRouter.

o3 - search - mcp is an MCP server that supports using the OpenAI o3 model and its powerful web search function to help AI programming agents independently solve complex problems.

SharpTools is a C# code analysis and modification tool based on Roslyn, providing AI developers with in - depth code processing capabilities similar to an IDE, supporting dynamic project mapping, precise code modification, Git integration, and other functions.

Yamu is an experimental MCP server project aimed at enabling AI programming assistants to interact with Unity projects, providing compilation and testing functions, and supporting an automated edit-compile-debug cycle.

A Python server based on FastMCP, providing customizable prompt templates, resource, and tool integration for continue.dev.

The Dart MCP Server is a server based on the Model Context Protocol (MCP) that provides access to Dart SDK commands for AI development assistants, supporting core development functions such as code analysis, compilation, and formatting.

codemcp is a tool that transforms Claude Desktop into a pair programming assistant, allowing users to directly let Claude implement functions, fix errors, and refactor code on the local code repository.

Context7 MCP is a service that provides real-time, version-specific documentation and code examples for AI programming assistants. It is directly integrated into prompts through the Model Context Protocol to solve the problem of LLMs using outdated information.

Calva MCP Server is a VS Code extension that provides AI programming assistance and REPL interaction capabilities for Clojure/ClojureScript developers, enabling AI to execute and test code in real - time and improving programming efficiency.

CodeMasterPro is an AI-based advanced programming assistant designed to enhance the development experience of software engineers. It features intelligent debugging, multi-language support, real-time document query, etc., and can be quickly deployed via Docker.

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.

Telegram MCP Server is a tool for remotely controlling AI programming assistants (Claude Code/Codex) via Telegram. It supports multi - session management, file operations, and smart polling for a truly unattended programming experience.

40ants-lisp-dev-mcp is an MCP server that provides tools for large language models (LLMs) to interact with a running Lisp image. It supports running in stdio or HTTP stream modes, allowing LLMs to call Lisp functions, obtain documentation, evaluate code, etc., facilitating AI-assisted programming in the Lisp development environment.

wcgw is an MCP server project that integrates Shell and code editing tools, allowing AI to execute commands, read and write files, edit code, etc. on the local machine. It provides multiple modes (such as Architect Mode, Code Writing Mode, etc.), supports task checkpoint saving, terminal interaction, syntax checking, etc., and is suitable for scenarios such as code development and problem troubleshooting.

Kodit is a code - indexing MCP server used to connect AI programming assistants to external code repositories, providing accurate and up - to - date code snippets. It supports indexing and searching of local and public code repositories and can be integrated with multiple AI programming assistants.

This project is an experimental Aider MCP server used to offload AI programming tasks to the Aider open - source assistant to improve development efficiency and flexibility. It supports multiple AI models, provides code modification and model list functions, and integrates with Claude Code through the MCP protocol.