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.

An AI mentor server based on the Model Context Protocol, providing second - opinion services such as code review, design evaluation, writing feedback, and creative brainstorming through Deepseek - Reasoning

An MCP server that enables AI assistants to interact with the Ulysses writing app on macOS through the x - callback - url API, providing functions such as document creation, content management, navigation, and metadata operations.

Zaturn is an AI-powered data analytics assistant that enables natural language queries to obtain business insights and visualization results without writing code.

An MCP server built on Deno and TypeScript, providing context information related to Terragrunt documentation and GitHub issues, aiming to improve IDE support and AI assistance accuracy when writing IaC configurations.

This is a TypeScript-based File System MCP Server that provides a secure and reliable local file system operation interface for AI agents, including functions such as reading, writing, updating, and managing files and directories.

An Excel file reading and writing service based on the Spring AI MCP framework, supporting integration with large language models for dynamic interaction

An autonomous AI research agent based on the MCP protocol, capable of completing the full research process such as web search, knowledge base retrieval, code writing, chart generation, and report writing through a single prompt.

Temporal-MCP is a server that connects AI assistants with Temporal workflows. Complex workflows can be triggered and managed through natural language conversations without writing additional code.

VkRunner is a Vulkan shader testing tool based on Piglit's shader_runner, aiming to support test scripts as similar as possible to Piglit's shader_test format. It supports writing shaders in GLSL or SPIR-V and provides a rich set of test commands to verify shader behavior, including drawing, computing, and probe detection functions.

The enhanced version of the HWPX MCP server is a cross - platform AI document editing tool that supports automatic reading, writing, and editing of Korean documents in HWPX format through the MCP protocol. It solves the key bugs in the original project and adds advanced functions such as nested tables and Mermaid charts.

Inked is a writing assistance tool based on Claude AI, designed for long - form content creators, providing draft management, content generation, and multi - format output functions.

The Filesystem MCP Server is a Node.js-based filesystem tool server that follows the Model Context Protocol (MCP), providing AI agents with secure and efficient file access capabilities. It ensures operation security by limiting the project root directory, supports batch operations to reduce communication overhead, and offers rich file management functions such as reading, writing, editing, searching, and permission management.

This is an MCP server project that allows users to define AI sub - agents for specific tasks (such as code review, test writing) in Markdown files and execute them in any MCP - compatible tool through the Cursor, Claude Code, or Gemini CLI backends, realizing the reuse of AI sub - agent workflows across IDEs.

TurboVault is a production-level MCP server that transforms an Obsidian knowledge base into an AI-driven intelligent knowledge system. It provides 44 professional tools for reading, writing, searching, analyzing, and managing notes, with a performance of less than 100 milliseconds.

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.

A repository focused on exploring and applying generative AI (GenAI), aiming to help users learn and experiment with the application of GenAI in daily tasks, including writing, programming, image generation, etc., through practical cases and resource sharing.

Flutter - skill is an AI - native end - to - end testing tool that allows AI agents to directly interact with running applications through the MCP protocol, supporting 10 platforms without writing test code.

Attio's MCP server is used to connect AI clients (such as Claude) to the Attio API, supporting reading and writing of company records and notes.

An MCP server based on the NVIDIA USDCode API, providing an AI assistant tool for Isaac Sim script writing, USD operations, Python code snippets, and API usage assistance.

The MCP plugin for TiddlyWiki allows AI agents to connect to and operate the TiddlyWiki knowledge base, providing tools for reading, searching, writing, and deleting entries.

A code - mode - based Tana knowledge management MCP server. AI interacts with the Tana local API by writing TypeScript code, supporting operations such as workspaces, nodes, tags, fields, calendars, and imports.

This is an MCP server for B&R Automation Studio that allows AI assistants to interact with B&R automation projects through natural language, including compiling projects, running simulators, and reading/writing OPC UA variables.

The Obsidian MCP Server is a tool that connects AI assistants with the Obsidian knowledge base. It provides functions such as note reading and writing, intelligent search, and tag management, and supports interaction with Obsidian through the REST API.

The MCP Document Service is a document management system based on the Model Context Protocol, providing functions such as reading, writing, editing, searching, and health checking of Markdown documents, and supporting seamless integration with AI assistants.

Proton Drive MCP is a local server that allows AI assistants to interact with Proton Drive files through the MCP protocol, providing operations such as file reading and writing, directory management, etc. It supports cross - platform and ensures data security.

This project is an Excel macro file (.xlsm) operation server based on the MCP protocol, which supports integration with AI assistants through standard input and output and provides functions such as Excel file creation, data reading and writing, and macro management.

A stateful Bluetooth Low Energy (BLE) Model Context Protocol (MCP) server that provides development tools and AI agents with the ability to interact with real BLE hardware. It supports operations such as scanning, connecting, reading and writing, and subscribing to notifications, and can extend device protocol specifications and plugins.

An enhanced MCP server that connects AI assistants such as Claude to Google Docs for document reading, writing, formatting, and structured operations.

Vulcan File Ops is a high - performance file operation server based on the Model Context Protocol (MCP) that can transform desktop AI assistants (such as Claude Desktop, ChatGPT Desktop, etc.) into powerful development partners. It provides secure file reading and writing, batch operations, document processing, image analysis, and Shell command execution functions. It features enterprise - level security controls, dynamic directory registration, and intelligent tool filtering, allowing users to have full control over local file system access.

The AIStor MCP server is a service based on the Model Context Protocol (MCP) for interacting with AIStor object storage. It supports various operations, including reading, writing, deleting, and management functions, such as listing buckets and objects, getting metadata, creating presigned URLs, and using AI to describe object content. It has flexible configuration and can enable operations at different permission levels through flags.

The Acrolinx MCP Server is a text analysis and improvement service integrated with the Acrolinx NextGen API. It provides functions such as text rewriting, content analysis, and writing suggestions for AI assistants, supporting multiple writing styles and English dialects.

The Claude-LaTeX MCP integration project connects Claude AI with LaTeX editors through Anthropic's Model Context Protocol (MCP), providing AI - assisted functions for academic writing, science fiction creation, and philosophical writing, including core tools such as formula generation, document structure optimization, and reference management, as well as professional extension modules for different types of content.

An MCP server tool designed for AI assistants, supporting operations such as file reading, writing, deletion, and renaming, optimizing the development process and improving coding efficiency.

An MCP server developed based on C# and the NPOI library, providing comprehensive Excel file reading, writing, and operation functions for AI assistants. Supports .xlsx and .xls formats, including file management, data reading and writing, searching, worksheet management, and cell operations.

The GDAI MCP Godot plugin is a tool that allows AI to remotely control the Godot engine editor via the MCP protocol, supporting functions such as automated scene creation, node creation, script writing, and debugging.

A lightweight MCP file system server that enables AI agents to interact with the local file system through a JSON - RPC interface, supporting operations such as file reading and writing, and directory listing.

Second Opinion MCP is a multi - AI model consulting platform that allows users to instantly obtain second opinions from different AI models such as OpenAI, Gemini, Grok, Claude, HuggingFace, DeepSeek, and OpenRouter in Claude conversations, supporting functions such as code comparison, creative writing, problem - solving, and cross - model analysis.

An MCP server that provides file system operations for Claude AI, supporting various file operations such as reading, writing, and searching, and having the security feature of directory access restrictions.

A file system service based on the MCP protocol that provides a secure API for file operations in the project directory and supports AI assistants for code reading, writing, editing, and management.