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 MCP service that allows you to operate on Excel files without installing Excel, supporting functions such as creating workbooks, reading and writing data, formatting, and chart generation.

A File System MCP Server implemented in Go, providing basic file operation functions such as reading and writing files, directory management, and file search, and supporting interaction through the Model Context Protocol.

The Excel MCP Server is a model protocol service that supports reading and writing Excel data

The MCP Server for Deep Research is a tool designed for researching complex topics, providing a complete research process from question refinement, sub - question generation to report writing, helping users systematically explore questions and generate structured reports.

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

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

The GigAPI MCP server is an MCP-compatible service designed for the GigAPI time-series data lake. It provides the ability to seamlessly integrate with Claude Desktop and other MCP clients, supporting operations such as SQL queries, data writing, and database management.

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.

An MCP server for reading and writing macOS system settings

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.

URL MCP is a tool for building MCP servers without writing or hosting code, mainly used for protocol and security experiments, supporting static text and dynamic HTTP responses.

Scanpy MCP is a natural language processing server designed for the single-cell RNA sequencing analysis software Scanpy, supporting operations such as data reading and writing, preprocessing, analysis, and visualization through natural language. It is suitable for researchers and proxy developers.

A high-performance file system MCP service optimized for Claude Desktop, providing fast file reading and writing, large file processing, directory management, and advanced editing functions

An MCP server for reading and writing Excel data, supporting functions such as reading text values, formulas, and generating screenshots.

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.

The LinkedIn Model Context Protocol (MCP) server provides functions for automated interaction with LinkedIn through a standardized JSON - RPC interface, including job search, resume generation, cover letter writing, and job application management.

This is a TypeScript-based MCP server project that connects MCP clients such as Cursor with YNAB (You Need A Budget) accounts, enabling direct access to and operation of personal financial data from the editor. The project provides various tools, including listing budgets, accounts, categories, and transactions, and supports reading and writing financial data through the YNAB API.

The Panther MCP server is a security analysis platform that provides functions such as writing detection rules in an IDE, querying security logs through natural language, and alert handling, and supports configuration of multiple tools and clients.

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.

An open - source tool that connects Claude with Substack/Medium writing platforms through the MCP protocol to achieve article retrieval and intelligent analysis

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.

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

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.

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.

An Excel file processing server based on the MCP protocol, providing functions for reading, writing, and analyzing Excel files, supporting multi - worksheet operations, cache management, and log management.

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.

The MCP service for VictoriaMetrics, providing functions for data writing, querying, and label management

A CLI tool built on Rust to assist with code-related tasks, supporting autonomous exploration of the codebase, file reading and writing, working memory management, file summarization, and interactive communication, and can run as an MCP server.

A Perl-based MCP server implementation that interacts with the Cursor IDE through standard input and output, providing direct access to its internal state (including chat and writing history).

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.

A lightweight MCP server designed specifically for LLMs, used for quickly testing and exploring REST APIs. It allows direct interaction with API endpoints through natural language without writing test code.

A file system operation MCP service implemented in Go language, providing basic file operation functions such as reading and writing files, directory management, and file search, and restricting operations to specified directories.

AutoMobile is a mobile automation toolset that provides automation testing, UI interaction, test writing, and execution functions for the Android platform. It enables intelligent interaction loops and source code mapping through the MCP server.

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.

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.

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.

This project is a collaborative development project of Vale-MCP, mainly used for text verification and writing assistance, and adopts the MIT open-source license.

A Writeathon API server based on the MCP protocol, providing Node.js services for integration with the writing platform

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.