Filesystem
| Server | Language | Stars | Downloads |
|---|---|---|---|
| vssh SSH tunnel and remote server management MCP — execute commands, transfer files, manage | — | — | — |
| @wdio/mcp MCP server with WebdriverIO for browser and mobile app automation (iOS/Android via Appium) | TypeScript | — | — |
| weatherforensics-mcp WeatherForensics is a Data as a Service (DaaS) that provides comprehensive historical weather data, including standard conditions and severe weather events, relative to a specified target location and timestamp. While most services focus on the "what," our proprietary engine calculates the localized impact of historical weather events—ranging from localized tornadoes to regional hurricanes—at a specific coordinate and datetime. Visit the GitHub repository at https://github.com/markwkiehl/WeatherForensics-MCP to access the sample Python client script (mcp_client_noaa.py). That script will allow you to interact with the WeatherForensics Model Context Protocol (MCP) server. No registration or API Key required for the "Forever Free" Tier. To use the WeatherForensics Model Context Protocol (MCP) directly within Claude Desktop, you must bridge its local standard input/output (stdio) requirement to our remote Streamable HyperText Transfer Protocol (HTTP) server. You do this by pointing Claude Desktop to the included proxy script. Add the following to your `claude_desktop_config.json` file: { "mcpServers": { "weatherforensics": { "command": "python", "args": [ "/absolute/path/to/WeatherForensics-MCP/mcp_stdio_proxy.py" ], "env": { "WeatherForensics_API_KEY": "" } } } } - Leave `WeatherForensics_API_KEY` blank to use the Forever Free subscription tier. - Ensure you replace `/absolute/path/to/` with the actual directory path to the cloned repository on your local machine. | — | — | — |
| WebSim Explorer Discover WebSim projects, creators, and trending content with powerful search and filters. Inspect project details, screenshots, comments, and engagement stats to guide research and curation. Track user profiles and activity to surface influential creators and relevant assets. | — | — | — |
| Website Downloader (Windows) Windows-compatible website downloader for efficient web content retrieval and storage, leveraging asynchronous processing and concurrent downloads for tasks like web scraping and content archiving. | — | 5 | — |
| wikimedia-search-images Find relevant images from Wikimedia Commons with direct download links. Quickly compare options to choose the best visual. Retrieve full-resolution files for your projects. | — | — | — |
| @wonderwhy-er/desktop-commander MCP server for terminal operations and file editing | TypeScript | — | — |
| WordDirectory MCP Server Provide word definition lookups and suggestions for similar words through a standardized interface. Enhance your applications with easy access to human-readable word definitions from WordDirectory. Quickly integrate dictionary capabilities using the lookup_word tool. | — | — | — |
| Workday MCP Server Enable seamless integration of Workday data and services with language models through a standardized protocol. Facilitate dynamic access to Workday resources, tools, and prompts to enhance automation and contextual understanding. Streamline workflows by bridging Workday's enterprise capabilities with AI-driven applications. | — | — | — |
| Workflows Provides specialized software development tools through a data-driven configuration system that loads tool definitions from YAML files for thinking, coding, and GitHub integration workflows | TypeScript | 54 | — |
| workflows-mcp-server Model Context Protocol server that enables AI agents to discover, create, and execute complex, multi-step workflows defined in simple YAML files. Allow your AI agents to better organize their tool usage and provide a more structured way to handle complex multi-step tasks. | TypeScript | 31 | — |
| workos-gdrive-mcp-server MCP server for Google Drive — list, search, read, upload, share, and manage files via Google OAuth2. | Python | — | — |
| Workspace Provides secure filesystem access, command execution, and web preview capabilities with multi-tenant isolation, document processing, and sandboxed execution environments. | Python | 129 | — |
| Xiaohongshu (小红书 / XHS, RedNote) Insights MCP Xiaohongshu / RedNote search, details, comments, creator profiles, and creator note lists. | — | — | — |
| xliff-mcp-server MCP server for processing XLIFF translation files | Python | — | — |
| xls-mcp-servers MCP Server for reading and writing .xls Excel files (Excel 97-2003 binary format) | Python | — | — |
| xlwings-mcp-server Excel MCP Server for manipulating Excel files using xlwings | Python | — | — |
| xlwings-mcp-server-fastmcp Excel MCP Server for manipulating Excel files using xlwings | Python | — | — |
| X Twitter Server Enable natural language interaction with Twitter to fetch profiles, post tweets, search trends, and manage followers and bookmarks. Simplify Twitter API v2 usage with built-in rate limit handling and secure authentication. Integrate seamlessly with AI tools for enhanced social media management. | — | — | — |
| Yachtsy AI Explore the world’s most complete sailboat and yacht research platform. Search and compare listings by model, price, year, and location while uncovering detailed specs, rig plans, and performance insights. Conduct deep research on sailboats and cruisers — from design history and reviews to current market trends and resale values. Get tailored recommendations, practical sailing guidance, and data-driven comparisons to help you choose the right boat with confidence. https://yachtsy.ai/ | — | — | — |
| @yawlabs/ctxlint Lint your AI agent context files, MCP server configs, and session data against your actual codebase | TypeScript | — | — |
| YÖK Akademik Profiles Search and explore academic profiles from YÖK Akademik. Retrieve structured profile details and collaborators to support research discovery, hiring, and networking. | — | — | — |
| Zettelkasten Knowledge Management Server Manage and explore atomic notes using the Zettelkasten methodology through an MCP-compatible interface. Create, link, search, and synthesize notes with AI assistance to build a rich, interconnected knowledge graph. Enhance your knowledge workflow with bidirectional linking, tagging, and markdown-based note storage. | — | — | — |
| ZIP Compression Enables direct file compression and decompression operations using ZIP format through fastMCP and zip.js utilities for efficient file handling within conversations. | TypeScript | 14 | — |