File Systems

A high-performance code search MCP server that leverages Zoekt's trigram indexing to provide advanced regex-based search, repository exploration, and query optimization for AI agents.

MCP (Model Context Protocol) Server. Integrates with GitHub to analyze repositories, generate file structure maps, and enable code analysis workflows using TypeScript and the Octokit REST API.

A diagnostic proxy and UI for the Model Context Protocol that intercepts, visualizes, and profiles JSON-RPC traffic in real time. It acts as a debugger to inspect raw messages, correlate requests/responses, and profile latency for MCP servers.

A comprehensive MCP server for reMarkable tablets that allows AI assistants to browse library folders, search content, and extract text and handwriting via OCR.

MCP (Model Context Protocol) Server. Provides local document search and retrieval using Rust for high-performance PDF processing and semantic search with Ollama embeddings, automatically indexing PDF documents from a specified directory for fast retrieval without external services.

Provides integration with the microCMS headless CMS, allowing AI assistants to manage content and media through operations such as fetching articles, creating posts, and uploading images.

A bridge between Super Productivity and Claude Desktop that enables task, project, and tag management using natural language commands via a file-based communication protocol.

MCP (Model Context Protocol) Server. Enhances file and directory management with streaming, patching, and change tracking for advanced manipulation, real-time monitoring, and integration into automated workflows.

A comprehensive MCP server providing a bridge between Twitter's API v2 and conversational interfaces, enabling profile management, tweet operations, timeline access, and search functionality.

MCP (Model Context Protocol) Server. Enables direct filesystem access to Obsidian vaults for retrieving file lists, reading content, managing todos, and creating or updating markdown files without requiring the Obsidian application to be running.

MCP (Model Context Protocol) Server. Monitors file system changes and sends real-time notifications when watched files or directories are modified, enabling live document editing and configuration monitoring workflows.

A security-hardened MCP server for Ubuntu system control, featuring safe file operations, audited command execution, and system monitoring with built-in path traversal protection and command sanitization.

An MCP server that provides AI agents with direct control over Windows API functions, including media management, window manipulation, system themes, and clipboard access.

A specialized MCP server for creating and validating buildingSMART Information Delivery Specification (IDS) files. It ensures 100% compliance with the IDS 1.0 standard through early validation, XSD schema checks, and integration with the IfcOpenShell library.

MCP (Model Context Protocol) Server. Provides detailed information about Ruby gem dependencies in a project's Gemfile, including versions, descriptions, installation paths, documentation locations, and source code files.

A comprehensive MCP server that integrates AI models with Obsidian vaults, offering 25 tools for advanced note management, AI content analysis, and knowledge graph generation.

A robust MCP server for Wiki.js that enables bidirectional synchronization between documentation and code, featuring hierarchical organization, enterprise scalability, and automated repo structure mapping.

MCP (Model Context Protocol) Server. Provides a secure, sandboxed environment for executing code, running commands, accessing files, and performing web operations through multi-layered isolation including containers, AppArmor, and Firejail.

MCP (Model Context Protocol) Server. Enables Excel file interaction with capabilities for retrieving cell values, searching ranges, examining formatting and formulas, and listing worksheet information for data analysis workflows.

A comprehensive MCP server for Ansible that provides extensive automation, inventory management, security auditing, and intelligent system diagnostics. It enables seamless execution of playbooks, role scaffolding, and advanced troubleshooting tasks like auto-healing and performance benchmarking.

A coordination layer for multi-agent development that provides real-time messaging, file locking, and shared context management via Redis to prevent code conflicts.

A multi-agent coordination server that provides git-native issue tracking, atomic file locking, and cross-agent messaging to prevent conflicts in collaborative coding environments.

A specialized MCP server that integrates OpenAI's gpt-image-1 model to generate and edit images directly through text prompts and file-based workflows.

A Tencent Cloud Object Storage (COS) MCP server that enables AI assistants to manage cloud files, perform image and video processing, and execute natural language data retrieval.

Comprehensive CSV processing with 40+ operations for data manipulation, analysis, and validation. Features auto-save, undo/redo, and handles GB+ files. Built with FastMCP & Pandas.

Enables AI-driven semantic code search by leveraging Windsurf's reverse-engineered protocol to perform multi-round local searches using natural language. It automatically executes bundled ripgrep and file operations to return relevant code snippets and file paths to MCP-compatible clients.

A tool that enables AI agents to search, browse, and retrieve local session histories from Claude Code, Gemini CLI, OpenAI Codex, and opencode to resume work or find past solutions.

MCP (Model Context Protocol) Server. Enables AI to interact with Figma design files through WebSocket communication, providing tools for document inspection, node manipulation, text modification, and component management for design automation workflows.

A professional document authoring pipeline that transforms Markdown and LaTeX into high-quality PDFs while supporting project management and conflict-free collaborative editing between humans and AI agents.

A project context management server that maintains persistent documentation through a structured memory bank of markdown files tracking goals, decisions, and progress.