File Systems

A specialized MCP server that exposes the codetoprompt library to generate LLM-friendly context from codebases, providing detailed project analysis and file retrieval.

MCP (Model Context Protocol) Server. Provides a lightweight note storage system for creating, reading, and summarizing notes with custom styling options, designed to run efficiently on Raspberry Pi devices.

A specialized architectural assistant that manages GitCode repositories and automatically generates visual mind maps from project README files using Coze workflows to help developers quickly understand codebase structures.

A powerful local management server that enhances AI interactions with files and systems through advanced search, safe command execution, and code formatting tools. It features a robust history and backup system to ensure all file modifications remain safe and reversible.

A specialized MCP server that provides persistent long-term memory for AI agents using vector similarity, graph-based relationships, and thematic clustering across episodic, semantic, and procedural data.

A coordination layer for multi-agent development that prevents file-locking conflicts through a soft-locking 'intent' protocol and a real-time message bus.

A robust shell execution server that enables system administration through direct command execution, directory management, and automated interactive program handling via expect-style scripting.

A read-only MCP server designed to provide LLMs with secure access to local Markdown documentation through keyword search, semantic discovery, and structural analysis.

A gamified self-reflection tool for LLMs that implements a finite 'cookie jar' economy, allowing models to earn rewards for high-quality responses based on user-controlled scarcity.

A specialized MCP server for writing standardized metadata (IPTC/EXIF) to image files including HEIC and PNG, specifically optimized for macOS Spotlight search integration.

A robust MCP server for comprehensive Excel (.xlsx and .xls) manipulation, enabling AI agents to read, write, search, and format workbooks using the NPOI library without requiring Microsoft Office.

A specialized PDF reader for vision LLMs that automatically detects text corruption and switches to image-based extraction while preserving reading order and preventing token explosion.

Lizeur is an MCP server that converts PDF documents into clean markdown text using Mistral AI's OCR service, featuring intelligent caching to prevent redundant processing.

A git forensic analysis tool that prevents refactoring bugs by identifying hidden file dependencies and change patterns in local repositories.

This MCP server provides an interface to Cloudinary's Upload and Admin APIs, enabling AI assistants to upload, search, manage, and retrieve metadata for digital media assets.

A robust MCP server for Douyin/TikTok content processing that extracts metadata, downloads watermark-free videos, and performs AI-driven speech-to-text transcription.

Provides tools for analyzing project structures, searching through codebases, managing dependencies, and performing file operations with advanced filtering capabilities.

A persistent memory storage and retrieval server using Mem0, allowing AI agents to maintain long-term context and personalize user experiences across sessions.

An MCP server for Windows 11 24H2+ that provides complete lifecycle management of Windows Sandbox instances, including command execution and shared directory mapping.

A lightweight MCP server that enables AI agents to dynamically fetch specialized markdown-based skills and instructions using semantic search powered by FunctionGemma.

MCP (Model Context Protocol) Server. Aggregates academic data from Semantic Scholar, OpenAlex, Crossref, and Google Scholar to discover research collaborators with collaboration frequency counts and extract research keywords from scholar profiles for academic network analysis and collaboration mapping.

MCP (Model Context Protocol) Server. Enables parallel communication with multiple unichat-based servers, allowing users to query different language models simultaneously and compare their responses through organized message routing and storage.

A text-based RPG engine that enables AI models to act as dungeon masters by providing tools for room navigation, player status management, and ASCII map rendering of procedurally-defined dungeons.

A structured development workflow system that maintains persistent project context through five specialized operational modes and file-based state management.

A Spigot/Paper Minecraft server bridge that enables remote administration through console command execution, file system management, and real-time log monitoring via MCP.

An MCP server that enables AI models to analyze and describe images from local file paths or URLs using OpenAI-compatible vision models like GPT-4o or local alternatives like Ollama.

A Model Context Protocol server that enables AI assistants to safely delete files using both absolute and intelligent relative path resolution.

A centralized orchestrator that routes natural language queries to specialized tools for filesystem operations, web browsing via Playwright, and GitHub repository management.

A RAG-based MCP server using LangChain and ChromaDB to provide semantic search, PDF ingestion, and cross-encoder reranking for context-aware document citation.

A documentation automation server that analyzes project structures and metadata to generate professional, formatted README files with technology detection and badges.