File Systems

A Node.js-based MCP server that enables LLMs to analyze text files by providing detailed statistics such as word counts and character counts without exposing the full file content.

A specialized MCP server for agent-first note-taking that uses local Markdown storage and smart note types to facilitate AI-driven knowledge management and cross-vault organization.

A bridge to the Playbooks Rules API that enables listing, searching, and retrieving rule files and metadata for development workflows.

MCP (Model Context Protocol) Server. Provides image, audio, and video analysis tools using Google's Gemini AI for content description, transcription, and understanding with file caching for improved performance.

MCP (Model Context Protocol) Server. Integrates with Bazel build systems to enable target building, test running, dependency analysis, and source file identification without requiring command-line syntax knowledge.

A local, persistent memory system for AI coding assistants that stores decisions, patterns, and session context via MCP tools. It enables cross-session memory management using SQLite and optional vector search without external dependencies or cloud storage.

A comprehensive MCP server providing read/write access to Reddit, enabling automated content retrieval, search, user management, and post/comment creation.

📥 MCP Download Tool - AI-powered file download manager | 基于 MCP 的智能下载管理工具

A development server monitor that provides real-time error tracking and categorization through SSE notifications, correlating code changes with specific build or runtime errors.

MCP (Model Context Protocol) Server. Integrates with Memory Box to provide persistent, context-aware interactions through semantic memory storage and retrieval using vector embeddings and search capabilities.

MCP server for Industrial IoT, SCADA and PLC systems. Unifies MQTT sensors, Modbus devices and industrial equipment into a single AI-orchestrable API. Features real-time monitoring, alarms, time-series storage and actuator control.

Enables searching and browsing Android source code across projects like Android, AndroidX, and Android Studio via cs.android.com. It provides tools for regex-based code searches, full file content retrieval, and symbol autocomplete suggestions.

MCP (Model Context Protocol) Server. Bridges with Detect It Easy (DIE) executable analysis tool to provide file analysis, metadata extraction, and threat detection capabilities for security researchers and malware analysts.

Retrieves real-time npm package documentation by fetching README files from GitHub repositories or package tarballs, ensuring access to the most current API references.

A local-first execution context server that enables persistent agent memory and shared task tracking through repository-based YAML files. It provides structured mechanisms for vision, milestones, tasks, and presence management to maintain continuity across multi-agent or multi-session workflows.

A high-performance code exploration toolkit optimized for Java, providing structural parsing, batch processing, and annotation-aware context for AI agents.

A Model Context Protocol server that enables speech-to-text transcription by integrating OpenAI's Whisper API with support for custom languages and optional file output.

MCP (Model Context Protocol) Server. Provides FTP file management capabilities for listing, downloading, uploading, and deleting files and directories on remote servers using FluentFTP.

MCP (Model Context Protocol) Server. Provides a bridge between Aider pair programming tool and AI models, enabling parallel execution of multiple coding tasks with configurable file access permissions and comprehensive error handling.

A specialized MCP server for parsing, analyzing, and manipulating MIDI files using Tone.js, allowing users to modify tracks, notes, tempo, and control changes.

A specialized documentation retrieval server for Claude that provides fuzzy search, metadata support, and high-performance caching for local markdown files across multiple project sources.

MCP (Model Context Protocol) Server. Enables document processing with OCR, vector embeddings, and semantic search capabilities for efficient retrieval-augmented generation across multiple file formats including PDF, DOCX, PPTX, Excel, CSV, and images.

A specialized MCP server for IBM Storage Insights that enables AI agents to monitor and diagnose storage assets through automated retrieval of performance metrics, system alerts, and notifications.

A knowledge synthesis engine that transforms raw text into Neo4j-based knowledge graphs using Montague Grammar and Zettelkasten principles for autonomous insight generation.

An image generation MCP server that leverages Google's Gemini Flash and Pro models to create up to 4K resolution images with Google Search grounding for factual accuracy.

MCP (Model Context Protocol) Server. Provides efficient file search functionality within repositories, respecting ignore patterns and offering configurable text content matching for development tools and applications.

A semantic search and retrieval server that uses pgvector and Voyage embeddings to find relevant code snippets and file contents within a codebase.

A specialized toolset for AI agents to perform surgical code editing by finding symbols across repositories and modifying files with line-level precision. It features smart symbol discovery, AI-optimized code reading (stripping comments/normalizing tabs), and intelligent search-and-replace functionality.

MCP (Model Context Protocol) Server. Leverages LanceDB for vector storage to enable semantic search and multilingual transcript retrieval from YouTube videos using Google's generative AI embeddings.

Real-time Python package vulnerability scanner that checks dependencies against OSV and NVD databases, providing comprehensive security analysis with CVE details, lock file support, and actionable upgrade recommendations.