File Systems

MCP (Model Context Protocol) Server. Provides a local vector database system for semantic code search with zero-configuration setup, real-time file monitoring, and incremental indexing to help developers navigate large codebases efficiently.

MCP (Model Context Protocol) Server. Provides a bridge between AI systems and Ali OSS cloud storage, enabling file upload, download, listing, and management operations through a RESTful API.

MCP (Model Context Protocol) Server. Extracts and parses Xcode build errors and warnings from DerivedData logs, providing structured diagnostic information with file paths, line numbers, error messages, and fix-it suggestions for Swift projects.

A local-first documentation and source code indexer that provides fast full-text search, AST-based code intelligence, and impact analysis via the Model Context Protocol.

MCP (Model Context Protocol) Server. Provides a bridge to Google Drive for searching files and retrieving document content without manual browsing, enabling document analysis and reference material access.

MCP (Model Context Protocol) Server. Enable efficient storage, retrieval, and querying of structured data in the cloud for large-scale applications.

MCP (Model Context Protocol) Server. Enables Claude Desktop to execute terminal commands and manage files on the user's computer with security measures like command blacklisting and path validation for cross-platform development workflows.

MCP (Model Context Protocol) Server. Integrates with Crawlab to enable AI-driven web scraping, task automation, and data extraction workflows through spider management, file operations, and resource access tools.

MCP Server providing a standardized interface for converting (1) Excel or CSV data into JSON format ;(2) Excel(.xlsx) file into Structured JSON.

A containerized MCP server that provides secure shell command execution, background process management, and comprehensive file operations within an isolated Docker environment via HTTP transport.

A high-performance Go-based MCP server for persistent memory storage using libSQL, featuring multi-project support, vector search, and hybrid search capabilities for managing complex knowledge graphs.

A versatile transcription MCP server that extracts text from video platforms like YouTube and Bilibili using local Whisper models or online ASR services from JianYing and Bcut.

A tool for managing Opentrons OT-2 and Flex laboratory robots via natural language, supporting protocol management, run execution control, hardware operations, and comprehensive API documentation.

A robust MCP server for large-scale code refactoring and pattern matching, enabling precise regex-based search and replace operations with context-aware filtering and glob support.

MCP (Model Context Protocol) Server. Integrates with local filesystems to enable file operations, analysis, and manipulation across various file types and structures.

A system that converts text and PDF documents into searchable video-based memory using H.264/H.265 encoding for efficient semantic search and persistent knowledge retrieval.

A comprehensive MCP server that integrates with the Algolia HackerNews API to search stories, retrieve trending posts, analyze comment threads, and access user profile data.

- An MCP server for Bluesky, a decentralized social network. It enables automated interactions with the AT Protocol, supporting features like posting, liking, reposting, timeline management, and profile operations.

SDK to build Agents in rust. Build and manage complex, self-correcting agent teams. Launch multi-agent systems via configuration files or using an Agent Factory. It's the robust framework for orchestrating intelligent agents using open standards (MCP, A2A).

MCP (Model Context Protocol) Server. Integrates with Zulip's REST API to send messages, manage conversations, handle files, schedule messages, and interact with users across organizations with support for channel and direct messaging, emoji reactions, and draft management.

MCP (Model Context Protocol) Server. Integrates with arXiv to enable flexible paper search, PDF downloading, and text extraction for literature review, research trend analysis, and automated summarization in scientific domains.

MCP (Model Context Protocol) Server. Integrates with VseGPT API to generate images from English-language prompts and store them locally with timestamp-based filenames.

MCP (Model Context Protocol) Server. Provides local speech-to-text transcription using whisper.cpp with automatic audio format conversion, intelligent chunking for long files, speaker diarization, and multiple output formats for private transcription workflows without cloud dependencies.

MCP (Model Context Protocol) Server. Builds a graph of Python code relationships to intelligently navigate codebases, prioritize relevant sections, and include README files while staying within token limits.

MCP (Model Context Protocol) Server. Automates web page SEO analysis by scanning HTML files and websites to identify critical optimization issues like missing titles, meta descriptions, and heading structures using Node.js and Cheerio.

MCP (Model Context Protocol) Server. Provides semantic text analysis and compression tools for advanced content processing, enabling summarization, search optimization, and efficient storage while preserving core meaning.

A tool-capable MCP server that integrates with YouTube and yt-dlp to allow Large Language Models to search, download, and manage music playback locally.

MCP (Model Context Protocol) Server. Lightweight server for reading, modifying, searching, and navigating Obsidian notes through the Obsidian Local REST API, enabling granular content manipulation across Markdown files.

MCP (Model Context Protocol) Server. Provides long-term memory storage for LLM conversations using Redis Graph, enabling persistent knowledge graphs for maintaining context across interactions and building complex information networks.

Sample MCP Server on Azure that lists images from Blob Storage and describes them using Azure OpenAI (gpt-4o vision).