File Systems

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 (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.

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. Integrates with Bazel build systems to enable target building, test running, dependency analysis, and source file identification without requiring command-line syntax knowledge.

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.

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.

A lightweight MCP server for persistent memory storage using SQLite, allowing assistants to store, retrieve, and manage structured memories with categorical filtering.

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.

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 remote MCP server for high-throughput X (Twitter) crawling that exports data to XLSX and uses x402 USDC payments for pay-as-you-go top-ups.

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.

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.

Cloudinary Model Context Protocol Server to upload media to Cloudinary and get back the media link and details.

An MCP server for validating, auto-fixing, and scaffolding TwinCAT 3 XML files using deterministic code quality tools and IEC 61131-3 OOP checks. It enables AI assistants to perform structural validation, apply safe fixes, and generate canonical code skeletons for industrial automation projects.

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

A professional resume generation server that converts structured data into LaTeX-formatted PDFs with advanced file organization and folder management capabilities.

Provides intelligent search and retrieval for Magento 2 GraphQL API documentation, featuring full-text indexing of schemas, tutorials, and code examples for offline developer support.

A comprehensive MCP server for official Korean market data, integrating KRX stock prices and DART corporate disclosures for detailed financial and stock analysis.

A blazingly fast MCP server to read and export your Figma design files.

A specialized MCP server for managing Xcode String Catalog (.xcstrings) files, enabling AI assistants to read, search, and automate localization workflows for iOS and macOS applications.

A Go codebase analyzer that uses AST parsing and Neo4j graph storage to enable natural language architectural queries, impact analysis, and code quality assessments via MCP.

A specialized oil and gas MCP server providing integrated access to drilling, production, HSSE, and procurement data with hybrid RAG search and anomaly detection capabilities.

A secure Python code execution environment that allows LLMs to run arbitrary Python code, manage files, and install packages in isolated contexts with variable extraction.

A Python-based MCP server providing comprehensive management for BookStack instances, featuring unified content CRUD operations, full-text search, and advanced image gallery management with remote URL upload support.

Manage GoLogin browser profiles and automation directly through AI conversations, allowing for creation, configuration, and proxy management of anti-detect browser instances.

A Windows-optimized MCP server for Blender 4.0+ that provides over 21 tools for scene management, object manipulation, and direct asset integration from PolyHaven, Sketchfab, Hyper3D, and Hunyuan3D.

An MCP-based Java decompilation tool that uses the CFR decompiler to convert .class and .jar files into readable Java source code. It features multi-threaded batch processing and direct file system output to handle large-scale decompilation while bypassing token limits.

A High-Performance Storage Infrastructure for Activity and Log Workloads

A Security-centric MCP Server providing enterprise-grade filesystem powers to AI assistants—read, write, edit, and manage files with comprehensive CVE protection and user-controlled access.. [Explore comprehensive code documentation and architecture details on DeepWiki](https://deepwiki.com/n0zer0d4y/vulcan-file-ops)

Universal MCP server enabling any LLM or AI agent to utilize expert skills from your local filesystem. Reduces context consumption through lazy loading. Works with Claude, Cline, and any MCP-compatible client.