File Systems

MCP (Model Context Protocol) Server. Integrates with the GitHub API to provide file browsing, content retrieval, and directory navigation capabilities for analyzing and accessing repository contents.

A toolset designed for AI agents to perform secure file system operations, Git management, and project command execution within a scoped directory.

A DuckDB-powered RAG server that provides document processing, semantic search, and hybrid retrieval with specialized chunking for code and text files. It integrates with MCP to offer advanced vector analytics and document retrieval capabilities.

MCP (Model Context Protocol) Server. Retrieves detailed GitHub pull request information including files, diffs, comments, and reviews for code review assistance, PR summarization, or change analysis workflows.

A Ruby-based MCP server providing read-only access to Obsidian vaults, enabling AI models to search, list, and analyze Markdown notes with metadata and tag support.

MCP (Model Context Protocol) Server. Bridges AI with Excel files, enabling reading from and writing to spreadsheets through standardized operations for data analysis, reporting, and document generation workflows.

A highly comprehensive MCP server that integrates AI coding assistants with Obsidian vaults, featuring 121 tools for canvas management, dataview queries, graph analysis, and structured note automation.

MCP (Model Context Protocol) Server. Enables audio playback control on your computer through a secure, directory-isolated interface that can play MP3, WAV, and OGG files from a designated folder.

MCP (Model Context Protocol) Server. Automatically generates documentation, test plans, and code reviews for software repositories through a bottom-up analysis approach that respects .gitignore rules and handles existing file updates.

A Model Context Protocol server that integrates with Obsidian vaults to allow searching, reading, and creating notes directly through AI clients.

MCP (Model Context Protocol) Server. Integrates with AWS services through natural language commands, enabling resource querying and management across multiple profiles and regions via boto3 and FastMCP framework.

Integrates with SANE-compatible scanners to provide document capture with ADF support, duplex scanning, and multi-page TIFF assembly via MCP.

A specialized MCP server for Node.js security audits, capable of scanning local and remote repositories to identify dependency vulnerabilities and generate detailed risk assessments.

MCP (Model Context Protocol) Server. Enables AI to dynamically create, execute, and manage custom tools in a secure sandbox environment for JavaScript, Python, or shell code with persistent storage capabilities.

A clinical decision support server providing direct access to NCCN guidelines through automated indexing, authenticated PDF downloading, and precise page extraction without relying on RAG.

MCP (Model Context Protocol) Server. Validates WordPress PHP and JavaScript code against configurable coding standards and security patterns fetched from web-hosted markdown files, performing automated security scans for vulnerabilities like SQL injection and XSS while enforcing WordPress best practices for plugin and theme development.

A comprehensive MCP server for managing self-hosted or cloud Supabase instances, providing over 50 tools for database administration, authentication, storage, migrations, and performance monitoring.

A tool for LLMs to transcribe audio and video files into text, supporting over 100 languages with speaker separation and timestamping via the Transcribe.com platform.

MCP server for Mixpanel Analytics integration with AI assistants. Enables Claude and other MCP clients to track events, pageviews, and user profiles through conversational interfaces.

MCP (Model Context Protocol) Server. Integrates with Supabase's PostgreSQL database service to enable persistent data storage, user management, and structured data retrieval operations.

A comprehensive MCP server for Grafana that enables querying Prometheus metrics via PromQL, searching logs through Loki, and managing dashboard metadata and configurations for infrastructure observability.

A tool that simplifies large JSON files into compact 'skeletons' by truncating strings and deduplicating array structures, making it easier for AI models to understand schemas without exceeding context limits.

A comprehensive interface for IBM FileNet Content Manager that allows AI models to perform document management, repository searches, and metadata operations via the Content Services GraphQL API.

A comprehensive MCP server for managing Vultr cloud infrastructure including DNS, compute instances, Kubernetes, and storage using natural language with smart identifier resolution.

A secure MCP (Model Context Protocol) file server providing AI assistants with comprehensive file operations. Features multi-tier authentication, multiple connection modes (stdio/HTTP/public), and safe directory restrictions.

MCP (Model Context Protocol) Server. Provides a bridge between Zeek network security monitor and language models for executing PCAP file analysis, log parsing, and converting tabular output into structured data formats without requiring direct command-line interaction.

A comprehensive MCP server for Obsidian vault management that enables AI assistants to perform deep CRUD operations, search, manage tags, and handle complex markdown structures like headings and frontmatter.

A Figma MCP server that converts design frames into LLM-friendly pseudo-code (JSX/CSS) and fetches high-quality node images for visual design context.

A robust translation server that handles JSON internationalization files using AI providers like Gemini, OpenAI, and DeepSeek, featuring intelligent multi-file deduplication and structural preservation.

A development accountability tool that monitors AI code implementations to verify that claimed changes actually match the modified file content.