MCP server

Exposes Appwrite's API for databases, users, functions, teams, and storage as tools for AI clients to manage backends.

Lets an AI client search a machine learning knowledge graph for papers, research directions, authors, venues, and generated hypotheses.

Lets an AI client list, read, edit, and sync Overleaf project files through Git.

Provides an evidence layer for AI coding agents to test, find bugs, and optimize codebases using runtime traces and real execution data.

Enables agentic Kubernetes troubleshooting through natural language diagnosis across multi-cluster fleets.

Lets an AI client search the Apple Music catalog, browse your library, manage playlists, and see listening history and recommendations.

Lets AI agents read and manage OpenProject Community Edition data through structured, guarded tools for projects, work packages, and meetings.

Enables AI agents to automatically generate Multisim circuits, run simulations, extract experimental data, and export technical reports.

Connects AI agents to your existing Firefox, Zen, or LibreWolf browser to perform tasks in background tabs while you continue working.

Provides long-term hierarchical memory for AI agents using a local tree of plain text files to persist decisions and context across sessions.

Provides an AI assistant with centralized access to multi-version Laravel core documentation, ecosystem services, and curated community packages.

Design cloud architectures, plan migrations, and generate compliant infrastructure code with cost analysis and automated compliance mapping.

Lets AI agents play, watch, and measure Pyxel retro games by running scripts headlessly and returning screenshots, game state, and audio data.

Enables AI agents to model, measure, and verify parametric parts and assemblies directly within a running instance of SolidWorks.

Search and track Federal Register rules, notices, executive orders, and FAR cases via AI clients.

Connects AI clients to UK case law, legislation, Hansard, parliamentary bills, and HMRC guidance for evidence-based legal research.

Turns an Obsidian vault into long-term memory for AI agents using semantic search, wikilink graphs, and atomic markdown edits.

Turns an AI agent into a physical user by translating tool calls into real USB HID keyboard and mouse movements via a Raspberry Pi Pico 2.

Enables AI clients to perform data loading, cleaning, visualization, and machine learning workflows using pandas-powered tools.

Provides persistent semantic memory, knowledge graphs, and AST indexing to reduce AI agent token usage and improve codebase context.