AI Engineering

Ralph Loop operates Ralph loops from the CLI: start or continue runs with the right configs, inspect state and diffs, resume suspended loops, and merge or discard completed worktree loops. Use it whenever you need to run, monitor, recover, or debug Ralph loops and merge queues.

Ralph Tools orchestrates multiple AI coding agents across CLIs like Claude Code, Codex, and Gemini, letting a developer run and manage them from one place.

Robot Interaction enables an AI agent to send non-blocking progress updates and ask blocking questions to a human via Telegram, with clear rules for when to ask versus proceed. Use it for ambiguous, irreversible, or high-risk decisions that need human input.

Agent of Empires manages AI coding agent sessions like Claude Code, Codex, and OpenCode inside tmux. Use it to launch, monitor, and organize parallel agents across worktrees and groups.

Agent of Empires creates, manages, and monitors AI coding agent sessions (Claude Code, Codex, OpenCode, etc.) in tmux. Use it to launch parallel agents, capture output, and track status.

Translate i18n fills missing i18n translations in the viewer source JSON, using English and Chinese as source languages to auto-translate to Japanese, Korean, French, Arabic, German, and Russian via OpenRouter. Use it after adding or modifying UI strings in claude_tap/viewer_i18n.json.

Reversi Master provides a strategic framework for choosing moves in Reversi/Othello, prioritizing corners, avoiding dangerous squares, and maximizing mobility. Use it when you need an AI agent to play Reversi at a strong level.

Trash Talk makes an AI aggressive and entertaining during Reversi matches by mocking opponents, bragging about moves, and taunting in-game. Use it when you want playful trash-talking commentary instead of dry move explanations.

Loop Library is a compatibility alias for Loopy that discovers, audits, repairs, crafts, runs, debriefs, saves, and prepares bounded feedback loops for engineering work. Use it when older instructions invoke loop-library or when analyzing codebases for repeated work.

Loopy discovers, finds, compares, audits, repairs, adapts, crafts, runs, debriefs, saves, and prepares repeatable AI-agent loops for publication. Use when analyzing code or coding threads for recurring work, finding a published loop, turning a goal into a bounded loop, reviewing a loop for weak checks or unsafe authority, executing a loop with evidence, learning from runs, or validating and

Google Workspace Manager routes agent calls to 114 Google Workspace tools across Gmail, Drive, Calendar, Docs, Sheets, Slides, Forms, Tasks, Contacts, Chat, Apps Script, and Custom Search, using MCP or CLI. Use it for tasks like checking email, finding files, scheduling meetings, updating spreadsheets, sharing docs, creating presentations, adding tasks, or looking up contacts.

CTF AI/ML provides techniques for attacking machine learning models and LLMs in capture-the-flag challenges, including adversarial examples, model extraction, prompt injection, and jailbreaking.