AI Engineering

Design Harness helps an agent organize evidence, candidate ideas, and final output for contested decisions. Use it for literature reviews, vendor selection, due diligence, or other calls that need human judgment and traceable sources.

Eval Skill evaluates a SKILL.md file across six dimensions, with local validators for structure and security plus LLM scoring for harder reasoning checks. Use it to assess skill quality, gate failures, and produce JSON or markdown results.

FDE Ops keeps the engagement record for a client from first meeting through close. Use it to capture debriefs, agreed decisions, delivery evidence, and status for bound client work.

Google AI Mode CLI queries Google AI Mode from the terminal and returns AI-generated answers with cited source links. Use it for quick questions, follow-ups in the same session, or MCP access without opening a browser.

Google Stitch CLI drives Google Stitch from the terminal to create and edit UI designs from prompts. Use it to manage Stitch projects, iterate on screens, and download generated HTML when working with AI mockups.

Methodology analyzes captured HTTP traffic, identifies the API protocol, and writes an api-spec.json and app guide. Use it after a capture finishes and raw-traffic.json is available.

NotebookLM CLI drives Google NotebookLM from the command line to create notebooks, add sources, ask grounded questions, and generate artifacts like study guides, audio overviews, and slide decks. Use it when you need to manage NotebookLM programmatically and require Google login.

Omega Memory gives AI coding agents persistent memory across sessions with semantic search, checkpoints, and auto-captured lessons. Use it to retain decisions, resume tasks, and avoid repeating mistakes.

Omega Memory teaches agents to store decisions, preferences, and lessons in OMEGA’s MCP tools. Use it to query prior context, checkpoint tasks, and resume work across sessions.

Skill Compass evaluates skill quality, identifies the weakest dimension, and suggests directed fixes. It also tracks usage and inbox status to help spot idle, stale, or risky skills.

API Authentication implements secure API auth with JWT, OAuth 2.0, API keys, and sessions. Use it for login flows, third-party integrations, service-to-service access, and token handling.

API Design Principles helps you design REST and GraphQL APIs with clear resource models, versioning, pagination, and error handling. Use it when creating APIs, reviewing specifications, or setting API standards.