AI Engineering

Context Discovery loads the relevant process and context files for a task at the start of an agent session. It routes by domain and lists feature files with full paths before work begins.

Documentation Discovery finds library and framework docs through Context7 llms.txt lookup, with scripts for fallback repository and topic searches. Use it when you need API docs, setup details, or recent library information.

Generate Context updates the project's authoritative context files at process/context/all-context.md and related group files. Use it when repository context is missing, stale, or contradicted by code.

Generate Plan creates or updates implementation plans in the repo’s SIMPLE or COMPLEX format. Use it when turning an idea, PRD, or approved direction into a saved plan artifact.

Intent Clarifier scores request ambiguity and routes it into the right phase. It generates structured, option-rich questions when a request needs clarification before delegation.

Plan Discovery finds plan artifacts related to the current task, including same-feature plans, other active feature plans, and general plans. Use it before research, validation, execution, or updates to see what was tried, deferred, or referenced.

Problem Solving Techniques helps you choose and apply systematic methods when coding gets stuck. Use it for complexity spirals, repeated patterns, assumption traps, or uncertainty about scale and production readiness.

Vc Autopilot emits, validates, and resumes the provisional goal block used in Autopilot Mode. Use it when an orchestrator needs to detect a pasted goal block or write a 9-field artifact.

VibeCode Predict runs five expert personas to review a proposed change before implementation. Use it to catch architectural, security, performance, and UX issues before major or risky work.

Video Podcast Maker creates automated video podcasts from a topic using research, script writing, TTS, Remotion, and MP4 rendering. Use it when you want a produced video or when you want to learn visual design patterns from a reference video or image.

Xiaoyao Search provides MCP tools for searching local files by semantic, full-text, hybrid, image, and voice queries. Use it to find documents, code, images, or recordings on a local index.

AgentShield documents the coding, commit, and testing conventions used in the agentshield TypeScript codebase. Use it when contributing features or running tests in that project.