AI Agent Workflow Collection

Auto Review closeout. Codex review is the default when no engine is set and is the recommended reviewer.

Prepare accepted storyboard frames for AI-video upload batches. Use when the user needs Omni/Gemini 10-image folders, Higgsfield 9-image groups, sequential copies, overlap frames, manifests, contact sheets, or prompt placeholders. File workflow only; does not creatively edit or generate frames.

AWS Bedrock foundation models for generative AI.

Live watcher mode for product/dev sweeps. Use when the user asks an agent to watch an app, tail logs, verify APIs/DB state, capture experience notes, track discrepancies, or act as a scribe/observer while they test a flow.

Enter codebase mastery mode before implementation. Use when the user asks to DEVOUR a repo or codebase, learn everything, deeply onboard, map architecture, trace runtime flows, understand blast radius, or build intuition about where and when things happen in a system.

Review generated storyboard frames or contact sheets for product-launch motion quality. Use when the user asks whether frames look professional, cohesive, AI-video-ready, faithful to screenshots, or should be regenerated. Outputs keep/regenerate decisions and targeted regeneration notes; does not manually edit frames.

Reason about a whole system by mapping it onto a mature, structurally-similar domain that already paid for its mistakes, then read that domain's laws, invariants, and blindspots back onto the system. Use when the user wants the big-picture / first-principles view of an architecture, codebase, product, or vision; asks "what is this really like", "find the analogy", "what are we blind to", "think about this systemically / from first principles", "is this like X"; or wants to pressure-test a design by inheriting a proven domain's failure modes. A thinking mode, not a file-producing workflow.

Shape a product-launch or SaaS motion-graphics video into a tight narrative spine before storyboard frame generation. Use when the user is deciding the hook, flow, duration, voiceover, feature emphasis, or ad rhythm for a launch film. Produces beats and frame direction, not generated images.

Turn vague feedback, screenshots, taste, frustration, or half-formed product intuition into an implementation-ready prompt for a coding agent. Use for UI/UX bugs, frontend polish, animation behavior, component architecture, and "it feels wrong but I don't know how to say it" moments.

Capture a conversation's essence into the active host's memory directory. Supports Codex with a Workbench project-memory convention and Claude Code project memory without assuming the two plugin runtimes share state.

Create AI-video motion handoff prompts and keyframe grouping plans from accepted storyboard frames. Use when the user has storyboard images and needs Higgsfield Canvas, Gemini/Omni, Runway, Krea, or another video model to understand frame order, motion intent, clip stitching, and UI stability constraints. Does not generate storyboard frames; pair with videos:storyboard only when new frames are still needed.

See what a codebase wants to become. The generative counterpart to a foundation audit - read the existing structure and surface the features it already implies, the capacity it isn't using, and the doors it hasn't opened. Two modes - open ("what does this want to become?") and wish (the user brings "I wish it could X" and the structure answers whether and how it can grant it). Use when the user asks what could this become, squeeze the potential of this feature, what features want to be born, what's latent here, run potential, or starts a sentence with "I wish it could". A conversational thinking mode like isomorph - it never implements and never writes files.

The reality-check hotline. Mid-conversation, leave the closed room and go to the internet to ground what was just said against how the world actually does it. Two faces - verify (we concluded something confidently; pull the load-bearing claims and check each against real fetched sources - confirmed / wrong / oversimplified / outdated / no-consensus) and discover (we're stuck or starting fresh; find the dominant pattern and the gotchas). Use when the user says "scour this", "are we on the right page?", "is this actually how people do it?", "go check the internet", "make sure we're not confidently wrong", or asks how something is normally done. Fast and conversational like isomorph - never writes files, never answers from memory.

Intelligent skill recommendation engine — analyzes your current state across all data sources (history, pipeline, expiry, performance, calendar, DNA) and recommends exactly which skills to run next, in what order, and why. The "what should I do now?" answer for 89 skills.

Distill screenshots, brand assets, and motion references into a reusable visual style contract for storyboard or launch-video generation. Use when the user is sensitive about taste, cohesion, product-launch motion-graphic vibe, reference borrowing, logo fidelity, UI realism, or avoiding generic AI visuals.

Reconstruct day-by-day work trails from Codex and Claude conversation evidence into a durable agenda/domain graph. Use when the user asks to log what they did across dates, scan conversation history, update an Obsidian-style trail, or infer agendas from user messages.