AI Engineering

Generate MCP App UI creates self-contained HTML widgets for MCP tools from a visual description and test JSON output. Use it when you need a conversation card that renders tool results as a chart, table, map, or other focused view.

Makepad Design Judgment provides conceptual anchors for deciding how to structure Makepad 2.0 apps. Use it to route questions to the right Makepad skill and to choose between state, component, layout, and rendering approaches.

Schwartz Awareness Mapper determines an audience’s awareness stage and the right messaging approach. Use it to match copy to cold, warm, or product-aware prospects and avoid saying too much too soon.

Symbiotic Onboard interviews a new user one question at a time and writes their answers into portable Markdown context files they own. Use it when setting up Symbiotic AI, filling blank templates, or creating persistent context for an assistant.

Ap Manager coordinates multi-lane Autoprompt slices by building compact handoff briefs and dispatching disjoint L3 work without executing it. Use it when a task needs parallel sibling tracks and strict pointer-based coordination.

Ap Planner builds a concise implementation plan only when a roadmap item needs extra detail, such as debug depth-locks or unresolved design forks. It is used for scoped planning, red repro capture, and test-first verification in the Autoprompt workflow.

Autoprompt turns a mission into one executable roadmap, coordinates dependency-safe lanes, and verifies the result with independent reviewers and tests. Use it only when you explicitly invoke autoprompt mode.

Autoprompt turns an explicit mission into one executable roadmap, dispatches dependency-safe work lanes, and verifies the result with independent reviewers and tests. Use it for coordinated agent runs that need scoped planning, implementation, and fresh verification.

Autoprompt turns a mission into one executable roadmap, dispatches dependency-safe work lanes, and verifies the result with independent reviewers and tests. Use it for explicit-run orchestration rather than ad hoc prompt handling.

Autoprompt turns a mission into one executable roadmap, assigns dependency-safe work lanes, and verifies the result with independent reviewers and real tests. Use it for explicit, useful-first multi-agent orchestration runs.

Autoprompt turns a mission into one executable roadmap, dispatches dependency-safe work lanes, and verifies the result with independent reviewers and tests. Use it for explicit, useful-first multi-agent orchestration in Claude Code.

Autoprompt turns a mission into one executable roadmap, routes dependency-safe work lanes, and verifies the result with independent reviewers and tests. Use it for explicit orchestration runs, not ordinary requests or implicit resumes.