AI BUILDER HANDOFF LAB

Package context, UI QA, and API sandboxes for AI builders.

This kit produces context packs, visual defect overlays, CSS patch notes, mock API servers, fixtures, API collections, MCP schema drafts, and proof receipts.

Context Pack

AI Context Pack BOM Builder

Turn an issue brief, file list, snippets, docs, constraints, and redaction rules into an AI coding-agent context pack, manifest, token map, redaction report, task contract, and proof receipt.

UI QA

AI UI Defect Annotator

Turn a screenshot QA brief, viewport, screens, components, visible defects, and layout constraints into an annotated SVG overlay, defect table, CSS patch notes, Playwright assertions, and proof receipt.

API Sandbox

Agentic API Sandbox Builder

Turn OpenAPI notes, cURL examples, endpoints, auth boundaries, fixtures, and failure modes into a local mock-server JS, fixtures, API collection, failure matrix, MCP schema draft, and proof receipt.

ARTIFACT PROMISE

Every tool creates a concrete implementation handoff package.

Expected outputs include context markdown, manifests, SVG maps, QA overlays, CSS patch notes, mock servers, fixtures, API collections, MCP drafts, and receipts.