infer-market-brief-from-code

What problem does it solve?

It helps product and market-analyst workflows start with a draft market brief when only codebase signals are available, by extracting positioning hints and explicitly listing knowledge gaps instead of fabricating market facts.

Core Features & Use Cases

• Codebase signal extraction: Pulls README framing, manifest descriptions, ADR business context, and other repository-visible hints as lightweight evidence for positioning and audience.
• Stub-first market briefing: Produces a low-fidelity market-brief.md artifact during /codify with confidence that remains low when evidence is thin.
• Knowledge gaps surfaced for humans: Writes an extensive knowledge_gaps section so downstream steps can capture TAM/SAM/SOM, pricing, competitors, and GTM items that cannot be inferred from code alone.
• Provenance and traceability: Records per-claim decision provenance in a decision manifest and logs resolution trace entries for inferred vs. uninferable statements.

Quick Start

Ask the product-keeper agent to run infer-market-brief-from-code during /codify to generate specification/market-brief.md for issue {issue} at the configured STM base path.