product-thinking — independently scanned and version-tracked by SaferSkills.
SaferSkills independently audited product-thinking (Agent Skill) and scored it 100/100 (green). The audit ran 55 deterministic rules across Security, Supply Chain, Maintenance, Transparency, and Community; it found 0 high-severity and 0 lower-severity findings. The full rule-by-rule trace and per-finding evidence are below. Free, methodology-open.
Findings & checks · 0 flagged
Every scanned point with the score it earned and what moved between them.
First recorded scan — no prior version to compare against.
The primary manifest — the file an agent reads to learn what this artifact does.
A reasoning lens, not a gate. It produces no artifact of its own and blocks nothing. It shapes how the pre-implementation agents frame, design, and slice scope so that the work is something real people actually want.
Four lenses sharpen every framing, design, and slicing decision:
this — not whether it is technically possible or interesting to build. A clever capability nobody asked for is still waste.
real value, and resist speculative scope and gold-plating. Extra surface area is cost you pay before you have learned whether anyone wants it.
serves. A feature with no identifiable user is a red flag to surface, not a detail to gloss over.
real demand, and explicitly surface where an assumption is standing in for validation rather than silently accepting it as fact.
Questions to sharpen the inferred goal and acceptance signals you write into task.md:
— an actual person or role, not "users" in the abstract.
signal that the acceptance criteria can stand on.
the thinnest outcome that would satisfy the named person.
These lens questions shape only how the questioner frames the inferred goal and acceptance signals — never what gets researched or what goes into questions.md. (The goal stays out of questions.md by design.)
Questions to apply while choosing an approach and writing ## Decisions made and ## Out of scope:
decision back to the named user, or surface it as an open question.
"users will want this" is unvalidated, rather than burying it.
simplest approach that satisfies real demand over the most complete one.
Questions to apply while ordering slices:
infrastructure?** The first slice should deliver value, not scaffolding.
signal to cut or re-order.
thinnest version that delivers real value.
This lens informs judgment; it never blocks the pipeline. Do not manufacture user-research ceremony where the user's stated intent already answers "who wants this." On an empty or trivial task, the right move is to apply judgment and ask nothing extra. The point is to keep "do real people want this?" in view — not to add ritual.
~30 seconds. Free. No account. Every finding cites a rule and a line of evidence.