stardust:audit
One URL in. One scored, evidence-bound audit out.
audit looks at an existing website from three perspectives — design
(brand tensions + concrete improvement opportunities), SEO/technical,
and LLM/AI-search visibility — measures Core Web Vitals, and
synthesizes everything into a seven-dimension scorecard plus a
prioritized findings ledger that tells the owner what to improve to
generate a better business outcome. The report is also the natural
seed for a redesign: its findings feed stardust:uplift's
improvements list and stardust:direct's Phase 2.5, and it closes
with uplift-shaped redesign directions so "run stardust:uplift" is
the obvious next step.
Opinionated defaults
- Multi-page by default —
stardust:extract <url> --cap 8(home + seven IA pillars) unless--singleor--pagesoverrides. - Non-interactive — the audit never asks questions. Every
assumption it makes instead is recorded in
audit.json#assumptionsand stated in the report's executive summary. - Evidence-bound — every claim cites a measurement, a
T-*tension id, a check result, or a screenshot observation. A claim with no citation does not ship. - No fabricated data — a measurement that could not be taken is
reported as
not measured (<reason>), never estimated silently. An estimate, where reasoned, is labeled as one with its basis. - Graceful degradation, not failure — optional capabilities (refero, marketing-skills, modern-web-guidance, PageSpeed Insights) are probed once and their absence is recorded, never fatal. See § Degradation ladder.
Inputs
<url>— required. The site to audit. A path narrows the crawl to that subtree (extract's semantics).--pages <n>— optional. Override the default 8-page extraction cap (passed through as--cap <n>).--single— optional. One-page audit of the given URL only. The cross-page checks (duplicate titles, sitemap coverage, CTA fragmentation across pages) then run on a single page and say so.--deploy— optional. After the report renders, publishreport.htmlas a single self-contained page via the DA transport (../deploy/da-deploy-protocol.md: source PUT → preview → live) and print the delivered URL. Transport only — the report never goes through deploy's section→block conversion, which would decompose the self-contained file.--benchmark— optional. Force Phase 5 reference benchmarking: probe the refero MCP even when the earlier capability probe was slow or ambiguous. Without this flag Phase 5 fires only when the probe succeeds quickly.
There are no other flags. Everything else is derived from the captured surface or governed by the underlying skills' contracts.
Phase 0 — Setup
- Run the master skill's setup (
../stardust/SKILL.md§ Setup) — with one audit-specific carve-out: impeccable absence is a degradation here, not the master setup's hard stop. When the dep check fails, recordimpeccable: unavailableinaudit.json#degradationsand continue — Phase 2 runs without the critique/audit arms (VISION pass + accessibility fold-in still fire) and Phase 6 skips the report render; the run ends at stop condition (b) afteraudit.jsonis written. - Extraction freshness check. If
stardust/current/holds an extraction of the same origin less than 7 days old — origin fromstardust/state.json(the site record extract stamped), recency from the newestpages/<slug>.json#_provenance.fetchedAt— reuse it and recordsite.extraction.reused: true. Otherwise invokestardust:extract <url> --cap 8(or--single/--pages <n>per the inputs). Extract owns the crawl, the screenshots,_brand-extraction.json,pages/<slug>.json,PRODUCT.md/DESIGN.md, andbrand-review.htmlwith its Tensions section. - Probe optional capabilities once, recording each outcome in
the degradation record (
audit.json#degradations):marketing-skillsplugin (seo-audit,ai-seoskills present?)modern-web-guidance(npx -y modern-web-guidance@latest search "<query>"responds?)- refero MCP (attempt
mcp__refero__refero_search_styles; treat a tool-not-found or timeout as unavailable) - PageSpeed Insights API (network-reachable without a key?)
- rollout project (
stardust/rollout/rollout.jsonpresent?)
If extract fails entirely (site unreachable, bot-management block past the headed-Chrome fallback), stop and surface extract's error verbatim — there is nothing to audit. This is the only hard stop before synthesis; see § Stop conditions.
Procedure
Phase 1 — Brand surface & tension analysis
Read stardust/current/_brand-extraction.json and
stardust/current/brand-review.html § Tensions surfaced (rule
catalog in ../extract/reference/brand-review-template.md
§ Tensions). Every fired T-* tension is candidate evidence for a
finding — carry the ids forward, do not re-derive the detections.
Compute the four brand-expression measurements the report needs.
Each lands in audit.json#measurements with status + method per
reference/report-format.md:
brandColorShare— brand-color share of painted pixels on the captured home screenshot. Preferred method: Playwright pixel sampling (method: "pixel-sample") — load the screenshot, sample a grid (e.g. every 8th pixel), classify each sample to the nearest palette entry within a tolerance, and divide brand-hue samples by painted (non-white/near-white) samples. When sampling is infeasible in the session, a reasoned estimate from the captured surfaces is allowed but must ship asmethod: "surface-estimate"with its basis — never presented as measured.ctaFragmentation— distinct CTA labels per equivalence bucket, aggregated frompages/*.json#ctas[].label(the same buckets that driveT-cta-vocab).typeScale— distinct heading sizes and scale kind/ratio from_brand-extraction.json#type.scaleAudit.radiusSprawl— distinct border-radius values with occurrence counts from_brand-extraction.json#motifs.borderRadius.
Phase 2 — Design & experience critique
Three passes over the captured home page (screenshot + live URL), folded into one set of design findings:
- impeccable critique + audit. Invoke via the Skill tool using
the delegation mechanic in
../prototype/SKILL.md§ Invoking impeccable (Skill { skill: "impeccable:impeccable", args: "critique <target>" }, then"audit <target>"for the accessibility / responsive / performance passes). Normalize its findings into the audit's finding shape. - VISION pass. Study the captured screenshots directly
(
stardust/current/assets/screenshots/<slug>.png) and name what a design director would: dated patterns the field has moved past, hierarchy failures, missed opportunities the captured surface doesn't capitalize on. The claim discipline is absolute — every observation cites a measurement, a tension id, or a screenshot region ("home.png, hero: three equal-weight CTAs compete"). Adjectives without evidence do not become findings. - Accessibility fold-in. Contrast computed (WCAG ratios for the
captured palette pairs in the roles they are actually used in),
alt coverage from
pages/*.json#media.images, landmark presence and heading order frompages/*.json#landmarks, content-free link labels (reuseT-link-content-freewhen fired).
Phase 3 — SEO & technical
When the marketing-skills plugin is installed, follow
marketing-skills:seo-audit's methodology and normalize its
issue/impact/evidence/fix items into findings. When absent, run the
checks directly — they are all curl/Playwright-derivable:
| area | checks | method |
|---|---|---|
| Crawlability | robots.txt present and sane; sitemap declared and valid XML | curl |
| Indexation | canonical present and self-referential; meta robots not accidentally noindex; http→https single-hop redirect; redirect chains | curl -I |
| Semantics | main/nav/footer landmarks; single <h1>; heading hierarchy without skips | pages/.json + Playwright |
| Metadata | title/description presence + quality per page; duplicates across pages; Open Graph completeness | pages/.json#metadata |
| Structured data | JSON-LD presence, parse validity, entity types vs page type | Playwright / curl |
Where a failure matches a rollout:baseline check id
(../rollout/reference/checks.md: single-h1, title-missing,
meta-description, canonical, sitemap, jsonld, img-alt,
landmark-main, duplicate-title), reuse that id as the
finding's evidence.ref (check:<id>) — findings recorded into a
rollout ledger under a known id get picked up by the AEM autofix
registry automatically.
Core Web Vitals. Measure LCP / CLS / TBT via Playwright
performance APIs (PerformanceObserver for
largest-contentful-paint and layout-shift, longtask entries for
TBT) on two viewports: mobile (375×667, CPU throttled where the
session supports it) and desktop (1440×900). When the PageSpeed
Insights API is network-reachable without a key, prefer it and record
method: "psi-api" (it adds field INP); otherwise record
method: "playwright-lab" and say in the measurement note that lab
TBT is a proxy for INP. Classify every metric against the Google
thresholds tabled in reference/scoring.md § performance.
Remediation guidance. When modern-web-guidance is installed,
run npx -y modern-web-guidance@latest search "<specific failure>"
for each distinct failure class and cite the returned guide ids in
the finding's guides[]. When absent, write the generic remediation
and leave guides: [].
Phase 4 — LLM visibility
When marketing-skills:ai-seo is installed, follow its methodology.
When absent, assess directly:
llms.txt— present at the origin root?- Answerability — does each audited page answer the question a user would ask of it ("what does this cost", "what is this") in extractable, well-structured prose — and how early on the page?
- schema.org coverage — do the JSON-LD entities cover the organization plus the page-type entities an answer engine needs for entity understanding?
- Heading-as-question coverage — what share of
h2/h3map to askable questions or scannable topics rather than slogans? - Content depth — extractable prose word counts on key pages; specific, citable claims vs thin marketing copy.
- Key facts in crawlable text — are pricing, what-it-is, and who-it's-for stated in crawlable text, or locked in images and JS-rendered widgets?
Every Phase 4 finding names the concrete fix ("state the three price points in the pricing table as text; they currently render only inside the plan-card images"), not a category ("improve content").
Phase 5 — Reference benchmarking (optional)
Fires when the refero MCP tools are reachable — the Phase 0 probe
attempted mcp__refero__refero_search_styles; --benchmark forces a
re-probe. Skip gracefully when unavailable
(benchmarks: { status: "skipped", reason: … }).
When available: retrieve 2–3 same-vertical reference styles, compare
the audited site's brand expression (Phase 1 measurements) against
what best-in-class in the category does, and cite each reference —
title, URL, one line on what they do better — in the relevant design
findings and in audit.json#benchmarks.references.
Phase 6 — Synthesis & report
-
Scorecard. Score the seven dimensions per
reference/scoring.md— anchors first, evidence floor enforced, not-measured dimensions nulled and renormalized. Compute the weighted overall. -
Findings. Consolidate Phases 1–5 into the prioritized ledger: P1 (actively losing business or excluding users) / P2 (material drag) / P3 (polish). Per finding:
dimension,evidence(measurement / tension / screenshot / check / benchmark citation),businessImpactone-liner, concretefix,guides[]. -
Uplift directions. Close with 2–3 redesign directions framed exactly like uplift's variant role contract (
../uplift/SKILL.md§ The three-variant role contract): A faithful + fixes (names the findings it resolves), B one captured-but-underused trait amplified, C cinematic (motion as identity, register suggested per../prototype/reference/motion-registers.md§ Selection heuristic). Drop B when the captured surface can't support a differentiated middle — two strong directions beat three weak ones. -
Write
stardust/audit/<domain-slug>/audit.json— schema, slug convention, and measurement rules inreference/report-format.mdPart 1. Provenance_provenancefirst key. -
Render
stardust/audit/<domain-slug>/report.htmlby delegating to$impeccable craftwith the brief inreference/report-format.mdPart 2 — the same Skill-tool mechanic as prototype, and the same rule: never hand-template the report. Run the post-render validation checklist; on failure re-invoke craft with the specific violation. Open the result withopen stardust/audit/<domain-slug>/report.html. -
Ledger recording (rollout projects only). When
stardust/rollout/rollout.jsonexists, record each finding into the delivery ledger vianode skills/rollout/scripts/findings.mjs recordwith source namespaceaudit:—--source audit:<dimension>,--layerfrom the mapping below, severity carried through,--fixabilitynormalized per../rollout/reference/audit-sources.md§ Recording an external finding. Write each returned id into the finding'sledgerId.| audit dimension | ledger layer | |---|---| |
brand-expression|brand-tensions| |visual-hierarchy-craft|design-ux| |conversion-focus|content-conversion| |accessibility|accessibility| |technical-seo|seo(site-wide:cross-page) | |content-llm-visibility|ai-search| |performance|seo| -
--deploy. When passed, publishreport.htmlvia the DA transport per../deploy/da-deploy-protocol.md— PUT the file as a single source, POST preview, POST live, verify the delivered URL returns 200 — and print the delivered URL. Transport only; never run deploy's section→block conversion on the report. -
Chat summary. Short — the work is on disk and openable:
audit complete — <url> Site health: <overall>/100 <dimension>: <score> × 7 (not-measured dimensions listed with reasons) Findings: <n> P1 · <n> P2 · <n> P3 Top lever: <the single highest-impact P1, one line> Report: stardust/audit/<domain-slug>/report.html Data: stardust/audit/<domain-slug>/audit.json Next: run stardust:uplift <url> — the report's closing directions are its variant briefs.
Degradation ladder
Probed once in Phase 0; every degradation is recorded in
audit.json#degradations and rendered in the report's methodology
appendix. None of these stops the audit.
| capability absent | behavior |
|---|---|
| refero MCP | skip Phase 5; benchmarks.status: "skipped" with reason |
| marketing-skills | run the Phase 3 / Phase 4 checks directly (tabled above) |
| modern-web-guidance | generic remediation text; guides: [] |
| PageSpeed Insights | Playwright-only lab metrics; measurement note says lab TBT proxies INP |
| Playwright pixel sampling infeasible | brandColorShare ships as method: "surface-estimate" with basis |
| rollout project | no ledger recording; ledgerId: null on every finding |
Hard constraints
- No fabricated data. A measurement that could not be taken is
not measured (<reason>)in both artifacts. Estimates are labeled with method + basis. This is the same discipline extract enforces against synthesis (../extract/SKILL.md§ Failure modes) — fabricated audit numbers are worse than missing ones because they are actionable-looking and wrong. - Evidence discipline. Every finding cites observable evidence:
a measurement key, a
T-*tension id, a screenshot region, a check id, or a benchmark URL. Uncited claims are cut in synthesis. - Report is craft-rendered.
report.htmlis authored by$impeccable craftagainst the brief inreference/report-format.md, validated afterward — never hand-templated, never hand-patched. - Provenance is mandatory on both artifacts, per
../stardust/reference/artifact-map.md§ Provenance shapes. - Non-interactive. No questions in normal flow; assumptions are stated in the report. The only stops are the two below.
- Audit does not fix. Fixes belong to
uplift(page redesign),directPhase 2.5 (improvements list), and rollout's optimize loop (platform autofix). Audit names the fix; it never edits the site.
Stop conditions
Stop and surface only if:
(a) Extract fails entirely — site unreachable, structure
unparseable, bot-management block past the headed-Chrome
fallback. Surface extract's error verbatim; nothing to audit.
(b) impeccable unavailable — Phase 2's critique/audit arms and
Phase 6's report render require it. Per the Phase 0 carve-out,
the run continues in degraded mode (VISION pass, SEO/technical,
LLM visibility, benchmarks all still fire) and writes
audit.json; then stop and tell the user the designed report
needs the impeccable plugin — deliver the data, not a
hand-templated substitute.
Everything else degrades per the ladder; the audit never stops for confirmation in normal flow.
Outputs
stardust/
├── current/ ← from extract (reused when <7 days old)
│ ├── _brand-extraction.json
│ ├── brand-review.html ← Tensions section = Phase 1 input
│ ├── pages/<slug>.json
│ └── assets/screenshots/<slug>.png ← VISION-pass + report evidence figures
└── audit/
└── <domain-slug>/ ← hostname, www-stripped, dots → dashes
├── audit.json ← scorecard, measurements, findings[], provenance
└── report.html ← craft-rendered, self-contained
stardust/rollout/optimize/findings.json ← appended via findings.mjs (rollout projects only)
Audit writes no state.json entries — extraction state belongs to
extract; audit's own artifacts are self-describing via provenance.
Re-running audit against a fresh extraction overwrites
stardust/audit/<domain-slug>/; ledger recordings dedupe by the
ledger's own id hash.
Scope
- Audits and prescribes; never modifies the site or its redesign artifacts.
- One origin per run. Auditing a competitor set is N runs.
- The natural continuations:
stardust:uplift <url>(the closing directions are its variant briefs),stardust:direct(findings feed the Phase 2.5 improvements list), rollout's optimize loop (ledger findings with known check ids autofix on AEM).
References
reference/scoring.md— the seven dimensions, weights, observable anchors at 40/70/90, scoring procedure.reference/report-format.md—audit.jsonschema (Part 1) and thereport.htmlcraft brief + post-render validation (Part 2).../extract/SKILL.md— crawl, capture, brand-surface extraction; § Failure modes for the anti-synthesis discipline.../extract/reference/brand-review-template.md§ Tensions — theT-*detector catalog Phase 1 carries forward.../prototype/SKILL.md§ Invoking impeccable — the Skill-tool delegation mechanic reused for critique (Phase 2) and the report render (Phase 6).../rollout/reference/audit-sources.md— the findings-ledger normalization rules (severity, fixability) Phase 6 applies.../rollout/reference/checks.md— baseline check ids to reuse so AEM autofix picks the findings up.../rollout/scripts/findings.mjs— the ledger writer (record).../uplift/SKILL.md§ The three-variant role contract — the frame for the closing uplift directions.../prototype/reference/motion-registers.md§ Selection heuristic — register suggestion for direction C.../direct/SKILL.md§ Phase 2.5 — the improvements list audit findings feed on a subsequent redesign.../deploy/da-deploy-protocol.md— the DA transport behind--deploy(source PUT → preview → live; no block conversion).../stardust/SKILL.md§ Setup — master-skill setup run in Phase 0.../stardust/reference/artifact-map.md— provenance shapes.
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