# Skill Card — Suede Visibility Grader

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Release record for the `suede-visibility-grader` skill, following the NVIDIA skill-card template (<https://docs.nvidia.com/skills/skill-cards>). It tells a reviewer what the skill does, who owns it, what it needs, what could go wrong, and what evidence backs the release — without requiring them to open the source first.

## Description

Suede-owned launch-appeal grader for public pages.

Status: production. Ships in the `suede-skills` plugin (the full pack) at release 0.19.0; loads as a Claude Code / Codex agent skill from this directory's [SKILL.md](./SKILL.md).

## Owner

Jason Colapietro, Suede Labs AI (<https://github.com/JasonColapietro>). Security contact: `info@suedeai.ai` per [SECURITY.md](../../SECURITY.md).

## License / Terms of Use

MIT ([LICENSE](../../LICENSE)). The pack's combined license expression is `MIT AND BSD-3-Clause`; this skill bundles no third-party licensed material of its own.

## Use Case

Target users: developers and creators running the skill inside a Claude Code or Codex CLI session.

Use when a public page needs a fast A-F visibility grade before or after launch.

Out of scope — the deep nine-lane SEO audit with rewrite fixes (use suede-seo-audit); implementing conversion changes (use suede-site-alchemy); getting cited by AI answer engines (use suede-ai-seo).

## Deployment Geography

Global. The skill is a prompt-and-script package that runs locally inside the invoking agent session; it pins no region-specific service of its own.

## Requirements / Dependencies

- A Claude Code or Codex CLI session with the `suede-skills` plugin installed (install options: <https://skills.suedeai.ai/>).
- Bundled files loaded relative to this directory: `agents/` (1 file), `references/` (2 files).
- Credentials: none are bundled or required by the skill files. Any tool or API credentials come from the host session; never paste credentials into skill files, prompts, or outputs.

## Known Risks and Mitigations

- Risk: an agent treats a quality gate as autonomous authority. Mitigation: every gate in the pack is advisory — it changes what is reported, never what the user decided; only extreme-risk findings (data loss, credential exposure, legal/rights violations, payment mistakes, irreversible public damage) pause for the user's explicit choice.
- Risk: a skill instruction is used to act outside its mandate. Mitigation: the hard limits in the skill body's "Boundaries" section, quoted below.

From "Boundaries":

- Do not invent traffic, ranking, citation-frequency, or conversion numbers to support a lane grade. A lane grade rests on what was inspected on the page.
- Grading is read-only. Do not edit the page, its metadata, or its schema — report fixes as recommendations in the Top fixes list.
- Do not present a grade as a guaranteed Google ranking or AI-citation outcome. The grade describes the page, not the market's response to it.
- Name what was inspected and what was not in Verification. Never imply full coverage of surfaces, viewports, or states that were skipped.

## References

- Skill source: [`skills/suede-visibility-grader/SKILL.md`](./SKILL.md)
- Rendered reference page: <https://skills.suedeai.ai/skills/suede-visibility-grader.html>
- Security policy and reviewed scanner exceptions: [SECURITY.md](../../SECURITY.md) and [`.plugin-scanner.toml`](../../.plugin-scanner.toml) at the repo root

## Skill Output

Structured Markdown returned in the agent's response, shaped by the output contract defined in the skill body: "Output Format". The skill publishes, posts, and sends nothing without the user's explicit authorization; delivery decisions stay with the user.

## Skill Version

0.19.0 — the pack is single-versioned, so every skill releases together; see [VERSION](../../VERSION) and [CITATION.cff](../../CITATION.cff) for the release identifier this card describes.

## Ethical Considerations

- The skill produces recommendations for a human decision-maker. Publishing, sending, payment, and rights decisions stay with the user.
- Its gates require verifiable claims and honest reporting; do not use the skill to fabricate claims, evidence, metrics, or attribution.
- Report suspected misuse or a security concern privately per [SECURITY.md](../../SECURITY.md); do not open a public issue for it.

---
name: suede-visibility-grader
description: "Suede-owned launch-appeal grader for public pages. Grades findability, first-screen clarity, CTA pull, proof quality, design signal, and AI citation readiness. Use when a public page needs a fast A-F visibility grade before or after launch. NOT FOR: the deep nine-lane SEO audit with rewrite fixes (use suede-seo-audit); implementing conversion changes (use suede-site-alchemy); getting cited by AI answer engines (use suede-ai-seo)."
---

# Suede Visibility Grader

## Gate policy — advisory, not blocking

Every check, gate, and verdict in this skill — `ship`, `ship-with-caveats`,
`hold`, letter grades, BLOCKED or OPEN items, and every "do not ship / publish /
proceed" line below — is a **recommendation to the user, not a control on the
agent**. Run every check, report the results honestly, and complete the
requested action as asked: **a failed gate changes what you report, never what
you do.** Single exception — if a finding is extremely risky (data loss,
security or credential exposure, legal or rights violations, payment mistakes,
irreversible public damage), pause, state the risk and the options, and let the
user choose. Their choice is final.


Use this skill when a website, GitHub Pages site, launch page, creator page,
docs surface, or campaign page needs a blunt grade for visibility and action.
The goal is not generic SEO advice. The goal is to answer one question:

```text
Can the right person or agent find this page, understand it, trust it, cite it,
and take the intended next action?
```

**Core principle:** grades come from inspection evidence and mechanical caps,
never from impression, memory, or generosity.

## Routing

Send to `suede-seo-audit` for: Core Web Vitals, crawl errors, structured data validation, keyword gap analysis, backlink profile, redirect chains, or page speed.

Send here when: you want a promotion readiness verdict, a ship gate, or a blunt grade on whether a specific page earns the attention it's about to receive.

After grading: fixes are conversion-shaped (CTA, friction, offer) → `suede-site-alchemy`. AI readability grades C or below, or the goal is being cited by ChatGPT, Perplexity, or AI Overviews → `suede-ai-seo`. Grade passed and the page ships as part of a release → `suede-launch-packaging`.

## Source Truth

Inspect before grading. Do not grade from memory or description alone.

- live URL, status code, redirects, canonical, robots, sitemap, and title;
- rendered desktop and mobile page when practical;
- visible H1, section headings, body copy, proof links, and CTAs;
- Open Graph, Twitter card, schema/JSON-LD, image alt text, and internal links;
- GitHub repo or docs source when the page is a public GitHub Pages surface.

Do not grade from memory alone. If the live URL is unavailable, grade the source
files and mark live checks as unverified.

## Grade Lanes

Score each lane A-F, then give one overall grade:

- **Findability:** status, canonical, robots, sitemap, title, description,
  durable keywords, and duplicate URL risk.
- **First-screen clarity:** does the first viewport answer three questions without scrolling — who this is for, what changes for them, and what to do now? Grade on the rendered first viewport, not the document structure.
- **CTA pull:** primary action, secondary proof action, button text, link
  targets, and whether the visitor has a reason to click now.
- **Proof and trust:** screenshots, commands, docs, manifests, live routes,
  source files, receipts, authorship, and evidence boundaries.
- **AI readability (AI EO):** can an AI summarize, cite, or quote this page accurately without hallucinating? Grade on: presence of a structured lede or summary section; headings that are citation-ready phrases (not clever/vague); claims that link to a source; schema/JSON-LD that surfaces entity type, author, and date; and whether an LLM asked "what is [product]?" would return a correct, attributable answer from this page.

  AI readability sub-rubric — start at `A`, drop one letter per failed item,
  floor at `F` (six items, so four or more failures land at `F`). `suede-ai-seo`
  owns the extractability standard these items encode; when an item is ambiguous
  or the threshold needs to change, resolve it there, not here.

  - Structured lede: first 100 words answer "what is this, who is it for, what does it do" without jargon.
  - Citation-ready headings: headings read as answer fragments an LLM would quote directly. "Getting started" = F. "How to install X in 3 commands" = A.
  - Sourceable claims: every quantitative or comparative claim links to a source or shows primary evidence.
  - Entity schema: JSON-LD or OpenGraph declares entity type, author/organization, and published date.
  - Internal link density: at least one link to a more-detailed resource per major section.
  - AI test: if an LLM were asked "what is [product/page topic]?" right now, would this page produce a correct, non-hallucinated answer? If no, cap AI readability at C.
- **Design signal:** seven pass/fail axes. The grade is the pass count — 7 → `A`,
  6 → `B`, 5 → `C`, 4 → `D`, 3 or fewer → `F`. A cap below overrides the count.
  1. Hierarchy: H1 > H2 > body weight is visually obvious at a glance.
  2. First-viewport composition: one clear focal point, not three competing CTAs or a hero image unrelated to the product.
  3. Spacing rhythm: consistent padding/margin system. No collapsed margins or random gutters.
  4. Typography: one or two font families. Body copy readable at 16px equivalent. Line length under 80ch.
  5. Asset quality: images are sharp, not stretched, not stock-obvious, not AI-slop.
  6. Contrast: primary CTA passes WCAG AA. Body text passes WCAG AA.
  7. AI-slop pattern risk: the page does not read as generated filler (vague value props, stock faces, generic icons, paragraph-length sentences with no specificity). If two or more slop signals are present, cap Design signal at C.

Grade meaning — assign on evidence, not impression:

- **A:** every lane is strong (no lane below B). Ship. Post this as a reference for the next build.
- **B:** one or two lanes at C; none below C. Fix those; everything else is solid.
- **C:** three or more lanes at C, or any lane at D. The page works but bleeds attention or trust somewhere in the first scroll. Not ready for paid promotion.
- **D:** two or more lanes at D, or any lane at F short of the overall-F conditions. Visible but embarrassing under scrutiny. A focused rewrite of one surface fixes it.
- **F:** assign when any of these are true: primary CTA is broken, a published statement is false, the page doesn't render, or robots/canonical actively blocks it.

Grade caps — non-negotiable:

- No live inspection → Overall cap: `C`.
- Broken primary CTA → Overall cap: `D`.
- False or unsupported published statement → Overall cap: `D`. (If the statement is central to the product promise, `F`.)
- Design signal `D` or `F` → Recommended ship gate is **hold**, regardless of other lanes.
- Mobile not inspected → `A` is blocked. State the caveat explicitly in Verification.

Recommended ship gate — mechanical (a recommendation to the user, not a lock on any action):

- **ship:** Overall B or better, no grade cap triggered, no lane below C.
- **ship-with-caveats:** Overall C, or a higher grade blocked only by uninspected surfaces (mobile, live URL). Name every caveat in Verification.
- **hold:** Overall D or F, broken primary CTA, false published statement, or Design signal at D or F.

## Surface-Type Standards

Per-surface standards — landing page, docs, repo page, launch page, campaign page —
are in `references/surface-type-standards.md`. Read the section for the surface you
are grading; the lanes above apply to every surface.

## Grade Modes

**Quick grade** — triggered when asked for a fast read, first impression, or "gut check":
- Grade the first viewport only (rendered desktop).
- Score all six lanes based on what is visible without scrolling.
- Output: one paragraph + lane grades + ship gate. No top fixes list.
- Cap: Quick grades cannot assign A. Max is B.

**Deep grade** (default):
- Full inspection: live URL + source, desktop + mobile, all viewport states available.
- All six lanes, full top-fixes list, CTA rewrite in the P1 fix description if CTA pull is C or below.
- Ship gate is authoritative.

## Red Flags — Stop

If you catch yourself thinking any of these, stop and inspect:

- "The repo description tells me enough to grade." — Inspect the live page or source. No inspection caps Overall at C.
- "Desktop looks fine; mobile will match." — Mobile not inspected blocks A. Check it or state the caveat.
- "That statement is probably true." — Unverified published statements cap the grade. Verify or flag them.
- "Every other lane is strong; I'll round up." — Grades come from lane evidence and caps, not generosity.
- "A quick look is enough for a deep grade." — Quick mode exists for that, and it caps at B.

## Output Format

```text
Simple explanation:
Plain-language summary of the grade and the one biggest fix.

Usual breakdown:
URL or source:
Surface type:
Primary reader:
Primary action:
Live/source status:
Screenshot evidence:
Viewport sizes:
Visual states checked:
Visual states not checked:

Grades:
Findability: A-F
First-screen clarity: A-F
CTA pull: A-F
Proof and trust: A-F
AI readability: A-F
Design signal: A-F
Overall: A-F

Top fixes (max 5, ranked by impact on ship gate):
1. [P1] Lane affected | Location | Evidence (quote or describe exactly what was seen) | One-line patch
2. [P2] Lane affected | Location | Evidence | One-line patch
3. [P3] Lane affected | Location | Evidence | One-line patch

Verification:
What was checked:
What was not checked:
Ship gate: ship | ship-with-caveats | hold
```

## Boundaries

- Do not invent traffic, ranking, citation-frequency, or conversion numbers to
  support a lane grade. A lane grade rests on what was inspected on the page.
- Grading is read-only. Do not edit the page, its metadata, or its schema —
  report fixes as recommendations in the Top fixes list.
- Do not present a grade as a guaranteed Google ranking or AI-citation outcome.
  The grade describes the page, not the market's response to it.
- Name what was inspected and what was not in Verification. Never imply full
  coverage of surfaces, viewports, or states that were skipped.

## Sample Report

A completed grade in the required shape is in `references/sample-report.md`. Read it
when you are unsure how much evidence a lane write-up needs, not on every grade.