Atlas / Skills / ssheleg / seo-aeo-audit

seo-aeo-auditSAFE

skills/ssheleg/seo-aeo-audit

Evidence-first SEO and AEO audits for search, AI citations, indexation, architecture, measurement, and prioritized change plans.

Verdict
SAFE
Grade
B
Trust score
89 /100
Version
—
Hosts
3 documented
License
MIT
Stars
3
01

Overview

Evidence-first SEO and AEO audits for search, AI citations, indexation, architecture, measurement, and prioritized change plans.

Read from source at commit 6441489eb6a7OBSERVED · 2026-10-13
02

Host compatibility

What the documentation claims. We have not run a compatibility test.

HostStatusNotes
claude-codementioned
copilotmentioned
cursormentioned
03

What it tells the agent

The instruction file, verbatim from the audited commit — this is the text the model reads, and the surface the audit's instruction layer examines. Quoted here so you can judge it without cloning anything.

---
name: seo-aeo-audit
description: Use when auditing a website for search and answer-engine visibility, diagnosing traffic or ranking loss, planning what to change, or extracting link-building targets and keywords - "SEO audit" / "сделай SEO-аудит", "technical SEO audit" / "технический аудит сайта", "AEO audit" / "аудит по SEO и AEO", "AI visibility audit", "why did my traffic drop" / "почему упал трафик", "why am I not ranking" / "почему нет позиций", "why doesn't ChatGPT cite us" / "почему нас не цитирует ChatGPT", "indexing issues" / "проверь индексацию", "SEO change plan" / "план правок по SEO", "google core update" / "апдейт гугла", "keywords for linkbuilding" / "ключи для линкбилдинга", "link building brief" / "бриф для линкбилдера". Runs ten evidence-based tracks (access, canonicalization, architecture, intent, content value, extractability/AEO, entity consensus, experience, risk, measurement) and outputs findings, a change plan, and a link-building brief with keyword CSV.
license: MIT
compatibility: Needs network access to fetch the audited site, its robots, sitemaps and SERPs. Bundled scripts need python3 (stdlib only, nothing to pip install). Optional, degraded-without - Google Search Console and PageSpeed Insights credentials (their absence is reported as an evidence gap, never silently) and the Prowl MCP server for bulk third-party data. Read-only toward the audited site. Optional sibling - super-ux, whose ai-tells.md drives the E4b naturalness pass; in-text fallback when absent.
---

# seo-aeo-audit — audit search + answer-engine visibility, then ship a plan

One job: **look at a real site, prove what is wrong with evidence, and hand back
a prioritized plan of changes** that covers classic search (Google, Yandex, Bing)
and answer engines (AI Overviews / AI Mode, ChatGPT, Perplexity, Claude, Copilot,
Gemini, Alice AI).

Not this skill's job: writing the content, building the pages, buying links. It
ends at a verified diagnosis and an executable plan.

## Non-negotiables

1. **Evidence or silence.** Every finding carries: what you observed, where
   (`URL`, `file:line`, report name), the observed value, and the date. Never
   report a finding you did not verify on this site. "Best practice says" is not
   evidence.
2. **Label the evidence tier** of every recommendation (see
   [references/evidence-tiers.md](references/evidence-tiers.md)):
   `CONFIRMED` (documented by the engine or reproduced on this site) ·
   `STUDY` (published multi-site data) · `FIELD` (single-case report) ·
   `HYPOTHESIS`. Never let a HYPOTHESIS out-rank a CONFIRMED blocker.
3. **Diagnose before prescribing.** No fix goes in the plan until its cause is
   located. "Add schema" is not a diagnosis.
4. **Refuse the myth list.** See "Myth guard" below — recommending those wastes
   the client's budget and is a defect, not a nicety.
5. **Never recommend deceptive tactics.** Cloaking, fabricated consensus
   networks, review manipulation, competitor takedown abuse and click-signal
   spoofing stay out of the plan. They appear in this skill only in
   [references/threats-and-defense.md](references/threats-and-defense.md), as
   things to **detect and defend against**.
6. **State what you could not check.** A missing GSC login is a gap in the
   report, not a silent omission.
7. **Never blend measured with assumed.** When one deliverable carries both —
   a link-building CSV always does — a `source` column separates them and the
   volume cells of an unmeasured row stay **blank, not zero**. A `0` reads as
   "measured, no demand"; blank reads as "nobody has checked". The distinction
   matters most in work someone else executes on a budget.
8. **Know each instrument's blind spot, and say it in the output.** Rules 1 and
   7 govern what *you* write; they do not see a tool that blends or omits before
   you ever look. Two arrive constantly. A static fetch cannot see JSON-LD that
   the CMS injects with JavaScript, so "no schema found" is a **false finding**
   on any Yoast/RankMath/AIOSEO site — `scripts/page_audit.py` prints the caveat
   next to every schema inventory, and absence is only reportable after a
   rendering check. GA4 with consent-mode modelling returns observed and
   estimated behaviour **inside one number** — see
   [references/measurement.md](references/measurement.md) J1 for the three
   activation conditions, the visible indicator, and the observed-only fallback.
   The rule generalizes: before an instrument's silence becomes a finding,
   establish that the instrument could have seen the thing at all.

## Step 0 — Detect mode, never ask twice

Inspect first, then act. In order:

1. Read `docs/seo/` (or the path the user names). If a previous audit exists,
   this run is a **re-audit**: diff against it and lead with what changed.
2. Establish what you can reach — live site, staging, `robots.txt`, `sitemap.xml`,
   Search Console / Bing / analytics, a crawl export, server logs, and any MCP
   connected ([Prowl](references/prowl-mcp.md) covers bulk competitive and demand
   data without a per-vendor seat).
   **Test the access, do not assume it.** A connected server is not a working one:
   tiers gate endpoints and tokens carry narrower scopes than the dashboard
   suggests. Probe the one call each source is there for, and record what came
   back — *"connected but returns `Insufficient plan`"* is a finding the next
   audit needs.
3. Pick the scope with the user **only if the answer changes the work**: whole
   site, one template, one question, or a **link-building extraction** — which is
   a deliverable rather than a diagnosis, works with or without Search Console,
   and has its own file ([linkbuilding.md](references/linkbuilding.md)).
4. Report status in three lines — inputs available, inputs missing, scope — then
   start. Suggest exactly one next action at the end of every run.

```bash
python3 "$SKILL_DIR/scripts/preflight.py" --site sc-domain:example.com --origin https://example.com
`
04

Trust audit

SAFEgrade B · trust 89/100 Nothing in the source contradicts what it says it does. Grade A is reserved for packages that have also passed the behavioural sandbox.

LayerWhat it checksResult
L0Provenance & inventoryPASS
L1Static analysis of the codePASS
L2Instruction surface (what it tells the agent)PASS
L3Class-specific surfacePASS
L4Behavioural (sandbox)SKIPPED

What the source does

Filesystem
none-observed
Network
declared (5 observation(s))
Shell
none-observed
Dependencies
pinned
Secrets in source
none-found

Findings (2)

LOWPrompt injection · prompt.override · CWE-94, CWE-1427
references/prowl-mcp.md:192
can say "ignore your previous instructions", "run this command" or "add this
Why it matters. asks the agent to drop prior instructions or safety
Fix. remove the instruction
INFOPrompt injection · prompt.authority_framing · CWE-94, CWE-1427
references/aeo-geo.md:376
full access. Google's Gary Illyes publicly compared mention manipulation for

Gates applied: no_behavioural_pass.

Audited 2026-10-13 · audit v0.4.1 · source sha 6441489eb6a7full audit observations/trust-audit/skill/ssheleg__seo-aeo-audit.json · Report an issue / request a re-scan
05

Audit history

Every audit this skill has had.

DateSourceVerdictGradeScoreChange
2026-10-136441489eb6a7SAFEB89first audit
06

Questions

What does the seo-aeo-audit skill do?

Evidence-first SEO and AEO audits for search, AI citations, indexation, architecture, measurement, and prioritized change plans.

Is seo-aeo-audit safe to install?

The audit found nothing in the source that contradicts what it says it does, and graded it B (89/100). Grade A is held back for packages that have also passed a sandboxed behavioural run, which is why a clean skill reads B.

What can seo-aeo-audit access on my machine?

The audit observed that it reaches the network. Each of those is consistent with what it says it does. Secrets in the source: none found.

Which assistants does seo-aeo-audit work with?

Its documentation mentions claude-code, copilot and cursor. That is what the text claims, not a compatibility test we ran.

How current is this page?

The grade is for one exact copy of the source (6441489eb6a7), read on 2026-10-13. The repository is watched, and a new audit runs when it changes — this is the first audit.

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