audit-website-aeo
Audits a live website for AI-engine discoverability (AEO/GEO). Crawls the site, runs 16 deterministic checks plus a 6-dimension content evaluation, and produces a scored report (A-F) with prioritized fixes. Use to get a baseline before improve-aeo-geo, or to measure progress after changes.
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Low
Low-risk findings worth noting
Low
Low-risk findings.
2 low severity findings. Worth noting, but not necessarily harmful.
W011: Third-party content exposure detected (indirect prompt injection risk).
What this means
The skill exposes the agent to untrusted, user-generated content from public third-party sources, creating a risk of indirect prompt injection. This includes browsing arbitrary URLs, reading social media posts or forum comments, and analyzing content from unknown websites.
Why it was flagged
The workflow ingests outsider-authored free text by crawling a user-provided website URL (including sitemap/robots/internal links) and extracting `textExcerpt`/`headings` from fetched HTML into `pagesForReview`, which the agent then reads to score intelligence dimensions.
W012: Unverifiable external dependency detected (runtime URL that controls agent).
What this means
The skill fetches instructions or code from an external URL at runtime, and the fetched content directly controls the agent’s prompts or executes code. This dynamic dependency allows the external source to modify the agent’s behavior without any changes to the skill itself.
Why it was flagged
The skill fetches arbitrary pages from the target site at runtime (including ${startUrl.protocol}//${startUrl.host}/robots.txt, ${startUrl.protocol}//${startUrl.host}/sitemap.xml, and ${base}/llms.txt), then injects the extracted page excerpts into pagesForReview which the agent must read and use to produce its evaluation, so external site content can directly control the agent's prompts/outputs.
- Repository
- onvoyage-ai/gtm-engineer-skills
- Commit
3777930
- Audited
- Security analysis
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