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google-ad-scraper

Scrape competitor ads from Google Ads by domain. Returns ad creatives, formats, and campaign details. Use for competitive ad research and messaging analysis.

70

Quality

86%

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SecuritybySnyk

Low

Low-risk findings worth noting

SKILL.md
Quality
Evals
Security

Low

Low-risk findings.

2 low severity findings. Worth noting, but not necessarily harmful.

Low

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

In `scripts/search_google_ads.py`, the optional `resolve_advertiser_id()` posts a user-supplied `--company` string into Apify’s `apify~web-scraper` run via `startUrls` (querying `https://adstransparency.google.com/?...&text=...`), and then the web page text/links returned by that outsider-authored webpage are ingested from the resulting dataset to resolve advertiser info.

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Low

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 script calls Apify proxy/API endpoints at runtime (e.g. https://api.apify.com/v2 and optionally https://api.gooseworks.ai) to start remote actors (burbn~google-ads-search and apify~web-scraper), which executes third-party code required for the skill.

Repository
gooseworks-ai/goose-skills
Audited
Security analysis
Snyk

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