Caveat verdict

scraper-builder

brightdata-scraper-builder

88
🟢 Trusted
No high-risk patterns surfaced by the deep scan — automated capability review, not behavioral proof.

Reads local files AND makes external network calls

Structured methodology for building web scrapers using Bright Data's documented APIs; guides analysis and API selection, produces runnable code against official endpoints — legitimate scraping-tool use.

Automated static analysis — not a human review. Caveat flags capabilities, not confirmed intent, and can produce false positives. Disagree with this verdict? Use Dispute below.

0
security
50
transparency
70
maintenance

What it does

These are capability combinations: each listed behavior occurs in the skill, but Caveat detects co-occurrence — it does not verify that one flows into another. Read the code to confirm a live chain.

Capability combination critical

Reads local files AND makes external network calls — the capabilities for data exfiltration co-occur (data-flow not verified)

LLM02 · LLM06 · ASI03

Capability combination high

Accesses credentials AND makes external network calls — potential credential theft

LLM02 · ASI03

Permission integrity

Makes network requests but does not declare curl/wget in required binaries

network_out

Performs file operations but does not declare file-accessing binaries

file_read

Code accesses API keys/tokens but declares no environment variables

credential_access

Findings (7)

Pattern match critical

Possible hardcoded credential

SKILL.md · code · API_KEY="your-api-key

Pattern match high

<script> tag in markdown — potential code injection

references/site-analysis-guide.md · prose · downgraded · <script

Pattern match high

Pipe to python — executes piped content as Python code

references/supported-domains.md · prose · downgraded · | Python

Pattern match medium

POSTs data to external URL

SKILL.md · code · .post( "https://

Pattern match medium

Python os.environ.get — reads environment variable

SKILL.md · code · os.environ.get(

Pattern match medium

Python aiohttp session — async network access

SKILL.md · code · aiohttp.ClientSession

Pattern match medium

Popular HTTP library — network access

SKILL.md · code · Got

Permissions & capabilities

No declared permissions — minimal attack surface.

network_outcredential_accessnetwork_infile_read
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