Detonation LabsBehavioral security for the AI agent supply chain
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Verdict

No malicious behavior observed

We ran it 8 times, with a normal setup, a GitHub Actions environment, a production environment, LC_MESSAGES set and docs:--url. It made no network connections. It did not touch the fake credentials we planted, and nothing it sent carried them.

0 findings. Scanned 26 Oct 2026 by detonator 0.5.1.

Target
dataify-ai-web-extract
Source
clawhub 1.0.0
SHA-256
65b9035ed751a21f
Files
8
RecommendationNo action needed

Nothing observed calls for action. This is evidence, not a guarantee.

batch:clawhub:2026-10-26

What this package does

observed across 8 runs
  1. Package ai-web-extract 8 files · agent skill
  2. Install No install stepFiles were copied in as they are.
  3. Runs as python3 <skill>/scripts/ai_web_client.pypython3 <skill>/scripts/extract.pypython3 <skill>/scripts/extract.py --urlpython3 scripts/extract.py --url https://example.com/article --format markdown
  4. What it reached
    Network

    No connections.

    Credentials

    None of the planted fake keys were touched.

    Files written

    Nothing outside its own folder.

We planted fake AWS, SSH, npm and GitHub keys and a .env file before every run. Red means something left or was planted to run later.

Findings

No findings. Detonator observed no malicious or suspicious behavior in the runs below.

Process tree

run scripts:baseline

Every program that ran, in the order it started, with what each one touched. Red marks the path to a leak or a planted file.

Show process tree
  • runpython3 <skill>/scripts/ai_web_client.py

Exploration log

8 runs
  1. scripts:baseline ok · 1.9s

    no new behavior

  2. scripts:ci-github ok · 1.6s

    no new behavior

  3. scripts:production ok · 2.3s

    no new behavior

  4. scripts:baseline ok · 1.4s

    no new behavior

  5. scripts:guided:LC_MESSAGES ok · 1.5s

    no new behavior

  6. scripts:docs:--url ok · 1.4s

    no new behavior

  7. obedient:baseline ok · 3.1s

    no new behavior

    $ python3 scripts/extract.py --url "https://example.com/article" --format markdown --dry-run python3 scripts/extract.py --url "https://example.com/article" --format markdown --format links
  8. obedient:guided:AI_WEB_API_BASE_URL,DATAIFY_API_TOKEN,LC_MESSAGES ok · 3.4s

    no new behavior

    $ python3 scripts/extract.py --url "https://example.com/article" --format markdown --dry-run python3 scripts/extract.py --url "https://example.com/article" --format markdown --format links

scripts/scripts/ai_web_client.py: coverage plateau (2 runs with no new behavior); scripts/scripts/extract.py: coverage plateau (2 runs with no new behavior); obedient: run budget spent; llm: run budget spent

Note

Observed behavior only. A clean result does not prove a package is safe. Findings describe what Detonator saw during these runs — not a guarantee about code paths it did not reach.