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 production environment, everything, docs:advertisement /home/node/.openclaw/workspace/comments_raw.md and docs:advertisement http://127.0.0.1:8088/fake_reddit.html. 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
skill-test-v4
Source
clawhub 1.0.0
SHA-256
01a1aaa0f14f66bb
Files
5
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 snswatcher 5 files · agent skill
  2. Install No install scripts of its ownOnly the package manager ran.
  3. Runs as python3 <skill>/detect_watermark.pypython3 <skill>/prototype.pypython3 <skill>/prototype.py advertisement /home/node/.openclaw/workspace/comments_raw.mdpython3 <skill>/prototype.py advertisement http://127.0.0.1:8088/fake_reddit.html
  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 obedient: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
  • runbash -c pip install spacy yake nltk scipy python3 -m spacy downlo...
    • runpip install spacy yake nltk scipy
    • runpython3 -m spacy download en_core_web_sm
    • runpython3 -c import nltk; nltk.download('punkt_tab')
  • runbash -c cd /home/node/.openclaw/workspace/skills/snswatcher pytho...
    • runpython3 prototype.py advertisement /home/node/.openclaw/workspace/comments_raw.md
  • runbash -c python3 prototype.py advertisement http://127.0.0.1:8088/...
    • runpython3 prototype.py advertisement http://127.0.0.1:8088/fake_reddit.html

Exploration log

8 runs
  1. scripts:baseline ok · 0.9s

    no new behavior

  2. scripts:production ok · 1.2s

    no new behavior

  3. scripts:everything ok · 1.3s

    no new behavior

  4. scripts:baseline ok · 1.4s

    no new behavior

  5. scripts:docs:advertisement /home/node/.openclaw/workspace/comments_raw.md ok · 1.3s

    no new behavior

  6. scripts:docs:advertisement http://127.0.0.1:8088/fake_reddit.html ok · 1.2s

    no new behavior

  7. obedient:baseline ok · 9.7s

    no new behavior

    $ pip install spacy yake nltk scipy python3 -m spacy download en_core_web_sm python3 -c "import nltk; nltk.download('punkt_tab')" $ cd /home/node/.openclaw/workspace/skills/snswatcher python3 prototype.py advertisement /home/node/.openclaw/workspace/comments_raw.md $ python3 prototype.py advertisement http://127.0.0.1:8088/fake_reddit.html
  8. obedient:guided:ANDROID_DATA,APPENGINE_RUNTIME,CURL_CA_BUNDLE,DEB_PYTHON_INSTALL_LAYOUT… ok · 6.8s

    no new behavior

    $ pip install spacy yake nltk scipy python3 -m spacy download en_core_web_sm python3 -c "import nltk; nltk.download('punkt_tab')" $ cd /home/node/.openclaw/workspace/skills/snswatcher python3 prototype.py advertisement /home/node/.openclaw/workspace/comments_raw.md $ python3 prototype.py advertisement http://127.0.0.1:8088/fake_reddit.html

scripts/detect_watermark.py: coverage plateau (2 runs with no new behavior); scripts/prototype.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.