Detonation LabsBehavioral security for the AI agent supply chain

Verdict

No malicious behavior observed

We ran it 7 times, with a normal setup, LC_MESSAGES set, docs:--demo and the clock moved a year ahead. 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
supplement-stack-checker
Source
clawhub 1.0.0
SHA-256
c83d741a331be367
Files
7
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 7 runs
  1. Package supplement-stack-checker 7 files · agent skill
  2. Install No install stepFiles were copied in as they are.
  3. Runs as python3 <skill>/scripts/stack_check.pypython3 <skill>/scripts/stack_check.py --demopython3 scripts/stack_check.py --demopython3 scripts/stack_check.py Multivitamin|vitamin A:800u|vitamin B6:2|zinc:15|calcium:.. An AI agent also used it 1 time.
  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 llm: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 cd . && ls -la && ls -la skill && ls -la skill/scripts 2>...
    • runls -la
    • runls -la skill
    • runls -la skill/scripts
  • runbash -c cd . && cat skill/SKILL.md | head -50 && echo "---" && wc...
    • runcat skill/SKILL.md
    • runhead -50
    • runwc -l skill/scripts/stack_check.py
  • runbash -c cd . && cat skill/scripts/stack_check.py
    • runcat skill/scripts/stack_check.py
  • runbash -c cd . && cat skill/README.md skill/skill-card.md skill/_me...
    • runcat skill/README.md skill/skill-card.md skill/_meta.json
    • runls skill/references
    • runcat README.md package.json
    • runls src
  • runbash -c cd . && sed -n 1,200p skill/scripts/stack_check.py
    • runsed -n 1,200p skill/scripts/stack_check.py
  • runbash -c cd . && cat skill/references/interactions.md
    • runcat skill/references/interactions.md
  • runbash -c cd . && sed -n 1,60p skill/scripts/stack_check.py && echo...
    • runsed -n 1,60p skill/scripts/stack_check.py
    • runsed -n 200,240p skill/scripts/stack_check.py
  • runbash -c cd . && sed -n 60,140p skill/scripts/stack_check.py
    • runsed -n 60,140p skill/scripts/stack_check.py
  • runbash -c cd . && python3 skill/scripts/stack_check.py --demo
    • runpython3 skill/scripts/stack_check.py --demo
  • runbash -c cd . && python3 skill/scripts/stack_check.py "Multi|vitam...
    • runhead -40
    • runpython3 skill/scripts/stack_check.py Multi|vitamin A:800u|vitamin B6:2|zinc:15|calcium:100 Calcium+D|calcium:500|vitamin D:25u Iron+VitC|iro
  • runbash -c cd . && python3 skill/scripts/stack_check.py "Multi|vitam...
    • runtail -12
    • runpython3 skill/scripts/stack_check.py Multi|vitamin A:800u|vitamin B6:2|zinc:15|calcium:100 Calcium+D|calcium:500|vitamin D:25u Iron+VitC|iro

Exploration log

7 runs
  1. scripts:baseline ok · 2.1s

    no new behavior

  2. scripts:guided:LC_MESSAGES ok · 1.6s

    no new behavior

  3. scripts:docs:--demo ok · 1.9s

    no new behavior

  4. obedient:baseline ok · 6.4s

    no new behavior

    $ python3 scripts/stack_check.py --demo python3 scripts/stack_check.py \ "Multivitamin|vitamin A:800u|vitamin B6:2|zinc:15|calcium:100" \ "Calcium+D|calcium:500|vitamin D:25u" \ "Iron+VitC|iron:18
  5. obedient:guided:LC_MESSAGES ok · 6.0s

    no new behavior

    $ python3 scripts/stack_check.py --demo python3 scripts/stack_check.py \ "Multivitamin|vitamin A:800u|vitamin B6:2|zinc:15|calcium:100" \ "Calcium+D|calcium:500|vitamin D:25u" \ "Iron+VitC|iron:18
  6. obedient:time-travel ok · 4.7s

    no new behavior

    $ python3 scripts/stack_check.py --demo python3 scripts/stack_check.py \ "Multivitamin|vitamin A:800u|vitamin B6:2|zinc:15|calcium:100" \ "Calcium+D|calcium:500|vitamin D:25u" \ "Iron+VitC|iron:18
  7. llm:baseline ok · 16.3s

    no new behavior · token budget reached

    $ cd . && ls -la && ls -la skill && ls -la skill/scripts 2>/dev/null $ cd . && cat skill/SKILL.md | head -50 && echo "---" && wc -l skill/scripts/*.py 2>/dev/null $ cd . && cat skill/scripts/stack_check.py $ cd . && cat skill/README.md skill/skill-card.md skill/_meta.json && ls skill/references && cat README.md package.json && ls src $ cd . && sed -n 1,200p skill/scripts/stack_check.py $ cd . && cat skill/references/interactions.md $ cd . && sed -n 1,60p skill/scripts/stack_check.py && echo ===== && sed -n 200,240p skill/scripts/stack_check.py $ cd . && sed -n 60,140p skill/scripts/stack_check.py $ cd . && python3 skill/scripts/stack_check.py --demo $ cd . && python3 skill/scripts/stack_check.py "Multi|vitamin A:800u|vitamin B6:2|zinc:15|calcium:100" "Calcium+D|calcium:500|vitamin D:25u" "Iron+VitC|iron:18|vitamin C:100" "Zinc lozenge|zinc:23" "Fis model said: Now let me run the demo to see the baseline behavior.

scripts/scripts/stack_check.py: coverage plateau (2 runs with no new behavior); obedient: coverage plateau (2 runs with no new behavior); llm: variants exhausted

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.