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, LC_MESSAGES set, docs:build --input examples/four-pages.json, the clock moved a year ahead and a GitHub Actions environment. It contacted example.com. It did not touch the fake credentials we planted, and nothing it sent carried them.

1 finding. Scanned 27 Oct 2026 by detonator 0.5.1.

Target
aimegeo-llms-txt
Source
clawhub 1.0.0
SHA-256
c4b5e88be126d98e
Files
19
RecommendationNo action needed

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

batch:clawhub:2026-10-27

What this package does

observed across 8 runs
  1. Package aimegeo-llms-txt 19 files · agent skill
  2. Install No install stepFiles were copied in as they are.
  3. Runs as python3 <skill>/scripts/llms_index.pypython3 <skill>/scripts/llms_index.py build --input examples/four-pages.jsonpython3 <skill>/scripts/self_test.py/usr/bin/python3 -S -B <skill>/scripts/llms_index.py build --input
  4. What it reached
    Network
    • example.com 1 connection, 184 B sent
    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

F01 Low

Network destinations contacted

Confidence
Info The package connected to these hosts.
Observed in
obedient:baseline

Description

Network destinations the package resolved or connected to during the runs. All traffic was captured by the sandbox; nothing reached the internet.

Impact

Context only. Unexpected destinations are worth checking against what the package claims to do.

Evidence

example.com

Remediation

Confirm each host is expected (the package's API, its registry). Allowlist expected egress in production.

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 cd skill && python3 scripts/llms_index.py build --input e...
    • runpython3 scripts/llms_index.py build --input examples/four-pages.json --output
    • runpython3 scripts/llms_index.py validate --input output/llms.txt --site
  • runbash -c cd skill && python3 scripts/llms_index.py discover --site...
    • runpython3 scripts/llms_index.py discover --site https://example.com/ --sitemap
      • netexample.com:443 sent 184 B
      • netDNS lookups for example.com 2 queries
  • runbash -c cd skill && python3 scripts/self_test.py
    • runpython3 scripts/self_test.py
      • run/usr/bin/python3 -S -B <skill>/scripts/llms_index.py build --input ×8
      • run/usr/bin/python3 -S -B /tmp/llms-portable-n480j3l4/llms_index.py build --input

Exploration log

8 runs
  1. scripts:baseline ok · 2.9s

    no new behavior

  2. scripts:guided:LC_MESSAGES ok · 2.1s

    no new behavior

  3. scripts:docs:build --input examples/four-pages.json ok · 1.5s

    no new behavior

  4. scripts:baseline timeout · 20.3s

    new behavior: write:./input.json, write:./llms.txt, write:./report.json

  5. scripts:time-travel ok · 5.1s

    new behavior: write:./llms_index.py, write:./pages.json

  6. scripts:guided:LC_MESSAGES ok · 20.0s

    no new behavior

  7. scripts:ci-github timeout · 20.3s

    no new behavior

  8. obedient:baseline ok · 27.1s

    new behavior: dns:example.com, write:./output/llms.txt, write:./output/pages.json, write:./output/发现报告.json

    $ python3 scripts/llms_index.py build --input examples/four-pages.json --output output/llms.txt --report output/链接校验报告.json python3 scripts/llms_index.py validate --input output/llms.txt --site https:// $ python3 scripts/llms_index.py discover --site https://example.com/ --sitemap https://example.com/sitemap.xml --max-pages 20 --max-sitemaps 5 --max-candidates 200 --output output/pages.json --report ou $ python3 scripts/self_test.py

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