Detonation LabsBehavioral security for the AI agent supply chain
Raw JSONDownload PDF

Verdict

No malicious behavior observed

We ran it 7 times, with a normal setup, LC_MESSAGES set, docs:--dry-run path/to/folder and a GitHub Actions environment. 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
unwrap-markdown
Source
clawhub 1.0.0
SHA-256
14da7c0cf5ff04a7
Files
4
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 unwrap-markdown 4 files · agent skill
  2. Install No install stepFiles were copied in as they are.
  3. Runs as python3 <skill>/scripts/unwrap_md.pypython3 <skill>/scripts/unwrap_md.py --dry-run path/to/folderpython3 scripts/unwrap_md.py --dry-run path/to/folderpython3 scripts/unwrap_md.py path/to/file.md 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
    • ./.git/index.lockwritten

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 "$(pwd)" && ls -la && echo "---" && ls -la skill && ec...
    • runls -la
    • runls -la skill
    • runls -la skill/scripts
  • runbash -c cd "$(pwd)" && find . -name "*.md" -not -path "./skill/*"...
    • runhead -100
    • runfind . -name *.md -not -path
  • runbash -c cd "$(pwd)" && cat README.md && echo "=== git status ==="...
    • runcat README.md
    • rungit status --short
      • filewrote ./.git/index.lock
    • rungit log --oneline -5
    • runls -la src
  • runbash -c cd "$(pwd)" && cat skill/scripts/unwrap_md.py
    • runcat skill/scripts/unwrap_md.py
  • runbash -c cd "$(pwd)" && python3 skill/scripts/unwrap_md.py --dry-r...
    • runpython3 skill/scripts/unwrap_md.py --dry-run .
  • runbash -c cd "$(pwd)" && python3 skill/scripts/unwrap_md.py --check...
    • runpython3 skill/scripts/unwrap_md.py --check .
    • runcat -A README.md

Exploration log

7 runs
  1. scripts:baseline ok · 0.7s

    no new behavior

  2. scripts:guided:LC_MESSAGES ok · 0.9s

    no new behavior

  3. scripts:docs:--dry-run path/to/folder ok · 0.9s

    no new behavior

  4. obedient:baseline ok · 3.6s

    no new behavior

    $ python3 scripts/unwrap_md.py --dry-run path/to/folder $ python3 scripts/unwrap_md.py path/to/file.md $ python3 scripts/unwrap_md.py path/to/folder $ python3 scripts/unwrap_md.py --check path/to/folder
  5. obedient:guided:LC_MESSAGES ok · 3.4s

    no new behavior

    $ python3 scripts/unwrap_md.py --dry-run path/to/folder $ python3 scripts/unwrap_md.py path/to/file.md $ python3 scripts/unwrap_md.py path/to/folder $ python3 scripts/unwrap_md.py --check path/to/folder
  6. obedient:ci-github ok · 3.1s

    no new behavior

    $ python3 scripts/unwrap_md.py --dry-run path/to/folder $ python3 scripts/unwrap_md.py path/to/file.md $ python3 scripts/unwrap_md.py path/to/folder $ python3 scripts/unwrap_md.py --check path/to/folder
  7. llm:baseline ok · 9.9s

    new behavior: write:./.git/index, write:./.git/index.lock · 5 model steps, 6 commands

    $ cd "$(pwd)" && ls -la && echo "---" && ls -la skill && echo "---" && ls -la skill/scripts 2>/dev/null $ cd "$(pwd)" && find . -name "*.md" -not -path "./skill/*" -not -path "*/node_modules/*" -not -path "*/.git/*" | head -100 $ cd "$(pwd)" && cat README.md && echo "=== git status ===" && git status --short && echo "=== log ===" && git log --oneline -5 && echo "=== src ===" && ls -la src $ cd "$(pwd)" && cat skill/scripts/unwrap_md.py $ cd "$(pwd)" && python3 skill/scripts/unwrap_md.py --dry-run . ; echo "exit=$?" $ cd "$(pwd)" && python3 skill/scripts/unwrap_md.py --check . ; echo "exit=$?"; echo "=== README bytes ==="; cat -A README.md model said: I ran the unwrap-markdown skill on the project, and there was nothing to change. **What I found** - The only Markdown file outside the skill folder is `README.md`. It is already one line per paragraph: a heading, a blank line, and one prose line. - `skill/` is untracked and is the skill itself, so I left it alone. **What I ran** - `python3 skill/scripts/unwrap_md.py --dry-run .` → `0 file(s) wou

scripts/scripts/unwrap_md.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.