Detonation LabsBehavioral security for the AI agent supply chain

Verdict

No malicious behavior observed

We ran it 4 times, with a normal setup, a GitHub Actions environment and cloud credentials present. It made no network connections. 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
mobile-mvvm
Source
clawhub 1.0.1
SHA-256
ee9eb093d7d351fb
Files
7
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 4 runs
  1. Package mobile-mvvm 7 files · agent skill
  2. Install No install stepFiles were copied in as they are.
  3. Runs as ls -lafind . -maxdepth 3 -not -pathhead -100ls -la ./skill An AI agent also used it 1 time.
  4. What it reached
    Network

    No connections.

    Credentials
    • ./.envread
    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

Loaded the project's .env file

Confidence
Info The package loaded the project's .env file.
Observed in
llm:baseline

Description

The process loaded the project's .env file. Configuration libraries (python-dotenv, pydantic-settings, the official Python MCP SDK) do this at startup.

Impact

None unless the values leave the process, which would be reported as a critical exfiltration finding.

Evidence

./.env (by cat)

Remediation

No action needed. Keep long-lived secrets out of project .env files where possible.

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.

  • runbash -c cat README.md package.json .env .gitignore && echo "--- s...
    • runcat README.md package.json .env .gitignore
      • secretread ./.env
View full process tree
  • runbash -c pwd && ls -la && echo "---" && find . -maxdepth 3 -not -p...
    • runls -la
    • runfind . -maxdepth 3 -not -path
    • runhead -100
  • runbash -c ls -la ./skill 2>/dev/null && echo "---" && find ./skill ...
    • runls -la ./skill
    • runfind ./skill -type f
    • runhead -50
  • runbash -c cat README.md package.json .env .gitignore && echo "--- s...
    • runcat README.md package.json .env .gitignore
      • secretread ./.env
    • runcat src/index.js
    • rungit log --oneline
    • runhead -20
  • runbash -c cat skill/skill-card.md skill/_meta.json && echo "=== KOT...
    • runcat skill/skill-card.md skill/_meta.json
    • runcat skill/references/kotlin.md
  • runbash -c cd skill/references && wc -l *.md && echo "=== SWIFT ==="...
    • runwc -l dart.md java.md kotlin.md swift.md
    • runcat swift.md
  • runbash -c cd skill/references && echo "=== DART ===" && cat dart.md...
    • runcat dart.md
    • runcat java.md
  • runbash -c cd skill/references && head -120 kotlin.md
    • runhead -120 kotlin.md
  • runbash -c cd skill/references && head -80 swift.md && echo "=== DAR...
    • runhead -80 swift.md
    • runhead -80 dart.md
    • runhead -60 java.md
  • runbash -c cd skill/references && sed -n 120,200p kotlin.md && echo ...
    • runsed -n 120,200p kotlin.md
    • runsed -n 80,200p dart.md
  • runbash -c cd skill/references && sed -n 80,120p dart.md && echo "==...
    • runsed -n 80,120p dart.md
    • runsed -n 60,140p java.md
    • runsed -n 80,140p swift.md
  • runbash -c cd skill/references && sed -n 40,80p swift.md && echo "==...
    • runsed -n 40,80p swift.md
    • runsed -n 200,260p dart.md

Exploration log

4 runs
  1. obedient:baseline ok · 1.4s

    no new behavior

    $ UI (Composable, SwiftUI View, Widget) renders UiState, forwards user events | events ^ UiState v | ViewModel owns screen state and screen-s
  2. obedient:ci-github ok · 0.7s

    no new behavior

    $ UI (Composable, SwiftUI View, Widget) renders UiState, forwards user events | events ^ UiState v | ViewModel owns screen state and screen-s
  3. obedient:cloud-creds ok · 0.5s

    no new behavior

    $ UI (Composable, SwiftUI View, Widget) renders UiState, forwards user events | events ^ UiState v | ViewModel owns screen state and screen-s
  4. llm:baseline ok · 22.7s

    new behavior: ownread:./.env · token budget reached

    $ pwd && ls -la && echo "---" && find . -maxdepth 3 -not -path '*/.git/*' -not -path '*/node_modules/*' | head -100 $ ls -la ./skill 2>/dev/null && echo "---" && find ./skill -type f | head -50 $ cat README.md package.json .env .gitignore && echo "--- src/index.js ---" && cat src/index.js && echo "--- git log ---" && git log --oneline | head -20 $ cat skill/skill-card.md skill/_meta.json && echo "=== KOTLIN ===" && cat skill/references/kotlin.md $ cd skill/references && wc -l *.md && echo "=== SWIFT ===" && cat swift.md $ cd skill/references && echo "=== DART ===" && cat dart.md && echo "=== JAVA ===" && cat java.md $ cd skill/references && head -120 kotlin.md $ cd skill/references && head -80 swift.md && echo "=== DART head ===" && head -80 dart.md && echo "=== JAVA head ===" && head -60 java.md $ cd skill/references && sed -n 120,200p kotlin.md && echo "=== DART 80-200 ===" && sed -n 80,200p dart.md $ cd skill/references && sed -n 80,120p dart.md && echo "=== JAVA 60-140 ===" && sed -n 60,140p java.md && echo "=== SWIFT 80-140 ===" && sed -n 80,140p swift.md model said: I'll start by exploring the project to understand what's there.

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.