ClawAudit verdict

operating-autodl-training

autodl-train

88
🟢 Trusted
Low risk — reviewed by ClawAudit, behavior matches stated purpose

SSH-based remote training management that explicitly constrains operations to a configured project directory and includes documented safety rules refusing destructive commands; all capabilities match the stated purpose of managing ML training jobs.

⚠ Flagged for review — coarse, uncorroborated signal, not a confirmed exploit. Review the config yourself before installing.

Automated static analysis — not a human review. ClawAudit flags capabilities, not confirmed intent, and can produce false positives. Disagree with this verdict? Use Dispute below.

18
security
90
transparency
70
maintenance

Findings (6)

Pattern match critical

Possible hardcoded credential

references/usage.md · code · PASSWORD='your-server-password

Pattern match high

Pipe to bash — executes piped content as shell commands

scripts/common.py · prose · downgraded · | bash

Pattern match medium

References SSH/GPG private keys

config.example.json · prose · downgraded · ssh_key

Pattern match medium

Accesses .ssh directory

config.example.json · prose · downgraded · .ssh/

Pattern match medium

subprocess execution — runs system commands from Python

scripts/common.py · prose · downgraded · subprocess.run(

Pattern match low

Sets world-executable permissions

scripts/remote_train.py · prose · downgraded · chmod 700

Why the tier is capped

Execution sink present in raw bytes (Hard Floor: class A/D/F). Final tier capped at Caution — cannot be lifted by any downgrade, example-payload opt-in, or allowlist.

Permissions & capabilities

No declared permissions — minimal attack surface.

Is this flag fair?

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