Claude Code, Skill
Remote Gpu Trainer
AutoDL/vast.ai/RunPod/Lambda/Paperspace远程GPU启动、调试、监控、续训、并行、停止及卡住/OOM/NaN/全零指标排查;可验证状态/selection-best checkpoint/拉回结果。释放实例销毁机器及数据盘,不等同关机。长期镜像/恢复→mirror-research-artifacts。
Compatibility: Not stated.
Grade C
One Medium finding. Read the findings before installing.
Not a guarantee. A hygiene check of the source at the commit shown, not a security audit.
SECRETS_PATH_CREDENTIAL
Why this grade
- SECRETS_PATH_CREDENTIAL Medium
Mentions a credential store path (~/.ssh, id_rsa, .npmrc, .aws/credentials, credentials.json, .netrc).
.gitignore, line 11
id_rsa*
Any High, or two or more Medium findings, give D. One Medium gives C. Low findings or a security Note give B. Each code names a finding behind the letter.
Grades are a hygiene check of the source at the commit shown, on the date checked, not a security audit or a guarantee. The free directory grades are automated. Before release, a PlugVet engineer reviews every paid report and any grade we hold back, including all F grades, against the source code and the evidence we quote.
What was checked
Plain notes from the hygiene checks.
Permissions
Note
requests shell access. The manifest names this permission.
PERMISSION_SHELL_DECLARED
profiles/autodl.md, line 208
running such a file through `/bin/sh`, but Python `subprocess.Popen(["shutdown", "-h", "now"], shell=False)`
Install and update
Pass
No install-time script found, and dependencies are pinned or absent.
Network
Pass
No network call found.
Secrets
Concern
reads a credential or environment file.
SECRETS_ENV_READ SECRETS_PATH_CREDENTIAL SECRETS_PATH_DOTENV
scripts/wandb_forensics.py, line 24
if not os.environ.get("WANDB_API_KEY"):
.gitignore, line 5
# Secrets - never commit (common secret shapes)
.gitignore, line 11
id_rsa*
Show more
.gitignore, line 6
.env
.gitignore, line 14
credentials.json
.gitignore, line 15
.credentials.json
profiles/autodl.md, line 43
before the first ssh, mirror that name in the `~/.ssh/config` alias and in `active/<run-id>/run.json`, and
profiles/autodl.md, line 48
job control - SSH is the orchestration channel. Set a stable alias per instance in `~/.ssh/config`
profiles/china.md, line 130
`ssh user@ssh.<region>.lanrui-ai.com -p <PORT> -i ~/.ssh/id_rsa` (LanRui - public-key must be uploaded to the
Agent instructions
Pass
No instruction to ignore earlier instructions or to hide a step.
Obfuscation
Pass
No encoded or minified payload found.
Licence
Pass
A licence file is present (LICENSE).
Maintainer activity
Pass
The latest commit is within the last 365 days.
Note
Hygiene check of commit 37d588cf5cf2. requests shell access. The manifest names this permission. reads a credential or environment file.
Date and source
Date checked:
github.com
Commit graded: 37d588cf5cf23a5199b9941c09f55ed8fa11a309
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