Grades are a hygiene check, not a security guarantee.

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.

Graded by PlugVetRubric v2

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:

View source

github.com

Commit graded: 37d588cf5cf23a5199b9941c09f55ed8fa11a309

This link goes to the original host. PlugVet does not host or check what you download from there, and installing it is your own decision and risk.

Read how this letter is chosen