Grades are a hygiene check, not a security guarantee.

Claude Code, Skill

Deai Mark

按明确清单清理英文学术论文（摘要/引言/讨论）中的 AI 生成痕迹。白名单改写：只处理列出的规则；未命中文字逐字保留；统计数字、引用、hedge、方法学表述一律不动。基于 89.7 万词人类语料与三模型 AI 语的配对测量（2026-09，CI 判定）。 De-AI-tone cleanup for English biomedical manuscripts, whitelist rules only, section-specific.

Compatibility: Not stated.

Grade B

Minor issues only, no Medium or High. Worth a quick look at the findings below before installing.

Graded by PlugVetRubric v2

Not a guarantee. A hygiene check of the source at the commit shown, not a security audit.

NETWORK_NO_FIXED_HOST SECRETS_PATH_UNCONFIRMED OBFUSCATION_FILE_CAP_REACHED

Why this grade

  • NETWORK_NO_FIXED_HOST Low

    Makes a network call whose host is not written as a fixed address.

    scripts/fetch_corpus.py, line 57 with urllib.request.urlopen(req, timeout=timeout) as r:

  • SECRETS_PATH_UNCONFIRMED Low

    The Secrets check reports a credential or environment file, but no quoted line shows a recognisable path.

    .gitignore, line 1 # secrets & session-local

  • OBFUSCATION_FILE_CAP_REACHED Note

    The 400 file cap was reached before every file was read.

    data/ai/minimax_minimax-m2.7-free/introduction/PMC7796595.md, line 1 Long non‑coding RNAs (lncRNAs) have been increasingly recognized as pivotal regulators of gene expression, chromatin remodeling, and signal transduction in both physiological and p

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

    Pass

    No shell or command execution found, and no extra permission was declared.

  • Install and update

    Pass

    No install-time script found, and dependencies are pinned or absent.

  • Network

    Concern

    can reach a host that is not written as a fixed address.

    NETWORK_NO_FIXED_HOST

    scripts/fetch_corpus.py, line 57

    with urllib.request.urlopen(req, timeout=timeout) as r:

    scripts/generate_ai_side.py, line 90

    with urllib.request.urlopen(req, timeout=240) as r:

    scripts/generate_ai_side.py, line 100

    with urllib.request.urlopen(req, timeout=240) as r:

    Show more

    scripts/generate_ai_side.py, line 107

    with urllib.request.urlopen(req, timeout=240) as r:

  • Secrets

    Concern

    reads a credential or environment file.

    SECRETS_PATH_UNCONFIRMED

    .gitignore, line 1

    # secrets & session-local

  • Agent instructions

    Pass

    No instruction to ignore earlier instructions or to hide a step.

  • Obfuscation

    Note

    the file cap was reached before every file was read.

    OBFUSCATION_FILE_CAP_REACHED

    data/ai/minimax_minimax-m2.7-free/introduction/PMC7796595.md, line 1

    Long non‑coding RNAs (lncRNAs) have been increasingly recognized as pivotal regulators of gene expression, chromatin remodeling, and signal transduction in both physiological and p

  • Licence

    Pass

    A licence file is present (LICENSE).

  • Maintainer activity

    Pass

    The latest commit is within the last 365 days.

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Note

Hygiene check of commit 8a852f6ba91c. can reach a host that is not written as a fixed address. reads a credential or environment file. the file cap was reached before every file was read.

Date and source

Date checked:

View source

github.com

Commit graded: 8a852f6ba91cb91264c55c2a0afc8023d8dc9eef

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