mathmodel-deai SKILL.md skillA
mathmodel-deai from escap1ng/mathmodel-studio is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add escap1ng/mathmodel-studio/mathmodel-deai@git:20261020.484a187Pins git:20261020.484a187 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- escap1ng/mathmodel-studio
- Path
skills/mathmodel-deai/SKILL.md- Versions recorded
- 1
- Latest version
- git:20261020.484a187, committed Oct 20, 2026
- Size
- 7,833 bytes
- Repository stars
- 7
- License
- AGPL-3.0
降 AI 模块：论文去 AI 化与交付前字符清理。词表级用 check_phrasing.py + 词表揪出模板腔、套话、空泛与伪洞察句式；结构级用 check_style.py 矫正过长被动句、句式重复、过渡词密度、段落节奏与结果小数位，并给出风险等级；字符级用 strip_invisible.py（Layer A 字符集）清除零宽字符、bidi 控制、tag 字符等不可见 Unicode，覆盖 .tex/.docx/.pdf。当用户要求去 AI 味、降低 AI 痕迹、去除零宽/不可见字符、改写模板腔与套话、优化句式与段落节奏、给论文加个性化表述时触发。建模与评分口径以主技能 mathmodel-core 为准，排版与论文骨架用 mathmodel-paper。.
Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.
What the file says
# 降 AI 模块（去 AI 化 + 字符清理） ## 定位 本技能是 `mathmodel-core` 主技能的**配套质检与清理件**，只管「论文读起来像不像人写的、带不带隐写字符」： - **词表级**：`code/check_phrasing.py` 按词表 `code/phrasing-blacklist.json` 扫出模板腔、套话、空泛、伪洞察等 AI 痕迹用词与句式（含英文规则 `en-slop-*`，用于英文摘要与图注），命中即退出 1，改写后复检。 - **结构级**：`code/check_style.py` 检查过长被动句、句式重复、过渡词密度、长短句比例、相邻段落节奏与结果小数位，并给出 `低/中/高/极高` 风险等级；逻辑自审、图表与文献规范以人工核对清单执行。 - **字符级**：`code/strip_invisible.py` 清除零宽字符、bidi 控制、tag 字符、变体选择符等不可见 Unicode（字符集移植自 watermarks-remover 的 Layer A），覆盖 `.tex` / `.docx` / `.pdf`。 - 不管：赛题分析、算法选择、代码实现、论文写作与版式、百分制评分——分别以 `mathmodel-core`、`mathmodel-paper`、`mathmodel-score` 为准。 - **规范条文以本技能 `docs/deai-rules.md` 为唯一权威出处**；主技能只保留强制项摘要并指向本文件，避免两处规范漂移。 - **边界**：降 AI 只处理表述与字符，不改动数学模型、数据与结论；去 AI ≠ 口语化，个性化判据是「只有这篇论文写得出」。 ## 快速流程 1. **表述级检查**（论文正文与摘要定稿后，词表级与结构级依次跑）： ```bash python3 code/check_phrasing.py paper/paper.tex # 词表级：模板腔/套话/空泛/伪洞察，命中即退出 1 python3 code/check_style.py paper/paper.tex # 结构级：句长/句式重复/过渡密度/段落节奏/小数位，命中即退出 1 python3 code/check_phrasing.py --list-rules # 查看词表与规则 python3 code/check_style.py --list-metrics # 查看结构指标与阈值 ``` 命中处按输出里的 `→` 提示改写（补具体数值、给出处、拆长句、拉开段落节奏等），改完复检至双双退出 0。 …
Read the whole file at its exact version.
How to install
mdr add escap1ng/mathmodel-studio/mathmodel-deai@sha256:654b014147119573The line at the top of this page pins the label git:20261020.484a187, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.
[](https://markdownregistry.com/a/art_iecfonzynpkaxehq)
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Versions
The registry has recorded 1 version of this file, committed on Oct 20, 2026.
Audit of the latest version
- pass: Frontmatter block present
- pass: Frontmatter declares a name
- pass: Frontmatter declares a description
- pass: Size between 200 bytes and 200 KB (7833 bytes)
- pass: No zero-width or bidi control characters
- pass: No instruction hidden inside an HTML comment
- pass: No link to an exfiltration or paste host
- pass: No credential-shaped string
- pass: No instruction to send local credentials anywhere
- pass: No text hidden with inline styles
- pass: No prompt-injection phrasing
- pass: No curl or wget piped into a shell
- pass: No recursive delete of root, home or parent
- pass: No instruction to read or print local credentials
- pass: No base64 blob over 200 characters
- pass: No link to a raw IP address
- pass: No script tag
Source
escap1ng/mathmodel-studio · 7 stars · license AGPL-3.0 · pushed 2026-11-04 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_iecfonzynpkaxehq GET https://markdownregistry.com/api/v1/resolve?ref=escap1ng/mathmodel-studio/mathmodel-deai GET https://markdownregistry.com/api/v1/blob/654b014147119573523808a4c673ef6663365ef8f27c15ce35503b9435e1d76a
Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.
Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.