mathmodel-score SKILL.md skillA

mathmodel-score from escap1ng/mathmodel-studio is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add escap1ng/mathmodel-studio/mathmodel-score@git:20261020.484a187

Pins 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-score/SKILL.md
Versions recorded
1
Latest version
git:20261020.484a187, committed Oct 20, 2026
Size
8,582 bytes
Repository stars
7
License
AGPL-3.0

论文评分与质量自检模块:按百分制五维(摘要 30 / 算法模型 20 / 创新性 20 / 写作 15 / 排版 15)对论文打分,交付前逐项自检并给出扣分明细、优化轮次与达标判定。用 score_card.py 把评分卡 JSON 校验并渲染成评分表(达标线 85,一票否决直接淘汰,熔断 3 轮)。当用户要求给论文打分、自检、生成评分表、评估能否交付、判断 AI/合规风险时触发。建模与写作规范以主技能 mathmodel-core 为准,版式与去 AI 分别见 mathmodel-paper / mathmodel-deai。.

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

# 论文评分与质量自检

## 定位

本技能是 `mathmodel-core` 主技能的**配套评审件**,只管「论文能不能交付、差在哪、扣几分」:

- **章节结构自检**:按 [`docs/chapter-checklist.md`](docs/chapter-checklist.md) 逐章核对(摘要三段式、问题重述/分析、假设编号、符号说明三线表、模型建立与求解链条、模型评价优缺点、参考文献、附录源程序、AI 使用声明、匿名与篇幅),可判定项由 `code/check_chapters.py` 自动执行——整理自《优秀论文自检表》与全国大学生数学建模竞赛论文格式规范(2026 年修订稿),契约在 `code/chapter-checklist.json`。
- **整体质量自检**:按 [`docs/self-check.md`](docs/self-check.md) 逐项核对(致命 / 严重 / 中等 / 轻微四级)。
- **评分**:按 [`docs/rubric.md`](docs/rubric.md) 的百分制五维口径打分;结构 hard 项未过不可进入评分。`code/score_card.py` 校验评分卡并渲染评分表,给出达标判定与优化轮次。
- 不管:赛题分析、算法选择、代码实现、论文写作与版式排版、去 AI 与字符清理——分别以 `mathmodel-core`、`mathmodel-paper`、`mathmodel-deai` 为准。
- **表述口径以 `mathmodel-deai` 为准**:模板腔/套话/句式与段落节奏/零宽字符的判定权在该技能,本技能只引用其退出码与报告折算扣分;已知协调见 `docs/rubric.md`「与去 AI 模块的分工」(编号分点不计入句式与段落统计;统一格式指信息结构而非字数齐平)。
- **规范条文以本技能 `docs/` 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。

## 评分标准

| 维度 (id) | 满分 | 评分依据 |
|---|---|---|
| 摘要 (`abstract`) | 30 | 结构完整性、数值具体性、递进关系、与正文一致性 |
| 算法/模型正确性 (`model`) | 20 | 数学推导无误、约束完备、求解结果合理 |
| 创新性 (`innovation`) | 20 | 方法创新度、跨学科融合、指标构建独创性 |
| 写作能力 (`writing`) | 15 | 逻辑连贯、学术语态、数据支撑、无空泛表达 |
| 排版 (`layout`) | 15 | 格式规范、图表完整、符号一致、编译无误 |
| **合计** | **100** | **$S \geq 85$ 方可最终输出** |
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add escap1ng/mathmodel-studio/mathmodel-score@sha256:5b76031756f84620

The 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.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_2xaap4i27ec3spqe.svg)](https://markdownregistry.com/a/art_2xaap4i27ec3spqe)

0 badge image fetches in 30 days. What the badge shows.

Versions

The registry has recorded 1 version of this file, committed on Oct 20, 2026.

versioncommittedcommitsizeaudit
git:20261020.484a187 latest2026-10-20 484a187 8,582 BA view

Audit of the latest version

A  17 of 17 checks passed. Fixed automatic checks with no AI involved, so the same checks give the same answer every run.
  • pass: Frontmatter block present
  • pass: Frontmatter declares a name
  • pass: Frontmatter declares a description
  • pass: Size between 200 bytes and 200 KB (8582 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

GitHub

escap1ng/mathmodel-studio · 7 stars · license AGPL-3.0 · pushed 2026-11-04 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_2xaap4i27ec3spqe
GET https://markdownregistry.com/api/v1/resolve?ref=escap1ng/mathmodel-studio/mathmodel-score
GET https://markdownregistry.com/api/v1/blob/5b76031756f84620f6178a9d59eaf4a7087abdc71a071421705b4be7384c1124

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.

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