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mathmodel-to-ei

将用户提供的一篇完整数学建模竞赛论文改写为面向 EI 会议投稿的英文研究论文,内置 IEEE conference LaTeX 模板,完成研究主线提炼、结构重组、图表整理、证据核验与源码/PDF 交付。适用于数模论文转会议论文、竞赛论文英文改稿及已有会议稿迭代。

Quality

91%

Does it follow best practices?

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SecuritybySnyk

Low

Low-risk findings worth noting

SKILL.md
Quality
Evals
Security

Quality

Content

85%Weight 40%Scale 1-5

Reviews the quality of instructions and guidance provided to agents. Good implementation is clear, handles edge cases, and produces reliable results.

A well-engineered, honest workflow: five clearly sequenced steps with genuine validation checkpoints and error-recovery paths, executable commands, a traceable evidence ledger, and clean one-level-deep progressive disclosure into real reference files. It stays lean by encoding only domain-specific integrity and environment rules rather than re-teaching LaTeX or paper writing. The remaining headroom is small — trimming a couple of meta-policy sentences and adding one inline example of the ledger format.

DimensionReasoningScore

Conciseness

The body is dense and policy-driven with essentially no explanation of concepts Claude already knows — nearly every line encodes non-obvious integrity or environment rules ('不能把模拟器结果写成硬件实测', '不要为内置编辑器安装 TeX'). A few meta-policy sentences ('完成改稿与本地交付无需额外审批…') could be trimmed, matching the 4-anchor ('efficient; minor instances of over-explanation') rather than the 5-anchor where every token is irreducible.

4 / 5

Actionability

Provides two copy-paste-ready commands ('python3 "SKILL_DIR/scripts/init_manuscript.py" --output …' and the latexmk invocation, with the SKILL_DIR placeholder explicitly justified), a concrete deliverables checklist, and named artifacts (改稿说明.md, validation/). Minor gaps keep it at 4 rather than 5: no inline example of the ledger format and no example of the target section structure's content.

4 / 5

Workflow Clarity

A clear five-step sequence with explicit validation checkpoints and feedback loops: evidence-ledger updates during work, OCR fallback when 'PDF 抽取失败', per-page PDF review of '图表清晰度、裁切、浮动位置', and a final '独立目录解压编译一次' verification of the delivered source. Anti-drift check confirms it exceeds the 4-anchor, whose validation would be present but partial.

5 / 5

Progressive Disclosure

The SKILL.md is a lean overview that defers detail via two well-signaled, one-level-deep links ([改写与核验指南](references/conversion-guide.md), [模板说明](references/template.md)), both of which exist as real files and contain no further nested references; script and asset paths referenced in the body (scripts/init_manuscript.py, assets/ieee-conference-2019/, template-sha256.json) all exist. Navigation is easy with no inlined bulk content.

5 / 5

Total

18

/

20

Passed

Description

92%Weight 40%Scale 1-5

Based on the skill's description, can an agent find and select it at the right time? Clear, specific descriptions lead to better discovery.

A highly specific, complete, and distinctive description: it names the exact transformation (competition paper → English EI conference paper), enumerates five concrete actions, mentions the built-in IEEE template, and provides an explicit applicability clause covering the three natural trigger scenarios. The only gap is a handful of natural synonyms (competition names, input formats) that would make triggering even more robust.

DimensionReasoningScore

Specificity

The description lists multiple concrete actions — '研究主线提炼、结构重组、图表整理、证据核验与源码/PDF 交付' plus a built-in 'IEEE conference LaTeX 模板' — giving comprehensive, specific coverage of the workflow in third-person voice.

5 / 5

Completeness

Both 'what' (converts a complete math-modeling competition paper into an English EI conference paper with a built-in IEEE template, naming five concrete sub-tasks) and 'when' ('适用于数模论文转会议论文、竞赛论文英文改稿及已有会议稿迭代' — an explicit Use-when-equivalent clause with three concrete trigger scenarios) are clearly and explicitly stated. Not the 4-anchor because the 'when' is explicit and specific rather than weakly implied.

5 / 5

Trigger Term Quality

Good natural keyword coverage including synonyms ('数模论文转会议论文、竞赛论文英文改稿及已有会议稿迭代', 'EI 会议'), but a few natural terms users commonly say are missing, such as specific competition names (美赛/国赛/MCM/ICM) and input formats (PDF/Word/LaTeX). It fits the 4-anchor ('good keyword coverage; a few natural terms missing') rather than 5, which would require exhaustive synonyms and file extensions.

4 / 5

Distinctiveness Conflict Risk

A clear niche — converting mathematical-modeling competition papers to EI conference submissions — with distinct trigger phrases; minimal overlap risk with generic LaTeX, translation, or paper-writing skills. Anti-drift check confirms it does not fall to the 4-anchor, which reserves for notable overlap with closely related skills.

5 / 5

Total

19

/

20

Passed

Validation

100%

Checks the skill against the spec for correct structure and formatting. All validation checks must pass before discovery and implementation can be scored.

Validation — 16 / 16 Passed

Validation for skill structure

No warnings or errors.

Repository

jihe520/MathModelAgent

Path

skills/mathmodel-to-ei/SKILL.md

Reviewed

Table of Contents

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