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research-literature-interpretation

像资深研究者带学生一样解读单篇论文:提炼问题、机制、证据强弱、边界与可迁移启发。用户提供 PDF、arXiv/DOI/出版社链接、本地论文或正文片段并希望理解、批判、复现或学习时使用;不用于论文发现、多论文综述或只改写摘要。

70

Quality

86%

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SKILL.md
Quality
Evals
Security

Quality

Content

81%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-organized, assumption-respecting instruction skill with strong sequencing, explicit validation gates, and a real referenced writing guide plus validator script. Slight verbosity from inlined common-constraints and instructional (vs executable) interpretation steps hold conciseness and actionability at 4.

DimensionReasoningScore

Conciseness

The body is dense and assumes domain competence without padding, but the multi-line '交付前确认' and '公共硬约束' sections restate rules that could be trimmed or offloaded, leaving minor over-explanation rather than full leanness.

4 / 5

Actionability

Concrete guidance abounds—specific claim chain, paper-type lenses, a runnable validate command (python3 scripts/validate_notes.py --style <note>), and file-path conventions—but core interpretation steps are instructional rather than copy-paste executable, so it is mostly rather than fully executable.

4 / 5

Workflow Clarity

The flow is explicitly sequenced (输入 → 判断 → 命题 → 机制 → 证据/压力测试 → 写作 → 校验 → 失败恢复) with explicit validation checkpoints (内容门, validate_notes.py, status: complete gate) and a 3-round self-improvement feedback loop, matching the clear-sequence-with-explicit-validation anchor.

5 / 5

Progressive Disclosure

Structure is good with a well-signaled one-level reference (references/writing-style.md) and separate scripts; however the canonical '公共硬约束' block is inlined verbatim and could live in a shared reference, keeping it just below the ideal split.

4 / 5

Total

17

/

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 high-quality, third-person description that crisply states capability, trigger conditions, and scope boundaries with concrete input modalities. Minor trigger-synonym gaps keep trigger-term quality at 4 rather than 5.

DimensionReasoningScore

Specificity

Lists multiple concrete interpretive actions—提炼问题、机制、证据强弱、边界与可迁移启发—and names the single-paper domain comprehensively, matching the 'multiple specific concrete actions; comprehensive coverage' anchor.

5 / 5

Completeness

It explicitly states both what the skill does (interpret a single paper into a reusable explanation chain) and when to use it (用户提供...并希望理解、批判、复现或学习时使用), with concrete trigger phrasing plus an explicit out-of-scope clause.

5 / 5

Trigger Term Quality

Natural trigger terms are present (PDF、arXiv/DOI/出版社链接、本地论文、正文片段、理解、批判、复现、学习), but a few common phrasings a user might say (e.g. '读论文'/'讲一下这篇paper') are not explicitly listed, so it sits just below the comprehensive-synonym anchor.

4 / 5

Distinctiveness Conflict Risk

The single-paper-deep-reading niche is sharply bounded against discovery (research-literature-radar) and multi-paper synthesis, with explicit '不用于' exclusions giving minimal conflict risk.

5 / 5

Total

19

/

20

Passed

Validation

93%

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

Validation15 / 16 Passed

Validation for skill structure

CriteriaDescriptionResult

metadata_version

'metadata.version' is missing

Warning

Total

15

/

16

Passed

Repository
huangwb8/ChineseResearchLaTeX
Reviewed

Table of Contents

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