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research-literature-review

当用户明确要求"做系统综述/文献综述/related work/相关工作/文献调研",或要求使用旧名 systematic-literature-review skill 时使用。AI 先生成并显式保存 5–25 条检索查询,再执行多源检索、去重、逐篇语义评分、选文、字数预算和专家写作,强制校验引用并导出 PDF 与 Word;查询缺失或无效时默认停止,不静默降级为单查询。支持 en/zh/ja/de/fr/es。

66

Quality

80%

Does it follow best practices?

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SecuritybySnyk

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SKILL.md
Quality
Evals
Security

Quality

Content

73%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.

The body delivers a well-sequenced, validation-rich pipeline with executable command examples and correctly referenced supporting files. Its main weakness is conciseness — repeated file listings and inlined generic constraint blocks inflate the token budget without adding skill-specific value.

Suggestions

Remove the duplicate references file listing (lines 162-167 repeat lines 50-55) and consolidate into a single 'Start by reading' section.

Move the '公共硬约束' block to a shared reference file and keep only skill-specific constraints inline, to reduce token cost and avoid repetition across skills.

Tighten abstract directives like '按文献综/述预算组织证据' into concrete, executable guidance (e.g., specify the budget CSV columns to read and how to allocate them).

DimensionReasoningScore

Conciseness

Mostly efficient operational directives, but the body is long, repeats the references file list twice (lines 50-55 and 162-167), and inlines sizable constraint blocks ('公共硬约束', 'Skill 专属约束') that could be tightened or externalized.

3 / 5

Actionability

Provides concrete, mostly copy-paste-ready CLI examples for the common entry points (run_pipeline.py, pipeline_runner.py with --prepare-only/--resume), with minor gaps where config.yaml keys are named but exact paths/defaults are not fully specified.

4 / 5

Workflow Clarity

A clearly sequenced pipeline (query generation → search → dedupe → scoring → selection → budget → writing → validation → export) with explicit fail-closed checkpoints and validation steps (validate_counts.py, validate_review_tex.py, generate_validation_report.py).

5 / 5

Progressive Disclosure

Good structure with one-level-deep references to real files (all six referenced reference files exist), but several inline constraint sections duplicate material that reads as canonical common constraints rather than skill-specific overview.

4 / 5

Total

16

/

20

Passed

Description

87%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 strong description that concretely specifies a multi-stage review pipeline and its trigger conditions in both Chinese and English, with clear scope boundaries. Minor gains are possible from adding a few more English synonyms and tightening abstract phrasing.

DimensionReasoningScore

Specificity

Lists several concrete pipeline actions ('多源检索、去重、逐篇语义评分、选文、字数预算和专家写作,强制校验引用并导出 PDF 与 Word'), though a couple are phrased abstractly ('专家写作') rather than as discrete operations.

4 / 5

Completeness

Explicitly answers both 'what' (the full review pipeline including query generation, search, scoring, selection, writing, validation, export) and 'when' ('当用户明确要求...时使用') with concrete trigger phrases.

5 / 5

Trigger Term Quality

Good coverage of natural trigger terms in both Chinese and English ('系统综述/文献综述/related work/相关工作/文献调研') plus the legacy skill name, but a few common synonyms (e.g. 'literature review', 'survey') are absent.

4 / 5

Distinctiveness Conflict Risk

A clear niche (systematic literature review producing LaTeX+PDF/Word) with distinctive multilingual triggers and an explicit out-of-scope boundary, giving minimal conflict risk with other skills.

5 / 5

Total

18

/

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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