light-literature-search
light-literature-search is a Literature review & citations skill for AI agents, published by Light0305 in the Light-skills repository on GitHub. Skillspace rates light-literature-search D (69/100) and it passed the safety scan; the rating is based on static analysis only.
Light 科研主线第 1 步·文献调研:在线多源检索(OpenAlex/arXiv/Crossref/Europe PMC/DOAJ,全程免 key)→ 产出**不是论文列表,是可直接喂 idea 的"领域地图"**:近三年前沿 + 经典奠基 + 跨领域方法移植**三层分别 检索分别排序**,合成研究脉络 + 方法谱系 + 未解问题地图,揪出**最像你设想的那一篇**→喂 idea-critique 撞车预警,诚实标检索覆盖度。何时用:调研某方向 / 找综述 / 了解某领域有哪些工作 / 提 idea 前摸清前作 / 收集中英文论文·专利·标准·数据集·开源·竞赛方案·行业报告。触发词:文献调研 / 文献综述 / 调研方向 / 领域地图 / 研究现状 / 有哪些工作 / 相关工作 / related work / literature review / survey / 前沿 / 综述 / 找论文 / 撞车 / 新颖性摸底 / 跨领域 / 检索式。核心纪律:不臆造 DOI/被引(查不到写 unknown);三层分别排序 不一锅 relevance;撞车只产**信号**不下 novel 判决(归 idea-critique);覆盖度按真实 HTTP 码诚实标。
- Grade
- D
- Quality
- 69 / 100
- Safety
- Passed
- GitHub stars
- 445
Unproven: rated by static analysis only, not yet compared head-to-head.
Our two independent classifiers differ on this skill's category, so treat the placement as provisional.
This rating describes the version of the repository we crawled; it may have changed since, so go by its current files.
Our review
- Architecture
- 78 / 100
- Maturity
- Structured: ships references or scripts
- Security scan
- No issues found
- License
- MIT
- Adoption
- Adopted by 0 other repositories, in 0 collections
Not checked yet
- Not judged on the rubric yet (not a contender in its category)
- No blind task eval yet
- Scope (portable / vendor / repo-internal) not assessed; only the top of each category is read for scope
- Sibling files (scripts, references) not fetched; security scan covers SKILL.md only
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