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light-literature-search
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)→
Why this score
This repo hosts 10 skills, so its 680 stars are split between them (about 68 each) for scoring.
Popularity score: 57/100 from public GitHub signals only. It shows how widely used and maintained this is, not how well it works. Not included yet: the fake-star check. The security scan is shown separately and doesn't change the score. How we rank
Security
Scanned Oct 20, 2026 at commit 6b44f57d1274, with Cisco's open-source skill-scanner.
What its code does:
- Reads environment variables and sends network requests with them API clients do this to send your key to the service. Check which service it talks to.scripts/biomedical_search.py, scripts/cn_journal_probe.py:70, scripts/search_normalize.py:111 and 3 more
- Makes network requestsSKILL.md, scripts/arxiv_search.py:67, scripts/biomedical_search.py:76 and 14 more
Web addresses in its code:
- api.openalex.orgreferences.md:17
- api.crossref.orgreferences.md:20
- doi.orgscripts/search_normalize.py:231
- arxiv.orgscripts/arxiv_search.py:258
- export.arxiv.orgscripts/arxiv_search.py:43
- pubmed.ncbi.nlm.nih.govscripts/biomedical_search.py:216
- biorxiv.orgscripts/arxiv_search.py:213
- doaj.orgscripts/search_normalize.py:291
- ebi.ac.ukscripts/biomedical_search.py:48
- openalex.orgscripts/snowball.py:442
- api.biorxiv.orgscripts/arxiv_search.py:44
- api.semanticscholar.orgscripts/snowball.py:255
- europepmc.orgscripts/biomedical_search.py:156
- eutils.ncbi.nlm.nih.govscripts/biomedical_search.py:49
These are the sites named in the code, so it's where your data could go. It isn't a complete list: code can build addresses while it runs, and a few of these may be links rather than calls. Whatever you send also goes to the AI model you use.
A scan lists patterns in the code. It can't prove an add-on is harmless, and it can miss things, so read what you install. How we scan
Alternatives
Other makers' add-ons that do the same job, next to this one.
| Name | Score | Stars | Context | Updated |
|---|---|---|---|---|
| This onelight-literature-search Light0305/Light-skills · Skill | 57 | ★ 680 | ≈25 always | 4mo ago |
| literature-search aiming-lab/AutoResearchClaw · Skill Same job: research & papers | 77 | ★ 15k | ≈46 always | 3mo ago |
| literature-research fcakyon/phd-skills · Skill Both about literature | 64 | ★ 424 | ≈22 always | 24d ago |
| literature-review Companion-Inc/feynman · Skill Same job: research & papers | 80 | ★ 10.0k | ≈54 always | 16d ago |
| literature-reviewer Galaxy-Dawn/claude-scholar · Subagent Same job: research & papers | 79 | ★ 5.8k | ≈84 in chat | 16d ago |
| nature-literature-pipeline Yuan1z0825/nature-skills · Skill Both about literature | 86 | ★ 49k | ≈42 always | 17d ago |