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literature-search
gaasher/Agent-Loop-SkillsSkill
Use when a loop needs scholarly literature — paper discovery, novelty checks, full-text snippet
Why this score
This repo hosts 10 skills, so its 175 stars are split between them (about 18 each) for scoring.
Popularity score: 51/100 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 f1169e6db0b0, 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.
- Makes network requestsSKILL.md, tools/lit/http.py:143 and 3 more
Web addresses in its code:
- arxiv.orgtools/lit/sources/arxiv.py:46
- api.semanticscholar.orgtools/lit/sources/semantic_scholar.py:16
- bgpt.protools/lit/keys.py:41
- openrouter.aitools/lit/keys.py:36
- api.openalex.orgtools/lit/sources/openalex.py:13
- ar5iv.orgtools/lit/sources/arxiv.py:47
- doi.orgtools/lit/normalize.py:61
- export.arxiv.orgtools/lit/sources/arxiv.py:22
- semanticscholar.orgtools/lit/keys.py:26
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 oneliterature-search gaasher/Agent-Loop-Skills · Skill | 51 | ★ 175 | ≈28 always | 4mo ago |
| light-literature-search Light0305/Light-skills · Skill Same job: research & papers | 57 | ★ 680 | ≈25 always | 4mo ago |
| literature-research fcakyon/phd-skills · Skill Both about literature | 64 | ★ 424 | ≈22 always | 24d ago |
| literature-reviewer Galaxy-Dawn/claude-scholar · Subagent Same job: research & papers | 79 | ★ 5.8k | ≈84 in chat | 16d ago |
| literature-review Companion-Inc/feynman · Skill Same job: research & papers | 80 | ★ 10.0k | ≈54 always | 16d ago |
| nature-literature-pipeline Yuan1z0825/nature-skills · Skill Both about literature and discovery | 86 | ★ 49k | ≈42 always | 17d ago |