Home / Skills / academic-research-mapper
academic-research-mapper
tinyfish-io/tinyfish-cookbookSkill
Map the research landscape for any technical or academic topic by searching arXiv, Semantic Scholar, and Google Scholar in parallel. Use when a developer, researcher, or engineer wants to understand what has been published, who the key authors are, which subtopics are active, and where the gaps still live. Runs parallel TinyFish agents across all three sources, deduplicates results, and synthesizes findings into a structured landscape report with a gap analysis. Trigger this skill whenever someone wants to survey a field, prepare a literature review, find underexplored research directions, or
Why this score
This repo hosts 10 skills, so its 2,261 stars are split between them (about 226 each) for scoring.
Popularity score: 73/100 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 21, 2026 at commit 63cd841bdfd1, with Cisco's open-source skill-scanner.
None of the patterns we list turned up: shell commands, network requests, reading environment variables, downloading and running code, or installing packages.
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 oneacademic-research-mapper tinyfish-io/tinyfish-cookbook · Skill | 73 | ★ 2.3k | ≈156 always | 27d ago |
| academic-research-publishing-master swaylq/master-skill · Skill Same job: research & papers | 56 | ★ 162 | ≈59 always | 2mo ago |
| Academic Paper Citation Network Mapper agentskillexchange/skills · Skill Same job: research & papers | 56 | ★ 54 | ≈59 always | 16d ago |
| ds-mapper laolaoshiren/claude-code-skills-zh · Skill Both about mapper | 69 | ★ 894 | ≈11 always | 16d ago |
| schema-mapper nimrodfisher/data-analytics-skills · Skill Both about mapper and field | 61 | ★ 481 | ≈54 always | 1mo ago |
| academic-deai heise3/academic-deai · Skill Same job: research & papers | 69 | ★ 155 | ≈45 always | 27d ago |