academic-research-mapper
academic-research-mapper is a Literature review & citations skill for AI agents, published by tinyfish-io in the tinyfish-cookbook repository on GitHub. Skillspace rates academic-research-mapper D (62/100) and it passed the safety scan; the rating is based on static analysis only.
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 understand the state of the art before building something new.
- Grade
- D
- Quality
- 62 / 100
- Safety
- Passed
- GitHub stars
- 2,075
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
- 96 / 100
- Maturity
- Basic: a single SKILL.md
- Security scan
- Low-risk patterns
- License
- MIT
- Adoption
- Adopted by 1 other repositories, in 0 collections
What the scanner flagged
- mentions secrets in text
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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