academic-research

academic-research is a Literature review & citations skill for AI agents, published by Lingtai-AI in the lingtai repository on GitHub. Skillspace rates academic-research D (58/100) and it passed the safety scan; the rating is based on static analysis only.

Nested swiss-knife reference for academic literature work — find papers, fetch full-text PDFs, trace citations, write LaTeX manuscripts. **First action for any "get me this paper" request:** `python3 <skill-path>/scripts/fetch_paper.py <DOI|arXiv-ID|PMID>` — walks arXiv → Unpaywall → Europe PMC → CORE → in-house publisher-page extraction (Nature/APS/AIP/IOP/Cambridge) → authorized institutional publisher → LibGen and saves the paper, metadata, and a resumable manifest under `papers/{slug}/`. Read the body when you need to escape the script: custom query shapes, citation networks, scholar analysis, LaTeX writing, or a tier-specific API call. Indexes 13 deep-dive API references and 6 pipeline workflows under `reference/`.

Grade
D
Quality
58 / 100
Safety
Passed
GitHub stars
679

Unproven: rated by static analysis only, not yet compared head-to-head.

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
Basic: a single SKILL.md
Security scan
Low-risk patterns
License
Not declared. Check the repository before reusing it.

What the scanner flagged

  • over-broad allowed-tools ('*')

Not checked yet

  • Category is a classifier prediction; no model has read this skill 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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