lit-review
SolidSearch and synthesize scientific literature from Zotero, arxiv, bioRxiv, Google Scholar, and Consensus. Use when framing a research question, designing methods, interpreting results, mapping the field landscape, or identifying future directions.
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Quality Score: 87/100
Skill Content
Details
- Author
- dgilford
- Repository
- dgilford/ai-science-toolkit
- Created
- 3 months ago
- Last Updated
- yesterday
- Language
- Shell
- License
- MIT
Similar Skills
Semantically similar based on skill content — not just same category
literature-review
Run a living literature review — triage papers into a review matrix (relevance tiers, KEY flags, a keep-but-flag quality checklist), keep it reconciled with Zotero/citekeys, and optionally project it into an Obsidian vault as linked, filterable notes. Use when the user wants a paper triaged into their review ("add this paper", "triage this", "does this fit"), wants a review matrix set up for a project, wants the vault notes/graph regenerated from the matrix ("update my literature notes/graph"), or asks what the review holds ("how many papers use ⟨method⟩", "which papers share ⟨theme⟩").
literature-review
Find, verify, and synthesize STEM literature across every field — from "what's the seminal paper for X" through full multi-source reviews. Treats journal articles, arXiv/preprints, and conference proceedings as first-class; grounds every claim in a retrieved source, never fabricates DOIs, checks for superseded/withdrawn/refuted work, calibrates confidence to evidence strength (including SOTA/reproduction/ablation caveats for CS and ML), and emits a tidy DOI-pinned BibTeX reference list. Pairs with the deep-researcher agent.
scientific-thinking-literature-review
Systematic literature-review workflow for academic, biomedical, technical, and scientific topics, including search planning, source screening, synthesis, citation checks, and evidence logging.