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: 85/100
Skill Content
Details
- Author
- dgilford
- Repository
- dgilford/ai-science-toolkit
- Created
- 3 months ago
- Last Updated
- 3 weeks ago
- 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⟩").
litreview
Find and synthesize the literature on a topic or research question, returning a ranked reading list with a takeaway per paper. TRIGGER on "lit review", "find papers on X", "what is the literature on Y", "recent work on Z", "who has studied W", "find references for my intro", or a topic plus a scope phrase ("since 2022", "Marketing Science only"). One paper the user already has is reading-papers.
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and conference proceedings as first-class; grounds every claim in a retrieved source, never fabricates DOIs, checks for superseded/withdrawn/refuted work, calibrates confidence to evidence strength (including SOTA/reproduction/ablation caveats for CS and ML), and emits a tidy DOI-pinned BibTeX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.