lit-review

Solid

Search 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.

Code & Development 62 stars 5 forks Updated 3 weeks ago MIT

Install

View on GitHub

Quality Score: 85/100

Stars 20%
60
Recency 20%
90
Frontmatter 20%
70
Documentation 15%
100
Issue Health 10%
80
License 10%
100
Description 5%
100

Skill Content

Conduct a literature search and deliver a structured scientific briefing. See [REFERENCE.md](REFERENCE.md) for mode-specific guidance. ## On invocation, ask the user 1. **Topic** — what are we searching for? 2. **Mode** — `frame` / `methods` / `interpret` / `landscape` / `synthesize` 3. **Starting point** (optional) — any known papers, authors, or search terms to seed from? ## Search order 1. **Zotero** — existing library first; note what's already there 2. **Consensus** — synthesized search for landscape and key claims 3. **Google Scholar** — seminal works, citation counts, author networks 4. **arxiv / bioRxiv** — recent and unpublished work Stop adding sources once coverage is sufficient for the mode. ## Output structure **1. High-level summary** — 1–2 paragraphs: what the field looks like, what is settled, what is contested. Tag findings as *established / debated / emerging* throughout. **2. Topical review** — key ideas, findings, and debates organized by theme. Apply mode-specific guidance from REFERENCE.md. Distinguish what is well-established, actively debated, and absent. **3. Papers** — for each paper: - Full citation (authors, year, title, journal/venue) - Peer-reviewed or preprint — flag explicitly - Key contribution in 1–2 sentences - Relevance to the current topic and mode **4. Offers** — always prompt: - **Save to `REFERENCES.md`?** — check if it exists and show existing entries first. Append using the template in REFERENCE.md. Never overwrite. - **Add...

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

Code & Development Listed

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⟩").

10 Updated yesterday
Shalice-in-AIland
AI & Automation Listed

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.

13 Updated 5 days ago
ericluo04
Code & Development Listed

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.

3 Updated 1 weeks ago
emaballarin