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Conduct a systematic literature survey on a research topic. Collects papers, reads key works, synthesizes findings, detects contradictions, identifies gaps, and produces a structured report.
Codex または Claude でインストール この Prompt をコピーして Codex、Claude、または他のアシスタントに貼り付けると、Skill ページを確認してインストールできます。
SOC 職業分類に基づく
Search HuggingFace Hub for datasets by keyword. Use when the user wants to find training data, benchmarks, or evaluation datasets for ML/NLP/CV research.
Fetch the FULL TEXT of an arXiv paper (all sections — introduction, method, results, conclusion). Use when you need to read beyond the abstract into the paper's actual content. Only works for arXiv papers. For metadata/abstract only, use paper-read. For local PDFs, use paper-read-pdf.
Two-layer memory system with grep-based recall for research sessions.
Track specific scientific claims across the literature over time — who made it, who replicated it, who challenged it, whether it still stands. Use when verifying a key assumption before building on it, or when checking whether a published result has been updated or superseded.
Scan papers for conflicting empirical claims, methodological disagreements, or opposing conclusions on the same topic. Use when writing discussion sections, evaluating conflicting results, or checking if a claim is contested before building on it.
Synthesize findings across multiple papers into a coherent narrative, structured comparison table, or temporal evolution. Use after collecting papers via survey or paper-search. Goes beyond summarizing individual papers to produce insights that only emerge when reading across the corpus as a whole.
| name | survey |
| description | Conduct a systematic literature survey on a research topic. Collects papers, reads key works, synthesizes findings, detects contradictions, identifies gaps, and produces a structured report. |
| always | false |
When the user asks for a literature survey or review:
paper-fetch skill to get full text of the most important papersAfter collecting and reading papers, synthesize findings:
cross-paper-synthesis skill for detailed instructionsBefore concluding, check for conflicting results:
contradiction-detection skill for detailed instructionsFor the 3-5 most important claims the survey will build on:
evidence-grading skill for detailed instructionsgap-analysis skill for detailed instructionsWrite a structured report with:
survey_{topic}_{date}.md| Mode | Steps | When to use |
|---|---|---|
| Quick (Steps 1–4, 9–10) | Search + read + write | User wants fast overview, 10-20 papers |
| Standard (Steps 1–6, 9–10) | + synthesis + contradictions | Default for most surveys, 20-50 papers |
| Deep | All steps | User explicitly asks for thorough analysis; use deep-research skill instead |
Save as survey_{topic}_{date}.md in the workspace.