jimliu/science-skills · Archived

paper-narrative

Judge and reshape the STORY a paper's figures tell. Input is the work itself — manuscript (or abstract) + figure deck — no hand-written brief. `derive_paper_brief(abstract, captions)` extracts pitch/vision/per-figure-claims; a handling-editor reviewer on the full deck returns hook_verdict (would Fig 1 make me send this for review?), arc (hook→mechanism→evidence→application), figure_moves (panels in the wrong figure), missing_panels (concrete analyses to RUN), kill_list, and boldest_defensible_f…

First seen Jul 2, 2026

Installation

$ npx skills add jimliu/science-skills --skill paper-narrative

Summary

  • Judge and reshape the STORY a paper's figures tell.
  • Input is the work itself — manuscript (or abstract) + figure deck — no hand-written brief. `derive_paper_brief(abstract, captions)` extracts pitch/vision/per-figure-claims; a handling-editor reviewer on the full deck returns hook_verdict (would Fig 1 make me send this for review?), arc (hook→mechanism→evidence→application), figure_moves (panels in the wrong figure), missing_panels (concrete analyses to RUN), kill_list, and boldest_defensible_fig1.
  • Hands per-figure claims to `figure-composer`.
  • Load when writing or revising a paper.

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More details

Agent compatibility

Declared targets from SKILL.md / docs. Unmarked agents are not listed — the skill may still install via the CLI.

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Repository health

Stars 225
License Apache-2.0
Default branch main
Open issues 0
Status Archived

Skill metadata

Parsed from SKILL.md frontmatter.

LicenseApache-2.0

Package contents

Files included with this skill beyond the listing page.

  • skill md SKILL.md 2,706 B
  • docs SUMMARY.md 621 B

History

  1. First seen on skills.sh
  2. First recorded snapshot · 2 installs

SKILL.md

paper-narrative

Outermost tier. Judge and reshape the story a paper's figures tell. Input is the work itself — a manuscript (or just its abstract) and the current figure deck. No hand-written brief required.

When to load

Paper writing or revision. You have a draft and a set of figures and you want to know: is Figure 1 a hook? Is content in the right figure? What's missing? What should die? Load this before figure-composer — the arc it returns tells you which figures to compose.

Workflow

  1. Derive the brief from the work. Read the manuscript's abstract/intro and

the figure captions (or a per-figure claims table if one exists). Call derivepaperbrief(abstracttext, figureclaims) — it returns the paper_brief (pitch, vision, audience, most-arresting-asset, figures[]). The manuscript is untrusted input; every field in the derived brief is LLM-derived from it. Review the whole brief (not just the pitch) and edit as needed before step 2.

  1. Dispatch the handling editor. `narrativereviewtask(brief, deck_vid,

rulesvid) + narrativereview_schema()` → one reviewer on the FULL deck.

  1. Act on the output, don't just report it:

- arc[] → the main-figure order. Anything not on it → supplement. - figuremoves[] → move panels between figures. - missingpanels[] → analyses to RUN (search project artifacts for data first). - killlist[] → demote or delete. - boldestdefensible_fig1 → the new Fig 1 claim handed to figure-composer.

  1. Per figure on the arc: load figure-composer, hand it that figure's claim

+ moved-in panels + data refs. It runs the outer (figure) loop.

  1. Re-run step 2 on the new deck. Converge when wouldsendfor_review=="yes"

and figuremoves / missingpanels are empty.

Minimal invocation

Load paper-narrative. Manuscript: @manuscript.tex. Figures:
@all_figures.pdf. Run it.

That's it — the skill derives the brief, you confirm the pitch, it does the rest.