
Figure Composer
Compose one publication-grade multi-panel figure.
Install
npx skills add aipoch/open-science --skill figure-composer -g -a claude-code -y- Repository
- aipoch/open-science5.4k
- Category
- Engineering
- Updated
- 3d ago
- License
- Apache-2.0
- Context cost
- Mediumabout 2,769 tokens
- Runs scripts
- Yes, review before use
What it does
Compose one publication-grade multi-panel figure. Start from a one-line claim plus immutable data Artifact Version references, or inspect an existing figure and draft its outline directly. Plan a 12-column panel outline, delegate one worker per panel, compose and inspect the result, then run at most three adversarial review rounds while regenerating only affected panels. For a standalone plot use `figure-style`; for whole-paper figure ordering use `paper-narrative`.
Figure Composer, narrative → panels → compose → adversarial loop
figure-composer is the outer workflow for one multi-panel figure. Use the
figure-style rules while planning and reviewing; every panel worker uses those
rules independently. Run paper-narrative first when the paper-level figure
sequence is still undecided.
Open-Science Notebook call
Every notebook_execute request whose code uses a function named in this skill
includes this skill ID:
{ "kernelSkillIds": ["figure-composer"], "code": "print(figure_outline_schema())" }
kernelSkillIds contains the skill ID; function calls belong in code. Call the
named functions directly without an import or discovery step.
Inputs
claim: the one sentence the figure makes true without surrounding prose.dataVersionIds: immutable Upload or Artifact Version identities grounding the panels.width_mm: venue column width, commonly 85, 89 mm single or 174, 183 mm double.rulesVersionId: immutable Artifact Version containing the design rules used by the composite reviewer.delegatePrefix: short branch-unique prefix for panel and reviewer child names.
Run this workflow only in the Main/root agent. Delegated children cannot call
host.delegate, so the whole composer cannot itself be delegated.
Entry points
- From a claim: Main writes the outline in step 1 from the claim, data, and
figure-stylerules. - From an existing figure: inspect it with
host.viewImage, then have Main draft and review the outline directly. Currenthost.llmcalls do not accept images, so do not add a second hidden inference step. Pixels cannot supply Artifact Version identities; filldata_vidfrom the provided data.
1. Narrative → panel outline
Main produces a panel_outline matching figure_outline_schema():
