figure-composer SKILL.md skillA

figure-composer from aipoch/open-science is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add aipoch/open-science/figure-composer@git:20260924.ceb82fd

Pins git:20260924.ceb82fd in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
aipoch/open-science
Path
resources/skills/figure-composer/SKILL.md
Versions recorded
5
Latest version
git:20260924.ceb82fd, committed Sep 24, 2026
First version recorded
Aug 28, 2026
Size
11,645 bytes
Repository stars
5,279
License
Apache-2.0

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`.

Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.

What the file says

# 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:

```json
{ "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.
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add aipoch/open-science/figure-composer@sha256:48572edcdbd2bf04

The line at the top of this page pins the label git:20260924.ceb82fd, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_f2yqmtdwx5pz7yxq.svg)](https://markdownregistry.com/a/art_f2yqmtdwx5pz7yxq)

4 badge image fetches in 30 days. What the badge shows.

Versions

The registry has recorded 5 versions of this file, between Aug 28, 2026 and Sep 24, 2026, about one every 7 days.

versioncommittedcommitsizeaudit
git:20260924.ceb82fd latest2026-09-24 ceb82fd 11,645 BA view · diff
git:20260923.f505fa52026-09-23 f505fa5 9,997 BA view · diff
git:20260917.43957682026-09-17 4395768 9,560 BA view · diff
git:20260912.c8b70742026-09-12 c8b7074 9,560 BA view · diff
git:20260828.6d0d59c2026-08-28 6d0d59c 8,970 BA view

Audit of the latest version

A  17 of 17 checks passed. Fixed automatic checks with no AI involved, so the same checks give the same answer every run.
  • pass: Frontmatter block present
  • pass: Frontmatter declares a name
  • pass: Frontmatter declares a description
  • pass: Size between 200 bytes and 200 KB (11645 bytes)
  • pass: No zero-width or bidi control characters
  • pass: No instruction hidden inside an HTML comment
  • pass: No link to an exfiltration or paste host
  • pass: No credential-shaped string
  • pass: No instruction to send local credentials anywhere
  • pass: No text hidden with inline styles
  • pass: No prompt-injection phrasing
  • pass: No curl or wget piped into a shell
  • pass: No recursive delete of root, home or parent
  • pass: No instruction to read or print local credentials
  • pass: No base64 blob over 200 characters
  • pass: No link to a raw IP address
  • pass: No script tag

Source

GitHub

aipoch/open-science · 5,279 stars · license Apache-2.0 · pushed 2026-10-19 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_f2yqmtdwx5pz7yxq
GET https://markdownregistry.com/api/v1/resolve?ref=aipoch/open-science/figure-composer
GET https://markdownregistry.com/api/v1/blob/48572edcdbd2bf04e4d84cb76e5e536340993b0d7e1bb595a671c724abdb43d4

Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.

Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.

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