paper-narrative

paper-narrative is a skill for Claude Code, Codex from aipoch/open-science. It costs 58 tokens per session (3,460 once invoked), scanned A, original, Apache-2.0.

An editorial workflow for shaping the overall story told by a scientific paper's figures. It uses the manuscript, captions, and complete set of figures before planning the order and purpose of each figure.

In plain words
What is it for?
Use it to create a grounded paper brief, review a full figure deck, plan a figure sequence, and pass that sequence to a figure-design workflow.
Why use it?
It helps reveal whether the figures support a clear paper-wide argument instead of treating each figure as an isolated design task.

Skill for Claude CodeCodex

Written for no agent in particular: nothing here depends on one.

Good fit Use it to create a grounded paper brief, review a full figure deck, plan a figure sequence, and pass that sequence to a figure-design workflow.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/aipoch/open-science/paper-narrative
About the project

Open Science is a local-first, model-agnostic workbench for reproducible scientific research. Scientists use its AI agents, Python and R execution, data connectors, and traceable outputs for tasks such as literature review, analysis, simulation, and visualization across macOS, Windows, and Linux.

aipoch/open-science · 3,964 stars · on GitHub · aipoch.com

Install

Getting it into your agent

One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.

Any agent
npx skills add aipoch/open-science --skill paper-narrative
Clone the repo
git clone --depth 1 https://github.com/aipoch/open-science

Made for: Claude Code, Codex.

Wrote this? Show the measurements

A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.

agentmods badge for paper-narrative

README.md
[![agentmods](https://agentmods.dev/badge/skills/aipoch/open-science/paper-narrative.svg)](https://agentmods.dev/skills/aipoch/open-science/paper-narrative)
Your own site
<a href="https://agentmods.dev/skills/aipoch/open-science/paper-narrative"><img src="https://agentmods.dev/badge/skills/aipoch/open-science/paper-narrative.svg" alt="Measured on agentmods" height="20"></a>
Per session 58 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 3,460 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe. Third-party audits
  • NVIDIA SkillSpector pass 7 Sept 2026
How audits are shown
Origin original No closer match found in the catalogue.
Token cost

What it costs to keep this loaded

Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.

ModelPer sessionOnce invoked
Fable 5.1 $0.00058 $0.03460
Opus 5 $0.00029 $0.01730
Sonnet 5 $0.00012 $0.00692
Haiku 4.5 $0.00006 $0.00346

Measured 8d ago against content hash d90ad4cd40a5, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-07, from the pricing page.

Security

Grade A, and why

paper-narrative scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 8d ago.

The scan reads SKILL.md. This mod also ships 1 executable file (kernel.py), listed below but not scanned — reading those needs a real analyzer, not pattern matching.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Nothing flagged

None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.

resources/skills/paper-narrative/SKILL.md · 323 lines

How it starts

The opening of the file, as written. The whole thing — 323 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Paper Narrative — manuscript → brief → figure arc → editorial loop

paper-narrative is the outermost figure workflow. It judges the paper-level story before figure-composer designs any one figure. The inputs are the work itself: a manuscript (or abstract), figure captions, and the current full deck.

Open Science Notebook call

Every notebook_execute request whose code uses a function named in this skill includes this skill ID:

{ "kernelSkillIds": ["paper-narrative"], "code": "print(paper_brief_schema())" }

kernelSkillIds contains the skill ID; function calls belong in code. This request is complete as written: call the named functions directly and do not add an import or discovery step.

Required inputs and trust labels

Keep these inputs distinct throughout the workflow:

  • manuscriptVersionId: immutable manuscript Artifact Version (an abstract-only manuscript is allowed) and the reviewed manuscript text read from it.
  • abstractText: reviewed abstract text when available; use it for bounded brief reasoning while retaining the full manuscript Version as source provenance.
  • captionsVersionId: immutable captions Artifact Version and the reviewed per-figure caption or claim text read from it.
  • deckVersionId: immutable deck Artifact Version containing every current figure in review order.
  • rulesVersionId: immutable design-rules Artifact Version, used only as a reference so the editor judges story rather than visual craft.
  • figureDataVersionIds: immutable data Artifact Versions grouped by figure.
  • figureWidthMmByFigure: reviewed positive venue width for each figure; the downstream composer must not invent this physical output constraint.

Manuscript, captions, deck, and data are source inputs. Every brief, review, arc, move, omission, and proposed analysis is model-generated and requires human review. Never describe generated text as manuscript evidence or source data. Preserve the input Version identities when publishing or delegating downstream work.

Read the full file on GitHub · 323 lines

Files

What ships with it

2 files beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.

Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

  1. 8d ago First seen · 323 lines · 58 tokens per session scan A d90ad4cd40a5

Subscribe to this mod's changes

paper-narrative is a skill published in the GitHub repository aipoch/open-science (3,964 stars, last pushed today), licensed Apache-2.0. It adds 58 tokens to every session and 3,460 once invoked, about $0.0003 per session on Opus 5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.

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