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scholaraio: Skill for Claude Code

.claude/skills/nature-workflow/SKILL.md

nature-workflow is a skill for Claude Code from ZimoLiao/scholaraio. It costs 91 tokens per session (1,160 once invoked), scanned A, original, MIT.

A routing guide for Nature Skills, a group of workflows for Nature-family journals and other high-impact research publishing tasks. It directs requests to the matching original workflow when that workflow is available.

In plain words
What is it for?
Route requests involving Nature-style writing, figures, reviewer feedback, polishing, major-revision responses, and related high-impact journal work to the appropriate workflow.
Why use it?
It helps select the appropriate journal-related process instead of applying one generic procedure to every request. If the original workflow is unavailable, it provides a clearly marked fallback route.

Skill for Claude Code

Written for Claude Code: installed under .claude/.

This is ZimoLiao/scholaraio's own configuration. It tells Claude Code how to work on scholaraio itself, so it is not a mod to install elsewhere. Copy it as a starting point and replace the rules that are about this project. Everything scholaraio configures →

Part of the scholaraio plugin — 44 skills, 1 hook shipped together

not rated 584repo +1 10d ago A scan SkillSpector: pass 91 tokens original MIT
View source ↗ ZimoLiao/scholaraio zimoliao.github.io
Reuse

Borrowing it

Nothing to install: this file belongs to ZimoLiao/scholaraio. Take a copy, put it at the same path in your own repository, and replace the rules that are about this project with yours.

Copy the file
curl -O https://raw.githubusercontent.com/ZimoLiao/scholaraio/main/.claude/skills/nature-workflow/SKILL.md
Clone the repo
git clone --depth 1 https://github.com/ZimoLiao/scholaraio

Made for: Claude Code.

Or install scholaraio, the plugin that ships this one along with the rest of its 44 skills, 1 hook.

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 nature-workflow

README.md
[![agentmods](https://agentmods.dev/badge/skills/zimoliao/scholaraio/nature-workflow/github.svg)](https://agentmods.dev/skills/zimoliao/scholaraio/nature-workflow)
Your own site
<a href="https://agentmods.dev/skills/zimoliao/scholaraio/nature-workflow"><img src="https://agentmods.dev/badge/skills/zimoliao/scholaraio/nature-workflow/github.svg" alt="Measured on agentmods" height="20"></a>

Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.

agentmods 80×15 button for nature-workflow

Your own site · 80×15
<a href="https://agentmods.dev/skills/zimoliao/scholaraio/nature-workflow"><img src="https://agentmods.dev/badge/skills/zimoliao/scholaraio/nature-workflow.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 91 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 1,160 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 $0.00091 $0.01160
Opus 5.5 $0.00036 $0.00464
Sonnet 5.5 $0.00018 $0.00232
Haiku 4.5 $0.00009 $0.00116

Measured 2mo ago against content hash f57eaaf19924, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

nature-workflow 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 2mo ago.

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.

.claude/skills/nature-workflow/SKILL.md · 104 lines

How it starts

The opening of the file, as written. The whole thing — 104 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Nature Workflow Bridge

This skill is a bridge to the upstream nature-skills bundle, not a simplified clone of it. Its job is to route the user's request to the right original nature-* skill when that skill is installed or otherwise available, and to fall back to ScholarAIO's existing skills only when the original upstream skill cannot be used in the current host.

Direct-Use Policy

Use the original upstream nature-* skill directly whenever it is available. Do not emulate, summarize, or partially rewrite upstream behavior from this bridge. Do not copy only SKILL.md from upstream; direct use requires the whole skill directory, including manifest.yaml, static/, references/, scripts, assets, and skills/_shared when the upstream skill references it.

If the upstream skill is unavailable, say so, then use the ScholarAIO fallback route from references/upstream-skill-map.md. Mark the output as a ScholarAIO fallback, not as an upstream-equivalent Nature Skills result.

Reference Loading

Load only what the current request needs:

  • references/upstream-skill-map.md: load for routing decisions or when the request could match more than one upstream skill.
  • references/bridge-policy.md: load when installation, direct-use behavior, upstream fidelity, or fallback limitations matter.
  • references/upstream-install.md: load when the user needs the original upstream nature-* skills installed or asks whether this bridge is a simplified local copy.
  • references/quickstart.md: load when the user asks how to use the bridge or wants example prompts.

First Pass

Classify the request before doing work:

  1. Upstream target: one or more of nature-figure, nature-polishing, nature-writing, nature-reviewer, nature-citation, nature-data, nature-reader, nature-response, nature-paper2ppt, or nature-academic-search.
  2. Availability: original upstream skill available, installed through a plugin/local skill path, or unavailable.
  3. ScholarAIO fallback: only if upstream cannot be used.
  4. Evidence state: manuscript/text/PDF/figures/comments/data/references supplied, workspace available, or missing inputs.

Read the full file on GitHub · 104 lines

Files

What ships with it

4 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. 2mo ago First seen · 104 lines · 91 tokens per session scan A f57eaaf19924

Subscribe to this mod's changes

nature-workflow is a skill published in the GitHub repository ZimoLiao/scholaraio (584 stars, last pushed 10d ago), licensed MIT. It adds 91 tokens to every session and 1,160 once invoked, about $0.0004 per session on Opus 5.5. 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.

ResearchScientificagentic-scienceagentic-searchai-agentcomputational-researchresearch-workflowscientific-computing
Related

nature-workflow compared with skills from other repositories

nature-workflow next to 6 skills from other repositories
ModTypeStarsLast pushLicenceScanTokensWorks with
nature-workflowZimoLiao/scholaraioSkill58410d agoMITA91Claude Code
infrastructure-validationdocxology/templateSkill23yesterdayApache-2.0A54Claude Code, Codex
provenance-dagdocxology/templateSkill23yesterdayApache-2.0A103Claude Code, Codex
scientific-connectorsdocxology/templateSkill23yesterdayApache-2.0A87Claude Code, Codex
infrastructure-search-literaturedocxology/templateSkill23yesterdayApache-2.0A123Claude Code, Codex
template-academic-paper-reviewerdocxology/templateSkill23yesterdayApache-2.0A52Claude Code, Codex
template-reproducibility-auditdocxology/templateSkill23yesterdayApache-2.0A70Claude Code, Codex