Atlas / Skills / brycewang-stanford / Composition

CompositionSAFE

skills/brycewang-stanford/composition

🔬 A curated collection of 23,000+ agent skills for empirical research across 8 social science disciplines. | 精选 23,000+ AI Agent 技能库,覆盖8大社会科学学科的实证研究。CoPaper.AI 20分钟完成一篇可复现的规范实证论文,并支持用户上传 Skills。-- Maintained by CoPaper.AI from Stanford REAP.

Verdict
SAFE
Grade
B
Trust score
89 /100
Version
1.0.0
Hosts
1 documented
License
NOASSERTION
Stars
4,535
01

Overview

🔬 A curated collection of 23,000+ agent skills for empirical research across 8 social science disciplines. | 精选 23,000+ AI Agent 技能库,覆盖8大社会科学学科的实证研究。CoPaper.AI 20分钟完成一篇可复现的规范实证论文,并支持用户上传 Skills。-- Maintained by CoPaper.AI from Stanford REAP.

Read from source at commit e1ba289846fdOBSERVED · 2026-10-08
02

Host compatibility

What the documentation claims. We have not run a compatibility test.

HostStatusNotes
openclawmentioned
03

What it tells the agent

The instruction file, verbatim from the audited commit — this is the text the model reads, and the surface the audit's instruction layer examines. Quoted here so you can judge it without cloning anything.

---
name: composition-skills
description: "11 academic writing skills. Trigger: writing paper sections, structuring arguments, academic prose. Design: section-by-section guides (abstract, intro, methods, discussion) with templates."
---

# Academic Writing — 11 Skills

Select the skill matching the user's need, then `read` its SKILL.md.

| Skill | Description |
|-------|-------------|
| [abstract-writing-guide](./abstract-writing-guide/SKILL.md) | Craft structured research abstracts that maximize clarity and journal acceptance |
| [discussion-writing-guide](./discussion-writing-guide/SKILL.md) | Write effective discussion sections that interpret results and impact |
| [introduction-writing-guide](./introduction-writing-guide/SKILL.md) | Guide to writing effective research paper introductions |
| [literature-review-writing](./literature-review-writing/SKILL.md) | Structure and write comprehensive literature reviews for any field |
| [methods-section-guide](./methods-section-guide/SKILL.md) | Guide to writing clear and reproducible methodology sections |
| [ml-paper-writing](./ml-paper-writing/SKILL.md) | Write ML/AI research papers targeting NeurIPS, ICML, and ICLR venues |
| [research-paper-writer](./research-paper-writer/SKILL.md) | Guide for writing formal academic papers following IEEE and ACM standards |
| [response-to-reviewers](./response-to-reviewers/SKILL.md) | Write effective point-by-point responses to peer reviewer comments for revisions |
| [scientific-writing-guide](./scientific-writing-guide/SKILL.md) | Curated tools and techniques for scientific writing beyond LaTeX |
| [scientific-writing-resources](./scientific-writing-resources/SKILL.md) | Curated tools and resources for effective scientific writing |
| [scientific-writing-wrapper](./scientific-writing-wrapper/SKILL.md) | AI-powered scientific writing workflow from outline to polished draft |
04

Trust audit

SAFEgrade B · trust 89/100 Nothing in the source contradicts what it says it does. Grade A is reserved for packages that have also passed the behavioural sandbox.

LayerWhat it checksResult
L0Provenance & inventoryPASS
L1Static analysis of the codeNA
L2Instruction surface (what it tells the agent)PASS
L3Class-specific surfacePASS
L4Behavioural (sandbox)SKIPPED

What the source does

Filesystem
none-observed
Network
none-observed
Shell
none-observed
Dependencies
pinned
Secrets in source
none-found

Findings (0)

No findings outside the package's declared scope.

Gates applied: no_behavioural_pass.

Audited 2026-10-08 · audit v0.4.1 · source sha e1ba289846fdfull audit observations/trust-audit/skill/brycewang-stanford__composition.json · Report an issue / request a re-scan
05

Audit history

Every audit this skill has had.

DateSourceVerdictGradeScoreChange
2026-10-08e1ba289846fdSAFEB89first audit
06

Questions

What does the Composition skill do?

🔬 A curated collection of 23,000+ agent skills for empirical research across 8 social science disciplines. | 精选 23,000+ AI Agent 技能库,覆盖8大社会科学学科的实证研究。CoPaper.AI 20分钟完成一篇可复现的规范实证论文,并支持用户上传 Skills。-- Maintained by CoPaper.AI from Stanford REAP.

Is Composition safe to install?

The audit found nothing in the source that contradicts what it says it does, and graded it B (89/100). Grade A is held back for packages that have also passed a sandboxed behavioural run, which is why a clean skill reads B.

What can Composition access on my machine?

The audit observed no filesystem, network or shell use at all in its source.

What do I need installed to use Composition?

Its own instructions reference read. Dependencies are pinned to exact versions.

Which assistants does Composition work with?

Its documentation mentions openclaw. That is what the text claims, not a compatibility test we ran.

How current is this page?

The grade is for one exact copy of the source (e1ba289846fd), read on 2026-10-08. The repository is watched, and a new audit runs when it changes — this is the first audit.

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