Atlas / Skills / xiangyue-zhang / Paper Analyze

Paper AnalyzeSAFE

skills/xiangyue-zhang/paper-analyze

🔥 An autonomous AI agent that runs your deep learning experiments 24/7 while you sleep. Zero-cost monitoring, Leader-Worker architecture, constant-size memory.

Verdict
SAFE
Grade
B
Trust score
89 /100
Version
—
Hosts
2 documented
License
Apache-2.0
Stars
1,296
01

Overview

🔥 An autonomous AI agent that runs your deep learning experiments 24/7 while you sleep. Zero-cost monitoring, Leader-Worker architecture, constant-size memory.

Read from source at commit d8030f4516acOBSERVED · 2026-10-12
02

Host compatibility

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

HostStatusNotes
claude-codementioned
codexmentioned
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: paper-analyze
description: "Deep analysis of a single paper with figure extraction from arXiv source"
---

# paper-analyze

Perform deep analysis of a single academic paper.

## Usage

```
Claude Code: /paper-analyze <arxiv_id or url>
Codex: $paper-analyze
```

## Behavior

1. Fetch paper metadata from arXiv API
2. Attempt to download arXiv source package (.tar.gz)
3. Extract actual figures from source (not screenshots)
4. Read the full paper (PDF if source unavailable)
5. Generate structured analysis

## Figure Extraction

Priority order:
1. arXiv source package → extract .png/.jpg/.pdf figures
2. PDF extraction as fallback
3. Name files with arxiv_id prefix to avoid collisions

## Output Format

```markdown
# [Paper Title]

**arXiv**: [id] | **Authors**: ... | **Year**: ...

## Problem
What specific problem does this paper address?

## Motivation  
Why is this problem important? What gap exists?

## Method
Detailed technical approach with key equations/algorithms.

![Figure 1](figures/arxiv_id_fig1.png)

## Experiments
- Datasets, baselines, metrics
- Key results table
- Ablation findings

## Insights
- What can we learn and apply?
- Strengths and limitations
- Connections to our research
```
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 2026-10-12 · audit v0.4.1 · source sha d8030f4516acfull audit observations/trust-audit/skill/xiangyue-zhang__paper-analyze.json · Report an issue / request a re-scan
05

Audit history

Every audit this skill has had.

DateSourceVerdictGradeScoreChange
2026-10-12d8030f4516acSAFEB89first audit
06

Questions

What does the Paper Analyze skill do?

🔥 An autonomous AI agent that runs your deep learning experiments 24/7 while you sleep. Zero-cost monitoring, Leader-Worker architecture, constant-size memory.

Is Paper Analyze 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 Paper Analyze access on my machine?

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

Which assistants does Paper Analyze work with?

Its documentation mentions claude-code and codex. 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 (d8030f4516ac), read on 2026-10-12. The repository is watched, and a new audit runs when it changes — this is the first audit.

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