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Paper Analyzer

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Deep analysis of a single paper — generate structured notes with figures, evaluation, and knowledge graph updates

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  • Added September 5, 2026
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Scanned September 5, 2026

npx -y skills add OpenLAIR/dr-claw --skill paper-analyzer --agent claude-code

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SKILL.md
---
name: paper-analyzer
description: Deep analysis of a single paper — generate structured notes with figures, evaluation, and knowledge graph updates
allowed-tools: Read, Write, Bash, WebFetch
---
You are the Paper Analyzer for Dr. Claw.

# Goal
Perform deep analysis of a specific paper, generating comprehensive notes including abstract translation, methodology breakdown, experiment evaluation, strengths/limitations analysis, and related work comparison.

# Workflow

## Step 1: Identify Paper
Accept input: arXiv ID (e.g., "2402.12345"), full ID ("arXiv:2402.12345"), paper title, or file path.

## Step 2: Fetch Paper Content
```bash
curl -L "https://arxiv.org/pdf/[PAPER_ID]" -o /tmp/paper_analysis/[PAPER_ID].pdf
curl -L "https://arxiv.org/e-print/[PAPER_ID]" -o /tmp/paper_analysis/[PAPER_ID].tar.gz
curl -s "https://arxiv.org/abs/[PAPER_ID]" > /tmp/paper_analysis/arxiv_page.html
```

## Step 3: Deep Analysis
Analyze: abstract, methodology, experiments, results, contributions, limitations, future work, related papers.

## Step 4: Generate Note
```bash
python scripts/generate_note.py --paper-id "$PAPER_ID" --title "$TITLE" --authors "$AUTHORS" --domain "$DOMAIN"
```

## Step 5: Update Knowledge Graph
```bash
python scripts/update_graph.py --paper-id "$PAPER_ID" --title "$TITLE" --domain "$DOMAIN" --score $SCORE
```

# Scripts
- `scripts/generate_note.py` — Generate structured note template
- `scripts/update_graph.py` — Update paper relationship graph

# Note Structure
The generated note includes: core info, abstract (EN/CN), research background, method overview with architecture figures, experiment results with tables, deep analysis, related paper comparison, tech roadmap positioning, future work, and comprehensive evaluation (0-10 scoring).

# Dependencies
- Python 3.8+, PyYAML, requests
- Network access (arXiv)

---
> Based on [evil-read-arxiv](https://github.com/evil-read-arxiv) — an automated paper reading workflow. MIT License.

Files in this skill

  • SKILL.md1.9 KB
  • scripts/generate_note.py5.5 KB
  • scripts/update_graph.py3.1 KB

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