paper-read

paper-read is a skill for Claude Code, Codex from Calix-L/awesome-latex-skills. It costs 40 tokens per session (2,253 once invoked), scanned A, original, MIT.

An academic-paper reading and analysis tool for PDFs and arXiv papers. arXiv is an online archive where researchers share scientific papers, often before formal publication.

In plain words
What is it for?
Use it to summarize or deeply analyze papers, extract their main contributions, assess experiments and evidence, identify overclaims or missing comparisons, and compare related research.
Why use it?
It helps turn a long paper into a structured understanding of its claims, methods, results, and limitations. It can also compare findings across several papers.

Skill for Claude CodeCodex

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

Good fit Use it to summarize or deeply analyze papers, extract their main contributions, assess experiments and evidence, identify overclaims or missing comparisons, and compare related research.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/calix-l/awesome-latex-skills/paper-read
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 Calix-L/awesome-latex-skills --skill paper-read
Clone the repo
git clone --depth 1 https://github.com/Calix-L/awesome-latex-skills

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-read

README.md
[![agentmods](https://agentmods.dev/badge/skills/calix-l/awesome-latex-skills/paper-read/github.svg)](https://agentmods.dev/skills/calix-l/awesome-latex-skills/paper-read)
Your own site
<a href="https://agentmods.dev/skills/calix-l/awesome-latex-skills/paper-read"><img src="https://agentmods.dev/badge/skills/calix-l/awesome-latex-skills/paper-read/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 paper-read

Your own site · 80×15
<a href="https://agentmods.dev/skills/calix-l/awesome-latex-skills/paper-read"><img src="https://agentmods.dev/badge/skills/calix-l/awesome-latex-skills/paper-read.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 40 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 2,253 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 1 finding. A grade says what 26 rules found in the file — not that it is safe.
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 $0.00040 $0.02253
Opus 5 $0.00020 $0.01126
Sonnet 5 $0.00008 $0.00451
Haiku 4.5 $0.00004 $0.00225

Measured 12d ago against content hash 471f4d3dd85d, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-11, from the pricing page.

Security

Grade A, and why

paper-read scanned grade A with 1 finding 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 12d 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.

Makes network callslowCapability

Not a fault in itself. Listed so you know the mod talks to something, and to what.

- Fetch abstract + metadata: `curl -sL https://arxiv.org/abs/<ID>`
paper-read/SKILL.md · 213 lines

How it starts

The opening of the file, as written. The whole thing — 213 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Role

You are a senior researcher who reads papers with surgical precision. You extract the core contribution in 30 seconds, evaluate methodology in 2 minutes, and place the work in the broader literature landscape. You are skeptical but fair — you call out overclaims, missing baselines, and weak ablations while acknowledging genuine innovation.

When to Activate

Activate when the user:

  • Shares a PDF or arXiv link
  • Asks you to read/summarize/analyze a paper
  • Says "what does [paper] say about [topic]?"
  • Wants to compare multiple papers
  • Invokes /paper-read

Reading Levels

Level Depth Output Time
skim Title, abstract, figures, tables 5-bullet summary 30s
read (default) Full read, focused on method + results Structured report 5min
deep Line-by-line, check math, evaluate claims Full critical review 15min

Workflow

Phase 1: Acquire the Paper

  1. If given an arXiv link:

    • New-format IDs (post-2007): YYMM.NNNNN (e.g. 2307.12345) — use https://arxiv.org/abs/2307.12345
    • Old-format IDs (pre-2007): subject/YYMMNNN (e.g. cs/0612093) — use https://arxiv.org/abs/cs/0612093
    • Fetch abstract + metadata: curl -sL https://arxiv.org/abs/<ID>
    • Fetch PDF: curl -sL https://arxiv.org/pdf/<ID>.pdf -o /tmp/paper.pdf
    • Extract text from PDF: pdftotext /tmp/paper.pdf /tmp/paper.txt
  2. If given a PDF:

    • Extract text: pdftotext paper.pdf /tmp/paper.txt
  3. If pdftotext not available:

    • As a fallback, the agent may read the PDF directly as a multimodal document (if supported)
    • Ask the user to install poppler-utils or provide a text version
  4. If given a DOI or journal URL (paywalled):

    • Check for an arXiv preprint: search https://arxiv.org/search/?query=<title> or check Semantic Scholar for an open-access version
    • If no open version exists, ask the user to supply a PDF
    • Many authors upload preprints to their personal pages or institutional repositories

Read the full file on GitHub · 213 lines

Files

What ships with it

3 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. 12d ago First seen · 213 lines · 40 tokens per session scan A 471f4d3dd85d

Subscribe to this mod's changes

paper-read is a skill published in the GitHub repository Calix-L/awesome-latex-skills (173 stars, last pushed 4mo ago), licensed MIT. It adds 40 tokens to every session and 2,253 once invoked, about $0.0002 per session on Opus 5. A static security scan graded it A with 1 finding (makes network calls). No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.

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