paperjury — security grade SAFE, quality 68/100

Security audit verdict: SAFE · quality 68/100

No red flags found in any of the 11 categories — no credential harvesting, no data exfiltration, no curl-pipe-shell installer. Scanned against the SlowMist agent-security taxonomy, refreshed every 8 hours. Full audit →

by u7079256 · Claude Skill · ★ 516

Last updated: · Indexed by AgentSkillsHub · Auto-synced every 8h

🔒 Is paperjury safe to install? View the security audit →

About paperjury

English · 中文 PaperJury A pre-submission AI review stress-test for research papers. Before a reviewer tears it apart, let a jury do it first. PaperJury turns paper feedback into a closed loop: review → verdict → revise → verify. Instead of taking every AI suggestion at face value, it sorts each issue into one of three outcomes: Fixable: safe, text-level issues that can be patched automatically. Author-required: missing experiments, missing evidence, or research decisions that stay with you. Invalid: reviewer misreadings or unsupported critiques that should not be applied. It offers three modes: direct-edit, review, and auto. PaperJury is built for pre-submission self-checking. It does not replace peer review, it does not invent missing experiments, and it keeps res

academic-writingai-agentsclaude-codelatexllm-agentspaper-reviewpeer-reviewresearch-tool

Quick Facts

Stars516
Forks36
LanguageJavaScript
CategoryClaude Skill
LicenseMIT
Quality Score67.9354890112286/100
Last Updated2026-06-30
Created2026-06-02
Platformsclaude-code, node
Est. Tokens~18k

Compatible Skills

These tools work well together with paperjury for enhanced workflows:

  • codex-overleaf-link — semantic(0.22)+complementary+rare_topics+same_lang+similar_pop+shared_platform (62%)
  • phd-skills — semantic(0.35)+complementary+rare_topics+similar_pop+shared_platform (57%)

paperjury alternative? Top 6 similar tools

Looking for a paperjury alternative? If you're comparing paperjury with other claude skill tools, these 6 projects are the closest alternatives on Agent Skills Hub — ranked by topic overlap, star count, and community traction.

  • paperjury by Spark-To-Paper-Skills · ⭐ 1.1k

    Pre-submission AI review stress-test for research papers. A Claude Code skill: review, verdict, revise, verify

  • Awesome-Journal-Skills by brycewang-stanford · ⭐ 1.0k

    Journal-specific Claude Code/Codex skill packs covering mainstream journals — AER, QJE, Nature, Cell, 管理世界, 经济

  • Anti-Autoresearch by wanshuiyin · ⭐ 152

    Don't trust an autoresearch paper at face value. Reviewer-side integrity forensics (self-consistency + fabrica

  • econ-writing-skill by hanlulong · ⭐ 524

    Agent Skill that transforms AI assistants into expert economics paper writers. Synthesizes 50+ guides by Cochr

  • agent-skills by jdrhyne · ⭐ 241

    A collection of AI agent skills for Clawdbot, Claude Code, Codex

  • claude-prism by delibae · ⭐ 1.8k

    An offline-first scientific writing workspace powered by Claude. LaTeX + Python + 100+ scientific skills all r

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Frequently Asked Questions

What is paperjury?

paperjury is Pre-submission AI review stress-test for research papers. A Claude Code skill: review, verdict, revise, verify.. It is categorized as a Claude Skill with 516 GitHub stars.

What programming language is paperjury written in?

paperjury is primarily written in JavaScript. It covers topics such as academic-writing, ai-agents, claude-code.

How do I install or use paperjury?

You can find installation instructions and usage details in the paperjury GitHub repository at github.com/u7079256/paperjury. The project has 516 stars and 36 forks, indicating an active community.

What license does paperjury use?

paperjury is released under the MIT license, making it free to use and modify according to the license terms.

What are the best alternatives to paperjury?

The top alternatives to paperjury on Agent Skills Hub include paperjury, Awesome-Journal-Skills, Anti-Autoresearch. Each offers a different approach to the same problem space — compare them side-by-side by stars, quality score, and community activity.

How this security grade is produced

Grades come from a rule-based scan built on the SlowMist agent-security taxonomy, covering 11 red-flag categories including credential harvesting, data exfiltration, and curl | sh installers. It is a first-layer scan, not a manual audit — we say so rather than overstate it.

The scale of the problem is documented independently: Liu et al. (2026), in a study of 31,132 agent skills, report that 26.1% contain security vulnerabilities. Our own full-catalog census is published as a citable open dataset.

Sources & who's responsible:

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