#768 by GitHub stars

Spark-To-Paper-Skills/paperjury

Three modes for CS-conference papers (CVPR/ICCV/ECCV vision, ACL/EMNLP/NAACL NLP, ICLR/NeurIPS/ICML/AAAI ML). DIRECT-EDIT mode (common): the user describes a change in Chinese or English and the manuscript (LaTeX or Markdown) is edited directly through a CS-venue writing toolkit with author sign-off

Claude Code Research Writing Testing

History

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View on GitHub Add to my skills

Verified commit 53c75e86285dc5b38e8d60c6eb0b0adaf4838250

Version-pinned installation · Claude Code

git clone --filter=blob:none --no-checkout https://github.com/Spark-To-Paper-Skills/paperjury.git .hotskills/spark-to-paper-skills-paperjury && git -C .hotskills/spark-to-paper-skills-paperjury checkout --detach 53c75e86285dc5b38e8d60c6eb0b0adaf4838250
# Copy each selected skill directory from .hotskills/spark-to-paper-skills-paperjury into .claude/skills/<skill-name>/

1.2kGitHub stars

1star in 7 days

1skill in this repository

0commits in 30 days

Heat

1.6

Star growth, last 7 daysAhead of 35% of tracked repositories
Star growth, last 24 hoursAhead of 2% of tracked repositories
Rank movement, last 7 daysAhead of 13% of tracked repositories
Commits, last 30 daysAhead of 0% of tracked repositories
Accounts asking about it through MCP, last 7 daysNot available
Hot votes this weekAhead of 0% of tracked repositories

Heat never changes the order by stars, and sponsorship never touches it. How heat works

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Individual skills in this repository

paperjury /

How it works

paperjury

When your agent uses it

Three modes for CS-conference papers (CVPR/ICCV/ECCV vision, ACL/EMNLP/NAACL NLP, ICLR/NeurIPS/ICML/AAAI ML). DIRECT-EDIT mode (common): the user describes a change in Chinese or English and the manuscript (LaTeX or Markdown) is edited directly through a CS-venue writing toolkit with author sign-off (use for 改这段 / 把中文想法写成 latex / polish / de-AI / translate / compress a passage). REVIEW mode (occasional, pre-submission): harden the paper through an adversarial courtroom review engine (N holistic domain reviewers / contestability routing / two-sided trial / three-way verdict / clerk-converged multi-round loop) with consensus-gated, author-signed revisions (use for review / critique / 审稿 / 评审 / mock-review). AUTO mode (unattended, opt-in via /goal): run the review-revise loop toward a verifiable goal, applying safe fixes under a drift-bounded policy and queueing risky ones. Resolves all inputs at runtime, no hardcoded paths. Not a from-scratch drafter (use ml-paper-writing) and not an official-venue rebuttal.

What it loads into context

Frontmatter

337 tokens

Always available to the agent

SKILL.md

5,206 tokens

When the skill is activated

Reference documents

64,186 tokens

Loaded on request

Token counts are estimates. Scripts run separately; they are not counted as reference context.

The playbook

When to use / when not
The three primitives
Resolving inputs at runtime (no hardcoded paths)
Direct-edit mode (the common case)
Why fan-out is a Workflow and the rest is conversation
Review mode: one round, end to end
Hard rules (load-bearing, venue-agnostic)
Memory convention
Maximizing it under ultracode
Capabilities and status
Related skills

Scripts executed separately

package.json
scripts/anchor-diff.js
scripts/apply-patch.js
scripts/check-update.js
scripts/compile-guard.js
scripts/compliance-check.js
scripts/cross-ref.js
scripts/decompose.js
scripts/doctor.js
scripts/extract-docx.js
scripts/journal.js
scripts/ledger.js
scripts/rekey.js
scripts/spine.js
tests/apply-patch.test.js
tests/check-update.test.js
tests/compile-guard-md.test.js
tests/compliance-md.test.js
tests/decompose.test.js
tests/doctor.test.js
tests/docx-e2e.test.js
tests/extract-docx.test.js
tests/helpers/docx-fixture.js
tests/ledger.test.js
tests/rekey.test.js
workflows/assign-reviewers.workflow.js
workflows/clerk.workflow.js
workflows/coverage-auditor.workflow.js
workflows/drafter.workflow.js
workflows/edit-audit.workflow.js
workflows/meaning-audit.workflow.js
workflows/merge.workflow.js
workflows/polish.workflow.js
workflows/reading-check.workflow.js
workflows/recall-audit.workflow.js
workflows/review-panel.workflow.js
workflows/trial.workflow.js

Files

.claude-plugin/marketplace.jsonasset890 bytes
.claude-plugin/plugin.jsonasset760 bytes
.github/ISSUE_TEMPLATE/bug_report.ymlasset1,395 bytes
.github/ISSUE_TEMPLATE/config.ymlasset233 bytes
.github/ISSUE_TEMPLATE/feature_request.ymlasset973 bytes
.github/ISSUE_TEMPLATE/paper_workflow_feedback.ymlasset1,568 bytes
.github/workflows/ci.ymlasset424 bytes
.gitignoreasset293 bytes
CHANGELOG.mddoc10,956 bytes
CHANGELOG.zh-CN.mddoc10,255 bytes
CITATION.bibasset313 bytes
LICENSEasset1,067 bytes
README.en.mddoc27,909 bytes
README.mddoc27,562 bytes
SKILL.mdcore21,078 bytes
SKILL.mdcore21,078 bytes
SKILL.mdcore21,078 bytes
configs/config-template.mddoc3,715 bytes
docs/AGENT-GUIDE.mddoc21,330 bytes
docs/AUTO_MODE_DESIGN.mddoc36,502 bytes
docs/REVIEW_ENGINE_V3_DESIGN.mddoc11,356 bytes
docs/SUBMISSION_READINESS_DESIGN.mddoc9,630 bytes
docs/index.htmlasset125,170 bytes
docs/overview-card-dark.pngasset158,066 bytes
docs/overview-card-light.pngasset160,142 bytes
docs/overview-card.pngasset158,066 bytes
docs/overview.htmlasset110,393 bytes
docs/paperjury-favicon.pngasset2,590 bytes
docs/paperjury-mark.pngasset36,578 bytes
docs/paperjury-paper.pdfasset4,968,480 bytes
docs/showcase/SHOWCASE.mddoc1,285 bytes
package.jsonruns312 bytes
references/auto-mode.mddoc8,743 bytes
references/ledger-schema.mddoc10,557 bytes
references/methodology.mddoc8,158 bytes
references/review-engine-v3.mddoc25,097 bytes
references/reviewer-personas.mddoc7,773 bytes
references/spine.mddoc7,028 bytes
references/submission-compliance.mddoc6,520 bytes
references/writing-toolkit.mddoc7,844 bytes
samples/dogfood/README.mddoc446 bytes
samples/dogfood/RUN_REPORT.mddoc3,499 bytes
samples/dogfood/RUN_REPORT.zh-CN.mddoc3,153 bytes
samples/dogfood/original_draft.pdfasset604,572 bytes
samples/dogfood/revised_draft.pdfasset607,813 bytes
scripts/anchor-diff.jsruns4,537 bytes
scripts/apply-patch.jsruns5,953 bytes
scripts/check-update.jsruns6,585 bytes
scripts/compile-guard.jsruns8,663 bytes
scripts/compliance-check.jsruns8,585 bytes
scripts/cross-ref.jsruns5,310 bytes
scripts/decompose.jsruns11,766 bytes
scripts/doctor.jsruns13,555 bytes
scripts/extract-docx.jsruns40,451 bytes
scripts/journal.jsruns8,152 bytes
scripts/ledger.jsruns21,231 bytes
scripts/rekey.jsruns6,053 bytes
scripts/spine.jsruns3,414 bytes
tests/apply-patch.test.jsruns6,358 bytes
tests/check-update.test.jsruns1,652 bytes
tests/compile-guard-md.test.jsruns4,259 bytes
tests/compliance-md.test.jsruns4,175 bytes
tests/decompose.test.jsruns6,050 bytes
tests/doctor.test.jsruns3,839 bytes
tests/docx-e2e.test.jsruns6,010 bytes
tests/extract-docx.test.jsruns18,094 bytes
tests/fixtures/decompose-latex-snapshot.jsonasset1,255 bytes
tests/fixtures/minimal-paper/main.texasset284 bytes
tests/fixtures/update-tags.txtdoc28 bytes
tests/helpers/docx-fixture.jsruns16,553 bytes
tests/ledger.test.jsruns9,368 bytes
tests/rekey.test.jsruns11,593 bytes
workflows/assign-reviewers.workflow.jsruns7,338 bytes
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workflows/coverage-auditor.workflow.jsruns4,645 bytes
workflows/drafter.workflow.jsruns6,302 bytes
workflows/edit-audit.workflow.jsruns4,969 bytes
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workflows/merge.workflow.jsruns6,000 bytes
workflows/polish.workflow.jsruns7,026 bytes
workflows/reading-check.workflow.jsruns9,179 bytes
workflows/recall-audit.workflow.jsruns7,084 bytes
workflows/review-panel.workflow.jsruns12,479 bytes
workflows/trial.workflow.jsruns15,358 bytes

Read SKILL.md


# PaperJury (CS-conference paper review and editing)

PaperJury edits and hardens any CS-conference paper. It runs in
three modes. In **direct-edit mode** (the common case) the user describes a change
in Chinese or English and the LaTeX is edited directly through a CS-venue writing
toolkit, with author sign-off. In **review mode** (occasional, pre-submission) it
exposes the manuscript to a harsh, multi-perspective courtroom review engine that
adjudicates each issue (N holistic domain reviewers -> contestability routing ->
two-sided trial -> three-way verdict, with a polish track and a clerk-converged
multi-round loop), gates every change behind consensus, and tracks issues in a durable
ledger. In **auto mode** (unattended, opt-in via `/goal`) it runs that same engine
toward a verifiable goal, applying safe fixes under a drift-bounded policy and
queueing the risky ones for one human pass on return. All modes share the same
writing toolkit, hard rules, ledger, and author sign-off (auto via up-front policy

View the complete source on GitHub

Skills included

paperjury

Repository facts

License: MIT
Created: Jun 2, 2026
Last pushed: Aug 14, 2026
Forks: 46
Open issues: 1
Project activity: Slowing

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Before you install

Network or broad shell

Automated signals, not a guarantee

Checked Nov 3, 2026

Not fully analyzed: some files were too long, unreadable or missing. This never lowers the level.

Show 2 notes

SKILL.md:1 Analysis incomplete: Referenced executable target unavailable; not analyzed
SKILL.md:1 Analysis incomplete: Referenced executable target unavailable; not analyzed

No broad tool permissions
No dangerous shell commands
221 network referencesin 15 files: docs/index.html:10 README.md:14 README.en.md:14 and 12 more
No hidden or obfuscated text
No instruction overrides
37 executable scriptsin 37 files: package.json:1 scripts/anchor-diff.js:1 scripts/apply-patch.js:1 and 34 more
No access to secrets
No requests to vote in Hot

Show all 258 signals by file

`.claude-plugin/marketplace.json`

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"name": "Yiran Wang"       },       "homepage": "https://github.com/Spark-To-Paper-Skills/paperjury",

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},       "homepage": "https://github.com/Spark-To-Paper-Skills/paperjury",       "license": "MIT",

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"homepage": "https://github.com/Spark-To-Paper-Skills/paperjury",

`.claude-plugin/plugin.json`

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"name": "Yiran Wang"   },   "homepage": "https://github.com/Spark-To-Paper-Skills/paperjury",

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},   "homepage": "https://github.com/Spark-To-Paper-Skills/paperjury",   "repository": "https://github.com/Spark-To-Paper-Skills/paperjury",

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"homepage": "https://github.com/Spark-To-Paper-Skills/paperjury",

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"repository": "https://github.com/Spark-To-Paper-Skills/paperjury",

`.github/ISSUE_TEMPLATE/config.yml`

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contact_links:   - name: Interactive overview     url: https://spark-to-paper-skills.github.io/paperjury/overview.html

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- name: Interactive overview     url: https://spark-to-paper-skills.github.io/paperjury/overview.html     about: See how the review to verdict to revise to verify loop works before filing.

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url: https://spark-to-paper-skills.github.io/paperjury/overview.html

`CITATION.bib`

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archivePrefix={arXiv},   primaryClass={cs.CL},   url={https://arxiv.org/abs/2606.16322},

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primaryClass={cs.CL},   url={https://arxiv.org/abs/2606.16322}, }

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```
url={https://arxiv.org/abs/2606.16322},
```

`README.en.md`

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<p align="center">   <a href="https://spark-to-paper-skills.github.io/paperjury/"><img alt="Website" src="https://img.shields.io/badge/Website-paperjury-b07d2a?logo=githubpages&logoColor=white"></a>

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<a href="https://spark-to-paper-skills.github.io/paperjury/"><img alt="Website" src="https://img.shields.io/badge/Website-paperjury-b07d2a?logo=githubpages&logoColor=white"></a>

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<a href="https://arxiv.org/abs/2606.16322"><img alt="arXiv" src="https://img.shields.io/badge/arXiv-2606.16322-b31b1b?logo=arxiv&logoColor=white"></a>

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<a href="samples/dogfood/"><img alt="Dogfood sample" src="https://img.shields.io/badge/Sample-Dogfood-2f7d55"></a>

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<a href="https://github.com/Spark-To-Paper-Skills/paperjury/releases"><img alt="Releases" src="https://img.shields.io/badge/Releases-stable-3b3d47"></a>

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<a href="LICENSE"><img alt="License: MIT" src="https://img.shields.io/badge/License-MIT-yellow.svg"></a>

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<a href="https://github.com/Spark-To-Paper-Skills/paperjury"><img alt="GitHub" src="https://img.shields.io/badge/GitHub-paperjury-181717?logo=github"></a>

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<p align="center">   <a href="https://spark-to-paper-skills.github.io/paperjury/?lang=en">🏛<U+FE0F> Project website</a> ·

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<a href="https://spark-to-paper-skills.github.io/paperjury/?lang=en">🏛<U+FE0F> Project website</a> ·

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<a href="https://spark-to-paper-skills.github.io/paperjury/overview.html?lang=en">🧭 Interactive overview</a> ·

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<a href="docs/AGENT-GUIDE.md">🧑<U+200D>✈<U+FE0F> Agent Guide</a> ·   <a href="CITATION.bib">📌 BibTeX</a> ·   <a href="https://github.com/Spark-To-Paper-Skills/paperjury-codex">💻 Codex port</a>

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<a href="CITATION.bib">📌 BibTeX</a> ·   <a href="https://github.com/Spark-To-Paper-Skills/paperjury-codex">💻 Codex port</a> </p>

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<a href="https://github.com/Spark-To-Paper-Skills/paperjury-codex">💻 Codex port</a>

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<p align="center">   <a href="https://spark-to-paper-skills.github.io/paperjury/?lang=en">

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<a href="https://spark-to-paper-skills.github.io/paperjury/?lang=en">

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<b>🏆 Real dogfood sample</b><br><br> A full auto-mode review round on a real draft: the repo ships <b>before/after PDFs</b> plus a <b>human-verified run report</b>. Inspect the sample before handing it your own manuscript.<br><br> <a href="

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A full auto-mode review round on a real draft: the repo ships <b>before/after PDFs</b> plus a <b>human-verified run report</b>. Inspect the sample before handing it your own manuscript.<br><br> <a href="docs/showcase/SHOWCASE.md"><img src="

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<a href="docs/showcase/SHOWCASE.md"><img src="https://img.shields.io/badge/View_Full_Sample_→-Before_After_Report-d73a49?style=for-the-badge" alt="View full sample"></a>

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- 🎉 **RedNote community milestone:** the PaperJury post has reached **30k views** and **1.8k saves**. Thanks for sharing and saving it, and for recommending PaperJury to more friends who are writing and revising papers. - 📄 **2026-06-15: Th

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- 📄 **2026-06-15: The PaperJury paper is on arXiv.** Read it here: [*PaperJury: Due-Process Review for Bounded LaTeX Revision*](https://arxiv.org/abs/2606.16322) (arXiv:2606.16322) — the full review → verdict → revise → verify engine writte

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- 🔔 **2026-06-10: v1.0.0 released.** First stable release, aligned with the Codex port's v1.0. Adds a non-blocking update reminder that points to the latest stable release when a newer tag exists. - 🚀 **2026-06-05: PaperJury's Codex-first p

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- 🚀 **2026-06-05: PaperJury's Codex-first port has shipped.** Open it here: [paperjury-codex](https://github.com/Spark-To-Paper-Skills/paperjury-codex).

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archivePrefix={arXiv},   primaryClass={cs.CL},   url={https://arxiv.org/abs/2606.16322},

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primaryClass={cs.CL},   url={https://arxiv.org/abs/2606.16322}, }

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```
url={https://arxiv.org/abs/2606.16322},
```

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12 held-out papers (4 each from Vision, NLP, and ML), four baselines, blinded expert audit ([arXiv 2606.16322](https://arxiv.org/abs/2606.16322)). The struck-through number is the strongest baseline, the **LLM-as-judge loop**:

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Blinded relabeling agreement per verdict class: invalid-drop **0.872**, valid-fixable **0.913**, author-required **0.860**. And in the ablations, removing a component breaks the system exactly where that component's job was (drop the guard

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It is a Claude Code skill, installable two ways. For the Codex-first port, use [paperjury-codex](https://github.com/Spark-To-Paper-Skills/paperjury-codex).

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# macOS / Linux git clone https://github.com/Spark-To-Paper-Skills/paperjury ~/.claude/skills/paperjury

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git clone https://github.com/Spark-To-Paper-Skills/paperjury ~/.claude/skills/paperjury

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# Windows (PowerShell) git clone https://github.com/Spark-To-Paper-Skills/paperjury "$env:USERPROFILE\.claude\skills\paperjury"

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git clone https://github.com/Spark-To-Paper-Skills/paperjury "$env:USERPROFILE\.claude\skills\paperjury"

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| What you want to inspect | Entry point | |---|---| | Results and method, visualized | [project website](https://spark-to-paper-skills.github.io/paperjury/?lang=en) · [interactive overview](https://spark-to-paper-skills.github.io/paperjury

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|---|---| | Results and method, visualized | [project website](https://spark-to-paper-skills.github.io/paperjury/?lang=en) · [interactive overview](https://spark-to-paper-skills.github.io/paperjury/overview.html?lang=en) | | Real run output

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| Results and method, visualized | [project website](https://spark-to-paper-skills.github.io/paperjury/?lang=en) · [interactive overview](https://spark-to-paper-skills.github.io/paperjury/overview.html?lang=en) |

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**Learn more:** [`docs/AGENT-GUIDE.md`](docs/AGENT-GUIDE.md) (driving guide) · [`docs/REVIEW_ENGINE_V3_DESIGN.md`](docs/REVIEW_ENGINE_V3_DESIGN.md) (design rationale) · [project website](https://spark-to-paper-skills.github.io/paperjury/?la

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The spine and anti-drift design (the anchor logic-transfer audit, the claim register, and the minimal-edit, intent-preserving revision policy) is inspired by [PaperSpine](https://github.com/WUBING2023/PaperSpine), a motivation-driven paper

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[![GitHub stars](https://img.shields.io/github/stars/Spark-To-Paper-Skills/paperjury?style=for-the-badge&logo=github&color=f5c542&label=GitHub%20Stars)](https://www.star-history.com/#Spark-To-Paper-Skills/paperjury&Date)

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<sub>Live star chart paused — GitHub restricted third-party access to stargazer data; it returns once the [star-history GitHub App](https://star-history.com/blog/github-stargazer-api-restriction) is installed on this repo.</sub>

`README.md`

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<p align="center">   <a href="https://spark-to-paper-skills.github.io/paperjury/"><img alt="Website" src="https://img.shields.io/badge/Website-paperjury-b07d2a?logo=githubpages&logoColor=white"></a>

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<a href="https://spark-to-paper-skills.github.io/paperjury/"><img alt="Website" src="https://img.shields.io/badge/Website-paperjury-b07d2a?logo=githubpages&logoColor=white"></a>

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<a href="https://arxiv.org/abs/2606.16322"><img alt="arXiv" src="https://img.shields.io/badge/arXiv-2606.16322-b31b1b?logo=arxiv&logoColor=white"></a>

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<a href="samples/dogfood/"><img alt="Dogfood sample" src="https://img.shields.io/badge/Sample-Dogfood-2f7d55"></a>

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<a href="https://github.com/Spark-To-Paper-Skills/paperjury/releases"><img alt="Releases" src="https://img.shields.io/badge/Releases-stable-3b3d47"></a>

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<a href="LICENSE"><img alt="License: MIT" src="https://img.shields.io/badge/License-MIT-yellow.svg"></a>

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<a href="https://github.com/Spark-To-Paper-Skills/paperjury"><img alt="GitHub" src="https://img.shields.io/badge/GitHub-paperjury-181717?logo=github"></a>

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<p align="center">   <a href="https://spark-to-paper-skills.github.io/paperjury/?lang=zh">🏛<U+FE0F> 项目主页</a> ·

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<a href="https://spark-to-paper-skills.github.io/paperjury/?lang=zh">🏛<U+FE0F> 项目主页</a> ·

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<a href="https://spark-to-paper-skills.github.io/paperjury/overview.html?lang=zh">🧭 交互式总览</a> ·

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<a href="docs/AGENT-GUIDE.md">🧑<U+200D>✈<U+FE0F> Agent Guide</a> ·   <a href="CITATION.bib">📌 BibTeX</a> ·   <a href="https://github.com/Spark-To-Paper-Skills/paperjury-codex">💻 Codex 版</a>

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<a href="CITATION.bib">📌 BibTeX</a> ·   <a href="https://github.com/Spark-To-Paper-Skills/paperjury-codex">💻 Codex 版</a> </p>

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<a href="https://github.com/Spark-To-Paper-Skills/paperjury-codex">💻 Codex 版</a>

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<p align="center">   <a href="https://spark-to-paper-skills.github.io/paperjury/?lang=zh">

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<a href="https://spark-to-paper-skills.github.io/paperjury/?lang=zh">

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<b>🏆 真实 Dogfood 样例</b><br><br> 展示了一篇真实草稿在 auto 模式下的一轮完整评审过程：仓库中提供了<b>修改前后的 PDF</b>，以及<b>经过人工核对的运行报告</b>。建议先查看样例，再决定是否使用此工具评审自己的论文。<br><br> <a href="docs/showcase/SHOWCASE.md"><img src="https://img.shields.io/badge/查看完整样例_→-Before_After_Repo

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展示了一篇真实草稿在 auto 模式下的一轮完整评审过程：仓库中提供了<b>修改前后的 PDF</b>，以及<b>经过人工核对的运行报告</b>。建议先查看样例，再决定是否使用此工具评审自己的论文。<br><br> <a href="docs/showcase/SHOWCASE.md"><img src="https://img.shields.io/badge/查看完整样例_→-Before_After_Report-d73a49?style=for-the-badge"

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<a href="docs/showcase/SHOWCASE.md"><img src="https://img.shields.io/badge/查看完整样例_→-Before_After_Report-d73a49?style=for-the-badge" alt="查看完整样例"></a>

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- 🎉 **RedNote（小红书）里程碑：** 相关分享已达到 **3 万次浏览**、**1.8k 次收藏**。感谢大家的转发和收藏，也感谢大家将 PaperJury 推荐给更多正在撰写和修改论文的朋友。 - 📄 **2026-06-15：PaperJury 论文已发布到 arXiv。** arXiv 页面：[*PaperJury: Due-Process Review for Bounded LaTeX Revision*](https://arxiv.org/abs/2

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- 📄 **2026-06-15：PaperJury 论文已发布到 arXiv。** arXiv 页面：[*PaperJury: Due-Process Review for Bounded LaTeX Revision*](https://arxiv.org/abs/2606.16322)（arXiv:2606.16322）。论文系统介绍了「审稿 → 裁定 → 修改 → 复查」引擎：哪些任务由确定性脚本处理，哪些判断交给语义 agent；有争议的问题如何进入审议；不同风险的

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- 🔔 **2026-06-10：v1.0.0 发布。** 这是第一个稳定版，与 Codex 版 v1.0 对齐。新增软更新提醒：发现新的稳定 tag 时只提示，不打断当前工作。 - 🚀 **2026-06-05：PaperJury 的 Codex 版已发布。** 入口在这里：[paperjury-codex](https://github.com/Spark-To-Paper-Skills/paperjury-codex)。 - 🧪 **Dogfood sample 已加入

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- 🚀 **2026-06-05：PaperJury 的 Codex 版已发布。** 入口在这里：[paperjury-codex](https://github.com/Spark-To-Paper-Skills/paperjury-codex)。

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archivePrefix={arXiv},   primaryClass={cs.CL},   url={https://arxiv.org/abs/2606.16322},

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primaryClass={cs.CL},   url={https://arxiv.org/abs/2606.16322}, }

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```
url={https://arxiv.org/abs/2606.16322},
```

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12 篇 held-out 论文(Vision、NLP、ML 各 4 篇)、四个 baseline、盲审专家审计([arXiv 2606.16322](https://arxiv.org/abs/2606.16322))。删除线标出的数值来自四个 baseline 中最强的 **LLM-as-judge 循环**:

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三类裁定的盲审复核一致率分别为：invalid-drop **0.872**、valid-fixable **0.913**、author-required **0.860**。消融实验中，移除某个部件会让与其职责相关的指标恶化（移除护栏链 → ESVR +0.152；移除庭审 → 裁定一致率 −0.153）。完整表格、图和逐项解读见 [项目主页](https://spark-to-paper-skills.github.io/paperjury/?lang=zh) 和 [论

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# macOS / Linux git clone https://github.com/Spark-To-Paper-Skills/paperjury ~/.claude/skills/paperjury

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git clone https://github.com/Spark-To-Paper-Skills/paperjury ~/.claude/skills/paperjury

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# Windows (PowerShell) git clone https://github.com/Spark-To-Paper-Skills/paperjury "$env:USERPROFILE\.claude\skills\paperjury"

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git clone https://github.com/Spark-To-Paper-Skills/paperjury "$env:USERPROFILE\.claude\skills\paperjury"

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|---|---|---| | **Claude Code 版** | 本仓库；Claude Code plugin 或 `.claude/skills/` | 你主要在 Claude Code 中撰写论文、修改 LaTeX 文件或运行 workflow。 | | **Codex 版** | [paperjury-codex](https://github.com/Spark-To-Paper-Skills/paperjury-codex) | 你主要在 Codex 或 Co

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| **Codex 版** | [paperjury-codex](https://github.com/Spark-To-Paper-Skills/paperjury-codex) | 你主要在 Codex 或 Codex plugin 环境中运行同一套评审和修订流程。 |

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| 你想了解 | 入口 | |---|---| | 结果与方法的可视化 | [项目主页](https://spark-to-paper-skills.github.io/paperjury/?lang=zh) · [交互式总览](https://spark-to-paper-skills.github.io/paperjury/overview.html?lang=zh) |

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|---|---| | 结果与方法的可视化 | [项目主页](https://spark-to-paper-skills.github.io/paperjury/?lang=zh) · [交互式总览](https://spark-to-paper-skills.github.io/paperjury/overview.html?lang=zh) | | 真实运行效果 | [`samples/dogfood/RUN_REPORT.zh-CN.md`](samples/dogfo

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| 结果与方法的可视化 | [项目主页](https://spark-to-paper-skills.github.io/paperjury/?lang=zh) · [交互式总览](https://spark-to-paper-skills.github.io/paperjury/overview.html?lang=zh) |

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**了解更多：** [`docs/AGENT-GUIDE.md`](docs/AGENT-GUIDE.md)（驱动指南）· [`docs/REVIEW_ENGINE_V3_DESIGN.md`](docs/REVIEW_ENGINE_V3_DESIGN.md)（设计说明）· [项目主页](https://spark-to-paper-skills.github.io/paperjury/?lang=zh)

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PaperJury 的 spine 和防漂移设计受 [PaperSpine](https://github.com/WUBING2023/PaperSpine) 启发，尤其是 anchor logic-transfer audit、claim register、minimal-edit 且保持原意的改写策略。PaperSpine 更偏 motivation-driven 的论文起草和改写；PaperJury 借用了其中的 anchoring 思路，以及「可检查步骤交给确定性脚

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[![GitHub stars](https://img.shields.io/github/stars/Spark-To-Paper-Skills/paperjury?style=for-the-badge&logo=github&color=f5c542&label=GitHub%20Stars)](https://www.star-history.com/#Spark-To-Paper-Skills/paperjury&Date)

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<sub>星标曲线暂停：GitHub 限制了第三方获取 stargazer 数据；仓库装上 [star-history GitHub App](https://star-history.com/blog/github-stargazer-api-restriction) 后自动恢复。</sub>

`docs/AGENT-GUIDE.md`

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1. Obtain the repo: `git clone https://github.com/Spark-To-Paper-Skills/paperjury`.

`docs/index.html`

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<meta property="og:description" content="A review–verdict–revise–verify loop where deterministic code owns verdicts, stopping, and patching. 0.656 F1, 0.847 audited precision, 4.4× fewer unsafe edits than a judge-centered loop." /> <meta pr

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<meta property="og:type" content="website" /> <meta property="og:url" content="https://spark-to-paper-skills.github.io/paperjury/" /> <meta property="og:image" content="https://spark-to-paper-skills.github.io/paperjury/overview-card.png" />

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<meta property="og:url" content="https://spark-to-paper-skills.github.io/paperjury/" />

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<meta property="og:image" content="https://spark-to-paper-skills.github.io/paperjury/overview-card.png" />

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<meta name="twitter:title" content="PaperJury" /> <meta name="twitter:description" content="Due-process review for bounded LaTeX revision. The model reads; deterministic code holds the gavel and the eraser." /> <meta name="twitter:image" co

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<meta name="twitter:description" content="Due-process review for bounded LaTeX revision. The model reads; deterministic code holds the gavel and the eraser." /> <meta name="twitter:image" content="https://spark-to-paper-skills.github.io/pap

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<meta name="twitter:image" content="https://spark-to-paper-skills.github.io/paperjury/overview-card.png" />

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<meta name="color-scheme" content="light dark" /> <link rel="icon" type="image/png" href="paperjury-favicon.png" /> <link rel="preconnect" href="https://fonts.googleapis.com" />

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<link rel="icon" type="image/png" href="paperjury-favicon.png" /> <link rel="preconnect" href="https://fonts.googleapis.com" /> <link rel="preconnect" href="https://fonts.gstatic.com" crossorigin />

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<link rel="preconnect" href="https://fonts.googleapis.com" />

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<link rel="preconnect" href="https://fonts.gstatic.com" crossorigin />

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<link href="https://fonts.googleapis.com/css2?family=Fraunces:opsz,wght@9..144,400;9..144,600;9..144,700;9..144,900&family=Inter:wght@400;500;600;700&family=JetBrains+Mono:wght@500;600;700&family=Noto+Sans+SC:wght@400;500;700&family=Noto+Se

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</div>     <a href="overview.html"><span class="zh">交互总览</span><span class="en">Overview</span></a>     <a href="https://github.com/Spark-To-Paper-Skills/paperjury" target="_blank" rel="noopener"><span class="zh">代码</span><span class="en">C

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<a href="overview.html"><span class="zh">交互总览</span><span class="en">Overview</span></a>     <a href="https://github.com/Spark-To-Paper-Skills/paperjury" target="_blank" rel="noopener"><span class="zh">代码</span><span class="en">Code</span><

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<a href="https://github.com/Spark-To-Paper-Skills/paperjury" target="_blank" rel="noopener"><span class="zh">代码</span><span class="en">Code</span></a>

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</div>       <div class="hero-artifacts">         <a class="button ghost brand" style="--brand:#b31b1b;" href="https://arxiv.org/abs/2606.16322" target="_blank" rel="noopener">

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<div class="hero-artifacts">         <a class="button ghost brand" style="--brand:#b31b1b;" href="https://arxiv.org/abs/2606.16322" target="_blank" rel="noopener">           <svg viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-

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<a class="button ghost brand" style="--brand:#b31b1b;" href="https://arxiv.org/abs/2606.16322" target="_blank" rel="noopener">

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<svg viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="1.8" stroke-linecap="round" aria-hidden="true"><path d="M6 3h9l3 3v15H6zM15 3v3h3"/><path d="M9 12h6M9 16h6"/></svg>           <span>arXiv</span></a>         <a class=

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<span>arXiv</span></a>         <a class="button ghost brand" style="--brand:#57606a;" href="https://github.com/Spark-To-Paper-Skills/paperjury" target="_blank" rel="noopener">           <svg viewBox="0 0 24 24" fill="currentColor" aria-hidd

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<a class="button ghost brand" style="--brand:#57606a;" href="https://github.com/Spark-To-Paper-Skills/paperjury" target="_blank" rel="noopener">

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</div>         <p class="vb-note">           <span class="zh">对一篇 21 页真实草稿执行 dogfood 测试：152 条 reviewer 意见去重为 55 个问题；其中 26 处安全应用、10 个交回作者、19 条驳回。<a href="https://github.com/Spark-To-Paper-Skills/paperjury/tree/main/samples/dogfood" target="_

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<p class="vb-note">           <span class="zh">对一篇 21 页真实草稿执行 dogfood 测试：152 条 reviewer 意见去重为 55 个问题；其中 26 处安全应用、10 个交回作者、19 条驳回。<a href="https://github.com/Spark-To-Paper-Skills/paperjury/tree/main/samples/dogfood" target="_blank" rel="noo

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<span class="zh">对一篇 21 页真实草稿执行 dogfood 测试：152 条 reviewer 意见去重为 55 个问题；其中 26 处安全应用、10 个交回作者、19 条驳回。<a href="https://github.com/Spark-To-Paper-Skills/paperjury/tree/main/samples/dogfood" target="_blank" rel="noopener">查看修改前后的 PDF 与运行报告 →</a>

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<span class="en">A dogfood run on a real 21-page draft: 152 reviewer complaints deduped into 55 issues &mdash; 26 safely applied, 10 handed back to the author, 19 dropped as invalid. <a href="https://github.com/Spark-To-Paper-Skills/paperju

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</ol>     <p class="sb-note">       <span class="zh">Baseline <span class="sb-key sb-key-base"></span> 为 LLM-as-judge 循环（四个 baseline 中综合最强）；PaperJury <span class="sb-key sb-key-now"></span> 同时以 3.08 &plusmn; 0.67 轮确定性收敛（从未触到五轮上限）。全部数字来自 <a

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<p class="sb-note">       <span class="zh">Baseline <span class="sb-key sb-key-base"></span> 为 LLM-as-judge 循环（四个 baseline 中综合最强）；PaperJury <span class="sb-key sb-key-now"></span> 同时以 3.08 &plusmn; 0.67 轮确定性收敛（从未触到五轮上限）。全部数字来自 <a href="http

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<span class="zh">Baseline <span class="sb-key sb-key-base"></span> 为 LLM-as-judge 循环（四个 baseline 中综合最强）；PaperJury <span class="sb-key sb-key-now"></span> 同时以 3.08 &plusmn; 0.67 轮确定性收敛（从未触到五轮上限）。全部数字来自 <a href="https://arxiv.org/abs/2606.163

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<span class="en">Baseline <span class="sb-key sb-key-base"></span> is the LLM-as-judge loop, the strongest of the four; PaperJury <span class="sb-key sb-key-now"></span> also terminates deterministically in 3.08 &plusmn; 0.67 rounds, never

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<h2><span class="zh">三种模式，一次真实 dogfood，一套诚实的降级。</span><span class="en">Three modes, one real dogfood run, and honest degradation.</span></h2>     <p class="section-lede">       <span class="zh">PaperJury 以 Claude Code skill 的形式发布。直接描述需求即可，无

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<p class="section-lede">       <span class="zh">PaperJury 以 Claude Code skill 的形式发布。直接描述需求即可，无需记忆命令；系统会在 direct-edit 与 review 之间选择，auto 则必须显式启用。在 direct-edit 和 review 模式下，补丁应用前都会先交给你确认。另有 <a href="https://github.com/Spark-To-Paper-Skills/pa

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<span class="zh">PaperJury 以 Claude Code skill 的形式发布。直接描述需求即可，无需记忆命令；系统会在 direct-edit 与 review 之间选择，auto 则必须显式启用。在 direct-edit 和 review 模式下，补丁应用前都会先交给你确认。另有 <a href="https://github.com/Spark-To-Paper-Skills/paperjury-codex" target="_blank"

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<span class="en">PaperJury ships as a Claude Code skill. No commands to memorize: describe what you need and it picks the mode; every patch waits for your confirmation before landing. A <a href="https://github.com/Spark-To-Paper-Skills/pape

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</div>   <div class="callout warn">     <p><span class="zh"><strong>auto 策略和跨轮运行都必须显式启用。</strong><code>mode: auto</code> 决定候选修改是自动应用还是进入待办队列；<code>/goal</code> 负责跨轮继续运行。仅放开工具权限或发送普通 prompt，都不会启动无人值守的多轮循环。详见 <a href="https://github.com/Spark

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<div class="callout warn">     <p><span class="zh"><strong>auto 策略和跨轮运行都必须显式启用。</strong><code>mode: auto</code> 决定候选修改是自动应用还是进入待办队列；<code>/goal</code> 负责跨轮继续运行。仅放开工具权限或发送普通 prompt，都不会启动无人值守的多轮循环。详见 <a href="https://github.com/Spark-To-Paper

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<p><span class="zh"><strong>auto 策略和跨轮运行都必须显式启用。</strong><code>mode: auto</code> 决定候选修改是自动应用还是进入待办队列；<code>/goal</code> 负责跨轮继续运行。仅放开工具权限或发送普通 prompt，都不会启动无人值守的多轮循环。详见 <a href="https://github.com/Spark-To-Paper-Skills/paperjury/blob/main/doc

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<p><span class="zh">一篇真实草稿完成了一轮 auto 模式评审：152 条 reviewer 意见去重为 55 个问题，其中 26 处安全应用、10 个交回作者、19 条驳回；修改后的稿件编译结果为 0 error / 0 warning。仓库提供修改前后的 PDF 和经过人工核对的运行报告，建议先查看样例，再决定是否用于自己的论文。</span><span class="en">A full auto-mode pass over a real draf

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<div class="dogfood-links">         <a class="button ghost" href="https://github.com/Spark-To-Paper-Skills/paperjury/blob/main/samples/dogfood/original_draft.pdf" target="_blank" rel="noopener"><span class="zh">改前 PDF</span><span class="en"

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<a class="button ghost" href="https://github.com/Spark-To-Paper-Skills/paperjury/blob/main/samples/dogfood/original_draft.pdf" target="_blank" rel="noopener"><span class="zh">改前 PDF</span><span class="en">Before PDF</span></a>

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<a class="button ghost" href="https://github.com/Spark-To-Paper-Skills/paperjury/blob/main/samples/dogfood/revised_draft.pdf" target="_blank" rel="noopener"><span class="zh">改后 PDF</span><span class="en">After PDF</span></a>

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<a class="button ghost" href="https://github.com/Spark-To-Paper-Skills/paperjury/blob/main/samples/dogfood/RUN_REPORT.md" target="_blank" rel="noopener"><span class="zh">运行报告</span><span class="en">Run report</span></a>

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<a class="button ghost" href="https://github.com/Spark-To-Paper-Skills/paperjury/blob/main/docs/showcase/SHOWCASE.md" target="_blank" rel="noopener">Showcase</a>

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<h4><span class="zh">方式 B · clone 成 skill</span><span class="en">Option B &middot; clone as a skill</span></h4>       <pre># macOS / Linux git clone https://github.com/Spark-To-Paper-Skills/paperjury ~/.claude/skills/paperjury

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<pre># macOS / Linux git clone https://github.com/Spark-To-Paper-Skills/paperjury ~/.claude/skills/paperjury # Windows (PowerShell)

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git clone https://github.com/Spark-To-Paper-Skills/paperjury ~/.claude/skills/paperjury

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# Windows (PowerShell) git clone https://github.com/Spark-To-Paper-Skills/paperjury "$env:USERPROFILE\.claude\skills\paperjury"</pre>     </div>

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git clone https://github.com/Spark-To-Paper-Skills/paperjury "$env:USERPROFILE\.claude\skills\paperjury"</pre>

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archivePrefix={arXiv},   primaryClass={cs.CL},   url={https://arxiv.org/abs/2606.16322},

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primaryClass={cs.CL},   url={https://arxiv.org/abs/2606.16322}, }</code></pre>

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```
url={https://arxiv.org/abs/2606.16322},
```

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</div>   <div class="cite-links">     <a class="button ghost brand" style="--brand:#b31b1b;" href="https://arxiv.org/abs/2606.16322" target="_blank" rel="noopener">arXiv:2606.16322</a>

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<div class="cite-links">     <a class="button ghost brand" style="--brand:#b31b1b;" href="https://arxiv.org/abs/2606.16322" target="_blank" rel="noopener">arXiv:2606.16322</a>     <a class="button ghost" href="paperjury-paper.pdf" target="_

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<a class="button ghost brand" style="--brand:#b31b1b;" href="https://arxiv.org/abs/2606.16322" target="_blank" rel="noopener">arXiv:2606.16322</a>

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<a class="button ghost" href="paperjury-paper.pdf" target="_blank" rel="noopener"><span class="zh">论文 PDF</span><span class="en">Paper PDF</span></a>     <a class="button ghost" href="https://github.com/Spark-To-Paper-Skills/paperjury/blob/

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<a class="button ghost" href="https://github.com/Spark-To-Paper-Skills/paperjury/blob/main/CITATION.bib" target="_blank" rel="noopener">CITATION.bib</a>

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<p>&copy; 2026 PaperJury &middot; Vast Intelligence Lab &middot; MIT License</p>   <p>     <a href="https://github.com/Spark-To-Paper-Skills/paperjury" target="_blank" rel="noopener">GitHub</a> &middot;

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<p>     <a href="https://github.com/Spark-To-Paper-Skills/paperjury" target="_blank" rel="noopener">GitHub</a> &middot;     <a href="https://arxiv.org/abs/2606.16322" target="_blank" rel="noopener">arXiv</a> &middot;

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<a href="https://github.com/Spark-To-Paper-Skills/paperjury" target="_blank" rel="noopener">GitHub</a> &middot;

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<a href="https://arxiv.org/abs/2606.16322" target="_blank" rel="noopener">arXiv</a> &middot;

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<a href="https://github.com/Spark-To-Paper-Skills/paperjury-codex" target="_blank" rel="noopener"><span class="zh">Codex 版</span><span class="en">Codex port</span></a> &middot;

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<a href="overview.html"><span class="zh">交互总览</span><span class="en">Interactive overview</span></a> &middot;     <span class="zh">spine 与防漂移设计受 <a href="https://github.com/WUBING2023/PaperSpine" target="_blank" rel="noopener">PaperSpine</a

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<span class="zh">spine 与防漂移设计受 <a href="https://github.com/WUBING2023/PaperSpine" target="_blank" rel="noopener">PaperSpine</a> 启发</span><span class="en">Spine &amp; anti-drift design inspired by <a href="https://github.com/WUBING2023/Paper

`docs/overview.html`

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<meta property="og:description" content="A closed-loop review–judge–revise workflow for pre-submission paper checks."> <!-- GH Pages social card. Regenerate overview-card-dark.png and overview-card-light.png via: msedge --headless=new --win

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<!-- GH Pages social card. Regenerate overview-card-dark.png and overview-card-light.png via: msedge --headless=new --window-size=1200,630 --screenshot of overview.html?lang=zh&theme=dark/light --> <meta property="og:image" content="https:/

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<meta property="og:image" content="https://spark-to-paper-skills.github.io/paperjury/overview-card.png">

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<meta name="twitter:title" content="PaperJury · AI paper review stress test"> <meta name="twitter:description" content="A closed-loop review–judge–revise workflow for pre-submission paper checks."> <meta name="twitter:image" content="https:

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<meta name="twitter:description" content="A closed-loop review–judge–revise workflow for pre-submission paper checks."> <meta name="twitter:image" content="https://spark-to-paper-skills.github.io/paperjury/overview-card.png"> <link rel="ico

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<meta name="twitter:image" content="https://spark-to-paper-skills.github.io/paperjury/overview-card.png">

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<script>(function(){var d=document.documentElement;d.className+=' js';var search=location.search||'';var lang=null,forcedTheme=null;try{var m=search.match(/[?&]lang=(en|zh)/i);if(m){lang=m[1].toLowerCase();}else{var s=localStorage.getItem('

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@import url('https://fonts.googleapis.com/css2?family=Fraunces:opsz,wght@9..144,400;9..144,600;9..144,900&family=Hanken+Grotesk:wght@400;500;600;700&family=IBM+Plex+Mono:wght@400;500;600&family=Noto+Serif+SC:wght@600;900&family=Noto+Sans+SC

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</div>       <div class="news-actions">         <a href="https://github.com/Spark-To-Paper-Skills/paperjury/stargazers"><span class="zh">⭐ Star GitHub</span><span class="en">⭐ Star GitHub</span></a>

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<div class="news-actions">         <a href="https://github.com/Spark-To-Paper-Skills/paperjury/stargazers"><span class="zh">⭐ Star GitHub</span><span class="en">⭐ Star GitHub</span></a>         <a href="https://github.com/Spark-To-Paper-Ski

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<a href="https://github.com/Spark-To-Paper-Skills/paperjury/stargazers"><span class="zh">⭐ Star GitHub</span><span class="en">⭐ Star GitHub</span></a>

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<a href="https://github.com/Spark-To-Paper-Skills/paperjury/tree/main/samples/dogfood"><span class="zh">🧪 查看 dogfood</span><span class="en">🧪 View dogfood</span></a>

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</div>       <div class="news-actions">         <a href="https://arxiv.org/abs/2606.16322" target="_blank" rel="noopener"><span class="zh">📄 arXiv 页面</span><span class="en">📄 arXiv page</span></a>

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<div class="news-actions">         <a href="https://arxiv.org/abs/2606.16322" target="_blank" rel="noopener"><span class="zh">📄 arXiv 页面</span><span class="en">📄 arXiv page</span></a>         <a href="https://arxiv.org/html/2606.16322" targ

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<a href="https://arxiv.org/abs/2606.16322" target="_blank" rel="noopener"><span class="zh">📄 arXiv 页面</span><span class="en">📄 arXiv page</span></a>

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<a href="https://arxiv.org/html/2606.16322" target="_blank" rel="noopener"><span class="zh">HTML 版</span><span class="en">HTML version</span></a>

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<a href="https://arxiv.org/bibtex/2606.16322" target="_blank" rel="noopener"><span class="zh">BibTeX</span><span class="en">BibTeX</span></a>

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</div>       <div class="news-actions">         <a href="https://github.com/Spark-To-Paper-Skills/paperjury-codex"><span class="zh">🚀 打开 Codex 版</span><span class="en">🚀 Open Codex port</span></a>

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<div class="news-actions">         <a href="https://github.com/Spark-To-Paper-Skills/paperjury-codex"><span class="zh">🚀 打开 Codex 版</span><span class="en">🚀 Open Codex port</span></a>         <a href="https://github.com/Spark-To-Paper-Skill

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<a href="https://github.com/Spark-To-Paper-Skills/paperjury-codex"><span class="zh">🚀 打开 Codex 版</span><span class="en">🚀 Open Codex port</span></a>

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<a href="https://github.com/Spark-To-Paper-Skills/paperjury/tree/main/samples/dogfood"><span class="zh">🧪 查看 dogfood</span><span class="en">🧪 View dogfood</span></a>

`package.json`

Executable scriptline 1
```
Executable file
```

`references/spine.md`

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The mechanism is borrowed from [PaperSpine](https://github.com/WUBING2023/PaperSpine)'s `logic_transfer_audit` 7-anchor test

`scripts/anchor-diff.js`

Executable scriptline 1
```
#!/usr/bin/env node
```

`scripts/apply-patch.js`

Executable scriptline 1
```
#!/usr/bin/env node
```

`scripts/check-update.js`

Executable scriptline 1
```
#!/usr/bin/env node
```

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const DEFAULT_REMOTE = 'https://github.com/Spark-To-Paper-Skills/paperjury.git'

`scripts/compile-guard.js`

Executable scriptline 1
```
#!/usr/bin/env node
```

`scripts/compliance-check.js`

Executable scriptline 1
```
#!/usr/bin/env node
```

`scripts/cross-ref.js`

Executable scriptline 1
```
#!/usr/bin/env node
```

`scripts/decompose.js`

Executable scriptline 1
```
#!/usr/bin/env node
```

`scripts/doctor.js`

Executable scriptline 1
```
#!/usr/bin/env node
```

`scripts/extract-docx.js`

Executable scriptline 1
```
#!/usr/bin/env node
```

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const NS_URIS = {   w: ['http://schemas.openxmlformats.org/wordprocessingml/2006/main', 'http://purl.oclc.org/ooxml/wordprocessingml/main'],

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w: ['http://schemas.openxmlformats.org/wordprocessingml/2006/main', 'http://purl.oclc.org/ooxml/wordprocessingml/main'],

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m: ['http://schemas.openxmlformats.org/officeDocument/2006/math', 'http://purl.oclc.org/ooxml/officeDocument/math'],

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mc: ['http://schemas.openxmlformats.org/markup-compatibility/2006'],

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r: ['http://schemas.openxmlformats.org/officeDocument/2006/relationships', 'http://purl.oclc.org/ooxml/officeDocument/relationships'],

`scripts/journal.js`

Executable scriptline 1
```
#!/usr/bin/env node
```

`scripts/ledger.js`

Executable scriptline 1
```
#!/usr/bin/env node
```

`scripts/rekey.js`

Executable scriptline 1
```
#!/usr/bin/env node
```

`scripts/spine.js`

Executable scriptline 1
```
#!/usr/bin/env node
```

`tests/apply-patch.test.js`

Executable scriptline 1
```
Executable file
```

`tests/check-update.test.js`

Executable scriptline 1
```
Executable file
```

`tests/compile-guard-md.test.js`

Executable scriptline 1
```
Executable file
```

`tests/compliance-md.test.js`

Executable scriptline 1
```
Executable file
```

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const md = [     'In our prior work we proved this.',     'Code: https://github.com/secret/repo',

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'In our prior work we proved this.',     'Code: https://github.com/secret/repo',     'Contact first.last@example.edu for data.',

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```
'Code: https://github.com/secret/repo',
```

`tests/decompose.test.js`

Executable scriptline 1
```
Executable file
```

`tests/doctor.test.js`

Executable scriptline 1
```
Executable file
```

`tests/docx-e2e.test.js`

Executable scriptline 1
```
Executable file
```

`tests/extract-docx.test.js`

Executable scriptline 1
```
Executable file
```

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`<w:document xmlns:w="${fixture.W_NS}" xmlns:m="${fixture.M_NS}" xmlns:mc="${fixture.MC_NS}" xmlns:r="${fixture.R_NS}">` +     `<w:body>${bodyXml}</w:body></w:document>`   const rootRels = `<?xml version="1.0"?><Relationships xmlns="http://

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`<w:body>${bodyXml}</w:body></w:document>   const rootRels = `<?xml version="1.0"?><Relationships xmlns="http://schemas.openxmlformats.org/package/2006/relationships">` +

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const rootRels = `<?xml version="1.0"?><Relationships xmlns="http://schemas.openxmlformats.org/package/2006/relationships">` +

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`<Relationship Id="rId1" Type="http://schemas.openxmlformats.org/officeDocument/2006/relationships/officeDocument" Target="word/document.xml"/></Relationships>`

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test('hyperlinks resolve through rels; unresolvable ids keep bare text', () => {   const { md, report } = extractBuf(fixture.buildDocx({ hyperlink: true, badHyperlink: true }))   assert.ok(md.includes('[project page](https://example.org/pag

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const { md, report } = extractBuf(fixture.buildDocx({ hyperlink: true, badHyperlink: true }))   assert.ok(md.includes('[project page](https://example.org/page)'))   assert.ok(md.includes('bare text'))

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assert.ok(md.includes('[project page](https://example.org/page)'))

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test('suppressed subtrees leak nothing: no markers, links, or note definitions from w:del', () => {   const img = '<w:drawing><wp:inline xmlns:wp="http://schemas.openxmlformats.org/drawingml/2006/wordprocessingDrawing"/></w:drawing>'

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const img = '<w:drawing><wp:inline xmlns:wp="http://schemas.openxmlformats.org/drawingml/2006/wordprocessingDrawing"/></w:drawing>'

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test('mc fallback branch emits no duplicate [image]', () => {   const img = '<w:drawing><wp:inline xmlns:wp="http://schemas.openxmlformats.org/drawingml/2006/wordprocessingDrawing"/></w:drawing>'

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const img = '<w:drawing><wp:inline xmlns:wp="http://schemas.openxmlformats.org/drawingml/2006/wordprocessingDrawing"/></w:drawing>'

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test('hyperlink targets decode XML entities', () => {   const rels = `<?xml version="1.0"?><Relationships xmlns="http://schemas.openxmlformats.org/package/2006/relationships">` +

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const rels = `<?xml version="1.0"?><Relationships xmlns="http://schemas.openxmlformats.org/package/2006/relationships">` +

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`<Relationship Id="rId9" Type="${fixture.R_NS}/hyperlink" Target="https://example.org/?a=1&amp;b=2" TargetMode="External"/></Relationships>`

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const body = '<w:p><w:hyperlink r:id="rId9"><w:r><w:t>link</w:t></w:r></w:hyperlink></w:p>'   const { md } = extractBuf(rawDocx(body, { docRels: rels }))   assert.ok(md.includes('[link](https://example.org/?a=1&b=2)'))

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const { md } = extractBuf(rawDocx(body, { docRels: rels }))   assert.ok(md.includes('[link](https://example.org/?a=1&b=2)')) })

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assert.ok(md.includes('[link](https://example.org/?a=1&b=2)'))

`tests/helpers/docx-fixture.js`

Executable scriptline 1
```
Executable file
```

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const W_NS = 'http://schemas.openxmlformats.org/wordprocessingml/2006/main'

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const M_NS = 'http://schemas.openxmlformats.org/officeDocument/2006/math'

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const MC_NS = 'http://schemas.openxmlformats.org/markup-compatibility/2006'

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const R_NS = 'http://schemas.openxmlformats.org/officeDocument/2006/relationships'

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}   if (features.mcTextbox) {     const tbx = (tag) => `<mc:${tag}${tag === 'Choice' ? ' Requires="wps"' : ''}><w:drawing><wp:inline xmlns:wp="http://schemas.openxmlformats.org/drawingml/2006/wordprocessingDrawing">` +

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if (features.mcTextbox) {     const tbx = (tag) => `<mc:${tag}${tag === 'Choice' ? ' Requires="wps"' : ''}><w:drawing><wp:inline xmlns:wp="http://schemas.openxmlformats.org/drawingml/2006/wordprocessingDrawing">` +       `<w:txbxContent>${p

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const tbx = (tag) => `<mc:${tag}${tag === 'Choice' ? ' Requires="wps"' : ''}><w:drawing><wp:inline xmlns:wp="http://schemas.openxmlformats.org/drawingml/2006/wordprocessingDrawing">` +

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}   if (features.image) {     body.push(`<w:p><w:r><w:drawing><wp:inline xmlns:wp="http://schemas.openxmlformats.org/drawingml/2006/wordprocessingDrawing"><a:graphic xmlns:a="http://schemas.openxmlformats.org/drawingml/2006/main"/></wp:inli

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if (features.image) {     body.push(`<w:p><w:r><w:drawing><wp:inline xmlns:wp="http://schemas.openxmlformats.org/drawingml/2006/wordprocessingDrawing"><a:graphic xmlns:a="http://schemas.openxmlformats.org/drawingml/2006/main"/></wp:inline><

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body.push(`<w:p><w:r><w:drawing><wp:inline xmlns:wp="http://schemas.openxmlformats.org/drawingml/2006/wordprocessingDrawing"><a:graphic xmlns:a="http://schemas.openxmlformats.org/drawingml/2006/main"/></wp:inline></w:drawing></w:r></w:p>`)

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const docRels = `<?xml version="1.0" encoding="UTF-8" standalone="yes"?>` +     `<Relationships xmlns="http://schemas.openxmlformats.org/package/2006/relationships">` +

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`<Relationships xmlns="http://schemas.openxmlformats.org/package/2006/relationships">` +

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`<Relationship Id="rId9" Type="${R_NS}/hyperlink" Target="https://example.org/page" TargetMode="External"/>` +

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const rootRels = `<?xml version="1.0" encoding="UTF-8" standalone="yes"?>` +     `<Relationships xmlns="http://schemas.openxmlformats.org/package/2006/relationships">` +

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`<Relationships xmlns="http://schemas.openxmlformats.org/package/2006/relationships">` +

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`<Relationship Id="rId1" Type="http://schemas.openxmlformats.org/officeDocument/2006/relationships/officeDocument" Target="word/document.xml"/>` +

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const contentTypes = `<?xml version="1.0" encoding="UTF-8" standalone="yes"?>` +     `<Types xmlns="http://schemas.openxmlformats.org/package/2006/content-types">` +

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`<Types xmlns="http://schemas.openxmlformats.org/package/2006/content-types">` +

`tests/ledger.test.js`

Executable scriptline 1
```
Executable file
```

`tests/rekey.test.js`

Executable scriptline 1
```
Executable file
```

`workflows/assign-reviewers.workflow.js`

Executable scriptline 1
```
Executable file
```

`workflows/clerk.workflow.js`

Executable scriptline 1
```
Executable file
```

`workflows/coverage-auditor.workflow.js`

Executable scriptline 1
```
Executable file
```

`workflows/drafter.workflow.js`

Executable scriptline 1
```
Executable file
```

`workflows/edit-audit.workflow.js`

Executable scriptline 1
```
Executable file
```

`workflows/meaning-audit.workflow.js`

Executable scriptline 1
```
Executable file
```

`workflows/merge.workflow.js`

Executable scriptline 1
```
Executable file
```

`workflows/polish.workflow.js`

Executable scriptline 1
```
Executable file
```

`workflows/reading-check.workflow.js`

Executable scriptline 1
```
Executable file
```

`workflows/recall-audit.workflow.js`

Executable scriptline 1
```
Executable file
```

`workflows/review-panel.workflow.js`

Executable scriptline 1
```
Executable file
```

`workflows/trial.workflow.js`

Executable scriptline 1
```
Executable file
```

How the signals fit together

Facts from a static read of the files at the pinned commit. They describe what the code does, not why.

Some files could not be read; the facts below still hold.

Signal confidence: 2 facts

Network access in code of documentationREADME.md:226Low confidence
Network access in code of documentationREADME.md:231Low confidence

Works with

Agent compatibility, from the files in this repository
Agent	Status	Evidence	Install to
Claude Code	Native	Manifest .claude-plugin/marketplace.json	`.claude/skills/<skill-name>/`
Codex	Compatible	Standard SKILL.md SKILL.md	`.agents/skills/<skill-name>/`
Cursor	Compatible	Standard SKILL.md SKILL.md	`.cursor/skills/<skill-name>/`
Gemini CLI	Compatible	Standard SKILL.md SKILL.md	`.gemini/skills/<skill-name>/`
GitHub Copilot	Compatible	Standard SKILL.md SKILL.md	`.github/skills/<skill-name>/`
OpenCode	Compatible	Standard SKILL.md SKILL.md	`.opencode/skills/<skill-name>/`

Native The repository ships a manifest, folder or frontmatter field for this agent.
Compatible A standard SKILL.md that this agent can read.
Unknown No evidence either way.

Derived automatically from paths, manifests and frontmatter. Not tested on each agent.

Add this badge to your README

It updates every night and links to this page.

[![Spark-To-Paper-Skills/paperjury on hotskills](https://hotskills.dev/badge/spark-to-paper-skills-paperjury.svg)](https://hotskills.dev/skill/spark-to-paper-skills-paperjury/)

Spark-To-Paper-Skills/paperjury

History

SKILL.md

Share this page

Heat

Stars over time

Individual skills in this repository

How it works

paperjury

Frontmatter

SKILL.md

Reference documents

The playbook

Scripts executed separately

Files

Skills included

Repository facts

Rank over the last 12 weeks

Before you install

.claude-plugin/marketplace.json

.claude-plugin/plugin.json

.github/ISSUE_TEMPLATE/config.yml

CITATION.bib

README.en.md

README.md

docs/AGENT-GUIDE.md

docs/index.html

docs/overview.html

package.json

references/spine.md

scripts/anchor-diff.js

scripts/apply-patch.js

scripts/check-update.js

scripts/compile-guard.js

scripts/compliance-check.js

scripts/cross-ref.js

scripts/decompose.js

scripts/doctor.js

scripts/extract-docx.js

scripts/journal.js

scripts/ledger.js

scripts/rekey.js

scripts/spine.js

tests/apply-patch.test.js

tests/check-update.test.js

tests/compile-guard-md.test.js

tests/compliance-md.test.js

tests/decompose.test.js

tests/doctor.test.js

tests/docx-e2e.test.js

tests/extract-docx.test.js

tests/helpers/docx-fixture.js

tests/ledger.test.js

tests/rekey.test.js

workflows/assign-reviewers.workflow.js

workflows/clerk.workflow.js

workflows/coverage-auditor.workflow.js

workflows/drafter.workflow.js

workflows/edit-audit.workflow.js

workflows/meaning-audit.workflow.js

workflows/merge.workflow.js

workflows/polish.workflow.js

workflows/reading-check.workflow.js

workflows/recall-audit.workflow.js

workflows/review-panel.workflow.js

workflows/trial.workflow.js

How the signals fit together

Works with

You might also use

gxCaesar/open-research-skills

hanlulong/econ-paper-review-skill

brycewang-stanford/Awesome-Journal-Skills

hanlulong/econ-writing-skill

duyunzhoudyz/dyz-med-paper-skills

cLin-c/paper-skill

Add this badge to your README

`SKILL.md`

`.claude-plugin/marketplace.json`

`.claude-plugin/plugin.json`

`.github/ISSUE_TEMPLATE/config.yml`

`CITATION.bib`

`README.en.md`

`README.md`

`docs/AGENT-GUIDE.md`

`docs/index.html`

`docs/overview.html`

`package.json`

`references/spine.md`

`scripts/anchor-diff.js`

`scripts/apply-patch.js`

`scripts/check-update.js`

`scripts/compile-guard.js`

`scripts/compliance-check.js`

`scripts/cross-ref.js`

`scripts/decompose.js`

`scripts/doctor.js`

`scripts/extract-docx.js`

`scripts/journal.js`

`scripts/ledger.js`

`scripts/rekey.js`

`scripts/spine.js`

`tests/apply-patch.test.js`

`tests/check-update.test.js`

`tests/compile-guard-md.test.js`

`tests/compliance-md.test.js`

`tests/decompose.test.js`

`tests/doctor.test.js`

`tests/docx-e2e.test.js`

`tests/extract-docx.test.js`

`tests/helpers/docx-fixture.js`

`tests/ledger.test.js`

`tests/rekey.test.js`

`workflows/assign-reviewers.workflow.js`

`workflows/clerk.workflow.js`

`workflows/coverage-auditor.workflow.js`

`workflows/drafter.workflow.js`

`workflows/edit-audit.workflow.js`

`workflows/meaning-audit.workflow.js`

`workflows/merge.workflow.js`

`workflows/polish.workflow.js`

`workflows/reading-check.workflow.js`

`workflows/recall-audit.workflow.js`

`workflows/review-panel.workflow.js`

`workflows/trial.workflow.js`