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AI EngineeringPython

Paper Writing Bench

by Ar9av

Paper Writing Bench is an AI Engineering skill for Claude Code, published by Ar9av in PaperOrchestra.

644 stars91 forkson Ar9av/PaperOrchestraAdded 2026/08/24+1% in starsRepository updated 2026/08/09
agentic-aiai-researchanthropicantigravityarxivautomated-paper-writingclaude-codeclaude-skillscoding-agentscursorlatexliterature-reviewllm-agentsmulti-agentpaper-orchestrapaperorchestraresearch-papersemantic-scholarskill-pack
Install in seconds
Install Paper Writing Bench
Copy Paper Writing Bench into your Claude Code skills folder. Run the command in your terminal, or review the source on GitHub before installing.
terminal
npx degit https://github.com/Ar9av/PaperOrchestra/tree/main/skills/paper-writing-bench ~/.claude/skills/paper-writing-bench

Requires Node.js. Downloads this skill only — not the rest of the repository — into your Claude Code skills folder.

Without Node.js

git clone https://github.com/Ar9av/PaperOrchestra.git

Clones the whole repository, then copy the skill’s own directory into your skills folder yourself.

In this catalog

Source file
skills/paper-writing-bench/SKILL.md in Ar9av/PaperOrchestra
Installs to
~/.claude/skills/paper-writing-bench
Collection
One of 9 skills cataloged from this repository
Category
AI Engineering2451 skills

What Paper Writing Bench does

Paper Writing Bench reverse-engineers a research paper into sparse and dense idea notes plus an experimental log for benchmark cases. Use it when you need to evaluate a paper-writing pipeline against a paper-orchestra-style benchmark.

Paper Writing Bench is cataloged under AI Engineering on DirSkills. Paper Writing Bench comes from a repository tagged agentic-ai, ai-research, anthropic, antigravity and arxiv.

Documentation

README

PaperWritingBench (§3)

Faithful implementation of the PaperWritingBench dataset construction procedure from PaperOrchestra (Song et al., 2026, arXiv:2604.05018, §3 and App. C, F.2).

The original benchmark contains 200 papers (100 CVPR 2025 + 100 ICLR 2025). For each paper, the authors reverse-engineer the (I, E) tuple by stripping narrative flow from the original PDF using the three prompts in App. F.2. You can use this skill to reverse-engineer your own benchmark cases from any paper PDF.

What this skill does

Given an existing AI research paper (PDF or markdown extract), produce:

This is the opening of the README. Read the full README on GitHub.

Frequently asked about Paper Writing Bench

  • What else does Ar9av publish alongside Paper Writing Bench?

    Paper Writing Bench is one of 9 skills that DirSkills catalogs from Ar9av/PaperOrchestra, the repository it ships in. Its siblings there include Agent Research Aggregator, Content Refinement Agent and Literature Review Agent. Each one is a separate skill with its own page in this directory, installs the same way Paper Writing Bench does, and is maintained by Ar9av in that same repository. The rest of the collection is listed on the Ar9av/PaperOrchestra page.

  • How does Paper Writing Bench compare to other AI Engineering skills?

    Paper Writing Bench ranks #1866 by stars among the 2451 AI Engineering skills in this catalog. The most-starred ones next to it are Architecture Decision Records, AI-First Engineering and Agentic OS. DirSkills ranks by the star count of the repository each skill ships in, so that order reflects how popular those repositories are rather than any review of Paper Writing Bench against them. Open each page to compare what they document and how they install.

More from Ar9av/PaperOrchestra

Paper Writing Bench is one of 9 skills cataloged on DirSkills from Ar9av/PaperOrchestra.

See all 9 skills
🧪
1w ago

Agent Research Aggregator

Agent Research Aggregator scans AI agent cache directories or a chosen folder for experiment logs and turns them into PaperOrchestra-ready idea and experimental log inputs. Use it before PaperOrchestra when your evidence is scattered across agent histories.
AI Engineering
64491
📝
1w ago

Content Refinement Agent

Content Refinement Agent refines a paper draft by simulating peer review, applying targeted revisions, and stopping only when the scoring rules or iteration cap are met. It is used for Step 5 of the PaperOrchestra pipeline and keeps snapshots and a worklog so accepted changes can be reverted reliably.
AI Engineering
64491
📚
1w ago

Literature Review Agent

Literature Review Agent finds and verifies paper citations, builds a BibTeX file, and drafts Introduction and Related Work sections from the verified sources. Use it for literature searches, bibliography building, or related work drafting in the PaperOrchestra pipeline.
Writing
64491
🧩
1w ago

Outline Agent

Outline Agent converts idea notes, experiment logs, a LaTeX template, and conference guidelines into a strict JSON paper outline. It is used when drafting the structure, plotting plan, related work plan, and section plan for PaperOrchestra Step 1.
AI Engineering
64491
📄
1w ago

Paper Autoraters

Paper Autoraters runs PaperOrchestra’s four LLM-as-judge evaluators for paper quality, citation coverage, and side-by-side comparisons. Use it to score a draft, compare two papers, or validate a paper-writing pipeline.
AI Engineering
64491
🎼
1w ago

Paper Orchestra

Paper Orchestra orchestrates a five-agent pipeline that turns research notes, experiment logs, templates, guidelines, and figures into a LaTeX manuscript and compiled PDF. Use it when you want to generate a conference submission from unstructured research materials.
AI Engineering
64491