academic-paper-composer
Systematic writing framework for philosophy and interdisciplinary academic papers from optimized outline to submission-ready manuscript. Use when users want to: (1) write a paper from a detailed outline, (2) ensure quality control during writing, (3) maintain consistency across chapters, (4) prepare a submission-ready manuscript, or (5) systematically execute a planned paper. Triggered by phrases like ''write the paper from this outline,'' ''compose the full manuscript,'' ''execute the outline,'' or when users have completed strategic planning (academic-paper-strategist skill) and are ready to
Profile →npx skills add brycewang-stanford/Auto-Empirical-Research-Skills --skill composer --agent claude-code
Same command for any agent — swap --agent for codex, cursor, copilot.
Weekly change comes from our own snapshots, not the repository page — it measures attention, not adoption.
What it does
Writes a complete academic manuscript from an optimized outline, chapter by chapter, with iterative quality control at both chapter and paper levels, producing a submission-ready manuscript and quality reports.
How it works
- Input: a detailed, optimized outline (from academic-paper-strategist or equivalent).
- Load platform writing standards and section guides.
- Create a Writing Progress Tracker listing all sections with target word counts.
- For each chapter:
- Pre-Writing Review: verify outline completeness, review previous chapter, load appropriate section templates.
- Writing Execution: draft the chapter following the outline exactly, including required citations and platform style.
- Post-Writing Evaluation: run python scripts/chapter_quality_check.py to generate a 5-dimension assessment and a quality report.
- Quality Gate: require a score ≥16/20 with all dimensions ≥3/4 and within target word counts before proceeding; if not, implement targeted revisions and re-evaluate.
- Chapter Completion: mark complete, save with report, note key concepts, preview next requirements.
- After major chapters, present summaries and scores; decide to proceed or revise.
- Phase 5: Final quality control including a 7-dimension evaluation via scripts/final_evaluation.py, ensure a final score ≥56/70 and complete completeness checklist, then assemble a submission package with platform-specific checks and final outputs ( manuscript, abstract, metadata, cover letter if applicable ).
When to use it
Trigger phrases include: "Write the paper from this outline", "Compose the full manuscript", "Execute the outline systematically", or after completing academic-paper-strategist planning and readiness to write. Use when you need to write from a detailed outline, ensure quality control, maintain consistency across chapters, or prepare a submission-ready manuscript.
What it can touch
- Tools: claude-code is specified for automated quality checks and script-based evaluations (e.g., python scripts/chapter_quality_check.py, python scripts/final_evaluation.py).
- Files touched include the writing tracker, chapter drafts, quality reports, and final submission package outputs (formatted manuscript, abstract file, metadata document, and platform-specific checklists).
Caveats
- Requires an optimized outline as input and platform writing standards guidance.
- Quality gates are enforced at each chapter; revisions may be required before proceeding.
- Final evaluation relies on scripted evaluation with defined thresholds (≥16/20 per chapter, ≥56/70 overall) and completeness checklists.
<!-- ╔══════════════════════════════════════════════════════════════╗ ║ 本文件为开源 Skill 原始文档，收录仅供学习与研究参考 ║ ║ CoPaper.AI 收集整理 | https://copaper.ai ║ ╚══════════════════════════════════════════════════════════════╝ 来源仓库: https://github.com/lishix520/academic-paper-skills 项目名称: academic-paper-skills 开源协议: MIT License 收录日期: 2026-04-02 声明: 本文件版权归原作者所有。此处收录旨在为社会科学实证研究者 提供 AI Agent Skills 的集中参考。如有侵权，请联系删除。
What does the academic-paper-composer skill do?
Systematic writing framework for philosophy and interdisciplinary academic papers from optimized outline to submission-ready manuscript. Use when users want to: (1) write a paper from a detailed outline, (2) ensure quality control during writing, (3) maintain consistency across chapters, (4) prepare a submission-ready manuscript, or (5) systematically execute a planned paper. Triggered by phrases like ''write the paper from this outline,'' ''compose the full manuscript,'' ''execute the outline,'' or when users have completed strategic planning (academic-paper-strategist skill) and are ready to
How do I install it?
Run `npx skills add brycewang-stanford/Auto-Empirical-Research-Skills --skill composer --agent claude-code` — it drops the skill into your project so the agent can pick it up. Swap the --agent value for codex, cursor or copilot if you use one of those.
Where does this skill come from?
From brycewang-stanford/Auto-Empirical-Research-Skills, a repository with 3,244 stars. We read it straight from the repository tree rather than a submitted listing, so what you see here is what is actually published.
Is a popular skill a good skill?
Not necessarily. Stars measure attention, not adoption — a repository can trend for a week and be abandoned. That is why we show the weekly change from our own snapshots next to the total, instead of a single flattering number.