Outline Review Loop

by lornshrimp

Outline Review Loop is a Writing skill for Claude Code, published by lornshrimp in Lorn.NovelWriteSkills.

202 stars37 forkson lornshrimp/Lorn.NovelWriteSkillsAdded 2026/09/05+2% in starsRepository updated 2026/09/04

View source on GitHub Download repo ZIP

agent-skillsainovelskillswriting-assistant

Install in seconds

Install Outline Review Loop

Copy Outline Review Loop 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/lornshrimp/Lorn.NovelWriteSkills/tree/main/CommonSkills/%E9%80%9A%E7%94%A8-%E5%A4%A7%E7%BA%B2%E5%AE%A1%E9%98%85%E4%BC%98%E5%8C%96%E9%97%AD%E7%8E%AF' ~/.claude/skills/'%E9%80%9A%E7%94%A8-%E5%A4%A7%E7%BA%B2%E5%AE%A1%E9%98%85%E4%BC%98%E5%8C%96%E9%97%AD%E7%8E%AF'

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/lornshrimp/Lorn.NovelWriteSkills.git

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

In this catalog

Source file: CommonSkills/通用-大纲审阅优化闭环/SKILL.md in lornshrimp/Lorn.NovelWriteSkills
Installs to: ~/.claude/skills/%E9%80%9A%E7%94%A8-%E5%A4%A7%E7%BA%B2%E5%AE%A1%E9%98%85%E4%BC%98%E5%8C%96%E9%97%AD%E7%8E%AF
Collection: One of 25 skills cataloged from this repository
Category: Writing — 1227 skills

What Outline Review Loop does

Outline Review Loop runs a proposal through review, revision, and re-review until it meets a dual-score threshold. Use it for outline audit SOPs, report reuse, and iterative refinement with strict scoring gates.

Outline Review Loop is cataloged under Writing on DirSkills. Outline Review Loop comes from a repository tagged agent-skills, ai, novel, skills and writing-assistant.

Documentation

README

Excerpt

通用-大纲审阅优化闭环

题材路由：若 .github\题材专用Skills\ 目录存在对应的 <题材>-大纲审阅优化闭环 Skill，则：

将题材特性骨架路由到 <题材>-大纲审阅优化闭环，该 Skill 位于 .github\题材专用Skills\ 目录。

命中本技能时，必须优先强制加载当前 Skill 与 <题材>-大纲审阅优化闭环。

头号要求：禁止吹捧，客观分析。 闭环中调用的所有审阅环节均不得出现无依据的称赞、吹嘘性描述或主观美化。所有判断必须基于文本事实、可验证标准与明确扣分依据，优先指出问题与改进方向。

执行安保（硬性门禁）

阅读确认（强制）

本文件不是摘要或参考提示，而是必须逐字执行的流程指令。

在产生任何输出之前，必须先逐条输出以下确认。不输出确认就输出审阅结论，一律视为流程违规：

[阅读确认]
- 本文件 SKILL.md → [已完整读取，完全理解全部硬规则与强制要求]
- references/大纲审阅优化闭环总流程.md → [已读取并理解]
- references/审阅报告复用与9点2门槛.md → [已读取并理解]

若项目根目录存在 Agents.md，再追加：

- Agents.md → [已读取，已识别主输出平台 / 注册模板]

执行器定位（硬性）

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

Frequently asked about Outline Review Loop

What else does lornshrimp publish alongside Outline Review Loop?
Outline Review Loop is one of 25 skills that DirSkills catalogs from lornshrimp/Lorn.NovelWriteSkills, the repository it ships in. Its siblings there include Competitor Analysis, Generic Scene Unit Execution and Novel Chapter Writing. Each one is a separate skill with its own page in this directory, installs the same way Outline Review Loop does, and is maintained by lornshrimp in that same repository. The rest of the collection is listed on the lornshrimp/Lorn.NovelWriteSkills page.
How does Outline Review Loop compare to other Writing skills?
Outline Review Loop ranks #1016 by stars among the 1227 Writing skills in this catalog. The most-starred ones next to it are Article Writing, Social Media Content Calendar and Knowledge Comic Creator. 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 Outline Review Loop against them. Open each page to compare what they document and how they install.