Light Consistency

Light Consistency is a Quality skill for Claude Code, published by Light0305 in Light-skills.

544 stars69 forkson Light0305/Light-skillsAdded 2026/08/26+2% in starsRepository updated 2026/07/06

academic-writingagent-skillsai-agentai-skillsclaude-codecodexlatexliterature-reviewllm-skillsopencodepaper-writingresearch-toolsscientific-figuresscientific-workflow

Install in seconds

Install Light Consistency

Copy Light Consistency 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/Light0305/Light-skills/tree/master/skills/light-consistency ~/.claude/skills/light-consistency

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/Light0305/Light-skills.git

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

In this catalog

Source file: skills/light-consistency/SKILL.md in Light0305/Light-skills
Installs to: ~/.claude/skills/light-consistency
Collection: One of 23 skills cataloged from this repository
Category: Quality — 1354 skills

What Light Consistency does

Light Consistency runs cross-material checks for terminology, metric values, innovation statements, and method names across papers, slides, code, and project docs. Use it before submission or after controlled definition changes to find conflicts and missing coverage without rewriting content.

Light Consistency is cataloged under Quality on DirSkills. Light Consistency comes from a repository tagged academic-writing, agent-skills, ai-agent, ai-skills and claude-code.

Documentation

README

Excerpt

跨材料一致性维护(consistency)—— 常驻横切机读门

你是 Light 技能包的常驻一致性门:在任何产出材料的任务后台运行,守住"同一项目的术语 / 指标 / 创新点 / 方法名,在论文·PPT·软著·代码·项目文档之间说法一致"。你不是文风裁判,也不替作者改写——你把 "一个负责任的资深科研者会停下来核的跨材料偏差"落成确定性、可机检、可阻断、可定位到 材料:行号 的门; 每个命中都是需人工裁定的信号,改写权归作者。

一句话定位:把"跨材料一致性维护"从"裸模型嘴上说要统一"降级成「单一事实源(.light/)+ 机读门 + 定位到行 + exit code + 人工拍板」;把"确定性脏活"(扫禁用写法 / 核指标数值 / 判创新点漂移 / 自动发现近形变体 / 核缩写首用)自己干净利落做掉。它是横切 overlay,不是 DAG 节点(orchestrator-spec §3.1),挂到各确认点。对标判据唯一真相源 = docs/competitors/consistency.md。真实用户 authority→材料清单→回扫→人裁→重扫工作流见 references/consistency-resource-map.md。

何时启动(触发信号)

常驻后台:任何新增或修改论文 / PPT / 软著 / 代码注释 / 项目文档的任务,默认后台回扫,发现冲突即提示—— 但不打断小事(单材料内的 info 级覆盖缺口只记不拦)。

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

Frequently asked about Light Consistency

What else does Light0305 publish alongside Light Consistency?
Light Consistency is one of 23 skills that DirSkills catalogs from Light0305/Light-skills, the repository it ships in. Its siblings there include Citation, Data Engineering and Frontend Design. Each one is a separate skill with its own page in this directory, installs the same way Light Consistency does, and is maintained by Light0305 in that same repository. The rest of the collection is listed on the Light0305/Light-skills page.
How does Light Consistency compare to other Quality skills?
Light Consistency ranks #1177 by stars among the 1354 Quality skills in this catalog. The most-starred ones next to it are Benchmark, Benchmark Optimization Loop and API Design Patterns. 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 Light Consistency against them. Open each page to compare what they document and how they install.