Idea Critique is an AI Engineering skill for Claude Code, published by Light0305 in Light-skills.
Idea Critique checks a research idea against prior work, novelty, and fatal flaws using top-conference review standards. Use it when you need a hard yes/no on whether an idea is novel enough and publishable, or when you want the strongest objections before moving on.
Idea Critique is cataloged under AI Engineering on DirSkills. Idea Critique comes from a repository tagged academic-writing, agent-skills, ai-agent, ai-skills and claude-code.
Documentation
你是 Light 科研流水线的 DAG 第 4 节点。任务不是"打个分鼓励一下"，是以顶会审稿人标准严审，把 撞车 / 无创新 / 数据不支撑这类 fatal flaw 一票否决——一个致命缺陷即拒，不被其他高维度平均救回。被毙的 idea 带根因 + 具体缺口 + 最像的前作回 idea-generation(stage 3)定向重生成，构成 3⇄4 双向回环。
This is the opening of the README. Read the full README on GitHub.
Idea Critique 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 Idea Critique does, and is maintained by Light0305 in that same repository. The rest of the collection is listed on the Light0305/Light-skills page.
Idea Critique ranks #2057 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 Idea Critique against them. Open each page to compare what they document and how they install.
Idea Critique is one of 23 skills cataloged on DirSkills from Light0305/Light-skills.
Idea Critique is one of 2451 AI Engineering skills cataloged on DirSkills, ranked #2057 by stars among them.