Concept Book Distillation

Concept Book Distillation is an AI Engineering skill for Claude Code, published by xuzhougeng in wisp-science.

1K stars106 forkson xuzhougeng/wisp-scienceAdded 2026/08/21+1% in starsRepository updated 2026/08/21

agent-skillsai-agentai-assistantai-for-scienceai4sciencebioinformaticscomputational-biologydesktop-appllmlocal-firstmcpmodel-context-protocolpythonreproducible-researchresearch-assistantrstatsrustscientific-computingscientific-workflowtauri

Install in seconds

Install Concept Book Distillation

Copy Concept Book Distillation 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/xuzhougeng/wisp-science/tree/main/skills/distill-concept-books ~/.claude/skills/distill-concept-books

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/xuzhougeng/wisp-science.git

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

In this catalog

Source file: skills/distill-concept-books/SKILL.md in xuzhougeng/wisp-science
Installs to: ~/.claude/skills/distill-concept-books
Collection: One of 25 skills cataloged from this repository
Category: AI Engineering — 2451 skills

What Concept Book Distillation does

Concept Book Distillation turns concept, theory, and analysis books into source-neutral task capabilities with traceable evidence and human review gates. It is used to build or restore book distillation workflows without exposing source identity in candidate skills.

Concept Book Distillation is cataloged under AI Engineering on DirSkills. Concept Book Distillation comes from a repository tagged agent-skills, ai-agent, ai-assistant, ai-for-science and ai4science.

Documentation

README

Excerpt

概念图书蒸馏

把来源限定的图书知识编译为可审核、来源中性的任务能力，不把全书压缩成摘要，也不把来源身份复制到候选 Skill。私有治理记录保留追溯所需身份和 locator；候选 tree、评测输入和运行输出只保留重新表达的方法、边界与停止条件。始终保持：

evidence → claim → relation / capability rule → candidate specification
→ Gate 3 approved-for-eval → materialization → eval run → Gate 4 decision

不得先写候选结论再反向挑选证据，也不得把结构验证当作真实性或行为效果验证。

运行前检查

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

Frequently asked about Concept Book Distillation

What else does xuzhougeng publish alongside Concept Book Distillation?
Concept Book Distillation is one of 25 skills that DirSkills catalogs from xuzhougeng/wisp-science, the repository it ships in. Its siblings there include Agent Infini, Bear Counter and Bear Map. Each one is a separate skill with its own page in this directory, installs the same way Concept Book Distillation does, and is maintained by xuzhougeng in that same repository. The rest of the collection is listed on the xuzhougeng/wisp-science page.
How does Concept Book Distillation compare to other AI Engineering skills?
Concept Book Distillation ranks #1358 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 Concept Book Distillation against them. Open each page to compare what they document and how they install.