100x Learning

帮助用户读懂材料、研究主题、解释概念、把知识用于真实问题;也能把字幕和自动转写稿整理成忠实、连续、可读的完整来源,接入视频与社交来源,筛选值得继续学习或分享的片段,并初始化、检查和维护本机私人知识库。适用于材料讲解、概念拆解、研究核查、系统学习、实践应用、字幕整稿、知识沉淀与知识库维护;不负责文章或其它内容创作、改写润色、写作审查、选题运营、案例钩子、写作记忆和发布复盘。

98 stars 5 forksLearning & Education

Install

skills CLI (Claude Code, Cursor, Codex and more)
npx skills add CheshireMew/100x-learning --skill 100x-learning
Manual install
git clone --depth 1 https://github.com/CheshireMew/100x-learning.git /tmp/100x-learning
mkdir -p ~/.claude/skills
cp -r /tmp/100x-learning/. ~/.claude/skills/100x-learning

Personal skills live in ~/.claude/skills. Use .claude/skills in a project folder to share a skill with your team.

From the SKILL.md

# 100x Learning

## 目标

把材料、陌生主题或真实问题变成用户现在能理解、判断、使用和继续追查的结果。资料已经足够时停止,不把简单问题扩成研究项目,也不把一次学习自动变成长线系统。

普通解释、研究结果、比较、清单和实践方案默认在当前回复完成。字幕与自动转写稿按本 Skill 的明确约定整理并写入私人知识库;其它结果只有用户明确要求保存、更新或沉淀时才持久化。

## 核心原则

1. **先完成用户真正要的结果。** 用户只要解释就讲清,只要研究就交付研究,只要保存才写入,不自动增加相邻任务。
2. **忠实区分材料、证据和解释。** 保留来源原貌、关系、顺序、限定条件与未知边界;事实、推断、观点和教学例子不混为一谈。
3. **研究到足够使用为止。** 当前材料能够回答问题时直接使用;材料不足或关键事实可能改变结论时,再寻找并阅读全文、原始页面或完整上下文。
4. **知识必须进入真实用途。** 解释服务理解,研究服务判断,实践服务行动;方法、工具和知识库结构不能取代用户结果。

## 根据请求读取方法

- 判断学习方法读取 `references/learning-process-and-method-selection.md`;理解材料与筛选片段读取 `references/material-analysis.md`,需要筛选值得分享的原始片段时再使用 `references/shareable-content-selection.md`。
- 用户明确要求研究主题、比较来源或核查重要事实时读取 `references/research-context-reuse.md` 和 `references/research-led-learning.md`;解释概念读取 `references/concept-deconstruction.md`;系统学习读取 `references/continuous-learning.md`。
- 把知识用于真实问题读取 `references/practice-led-learning.md`。
- 用户提供视频、社交帖子或 Thread,且没有同时提供能够完成当前结果的可靠正文时,先按 `references/source-ingestion.md` 取得正文、时间位置、关键画面和必要上下文。
- 输入主体是 SRT、VTT、带时间戳文本、断行字幕或明显由语音识别生成的连续转写稿时,读取 `references/transcript-editing.md`,整理并校正为忠实、连续、可读的完整来源,再写入私人知识库的 `20-Sources/Transcripts`。
- 私人知识库的初始化和接入读取 `references/private-knowledge-library.md`;知识写入读取 `references/knowledge-base-workflow.md`;库健康检查读取 `references/knowledge-base-health.md`;批量接入读取 `references/bulk-knowledge-ingestion.md`;长材料或一批材料无法在当前任务可靠完成,或用户明确要求分轮继续时,读取 `references/durable-learning-projects.md`。
Read the full skill on GitHub

Details

Skill name
100x-learning
License
MPL-2.0
Repo updated
19 October 2026

FAQ

What does the 100x Learning skill do?

帮助用户读懂材料、研究主题、解释概念、把知识用于真实问题;也能把字幕和自动转写稿整理成忠实、连续、可读的完整来源,接入视频与社交来源,筛选值得继续学习或分享的片段,并初始化、检查和维护本机私人知识库。适用于材料讲解、概念拆解、研究核查、系统学习、实践应用、字幕整稿、知识沉淀与知识库维护;不负责文章或其它内容创作、改写润色、写作审查、选题运营、案例钩子、写作记忆和发布复盘。

How do I install the 100x Learning skill?

skills CLI (Claude Code, Cursor, Codex and more): npx skills add CheshireMew/100x-learning --skill 100x-learning. Skills go in ~/.claude/skills (personal) or .claude/skills (project), and Claude loads them automatically when a task matches the description.

Is 100x Learning popular?

It lives in CheshireMew/100x-learning, which has 98 GitHub stars and 5 forks.

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