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Updated 2mo ago

by shibing624

skills

Learn from Experience skill 是让 Agent 从经验中学习 -- 纠正过的错误不再重犯，好的方法自动沉淀，越用越懂你。原理是基于你跟Agent交互中的经验(踩坑、纠正、好方法)记下来、整理好、用起来，不再随会话结束而消失。

View on GitHub (opens in a new tab)

20 GitHub stars (20)

Steady at 20 stars — no new stars in the 16 days since Sep 30.

  • 3 skills (3 skills found in its SKILL.md files)
  • 3 forks (3 forks)
  • 2mo ago last update (Last updated 2mo ago)

Install

Skills CLI

npx skills add shibing624/skills

Asks which skills and agents to install. Just one: npx skills add shibing624/skills --skill learn-from-experience — add -g for every project.

Claude Code

git clone https://github.com/shibing624/skillscp -r "skills/learn-from-experience" ~/.claude/skills/

Copies the learn-from-experience skill into ~/.claude/skills/ for every project (use .claude/skills/ for one project). Repeat for the other skills listed below.

Plugin

/plugin marketplace add shibing624/skills

Run inside Claude Code if the repository ships a plugin marketplace, then pick plugins from /plugin.

Skills can run code on your machine — read the SKILL.md first.

What it does

In the author's own words, from each skill's SKILL.md.

  • learn-from-experience

    Learn from experience: self-reflection + self-criticism + self-learning + self-organizing memory + cross-session sync. Agent evaluates its own work, catches mistakes, and improves permanently. Compiles confirmed learnings to global config for automatic cross-session persistence. Use when (1) a command, tool, API, or operation fails; (2) the user corrects you or rejects your work; (3) you realize…

    learn-from-experience/SKILL.md on GitHub (opens in a new tab)

  • llm-wiki

    Karpathy's LLM Wiki — build and maintain a persistent, interlinked markdown knowledge base. Ingest sources, query compiled knowledge, and lint for consistency.

    llm-wiki/SKILL.md on GitHub (opens in a new tab)

  • mulan-paper-skill

    查询木兰论文解读（paper.mulanai.com）的 AI 论文中文解读、每日精选、周报与主题分类。当用户询问最新 AI 论文、每日论文精选、某主题论文、论文中文摘要或推荐理由时使用。全部接口匿名只读、无需 API Key。

    mulan-paper-skill/SKILL.md on GitHub (opens in a new tab)

Review before you install

A skill is a set of instructions and scripts your agent will follow, and it can run code on your machine. Read the SKILL.md and any scripts first — this listing is not a security review.