** 这是 AI 编码代理的自我提升技能。** 可使用 Claude 代码、光标， 以及任何读取AGENTS.md / standing-instruction文件的代理。

每次会话你都会进行硬调试或重新发现同样的东西——我该怎么做 能访问生产数据库吗？信用点在哪里？部署命令是什么？我该怎么做 现场验证？ ——而这些来之不易的知识在会谈结束后就会消失 结束。下一场游戏从零开始并重新学习。

自学解决了这个问题。它教会你的代理识别出那一刻 刚刚获得了可重复使用的黄金路径，并在工具能坚持的地方保留它 下次自动加载——这样下一次会话开始时已经知道路线 而不是重新发现它。

这是一种元技能：它不是做工作，而是捕捉工作是如何完成的 完成了——包括失败，因为跳过了已知的死胡同下一场。 通常比赢得的奖金还要高。

循环（到处都是一样）

1. 识别瞬间——一项只有多次尝试后才成功的任务，a 不明显的命令，一个你一开始不知道的项目事实，一个操作 工作流程可能会反复出现，或者你只是说*“记住这个”*。

self-learning-skills

A self-improving skill for AI coding agents. Works with Claude Code, Cursor, and any agent that reads an AGENTS.md / standing-instructions file.

Every session you do hard debugging or rediscover the same thing — how do I reach the prod DB? where do the creds live? what’s the deploy command? how do I verify this live? — and that hard-won knowledge evaporates when the session ends. The next session starts from zero and re-learns it.

self-learning fixes that. It teaches your agent to recognize the moment it has just earned a reusable golden path and persist it where the tool will auto-load it next time — so the next session starts already knowing the route instead of rediscovering it.

It’s a meta-skill: it doesn’t do the work, it captures how the work got done — including the failures, since skipping a known dead-end next session is often worth more than the win itself.

The loop (same everywhere)

1. Recognize the moment — a task that only worked after several tries, a non-obvious command, a project fact you didn’t know up front, an operational workflow likely to recur, or you simply saying “remember this”.
2. Capture it, no prompt needed — it acts on the cue immediately, picks the scope/name itself, and tells you afterward. The procedure is captured (not a one-off answer), plus a “what didn’t work” note.
3. Reuse — next session the entry loads automatically, by skill/rule description or because the instructions file is always read.

What differs per tool is only where knowledge is persisted and how it’s auto-loaded:

Install

npx — recommended (works with 70+ agents)

Uses the community skills CLI, which installs into whatever agents it detects — Claude Code, Cursor, Codex, Cline, OpenCode, and more:

npx skills add kulaxyz/self-learning-skills                 # this project (auto-detects agents)
npx skills add kulaxyz/self-learning-skills -g              # global — all your projects
npx skills add kulaxyz/self-learning-skills -a claude-code  # a specific agent

Try it once without installing:

npx skills use kulaxyz/self-learning-skills --skill self-learning | claude

Claude Code plugin

/plugin marketplace add kulaxyz/self-learning-skills
/plugin install self-learning@self-learning-skills

Manual

git clone https://github.com/kulaxyz/self-learning-skills

# Claude Code — global (or into a project's .claude/skills/ to share via git)