Cultivating Skills

Turns repeated workflows into reusable skills through a three-tier publishing funnel: local for private experiments, project for team sharing, and community for upstream contribution. The distill mode kicks in when Claude notices you've done something three times. The improve mode patches existing skills that fall short. Everything goes through a safety scan that blocks hardcoded secrets, overprivileged tool access, and injection patterns before it hits disk. Default is local-only, which keeps the noise down. If you find yourself copy-pasting the same prompt structure or command chain across sessions, this is the crystallization layer. Ships with a Node-based forge script that handles scaffolding, linting, and tier promotion.

GitHub stars: 224
last updated: Jun 10, 2026

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Install

$ npx -y skills add telagod/code-abyss --skill cultivating-skills --agent claude-code

Installs into .claude/skills of the current project.

Files

炼制神通 · cultivating-skills

框架之外仍有道。重复三次即沉淀，沉淀必经安全脊柱，发布必走漏斗。

三种触发模式

模式	触发	入口
`distill`	Agent 在会话中识别"魔尊已重复 N 次同类操作"	主动提议→显式确认
`create`	用户显式 `/cultivate-skill <topic>`	脚手架交互
`improve`	用户指现有 skill 不足	diff + 增量补丁

三级沉淀漏斗

L0 本地私有  ~/.claude/skills/local/         → 不入路由、显式调用、不审
L1 项目私有  <repo>/.claude/skills/          → 入 git、团队共享、强 lint
L2 社区贡献  GitHub Issue/PR + safety_scan   → 进入 upstream 候选池

默认 L0——魔尊主动升级，避免污染。每升一级，门槛递增。

何时使用

场景	使用	理由
同类操作 ≥ 3 次（手动构造的 prompt、命令链、修复模板）	✅ distill	边际收益最高
现有 skill 缺失关键场景 / 表述模糊	✅ improve	直接打补丁
用户提出新工程化方法论	✅ create	显式生成骨架