Cultivating Skills for Claude
Distills repeated workflows into reusable skills, improves existing skills, and gates them through a three-tier publish funnel (local → project → community). Use when the agent or user notices a pattern worth crystallizing, when an existing skill is incomplete, or when something deserves community contribution. Default deny on dangerous tools and side effects.
Install
one command, takes just this skill from the repositorynpx skills add https://github.com/telagod/code-abyss --skill cultivating-skillsThe instruction itself
1 sections, as written by the author<!-- safety-scan: ignore RM_RF_ROOT,CURL_PIPE_SH,PROMPT_INJECTION 本 skill 列举危险/注入模式作为反例，自身不执行 -->
<!-- safety-scan: ignore TOOLS_PRIVILEGED 特权理由：Bash 用于跑 forge 脚本；Write/Edit 用于在用户确认后落盘 skill 骨架；Grep 用于扫描重名 -->
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 |
何时不使用
- ❌ 单次性脚本 / 一次性查询——沉淀价值低，徒增噪音
- ❌ 复制粘贴现有 skill 内容——用
aliases或 reference 链接即可 - ❌ 项目特定状态（API 端点、内部约定）——写进项目 CLAUDE.md
- ❌ 重复内容含 secret / 私密细节——永不沉淀
安全脊柱（默认拒绝）
新 skill 落盘前必须通过 safety_scan，命中任一项即阻断：
- frontmatter 合规：
namekebab-case 唯一、description≥ 40 字、user-invocable显式声明 - 工具最小权限：
allowed-tools默认仅Read；扩权（Bash/Write/Edit/WebFetch）必须有理由说明 - 无硬编码 secret（复用
analyzing-security规则集） - 无危险默认模板、无 prompt injection 反模式、scripts 单入口、引用文件存在
详细规则矩阵见 references/safety-review.md。
工作流速查
| 你想做的 | 走哪卷 |
|---------|--------|
| 从会话提炼新 skill | creation-workflow.md |
| 改进现有 skill 的某个场景 | improvement-workflow.md |
| 识别"该沉淀了"的信号 | distillation-patterns.md |
| 通过安全审查 | safety-review.md |
| 升级到项目内 / 提交到社区 | publishing-guide.md |
使用
# 脚手架：默认 L0 本地，可改 --tier project / community
node scripts/skill_forge.js init <slug> [--tier local|project|community]
# 本地校验（frontmatter + 引用 + 工具白名单）
node scripts/skill_forge.js lint <skill-dir>
# 安全扫描（落盘前必跑）
node scripts/skill_forge.js scan <skill-dir>
# 改进模式（生成 diff 草案）
node scripts/skill_forge.js improve <existing-skill-dir>
# 升级 tier
node scripts/skill_forge.js promote <skill-dir> --to project
收口
落盘前必须：scan 通过 + lint 通过 + 魔尊 review diff。
社区提交：复用 submission portal，本 skill 只负责生成 payload，不重造提交流程。
参见姊妹 skill cultivating-personas——专司人格沉淀。
Other skills for the same job
different authors, same section of the catalogue
Create new skills, modify and improve existing skills, and measure skill performance. Use when users want to create a skill from scratch, edit, or optimize an existing skill, run evals to test a skill, benchmark skill performance with variance analysis, or optimize a skill's description for better triggering accuracy.
Guide for creating effective skills. This skill should be used when users want to create a new skill (or update an existing skill) that extends Claude's capabilities with specialized knowledge, workflows, or tool integrations.
Guide for creating effective skills. This skill should be used when users want to create a new skill (or update an existing skill) that extends Claude's capabilities with specialized knowledge, workflows, or tool integrations.
Replace with description of the skill and when Claude should use it.
Use when facing 2+ independent tasks that can be worked on without shared state or sequential dependencies
This skill should be used when the user wants to "create a skill", "add a skill to plugin", "write a new skill", "improve skill description", "organize skill content", or needs guidance on skill structure, progressive disclosure, or skill development best practices for Claude Code plugins.
Helps users discover and install agent skills when they ask questions like "how do I do X", "find a skill for X", "is there a skill that can...", or express interest in extending capabilities. This skill should be used when the user is looking for functionality that might exist as an installable skill.
Use when creating new skills, editing existing skills, or verifying skills work before deployment
How to use it
Take telagod/cultivating-skills from the repository into ~/.claude/skills for personal
use, or into .claude/skills inside a project.
The agent identifies a skill by the name field in its header. Two skills with the
same name cannot sit side by side — one of them will be ignored.