Agent skill

Skill Cultivation Funnel

by telagod in telagod/code-abyss

Distills repeated workflows into new skills, improves existing ones and promotes them through local, project and community tiers after a default-deny safety scan.

MITAuto-check: notesAgent Workflows

SKILL.md written in Chinese; this summary is our English description.

Install Skill Cultivation Funnel

skills CLI
$ npx skills add telagod/code-abyss --skill cultivating-skills -a claude-code

Project install by default; add -g for ~/.claude/skills/.

GitHub CLI
$ gh skill install telagod/code-abyss cultivating-skills --agent claude-code

Project scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).

Manual copy
$ git clone --depth 1 https://github.com/telagod/code-abyss.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/cultivating-skills .claude/skills/cultivating-skills && rm -rf skills-src

Use ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.

Claude Code skills documentation · loads skills from .claude/skills/

Facts

Skill name
cultivating-skills
GitHub stars
244
Token cost
~794 tokens
SKILL.md length
127 words
Files
7 (incl. scripts, references)
Skills in repo
38
Repo updated
First seen
Licence
MIT

At a glance

Distills repeated workflows into new skills, improves existing ones and promotes them through local, project and community tiers after a default-deny safety scan.

  • Works in 4 steps: frontmatter 合规:name kebab-case… → 工具最小权限:allowed-tools 默认仅… → 无硬编码 secret(复用 analyzing-security 规则集) → …
  • Noticing a prompt or command chain you keep rebuilding by hand
  • SKILL.md covers 三种触发模式, 三级沉淀漏斗, 何时使用 and 何时不使用, plus 4 more sections
  • Runs JavaScript scripts from its folder; calls node

What it does

Three modes trigger the skill: distill, when the agent notices the same kind of operation repeated at least three times and proposes a skill for your confirmation, create, from an explicit /cultivate-skill request, and improve, which patches an existing skill that misses a scenario. New skills start at the local tier in your home skills folder, move to project level inside the repository for team sharing with stricter linting, and finally to a community candidate pool through an issue or PR with a safety scan.

Before a skill is written to disk it must pass safety_scan: a unique kebab-case name, a description of at least 40 characters, declared user invocability, tools limited to Read by default with reasons for anything wider, no hard-coded secrets, and no dangerous templates or prompt-injection anti-patterns. The scaffold command is node scripts/skill_forge.js init with a tier option, followed by scan, lint and your review of the diff. Reference files cover creation, improvement, distillation signals, safety review and publishing, and the SKILL.md is written in Chinese.

When your agent uses it

  • Noticing a prompt or command chain you keep rebuilding by hand
  • Patching a skill that lacks a key scenario
  • Scaffolding a new local, project or community skill
  • Running the safety scan before sharing a skill

Example prompts

  • “I have typed the same release checklist three times, so turn it into a local skill.”
  • “Improve my deploy skill so it handles rollback, and show me the diff.”
  • “/cultivate-skill database migration review”

Requirements

  • Node.js 18 or later, for scripts/skill_forge.js
  • Compatibility (from SKILL.md): node>=18
  • Pre-approved tools (allowed-tools): Bash, Read, Write, Edit, Grep

Workflow steps

4 steps, taken from the first numbered list in SKILL.md.

  1. frontmatter 合规:name kebab-case 唯一、description ≥ 40 字、user-invocable 显式声明
  2. 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
  3. 无硬编码 secret(复用 analyzing-security 规则集)
  4. 无危险默认模板、无 prompt injection 反模式、scripts 单入口、引用文件存在

What it can do on your machine

Read from SKILL.md and the folder at commit 2544577. It shows what the files ask for, not the result of running them.

  • Tool permissions

    Pre-approves these tools, so the agent can use them without asking each time:

    • Bash
    • Read
    • Write
    • Edit
    • Grep

    From allowed-tools in the SKILL.md frontmatter.

  • Runs code

    Ships 1 file in scripts/ (JavaScript), which the agent can run.

    Shell commands in SKILL.md call:

    • node

    From the folder's file list and the shell code blocks in SKILL.md.

  • Network

    Links to these hosts (documentation or services it may open):

    • telagod.github.io

    From URLs in SKILL.md, links to its own repository left out.

  • Credentials

    Names no API keys, tokens, secrets or passwords.

    From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.

  • Compatibility

    node>=18

    From compatibility in the SKILL.md frontmatter.

Context cost

Skill Cultivation Funnel loads about 794 tokens when it runs, and up to ~4.6k if it reads all its reference files. Until then it costs about 95 tokens; SKILL.md has 127 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~95
When it runs · the whole SKILL.md, loaded when a task matches
~794
With references · SKILL.md plus every file in references/, read only if the agent opens them
~4.6k

Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.

Safety

Auto-check: notes

The automated check noted patterns worth knowing about, such as sudo or a known installer.

  • NotePre-approves every shell command (allowed-tools: Bash)SKILL.md
    allowed-tools: Bash, Read, Write, Edit, Grep

Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); the scripts in this folder are not scanned.

SKILL.md

The full file from telagod/code-abyss at commit 2544577, republished under its MIT licence (© telagod). 127 words, ~794 tokens.

Download SKILL.mdSave it as .claude/skills/cultivating-skills/SKILL.md (or your agent's skills folder). This skill also uses 6 other files; get the full folder from GitHub.
name
cultivating-skills
description
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.
allowed-tools
Bash, Read, Write, Edit, Grep
compatibility
node>=18
user-invocable
true
argument-hint
<distill|create|improve|publish> [topic-or-path]
aliases
forge-skill, cultivate-skill
<!-- 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
distillAgent 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:

  1. frontmatter 合规:name kebab-case 唯一、description ≥ 40 字、user-invocable 显式声明
  2. 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
  3. 无硬编码 secret(复用 analyzing-security 规则集)
  4. 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 skillcreation-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

bash
# 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。

© telagod, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file

Files

SKILL.md and 6 other files (scripts, references) in skills/cultivating-skills of telagod/code-abyss.

  • SKILL.md
  • references/creation-workflow.md
  • references/distillation-patterns.md
  • references/improvement-workflow.md
  • references/publishing-guide.md
  • references/safety-review.md
  • scripts/skill_forge.js

Open the folder on GitHubat commit 2544577

Compare with similar skills

Skill Cultivation Funnel next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.

Skill Cultivation Funnel compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Skill Cultivation Funnel this skilltelagod/code-abyss244—~794Automated safety check: NotesMIT
Darwin Skill Optimizeralchaincyf/darwin-skill6.2k1 repos~4.7kAutomated safety check: PassMIT
Skill Creatorzhayujie/CowAgent47k—~4.7kAutomated safety check: NotesMIT
Open-Science Skill Creatoraipoch/open-science5.5k—~1.7kAutomated safety check: PassApache-2.0
Skill Quality ReviewerGalaxy-Dawn/claude-scholar5.7k1 repos~3kAutomated safety check: PassMIT
Prismer Skill CreatorPrismer-AI/PrismerCloud1.6k—~2.6kAutomated safety check: NotesMIT

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Questions about Skill Cultivation Funnel

What does Skill Cultivation Funnel do?

Distills repeated workflows into new skills, improves existing ones and promotes them through local, project and community tiers after a default-deny safety scan. Three modes trigger the skill: distill, when the agent notices the same kind of operation repeated at least three times and proposes a skill for your confirmation, create, from an explicit /cultivate-skill request, and improve, which patches an existing skill that misses a scenario. New skills start at the local tier in your home skills folder, move to project level inside the repository for team sharing with stricter linting, and finally to a community candidate pool through an issue or PR with a safety scan.

When should I use Skill Cultivation Funnel?

Skill Cultivation Funnel fits situations like: noticing a prompt or command chain you keep rebuilding by hand; patching a skill that lacks a key scenario; scaffolding a new local, project or community skill; running the safety scan before sharing a skill.

How do I install Skill Cultivation Funnel in Claude Code?

Run `npx skills add telagod/code-abyss --skill cultivating-skills -a claude-code`. Or copy the skill folder (skills/cultivating-skills in telagod/code-abyss) into .claude/skills/cultivating-skills in your project. Claude Code loads it when a task matches its description.

How do I install Skill Cultivation Funnel in Codex?

Run `npx skills add telagod/code-abyss --skill cultivating-skills -a codex`. Or copy the skill folder (skills/cultivating-skills in telagod/code-abyss) into .agents/skills/cultivating-skills in your project. Codex loads it when a task matches its description.

Can I use Skill Cultivation Funnel in Cursor, Gemini CLI or GitHub Copilot?

Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add telagod/code-abyss --skill cultivating-skills -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/cultivating-skills, .gemini/skills/cultivating-skills, .github/skills/cultivating-skills and .opencode/skills/cultivating-skills in your project.

What does Skill Cultivation Funnel need to run?

Going by SKILL.md and its folder, Skill Cultivation Funnel needs JavaScript for the scripts in its folder and the command-line tools its instructions call (node). Our summary lists: Node.js 18 or later, for scripts/skill_forge.js. Its frontmatter pre-approves these tools: Bash, Read, Write, Edit, Grep. Compatibility (from SKILL.md): node>=18.

Does Skill Cultivation Funnel access the network?

SKILL.md names 1 domain. As links in the text: telagod.github.io. This is read from the text; nothing was executed.

Is Skill Cultivation Funnel safe to install?

Our automated static check of SKILL.md found notes only (pre-approves every shell command (allowed-tools: bash)), nothing it rates as a warning. It is not a guarantee. The check reads SKILL.md only: the scripts in the folder are not scanned, so read them before running anything.

What licence does Skill Cultivation Funnel use?

Skill Cultivation Funnel is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.

How many tokens does Skill Cultivation Funnel use?

About 794 tokens (SKILL.md is roughly 3.2k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full. Its references folder adds about 3.8k tokens, read only when the agent opens those files.

What are the alternatives to Skill Cultivation Funnel?

Skills that share tags, products or a category with Skill Cultivation Funnel: Darwin Skill Optimizer (alchaincyf/darwin-skill, 6.2k stars), Skill Creator (zhayujie/CowAgent, 47k stars), Open-Science Skill Creator (aipoch/open-science, 5.5k stars) and Skill Quality Reviewer (Galaxy-Dawn/claude-scholar, 5.7k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Skill Cultivation Funnel?

telagod (a GitHub user) maintains it in telagod/code-abyss, which has 244 GitHub stars. The repository holds 38 skills in this directory. The repository was last updated on July 19, 2026.

Source: telagod/code-abyss on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.