Agent skill

Vibe Sunsang Knowledge

by fivetaku in fivetaku/gptaku-plugins-codex

Vibe-sunsang knowledge base — answers questions about the level system (v2 6-axis × 7 levels), anti-patterns, workspace types, growth metrics, prompt quality, and mentoring frameworks.

MITAuto-check passedKnowledge Management

Install Vibe Sunsang Knowledge

skills CLI
$ npx skills add fivetaku/gptaku-plugins-codex --skill vibe-sunsang-knowledge -a claude-code

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

GitHub CLI
$ gh skill install fivetaku/gptaku-plugins-codex vibe-sunsang-knowledge --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/fivetaku/gptaku-plugins-codex.git skills-src && mkdir -p .claude/skills && cp -r skills-src/plugins/vibe-sunsang-codex/skills/vibe-sunsang-knowledge .claude/skills/vibe-sunsang-knowledge && 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
vibe-sunsang-knowledge
GitHub stars
128
Token cost
~1.4k tokens
SKILL.md length
635 words
Files
16 (incl. references)
Skills in repo
25
Repo updated
First seen
Licence
MIT

At a glance

Vibe-sunsang knowledge base — answers questions about the level system (v2 6-axis × 7 levels), anti-patterns, workspace types, growth metrics, prompt quality, and mentoring frameworks.

  • Works in 6 steps: 워크스페이스 유형 확인 → 개념 선택 → 지식 베이스 로딩 → …
  • Tasks that involve Knowledge bases
  • SKILL.md covers 참조 경로, 워크스페이스 유형, 실행 흐름 and 대화 스타일, plus 1 more section
  • Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md

What it does

Vibe Sunsang Knowledge is an agent skill from fivetaku/gptaku-plugins-codex. Vibe-sunsang knowledge base — answers questions about the level system (v2 6-axis × 7 levels), anti-patterns, workspace types, growth metrics, prompt quality, and mentoring frameworks. Korean triggers: "바선생 안티패턴이 뭐야?", "바선생 레벨 시스템 설명해줘", "6축이 뭐야?", "바선생 성장 지표". English triggers: "vibe-sunsang levels", "anti-patterns", "workspace types".

Its SKILL.md is about 1.4k tokens, which your agent loads only when the skill is triggered. The skill folder holds 21 other files, including reference files (for example `references/builder/antipatterns.md`, `references/builder/concepts.md` and `references/builder/growth-metrics.md`).

It sits in Knowledge Management, covering Knowledge bases. The repository describes itself as: Codex-native GPTaku plugin marketplace. The licence is MIT.

When your agent uses it

  • Tasks that involve Knowledge bases

Example prompts

  • “vibe-sunsang levels”
  • “anti-patterns”
  • “workspace types”
  • “/vibe-sunsang-knowledge”

Workflow steps

6 steps, taken from the step headings in SKILL.md.

  1. 워크스페이스 유형 확인
  2. 개념 선택
  3. 지식 베이스 로딩
  4. 1: 6축 기술 차원 내장 설명
  5. 2: 레벨명 테이블 (7단계, 0.5 단위)
  6. 설명

What it can do on your machine

Read from SKILL.md and the folder at commit d3b47fc. It shows what the files ask for, not the result of running them.

  • Tool permissions

    Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.

    From allowed-tools in the SKILL.md frontmatter.

  • Runs code

    No scripts in the folder and no shell commands in SKILL.md.

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

  • Network

    No URLs in SKILL.md.

    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.

Context cost

Vibe Sunsang Knowledge loads about 1.4k tokens when it runs, and up to ~52k if it reads all its reference files. Until then it costs about 90 tokens; SKILL.md has 635 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~90
When it runs · the whole SKILL.md, loaded when a task matches
~1.4k
With references · SKILL.md plus every file in references/, read only if the agent opens them
~52k

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 passed

The automated check found no risky patterns in SKILL.md.

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); files beside SKILL.md are not scanned.

SKILL.md

The full file from fivetaku/gptaku-plugins-codex at commit d3b47fc, republished under its MIT licence (© fivetaku). 635 words, ~1,449 tokens.

Download SKILL.mdSave it as .claude/skills/vibe-sunsang-knowledge/SKILL.md (or your agent's skills folder). This skill also uses 15 other files; get the full folder from GitHub.
name
vibe-sunsang-knowledge
description
Vibe-sunsang knowledge base — answers questions about the level system (v2 6-axis × 7 levels), anti-patterns, workspace types, growth metrics, prompt quality, and mentoring frameworks. Korean triggers: "바선생 안티패턴이 뭐야?", "바선생 레벨 시스템 설명해줘", "6축이 뭐야?", "바선생 성장 지표". English triggers: "vibe-sunsang levels", "anti-patterns", "workspace types".

바선생 지식 베이스 (Codex)

바선생의 핵심 개념, 용어, 프레임워크에 대한 질문에 답변합니다. 설명 전용 스킬.

Codex는 skill-first다 (별도 커맨드 파일 없음). 객관식은 Codex CLI에 카드 UI가 없으므로 $PLUGIN_ROOT/shared/questioning-policy.md §A 번호 블록으로 채팅에서 묻는다.

참조 경로

  • 지식 베이스: $PLUGIN_ROOT/skills/vibe-sunsang-knowledge/references/
  • 유형 설정: ~/vibe-sunsang/config/workspace_types.json
공통 (모든 워크스페이스 유형)
  • 요청 품질 가이드: $PLUGIN_ROOT/skills/vibe-sunsang-knowledge/references/common/prompt-quality.md
  • 멘토링 체크리스트: $PLUGIN_ROOT/skills/vibe-sunsang-knowledge/references/common/mentoring-checklist.md
  • 회고 프레임워크: $PLUGIN_ROOT/skills/vibe-sunsang-knowledge/references/common/retrospective-frameworks.md
유형별 (Builder / Explorer / Designer / Operator)
  • 안티패턴: $PLUGIN_ROOT/skills/vibe-sunsang-knowledge/references/{type}/antipatterns.md
  • 핵심 개념: $PLUGIN_ROOT/skills/vibe-sunsang-knowledge/references/{type}/concepts.md
  • 성장 지표 & 레벨: $PLUGIN_ROOT/skills/vibe-sunsang-knowledge/references/{type}/growth-metrics.md

워크스페이스 유형

유형워크스페이스 목적분석 기준레벨 시스템
Builder코딩/개발 (바이브코딩 포함)에러 대응, 코드 이해도, 요청 품질Observer → Forgemaster
Explorer리서치/Q&A/학습질문 깊이, 출처 검증, 비판적 사고Asker → Scholar
Designer기획/아이디에이션/콘텐츠기획 구체성, 구조화, 실현 가능성Dreamer → Visionary
Operator업무 자동화/데이터 처리에러 처리, 재사용성, 문서화User → Automator

실행 흐름

Step 0: 워크스페이스 유형 확인

유형별 질문인 경우 사용자의 워크스페이스 유형을 먼저 확인합니다:

  1. ~/vibe-sunsang/config/workspace_types.json을 읽어 확인
  2. 파일이 없거나 유형 정보가 없으면 shared/questioning-policy.md §A 번호 블록:
text
질문: 어떤 유형의 워크스페이스에 대해 알고 싶으신가요?
1. Builder (코딩) — 코딩/개발 프로젝트
2. Explorer (리서치/학습) — 리서치/Q&A/스터디
3. Designer (기획) — 기획/아이디에이션
4. Operator (자동화) — 업무 자동화/데이터처리
(모르면 가장 일반적인 1번 Builder로 설명하겠습니다)

공통 주제 질문(요청 품질, 멘토링, 회고)은 유형 확인 없이 바로 진행합니다.

Step 1: 개념 선택

사용자의 질문에서 관련 주제를 파악합니다. 질문이 모호하면 두 단계 질문으로 좁혀갑니다.

먼저 shared/questioning-policy.md §A 번호 블록으로 주제 묶음을 묻습니다:

text
질문: 어떤 주제에 대해 알고 싶으신가요?
1. 레벨·평가 — 레벨 시스템, 6축 기술 차원, 워크스페이스 유형, 성장 지표
2. 활용·습관 — 안티패턴, 요청 품질, 멘토링 방법
(모르면 1번으로 진행하겠습니다)

그 다음, 선택된 묶음에 맞는 아래 블록 하나로 개념을 묻습니다.

레벨·평가를 선택한 경우:

text
질문: 어떤 개념에 대해 알고 싶으신가요?
1. 레벨 시스템 — v2: 7단계(0.5 단위) 성장 레벨과 각 단계의 특징
2. 6축 기술 차원 — DECOMP/VERIFY/ORCH/FAIL/CTX/META 6가지 평가 축
3. 워크스페이스 유형 — Builder/Explorer/Designer/Operator 유형 설명
4. 성장 지표 — 유형별 성장을 측정하는 기준과 Fit Score
(여러 개면 1,3처럼 적어주세요)

활용·습관을 선택한 경우:

text
질문: 어떤 개념에 대해 알고 싶으신가요?
1. 안티패턴 — AI 활용 시 피해야 할 나쁜 습관들
2. 요청 품질 — AI에게 좋은 요청을 하는 방법
3. 멘토링 방법 — 효과적인 AI 활용 멘토링/코칭 방법
(여러 개면 1,3처럼 적어주세요)
Step 2: 지식 베이스 로딩

주제별 참조 매핑에 따라 해당 reference 파일을 읽습니다:

질문 유형참조 파일
안티패턴, 나쁜 습관{type}/antipatterns.md
레벨 시스템, 성장 단계{type}/growth-metrics.md
6축 기술 차원, DECOMP/VERIFY 등{type}/growth-metrics.md + 아래 내장 설명
개념, 용어 설명{type}/concepts.md
요청 잘 하는 법, 프롬프트common/prompt-quality.md
멘토링, 코칭 방법common/mentoring-checklist.md
회고, 리뷰 방법common/retrospective-frameworks.md

모든 경로의 base: $PLUGIN_ROOT/skills/vibe-sunsang-knowledge/references/

Step 2-1: 6축 기술 차원 내장 설명

"6축"이나 기술 차원에 대한 질문일 경우, 다음 내용을 기반으로 설명합니다:

6대 기술 차원 (Skill Dimensions):

코드기술 차원한 줄 정의
DECOMP작업 분해복잡한 요청을 AI가 처리 가능한 단위로 나누는 능력
VERIFY검증 전략AI 출력물을 비판적으로 검토하고 품질을 확인하는 능력
ORCH오케스트레이션도구, 에이전트, 워크플로우를 조합하여 활용하는 능력
FAIL실패 대응오류, 한계, 예상치 못한 결과에 대처하는 능력
CTX맥락 관리AI에게 적절한 배경 정보, 제약 조건, 목표를 제공하는 능력
META메타인지자신의 AI 활용 패턴을 인식하고 전략적으로 조정하는 능력

유형별 가중치: 각 유형마다 중요한 축이 다릅니다.

  • Builder: DECOMP(25%) + VERIFY(25%) = 50% (만드는 사람은 분해와 검증이 핵심)
  • Explorer: FAIL(20%) + CTX(20%) + META(20%) = 60% (조사하는 사람은 비판적 사고가 핵심)
  • Designer: CTX(25%) + META(20%) = 45% (기획하는 사람은 맥락과 전략이 핵심)
  • Operator: ORCH(25%) + FAIL(20%) = 45% (운영하는 사람은 도구 조합이 핵심)

Fit Score: 6축 점수에 유형별 가중치를 곱해서 합산한 종합 점수 게이트 조건: 특정 레벨 진입 시 반드시 충족해야 하는 필수 조건 (L3 구체성>0.5, L4 검증>0.15, L5 도구>8 또는 오케스트레이션, L6 멀티에이전트, L7 외부기여) 0.5 단위: 내부는 소수점 2자리(예: 3.72), 공식 발표는 0.5 단위(예: 3.5)

Show full SKILL.md (203 more words)Show less
Step 2-2: 레벨명 테이블 (7단계, 0.5 단위)
레벨BuilderExplorerDesignerOperator서사 단계
L1Observer (관찰자)Asker (질문자)Dreamer (꿈꾸는 사람)User (사용자)수동
L2Tinkerer (만지작거리는 사람)Curious (호기심 많은 사람)Sketcher (스케치하는 사람)Repeater (반복자)수동→능동
L3Collaborator (협력자)Digger (파헤치는 사람)Shaper (다듬는 사람)Optimizer (최적화자)능동
L4Pilot (조종사)Investigator (탐구자)Planner (설계자)Builder (구축자)능동→주도
L5Architect (설계자)Analyst (분석가)Strategist (전략가)Engineer (엔지니어)주도
L6Conductor (지휘자)Synthesizer (통합자)Director (감독)Orchestrator (오케스트레이터)주도→창조
L7Forgemaster (대장장이)Scholar (학자)Visionary (비전가)Automator (자동화 마스터)창조

레벨은 "할 수 있는가"가 아닌 **"일관되게 하는가"**를 기준으로 삼는다 (3회 일관성 원칙).

Step 3: 설명

읽은 reference 파일을 기반으로 사용자에게 설명합니다:

  1. 핵심 개념을 한 문장으로 요약
  2. 비유나 일상 예시로 쉽게 풀어 설명
  3. 관련된 다른 개념이 있으면 연결 (예: "6축을 이해했으니, 유형별 가중치도 궁금하시면 알려드릴게요")

대화 스타일

  • 전문 용어에는 항상 쉬운 설명을 함께 제공
  • 비유와 일상 예시를 적극 활용
  • 한국어로 응답 (기술 용어는 영어 병기 가능)
  • 한 번에 너무 많은 정보를 주지 않고, 핵심만 전달한 뒤 추가 질문을 유도

Guardrails

  • 묻지 않은 전체 프레임워크를 한꺼번에 쏟아붓지 않는다.
  • 예시는 AI 협업 행동에 근거를 둔다.
  • 워크스페이스 유형이 불확실하면 가정을 밝힌다.
  • Codex CLI에는 객관식 카드 UI가 없다 → shared/questioning-policy.md §A 번호 블록을 쓴다.

© fivetaku, 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 15 other files (references) in plugins/vibe-sunsang-codex/skills/vibe-sunsang-knowledge of fivetaku/gptaku-plugins-codex.

  • SKILL.md
  • references/builder/antipatterns.md
  • references/builder/concepts.md
  • references/builder/growth-metrics.md
  • references/common/mentoring-checklist.md
  • references/common/prompt-quality.md
  • references/common/retrospective-frameworks.md
  • references/designer/antipatterns.md
  • references/designer/concepts.md
  • references/designer/growth-metrics.md
  • references/explorer/antipatterns.md
  • references/explorer/concepts.md
  • references/explorer/growth-metrics.md
  • references/operator/antipatterns.md
  • references/operator/concepts.md
  • … and 1 more

Open the folder on GitHubat commit d3b47fc

Compare with similar skills

Vibe Sunsang Knowledge 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.

Vibe Sunsang Knowledge compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Vibe Sunsang Knowledge this skillfivetaku/gptaku-plugins-codex128—~1.4kAutomated safety check: PassMIT
Knowledge Searchdataelement/bisheng12k—~1.1kAutomated safety check: PassApache-2.0
Capture Conversationoutline/outline41k—~474Automated safety check: PassCustom licence
Find And Citeoutline/outline41k—~537Automated safety check: PassCustom licence
Xhs Virtual Productchenjin-cmd/xhs-virtual-product729—~862Automated safety check: PassMIT
OpenkbVectifyAI/OpenKB4.8k1 repos~2kAutomated safety check: WarnApache-2.0

Similar skills

  • Knowledge Search

    dataelement/bisheng

    Search the user's knowledge bases and knowledge spaces (企业知识库检索).

    12k GitHub stars~1.1k tokensUpdated yesterday
    Knowledge ManagementAuto-check passed
  • Capture Conversation

    outline/outline

    Save the current conversation, a decision, or a set of notes as a document in an Outline collection; use when the user wants to keep what was discussed in their knowledge base.

    41k GitHub stars~474 tokensUpdated today
    Knowledge ManagementAuto-check passed
  • Find And Cite

    outline/outline

    Answer questions from the Outline knowledge base with quotes and links to the source documents; use when the user asks what the team knows, documented, or decided about a topic.

    41k GitHub stars~537 tokensUpdated today
    Knowledge ManagementAuto-check passed
  • Xhs Virtual Product

    chenjin-cmd/xhs-virtual-product

    This skill helps plan, select, produce, and market Xiaohongshu (RED) virtual/digital products — templates, knowledge bases, test tools, study materials.

    729 GitHub stars~862 tokensUpdated 10 days ago
    Knowledge ManagementAuto-check passed
  • Openkb

    VectifyAI/OpenKB

    A skill your agent uses when the user asks about content in their OpenKB knowledge base — research topics, concepts compiled from their documents, cross-document synthesis — or mentions openkb, an…

    4.8k GitHub starsUsed in 1 repo~2k tokens
    Knowledge ManagementAuto-check: warnings
  • Learn From Materials

    dmoshehun-prog/learn-from-materials

    Turns books, PDFs, slides and web pages into a source-grounded knowledge base and an interactive learning page in English or Chinese, with quizzes, relationship maps and reusable methodology notes.

    947 GitHub stars~7.9k tokensUpdated 4 days ago
    Knowledge ManagementAuto-check passed

More from fivetaku/gptaku-plugins-codex

All 25 skills in this repo
  • Pumasi Image

    fivetaku/gptaku-plugins-codex

    Image-generation companion skill for the pumasi plugin family.

    128 GitHub stars~3.6k tokensUpdated 1 mo ago
    Auto-check passed
  • Insane Research Pipeline

    fivetaku/gptaku-plugins-codex

    Runs a multi-agent deep research workflow in seven phases, from scoping questions to a final report with source triangulation, state tracking and quality ratings.

    128 GitHub stars~7.1k tokensUpdated 1 mo ago
    Auto-check passed
  • Skillers Suda

    fivetaku/gptaku-plugins-codex

    This skill should be used when the user asks to "스킬 만들어줘", "에이전트 만들어줘", "커맨드 만들어줘", "스킬러들의 수다", "수다", "Codex 스킬 만들어줘", "이 스킬 분석해줘", "이 스킬 개선해줘", "skill builder", "make a skill", "create a skill"…

    128 GitHub stars~6k tokensUpdated 1 mo ago
    Auto-check passed
  • Dd

    fivetaku/gptaku-plugins-codex

    A skill your agent uses when the user runs /dd or /ㅇㅇ (Hangul IME alias — typing "dd" in Korean IME produces "ㅇㅇ") to act on the current OS clipboard (text or image) without pasting it into chat.

    128 GitHub stars~2k tokensUpdated 1 mo ago
    Auto-check passed
  • Insane Search

    fivetaku/gptaku-plugins-codex

    Adaptive access for blocked websites — tries every method until one works.

    128 GitHub stars~5.6k tokensUpdated 1 mo ago
    Auto-check passed
  • Docs Guide

    fivetaku/gptaku-plugins-codex

    Fetch and explain official documentation for any library, framework, API, or service using an llms.txt-first strategy — triggers on "How do I…", "What is…", "How does X work", "Best practice for…"…

    128 GitHub stars~3.5k tokensUpdated 1 mo ago
    Auto-check passed

Questions about Vibe Sunsang Knowledge

What does Vibe Sunsang Knowledge do?

Vibe-sunsang knowledge base — answers questions about the level system (v2 6-axis × 7 levels), anti-patterns, workspace types, growth metrics, prompt quality, and mentoring frameworks. Vibe Sunsang Knowledge is an agent skill from fivetaku/gptaku-plugins-codex. Vibe-sunsang knowledge base — answers questions about the level system (v2 6-axis × 7 levels), anti-patterns, workspace types, growth metrics, prompt quality, and mentoring frameworks.

When should I use Vibe Sunsang Knowledge?

Vibe Sunsang Knowledge fits situations like: tasks that involve Knowledge bases.

How do I install Vibe Sunsang Knowledge in Claude Code?

Run `npx skills add fivetaku/gptaku-plugins-codex --skill vibe-sunsang-knowledge -a claude-code`. Or copy the skill folder (plugins/vibe-sunsang-codex/skills/vibe-sunsang-knowledge in fivetaku/gptaku-plugins-codex) into .claude/skills/vibe-sunsang-knowledge in your project. Claude Code loads it when a task matches its description.

How do I install Vibe Sunsang Knowledge in Codex?

Run `npx skills add fivetaku/gptaku-plugins-codex --skill vibe-sunsang-knowledge -a codex`. Or copy the skill folder (plugins/vibe-sunsang-codex/skills/vibe-sunsang-knowledge in fivetaku/gptaku-plugins-codex) into .agents/skills/vibe-sunsang-knowledge in your project. Codex loads it when a task matches its description.

Can I use Vibe Sunsang Knowledge 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 fivetaku/gptaku-plugins-codex --skill vibe-sunsang-knowledge -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/vibe-sunsang-knowledge, .gemini/skills/vibe-sunsang-knowledge, .github/skills/vibe-sunsang-knowledge and .opencode/skills/vibe-sunsang-knowledge in your project.

What does Vibe Sunsang Knowledge need to run?

SKILL.md names no scripts, command-line tools or credentials: Vibe Sunsang Knowledge is instructions for the agent only.

Does Vibe Sunsang Knowledge access the network?

SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.

Is Vibe Sunsang Knowledge safe to install?

Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.

What licence does Vibe Sunsang Knowledge use?

Vibe Sunsang Knowledge 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 Vibe Sunsang Knowledge use?

About 1.4k tokens (SKILL.md is roughly 5.8k 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 50k tokens, read only when the agent opens those files.

What are the alternatives to Vibe Sunsang Knowledge?

Skills that share tags, products or a category with Vibe Sunsang Knowledge: Knowledge Search (dataelement/bisheng, 12k stars), Capture Conversation (outline/outline, 41k stars), Find And Cite (outline/outline, 41k stars) and Xhs Virtual Product (chenjin-cmd/xhs-virtual-product, 729 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Vibe Sunsang Knowledge?

fivetaku (a GitHub user) maintains it in fivetaku/gptaku-plugins-codex, which has 128 GitHub stars. The repository holds 25 skills in this directory. The repository was last updated on September 8, 2026.

Source: fivetaku/gptaku-plugins-codex on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.