{"slug":"bam-bam-2-humanize-korean","name":"humanize-korean","description":"AI(ChatGPT·Claude·Gemini 등)가 쓴 한글 텍스트를 \"사람이 쓴 글처럼\" 윤문해주는 오케스트레이터 스킬. 번역투·영어 인용 과다·기계적 병렬·관용구·피동태 남용·접속사 남발·리듬 균일성·이모지/불릿 과다 등 10대 카테고리 40+ AI 티 패턴을 탐지·분류해 내용은 한 글자도 건드리지 않고 문체·리듬·표현만 자연스러운 한국어로 재작성한다. 트리거 — \"AI 티 없애줘\", \"AI 같은 글 자연스럽게\", \"GPT/ChatGPT 문체\", \"AI 번역투 고쳐\", \"사람이 쓴 것처럼 윤문\", \"AI 윤문\", \"ChatGPT 티 제거\", \"한글 AI 탐지·윤문\", \"AI 글 사람처럼\", \"번역투 제거\", \"영어 인용 많은 글 윤문\", \"AI 글 티 안 나게\", \"휴머나이저\", \"humanize Korean\", \"AI detector bypass 한글\". 후속 작업 — \"특정 카테고리만 다시\", \"윤문 강도 조정\", \"장르 바꿔서\", \"이 문단만\", \"2차 윤문\" 도 모두 이 스킬. 단순 맞춤법·오탈자 교정은 직접 처리, 번역은 번역 스킬, 내용 추가·삭제를 동반한 재작성은 별도 집필 스킬.","long_description":"---\nname: humanize-korean\nversion: \"1.5.0\"\ndescription: AI(ChatGPT·Claude·Gemini 등)가 쓴 한글 텍스트를 \"사람이 쓴 글처럼\" 윤문해주는 오케스트레이터 스킬. 번역투·영어 인용 과다·기계적 병렬·관용구·피동태 남용·접속사 남발·리듬 균일성·이모지/불릿 과다 등 10대 카테고리 40+ AI 티 패턴을 탐지·분류해 내용은 한 글자도 건드리지 않고 문체·리듬·표현만 자연스러운 한국어로 재작성한다. 트리거 — \"AI 티 없애줘\", \"AI 같은 글 자연스럽게\", \"GPT/ChatGPT 문체\", \"AI 번역투 고쳐\", \"사람이 쓴 것처럼 윤문\", \"AI 윤문\", \"ChatGPT 티 제거\", \"한글 AI 탐지·윤문\", \"AI 글 사람처럼\", \"번역투 제거\", \"영어 인용 많은 글 윤문\", \"AI 글 티 안 나게\", \"휴머나이저\", \"humanize Korean\", \"AI detector bypass 한글\". 후속 작업 — \"특정 카테고리만 다시\", \"윤문 강도 조정\", \"장르 바꿔서\", \"이 문단만\", \"2차 윤문\" 도 모두 이 스킬. 단순 맞춤법·오탈자 교정은 직접 처리, 번역은 번역 스킬, 내용 추가·삭제를 동반한 재작성은 별도 집필 스킬.\n---\n\n# Humanize Korean — AI 한글 티 제거 오케스트레이터 (v1.5)\n\n> **v1.5 변경 고지 (2026-04-26) — v1.1 베이스라인 + Monolith Fast Path**\n> v1.2(voice profile)·v1.3(candidate pool)·v1.4(역할별 모델 분산)는 모두 핫패스 비용을 잡지 못해 5,000자 입력에 25분이 걸렸습니다. v1.5는 **v1.1 단순 구조로 롤백한 뒤 단일 호출 monolith 에이전트만 추가**한 설계입니다.\n>\n> - **Fast 모드(디폴트)** — `humanize-monolith` 에이전트가 한 콜에서 탐지·윤문·자체검증 일괄 처리. 도구 호출 4~5회. 5,000자 이하 wall-clock 2~3분 목표.\n> - **Strict 모드(`--strict`)** — v1.1 5인 파이프라인 그대로(detector·rewriter·auditor·reviewer + taxonomist 분류 자산 유지). 정밀 검증·장문(8,000자+) 처리·etc.\n> - **삭제됨**: voice profile·candidate pool·promotion-checklist·sample-collection·권한 위계 §1~§6.\n> - **유지됨**: 분류 체계 본진(C-9·C-10·D-7·H-3·I-3·I-4 등 v1.2~v1.3.1 신규 패턴)·rewriting-playbook·5인 에이전트 정의(strict 모드 백본).\n\n## Phase 0: 컨텍스트 확인 및 모드 결정\n\n작업 시작 시 가장 먼저 다음 한 줄을 사용자에게 출력한다.\n\n```\nhumanize-korean v1.5 — {fast|strict} 모드 / run_id: {YYYY-MM-DD-NNN}\n```\n\n### 모드 결정\n- 사용자가 `--strict`·\"정밀 모드\"·\"5인 파이프라인\" 명시 → **strict**\n- 입력 8,000자 초과 → **strict** (자동 승급 + 사용자에 1줄 고지)\n- 그 외 모두 → **fast (디폴트)**\n\n### run_id 결정\n- 모든 경로는 **cwd 기준**. 새 폴더 생성도 cwd 기준 `_workspace/{YYYY-MM-DD-NNN}/`에 만든다.\n- 기존 시퀀스 확인은 **`Glob` 도구**로 표지 파일을 매칭해 간접 조회.\n  올바른 사용법: `Glob(pattern=\"_workspace/YYYY-MM-DD-*/01_input.txt\")` → 결과에서 폴더명 추출 후 NNN 최댓값 + 1.\n  주의: Glob은 디렉토리 자체는 매칭하지 못한다. 반드시 그 안의 표지 파일(`01_input.txt`)을 매칭할 것.\n  `Bash ls`는 OS·셸 환경에 따라 경로 해석이 달라지므로 사용 금지.\n- 당일 폴더가 없으면 NNN = 001. 있으면 마지막 NNN + 1.\n- 부분 재실행 신호(\"이 카테고리만 다시\"·\"2차 윤문\")일 경우 기존 run_id 재사용 + strict 모드로 자동 승급.\n\n## Fast 모드 (디폴트)\n\n### Phase 1: 입력 저장\n1. cwd 기준 `_workspace/{run_id}/` 생성\n2. 입력 텍스트를 `01_input.txt`에 저장\n3. 첫 300자로 장르 자동 추정 (사용자 명시 시 우선)\n\n### Phase 2: Monolith 호출\n`humanize-monolith` 에이전트를 `Agent` 도구로 1회 호출.\n\n입력:\n```\ninput_path: <abs path>/_workspace/{run_id}/01_input.txt\nquick_rules_path: ${CLAUDE_SKILL_DIR}/references/quick-rules.md\ngenre_hint: 칼럼 | 리포트 | 블로그 | 공적 | null\n```\n\n출력 (에이전트가 직접 작성):\n- `_workspace/{run_id}/final.md` — 윤문본\n- `_workspace/{run_id}/summary.md` — 메트릭·자체검증·하이라이트\n\nmonolith는 단일 호출 안에서 다음을 모두 수행 (자세히는 에이전트 정의 참조):\n1. quick-rules 룰북 로드 → 메모리에서 패턴 탐지 + 윤문 + 자체검증 6항 점검\n2. 변경률 50% 초과 시 자동 롤백\n3. 자체검증 위반 시 1회 부분 재실행\n4. final.md + summary.md 작성\n\n### Phase 3: 결과 전달\n사용자에게 다음 4개를 반환:\n1. 한 줄 상태: `완료. 변경률 X% / 등급 Y / 자체검증 N/6 통과`\n2. 윤문본 본문 (마크다운 블록)\n3. summary.md의 핵심 표 (메트릭 + 카테고리 탐지 + 자체검증)\n4. 등급 B 이하면 \"정밀 검증이 필요하면 `--strict`로 5인 파이프라인\" 안내\n\n**디폴트 wall-clock 목표:** 5,000자 이하 2~3분, 8,000자 5~7분.\n\n## Strict 모드 (`--strict` 또는 자동 승급)\n\nv1.1 5인 파이프라인 그대로. 검증 분리·재윤문 루프가 의미 있을 때만 사용.\n\n### Phase A: 탐지\n`ai-tell-detector` 호출 → `02_detection.json`\n\n### Phase B: 윤문 (최대 3회 루프)\n`korean-style-rewriter` 호출 → `03_rewrite.md` + `03_rewrite_diff.json`\n\n### Phase C: 병렬 검증 (에이전트 팀)\n`TeamCreate`로 `humanize-review-team` 구성:\n- `content-fidelity-auditor` → `04_fidelity_audit.json` (의미 동등성)\n- `naturalness-reviewer` → `05_naturalness_review.json` (잔존·과윤문)\n\n`TeamDelete` 후 종합 판정 매트릭스에 따라 분기:\n\n| fidelity | naturalness | 종합 | 후속 |\n|---|---|---|---|\n| full_pass | accept / accept_with_note | **최종 승인** | Phase D |\n| full_pass | rewrite_round_2 | **2차 윤문** | Phase B 재호출 (target finding) |\n| full_pass | rollback_and_rewrite | **롤백 후 재윤문** | 윤문가에 edit 롤백 지시 |\n| conditional_pass | - | **롤백된 edit만 재시도** | Phase B 재호출 |\n| fail | - | **전면 재작업** | Phase B 전면 재호출 |\n\n2차/3차 윤문 진입 시 `03_rewrite_v2.md`·`v3.md`로 버전 분리. **최대 3회 후 미해결이면 `hold_and_report`**로 사람 개입.\n\n### Phase D: 최종 출력\n1. `final.md`에 최종 윤문본 복사\n2. `summary.md` 생성 (fast 모드와 동일 포맷)\n3. 사용자에게 결과 + 등급 + 안내\n\n## 부분 재실행 / 후속 명령\n\n| 사용자 신호 | 처리 |\n|---|---|\n| \"특정 카테고리만 다시\" | strict 모드로 자동 전환, 해당 카테고리 finding만 Phase B 재실행 |\n| \"이 문단만\" | strict 모드, 해당 문단만 입력으로 새 run_id 생성 |\n| \"2차 윤문\"·\"`/humanize-redo`\" | 기존 run_id의 `final.md`를 새 입력으로 strict Phase B 재실행 |\n| \"윤문 강도 조정\" | strict 모드, `min_severity` 옵션 변경 후 Phase A부터 재실행 |\n| \"장르 바꿔서\" | `genre_hint` 변경 후 Phase A부터 재실행 |\n\n## 옵션 (인자 끝에 자연어로)\n\n- `장르: 칼럼|리포트|블로그|공적` — 장르 명시 (생략 시 자동 추정)\n- `강도: 보수|기본|적극` — 윤문 강도 (기본값: 기본)\n- `최소심각도: S1|S2|S3` — 탐지 임계값 (기본값: S2)\n- `--strict` — 5인 파이프라인 강제 사용\n\n## 데이터 흐름 요약\n\n### Fast 모드 (디폴트)\n```\n01_input.txt\n    ↓ [humanize-monolith — 단일 호출]\n    ├ 메모리: quick-rules 로드 → 탐지 → 윤문 → 자체검증\n    └→ final.md + summary.md\n```\n\n### Strict 모드\n```\n01_input.txt\n    ↓ [ai-tell-detector]\n02_detection.json\n    ↓ [korean-style-rewriter]\n03_rewrite.md + 03_rewrite_diff.json\n    ↓ [병렬 팀]\n    ├→ [content-fidelity-auditor] → 04_fidelity_audit.json\n    └→ [naturalness-reviewer]      → 05_naturalness_review.json\n    ↓ [오케스트레이터 종합]\n    ├→ (재작업) Phase B로 복귀 (최대 3회)\n    └→ (승인) final.md + summary.md\n```\n\n## 에이전트 호출 규칙\n\n**모델:** 모두 `model: opus` 통일 (v1.1 베이스라인). 모델 다운그레이드는 v1.4에서 시도했으나 도구 호출 chain이 진짜 병목이라 효과 미미했음.\n\n**에이전트 정의 위치:** 저장소 루트 `agents/`에 12종 정의(플러그인 컨벤션). Claude Code 탐색 경로:\n1. 플러그인 설치 시 — `humanize-korean` 플러그인이 `agents/`를 번들로 제공(전역).\n2. 스크립트 설치 시 — `install.sh`가 `agents/*.md`를 `~/.claude/agents/`에 심링크(전역).\n\n필요 에이전트 6종:\n- `humanize-monolith` (v1.5 신규, fast 전용)\n- `ai-tell-detector` · `korean-style-rewriter` · `content-fidelity-auditor` · `naturalness-reviewer` (strict 5인 중 4명)\n- `korean-ai-tell-taxonomist` (분류 체계 유지·확장 — 본 스킬 실행 중에는 호출 안 됨, 별도 명령으로만 트리거)\n\n## 테스트 시나리오\n\n### Fast 정상 흐름\n- 입력: ChatGPT가 생성한 AI 칼럼 초안 (2,000~5,000자, 번역투·결말 공식·hype 어휘 풍부)\n- 기대: monolith 1콜로 변경률 15~25%, 등급 A/B, wall-clock 2~3분, 자체검증 5~6/6\n\n### Strict 정밀 검증 흐름\n- 사용자 명시 `--strict` 또는 8,000자+ 입력\n- 5인 파이프라인 끝까지 실행, 변경률 18~22%, 검증팀 full_pass\n\n### 엣지 케이스 — 이미 사람이 쓴 글\n- monolith 자체 탐지에서 매치 거의 없음 → 변경률 5% 미만 + summary.md에 \"윤문 불필요 가능성\" 메모\n- 사용자가 `--strict`로 강제 검증 가능\n\n## 주의 사항\n\n- **의미 불변이 최상위 불문율.** monolith·strict 모두에서 위반 즉시 롤백.\n- **수치·고유명사·직접 인용은 탐지/윤문 대상 아님.** Do-NOT list 엄수.\n- **장르 이탈 금지.** 칼럼이 에세이로, 에세이가 문학으로 옮겨가지 않는다.\n- **register 보존.** 격식체 입력 → 격식체 출력. AI 티는 문법·수사이지 격식 자체가 아님.\n- **변경률 30% 초과 → 경고, 50% 초과 → 강제 중단.**\n- **자동 로드 금지.** 프로젝트 CLAUDE.md 등 다른 파일을 자동 파싱해 옵션을 추론하지 않는다.\n\n## 참고 자료\n\n- 슬림 룰북 (Fast 전용): [`references/quick-rules.md`](references/quick-rules.md) — S1·S2 핵심 패턴 + 자체검증 체크리스트\n- 분류 체계 본진 (Strict 전용): [`references/ai-tell-taxonomy.md`](references/ai-tell-taxonomy.md) — 10대분류 × 40+ 패턴 전수\n- 윤문 처방 (Strict 전용): [`references/rewriting-playbook.md`](references/rewriting-playbook.md) — 카테고리별 치환 레시피·장르별 허용 표\n- 웹 서비스 스펙 (옵션): [`references/web-service-spec.md`](references/web-service-spec.md) — 웹 확장 시 로드\n","tagline":"AI(ChatGPT·Claude·Gemini 등)가 쓴 한글 텍스트를 \"사람이 쓴 글처럼\" 윤문해주는 오케스트레이터 스킬. 번역투·영어 인용 과다·기계적 병렬·관용구·피동태 남용·접속사 남발·리듬 균일성·이모지/불릿 과다 등 10대 카테고리 40+ AI 티 패턴을 탐지·분류해 내용은 한 글자도 건드리지 않고 문체·리듬·표현만 자연스러운 한국어로 재작성한다. 트리거 — \"AI 티 없애줘\", \"AI 같은 글 자연스럽게\", \"GPT/ChatGPT 문체\", \"AI 번역투 고쳐\", \"사람이 쓴 것처럼 윤문","category":"automation","tags":["agent-skill"],"author":"bam-bam-2","verified":false,"attribution":{"status":"registry_indexed","statusLabel":"Registry indexed","shortLabel":"REGISTRY INDEXED","sourceLabel":"recursive skill source sync","sourceDetail":"bam-bam-2/solo-skills","creatorName":"bam-bam-2","creatorUrl":"https://github.com/bam-bam-2","sourceUrl":"https://github.com/bam-bam-2/solo-skills/tree/main/skills/humanize-korean","indexedBy":"OpenAgentSkill community index","claimUrl":"https://www.openagentskill.com/skills/bam-bam-2-humanize-korean#claim-this-skill","claimCta":"Claim this skill","trustNote":"This listing was indexed from public sources and is not marked official until a maintainer claim is approved.","publicNote":"Attribution links to the public repository or creator profile. Creators can claim the listing to update ownership signals."},"stats":{"stars":128,"forks":22,"verified_installs":0,"successful_runs":0,"total_outcomes":0,"rating":0,"review_count":0,"quality_score":37.57},"quality":{"score":67,"tier":"promising","label":"Promising","summary":"Useful candidate, but compare it with alternatives before adopting.","signals":[{"label":"GitHub stars","value":"128","tone":"neutral"},{"label":"Freshness","value":"Today","tone":"positive"},{"label":"Install ready","value":"Yes","tone":"positive"},{"label":"License","value":"MIT","tone":"neutral"}],"warnings":["SKILL.md opens with a lengthy version changelog (v1.5 변경 고지 with prior v1.2–v1.4 failures) instead of a quick-start; new users must read through historical rollout notes before reaching usage instructions."]},"trust":{"version":"trust-score-v5","score":62,"base_score":70,"outcome_confidence":0,"tier":"review","label":"Sandbox only","summary":"Useful candidate with missing or mixed trust signals. 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new users must read through historical rollout notes before reaching usage instructions.","Quality score needs review","Stars/forks activity: 128 stars, 22 forks; issue activity unavailable in current metadata"]},"agent_proven":{"version":"agent-proven-v1","score":0,"tier":"unproven","label":"Needs first agent run","summary":"No agent outcome reports yet. Use Resolve, run one narrow sandbox task, then report the result.","metrics":{"totalOutcomes":0,"successfulOutcomes":0,"failedOutcomes":0,"installAttempts":0,"installSuccessRate":null,"successRate":null,"recentSuccessRate":null,"recentFailureRate":null,"riskBlocked":0,"setupRequired":0,"notRelevant":0,"avgOutputQuality":null,"avgTimeToUsefulMs":null,"productionOutcomes":0,"humanReviewRequired":0,"uniqueAgents":0,"lastOutcomeAt":null},"signals":[],"penalties":["No real agent outcome evidence yet"]},"outcome_stats":null,"safety":{"score":53,"level":"avoid_auto_install","label":"Avoid automatic install","safety_tier":{"tier":"experimental","label":"Experimental","badge":"EXPERIMENTAL","summary":"Sparse or mixed signals. Useful for discovery, but not for autonomous installation.","recommended_action":"Test manually in an isolated workspace and compare against safer alternatives.","auto_install_policy":"review","reasons":["High-risk permission hints: Shell or command execution","53/100 agent safety score"]},"auto_install_allowed":false,"human_review_required":true,"blocked":false,"audit_risk":"needs_review","permission_hints":[{"id":"shell","label":"Shell or command execution","reason":"Skill metadata references terminal, CLI, shell, subprocess, or command execution workflows.","severity":"high"},{"id":"network","label":"Network access","reason":"Skill likely fetches remote pages, APIs, repositories, or external services.","severity":"medium"}],"policy_warnings":["High-risk permission hints: Shell or command execution","SKILL.md opens with a lengthy version changelog (v1.5 변경 고지 with prior v1.2–v1.4 failures) instead of a quick-start; new users must read through historical rollout notes before reaching usage instructions."],"constraints_applied":{"max_risk":"medium","needs_install_command":true,"min_stars":0}},"safety_gate":{"tier":"experimental","label":"Experimental","badge":"EXPERIMENTAL","auto_install_policy":"review","auto_install_allowed":false,"blocked":false,"human_review_required":true,"recommended_action":"Test manually in an isolated workspace and compare against safer alternatives.","reasons":["High-risk permission hints: Shell or command execution","53/100 agent safety score"]},"eval":{"version":"openagentskill-skill-eval-v1","status":"review","score":69,"risk_level":"medium","decision":{"recommendation":"manual_review","reason":"Test manually in an isolated workspace and compare against safer alternatives.","auto_install_allowed":false,"policy":"review","human_review_required":true},"blockers":[],"warnings":["Trust score: Potentially useful, but at least one trust signal needs human inspection.","Audit score: Needs review","Agent safety gate: Sparse or mixed signals. Useful for discovery, but not for autonomous installation.","Permission surface: shell or command execution","High-risk permission hints: Shell or command execution","SKILL.md opens with a lengthy version changelog (v1.5 변경 고지 with prior v1.2–v1.4 failures) instead of a quick-start; new users must read through historical rollout notes before reaching usage instructions.","Workflow inconsistency: the fast-mode Phase 2 states the monolith agent '메모리에서 패턴 탐지 + 윤문 + 자체검증' and does not mention running metrics.py, but references/metrics.py documents itself as an 'external pre-processor for the monolith fast path' with a CLI designed to run BEFORE the monolith. It is unclear whether metrics.py is actually invoked in the default path.","The six referenced agents (humanize-monolith, ai-tell-detector, korean-style-rewriter, content-fidelity-auditor, naturalness-reviewer, taxonomist) are not defined in the provided excerpt — if their definitions (SKILL/agent files) are missing from the repository, neither fast nor strict mode can execute.","The 2–3 minute wall-clock target for 5,000 characters is asserted but no benchmark data, config details, or model assumptions are provided, making the performance claim unverifiable.","The trigger list includes 'AI detector bypass 한글' — a dual-use capability that could facilitate academic or editorial deception. The skill has no responsible-use note clarifying that input should be original or properly licensed, nor a reference to applicable policies.","Quality score needs review","Stars/forks activity: 128 stars, 22 forks; issue activity unavailable in current metadata"],"validation_plan":["Inspect repository, README/SKILL.md, license, and recent commits before production use.","Install in an isolated workspace or sandbox with no production secrets available.","Run the smallest representative task and record files touched, commands run, network access, and outputs.","Compare the selected skill against at least one alternative when the eval status is review or failed.","Promote only after the agent reports a successful verification result and unresolved warnings are accepted."],"checks":[{"id":"task_fit","label":"Task fit","status":"pass","score":84,"required_for_auto_install":true,"detail":"Task wording matches this skill metadata.","evidence":["Evaluate humanize-korean before installing it in an agent workflow","automation","Content automation workflows; Claude Code teams; builders willing to evaluate younger projects"]},{"id":"install_path","label":"Install path","status":"pass","score":92,"required_for_auto_install":true,"detail":"Install handoff is available.","evidence":["npx skills add bam-bam-2/solo-skills --skill humanize-korean"]},{"id":"install_safety","label":"Install command safety","status":"pass","score":92,"required_for_auto_install":true,"detail":"standard package or runtime install path","evidence":["npx skills add bam-bam-2/solo-skills --skill humanize-korean"]},{"id":"trust_score","label":"Trust score","status":"warn","score":70,"required_for_auto_install":true,"detail":"Potentially useful, but at least one trust signal needs human inspection.","evidence":["Manual review","128 GitHub stars","MIT"]},{"id":"audit_score","label":"Audit score","status":"warn","score":77,"required_for_auto_install":true,"detail":"Needs review","evidence":["SKILL.md opens with a lengthy version changelog (v1.5 변경 고지 with prior v1.2–v1.4 failures) instead of a quick-start; new users must read through historical rollout notes before reaching usage instructions."]},{"id":"agent_safety_gate","label":"Agent safety gate","status":"warn","score":53,"required_for_auto_install":true,"detail":"Sparse or mixed signals. Useful for discovery, but not for autonomous installation.","evidence":["Test manually in an isolated workspace and compare against safer alternatives.","High-risk permission hints: Shell or command execution"]},{"id":"readme_skillmd_completeness","label":"README/SKILL.md completeness","status":"pass","score":86,"required_for_auto_install":false,"detail":"Metadata includes enough usage and workflow context","evidence":["Strong README/SKILL.md context"]},{"id":"license_clarity","label":"License clarity","status":"pass","score":86,"required_for_auto_install":true,"detail":"MIT","evidence":["MIT"]},{"id":"recent_maintenance","label":"Recent maintenance","status":"pass","score":100,"required_for_auto_install":false,"detail":"Pushed today","evidence":["Pushed today"]},{"id":"permission_surface","label":"Permission surface","status":"warn","score":76,"required_for_auto_install":true,"detail":"shell or command execution","evidence":["Shell or command execution: high","Network access: medium"]},{"id":"alternatives","label":"Alternatives available","status":"info","score":55,"required_for_auto_install":false,"detail":"No close alternatives were found in the current shortlist.","evidence":[]}],"endpoints":{"web":"https://www.openagentskill.com/skills/bam-bam-2-humanize-korean/evals","api":"/api/agent/evals?slug=bam-bam-2-humanize-korean","text":"/api/agent/evals?slug=bam-bam-2-humanize-korean&format=text"}},"agent_readable_metadata":{"version":"openagentskill-agent-metadata-v2","skill":{"slug":"bam-bam-2-humanize-korean","name":"humanize-korean","description":"AI(ChatGPT·Claude·Gemini 등)가 쓴 한글 텍스트를 \"사람이 쓴 글처럼\" 윤문해주는 오케스트레이터 스킬. 번역투·영어 인용 과다·기계적 병렬·관용구·피동태 남용·접속사 남발·리듬 균일성·이모지/불릿 과다 등 10대 카테고리 40+ AI 티 패턴을 탐지·분류해 내용은 한 글자도 건드리지 않고 문체·리듬·표현만 자연스러운 한국어로 재작성한다. 트리거 — \"AI 티 없애줘\", \"AI 같은 글 자연스럽게\", \"GPT/ChatGPT 문체\", \"AI 번역투 고쳐\", \"사람이 쓴 것처럼 윤문\", \"AI 윤문\", \"ChatGPT 티 제거\", \"한글 AI 탐지·윤문\", \"AI 글 사람처럼\", \"번역투 제거\", \"영어 인용 많은 글 윤문\", \"AI 글 티 안 나게\", \"휴머나이저\", \"humanize Korean\", \"AI detector bypass 한글\". 후속 작업 — \"특정 카테고리만 다시\", \"윤문 강도 조정\", \"장르 바꿔서\", \"이 문단만\", \"2차 윤문\" 도 모두 이 스킬. 단순 맞춤법·오탈자 교정은 직접 처리, 번역은 번역 스킬, 내용 추가·삭제를 동반한 재작성은 별도 집필 스킬.","category":"automation","url":"https://www.openagentskill.com/skills/bam-bam-2-humanize-korean","repository":"https://github.com/bam-bam-2/solo-skills/tree/main/skills/humanize-korean","github_repo":"bam-bam-2/solo-skills"},"suited_tasks":["Content automation workflows","Claude Code teams","builders willing to evaluate younger projects","Summarize source material","Adapt tone for channels","Create reusable publishing drafts","Inspect source files","Explain architecture"],"suited_agents":["Codex","Claude Code","Cursor","OpenAgentSkill CLI","OpenAI Agents","CLI"],"install":{"command":"npx skills add bam-bam-2/solo-skills --skill humanize-korean","ready":true,"targets":[{"id":"openagentskill-cli","label":"CLI","kind":"command","value":"npx --yes https://github.com/Leon-Drq/openagentskill/releases/download/cli-v0.2.1/openagentskill-0.2.1.tgz install bam-bam-2-humanize-korean"},{"id":"codex","label":"Codex","kind":"agent-prompt","value":"Install the \"humanize-korean\" agent skill from https://github.com/bam-bam-2/solo-skills/tree/main/skills/humanize-korean. Read its SKILL.md or equivalent instructions first, install only the files needed for this workspace, and summarize any required setup before using it. Skill purpose: AI(ChatGPT·Claude·Gemini 등)가 쓴 한글 텍스트를 \"사람이 쓴 글처럼\" 윤문해주는 오케스트레이터 스킬. 번역투·영어 인용 과다·기계적 병렬·관용구·피동태 남용·접속사 남발·리듬 균일성·이모지/불릿 과다 등 10대 카테고리 40+ AI 티 패턴을 탐지·분류해 내용은 한 글자도 건드리지 않고 문체·리듬·표현만 자연스러운 한국어로 재작성한다. 트리거 — \"AI 티 없애줘\", \"AI 같은 글 자연스럽게\", \"GPT/ChatGPT 문체\", \"AI 번역투 고쳐\", \"사람이 쓴 것처럼 윤문\", \"AI 윤문\", \"ChatGPT 티 제거\", \"한글 AI 탐지·윤문\", \"AI 글 사람처럼\", \"번역투 제거\", \"영어 인용 많은 글 윤문\", \"AI 글 티 안 나게\", \"휴머나이저\", \"humanize Korean\", \"AI detector bypass 한글\". 후속 작업 — \"특정 카테고리만 다시\", \"윤문 강도 조정\", \"장르 바꿔서\", \"이 문단만\", \"2차 윤문\" 도 모두 이 스킬. 단순 맞춤법·오탈자 교정은 직접 처리, 번역은 번역 스킬, 내용 추가·삭제를 동반한 재작성은 별도 집필 스킬. After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"bam-bam-2-humanize-korean\",\"task\":\"Install humanize-korean\",\"agent\":\"codex\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes."},{"id":"claude-code","label":"Claude Code","kind":"agent-prompt","value":"Add \"humanize-korean\" as a Claude Code skill from https://github.com/bam-bam-2/solo-skills/tree/main/skills/humanize-korean. Inspect the skill instructions, place the reusable skill files in the appropriate local skills location for this project, and report the activation steps. Skill purpose: AI(ChatGPT·Claude·Gemini 등)가 쓴 한글 텍스트를 \"사람이 쓴 글처럼\" 윤문해주는 오케스트레이터 스킬. 번역투·영어 인용 과다·기계적 병렬·관용구·피동태 남용·접속사 남발·리듬 균일성·이모지/불릿 과다 등 10대 카테고리 40+ AI 티 패턴을 탐지·분류해 내용은 한 글자도 건드리지 않고 문체·리듬·표현만 자연스러운 한국어로 재작성한다. 트리거 — \"AI 티 없애줘\", \"AI 같은 글 자연스럽게\", \"GPT/ChatGPT 문체\", \"AI 번역투 고쳐\", \"사람이 쓴 것처럼 윤문\", \"AI 윤문\", \"ChatGPT 티 제거\", \"한글 AI 탐지·윤문\", \"AI 글 사람처럼\", \"번역투 제거\", \"영어 인용 많은 글 윤문\", \"AI 글 티 안 나게\", \"휴머나이저\", \"humanize Korean\", \"AI detector bypass 한글\". 후속 작업 — \"특정 카테고리만 다시\", \"윤문 강도 조정\", \"장르 바꿔서\", \"이 문단만\", \"2차 윤문\" 도 모두 이 스킬. 단순 맞춤법·오탈자 교정은 직접 처리, 번역은 번역 스킬, 내용 추가·삭제를 동반한 재작성은 별도 집필 스킬. After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"bam-bam-2-humanize-korean\",\"task\":\"Install humanize-korean\",\"agent\":\"claude-code\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes."},{"id":"cursor","label":"Cursor","kind":"agent-prompt","value":"Turn \"humanize-korean\" from https://github.com/bam-bam-2/solo-skills/tree/main/skills/humanize-korean into a reusable Cursor project rule or agent instruction. Preserve the core workflow, adapt paths to this repo, and keep the rule scoped to tasks where it is relevant. Skill purpose: AI(ChatGPT·Claude·Gemini 등)가 쓴 한글 텍스트를 \"사람이 쓴 글처럼\" 윤문해주는 오케스트레이터 스킬. 번역투·영어 인용 과다·기계적 병렬·관용구·피동태 남용·접속사 남발·리듬 균일성·이모지/불릿 과다 등 10대 카테고리 40+ AI 티 패턴을 탐지·분류해 내용은 한 글자도 건드리지 않고 문체·리듬·표현만 자연스러운 한국어로 재작성한다. 트리거 — \"AI 티 없애줘\", \"AI 같은 글 자연스럽게\", \"GPT/ChatGPT 문체\", \"AI 번역투 고쳐\", \"사람이 쓴 것처럼 윤문\", \"AI 윤문\", \"ChatGPT 티 제거\", \"한글 AI 탐지·윤문\", \"AI 글 사람처럼\", \"번역투 제거\", \"영어 인용 많은 글 윤문\", \"AI 글 티 안 나게\", \"휴머나이저\", \"humanize Korean\", \"AI detector bypass 한글\". 후속 작업 — \"특정 카테고리만 다시\", \"윤문 강도 조정\", \"장르 바꿔서\", \"이 문단만\", \"2차 윤문\" 도 모두 이 스킬. 단순 맞춤법·오탈자 교정은 직접 처리, 번역은 번역 스킬, 내용 추가·삭제를 동반한 재작성은 별도 집필 스킬. After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"bam-bam-2-humanize-korean\",\"task\":\"Install humanize-korean\",\"agent\":\"cursor\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes."}],"handoff_url":"https://www.openagentskill.com/api/skills/bam-bam-2-humanize-korean/install","manifest_url":"https://www.openagentskill.com/api/registry/manifest/bam-bam-2-humanize-korean"},"trust":{"score":70,"label":"Manual review","version":"trust-score-v4","install_policy":"human_review_before_install","evidence":{"stars":"128 GitHub stars","repoActivity":"128 stars, 22 forks","lastPushed":"Pushed today","license":"MIT","repository":"https://github.com/bam-bam-2/solo-skills/tree/main/skills/humanize-korean","install":"npx skills add bam-bam-2/solo-skills --skill humanize-korean","installSafety":"standard package or runtime install path","permissionSurface":"shell or command execution","documentation":"Strong README/SKILL.md context","agentOutcomes":"No agent outcome data yet"},"outcome_evidence":{"total":0,"successes":0,"failures":0,"not_relevant":0,"success_rate":null,"recent_success_rate":null,"recent_failure_rate":null,"install_attempts":0,"install_success_rate":null,"risk_blocked":0,"setup_required":0,"avg_output_quality":null,"production_outcomes":0,"last_outcome_at":null,"label":"No agent outcome data yet"},"auto_install":{"allowed":false,"sandbox_required":true,"reason":"Human review or sandbox validation is required before automatic installation."},"best_for":["automation","agent-skill"],"known_risks":["SKILL.md opens with a lengthy version changelog (v1.5 변경 고지 with prior v1.2–v1.4 failures) instead of a quick-start; new users must read through historical rollout notes before reaching usage instructions.","Quality score needs review","Stars/forks activity: 128 stars, 22 forks; issue activity unavailable in current metadata"]},"agent_proven":{"version":"agent-proven-v1","score":0,"tier":"unproven","label":"Needs first agent run","summary":"No agent outcome reports yet. Use Resolve, run one narrow sandbox task, then report the result.","metrics":{"totalOutcomes":0,"successfulOutcomes":0,"failedOutcomes":0,"installAttempts":0,"installSuccessRate":null,"successRate":null,"recentSuccessRate":null,"recentFailureRate":null,"riskBlocked":0,"setupRequired":0,"notRelevant":0,"avgOutputQuality":null,"avgTimeToUsefulMs":null,"productionOutcomes":0,"humanReviewRequired":0,"uniqueAgents":0,"lastOutcomeAt":null},"signals":[],"penalties":["No real agent outcome evidence yet"]},"audit":{"score":77,"risk_level":"needs_review","risk_label":"Needs review","warnings":["SKILL.md opens with a lengthy version changelog (v1.5 변경 고지 with prior v1.2–v1.4 failures) instead of a quick-start; new users must read through historical rollout notes before reaching usage instructions.","Workflow inconsistency: the fast-mode Phase 2 states the monolith agent '메모리에서 패턴 탐지 + 윤문 + 자체검증' and does not mention running metrics.py, but references/metrics.py documents itself as an 'external pre-processor for the monolith fast path' with a CLI designed to run BEFORE the monolith. It is unclear whether metrics.py is actually invoked in the default path.","The six referenced agents (humanize-monolith, ai-tell-detector, korean-style-rewriter, content-fidelity-auditor, naturalness-reviewer, taxonomist) are not defined in the provided excerpt — if their definitions (SKILL/agent files) are missing from the repository, neither fast nor strict mode can execute.","The 2–3 minute wall-clock target for 5,000 characters is asserted but no benchmark data, config details, or model assumptions are provided, making the performance claim unverifiable.","The trigger list includes 'AI detector bypass 한글' — a dual-use capability that could facilitate academic or editorial deception. The skill has no responsible-use note clarifying that input should be original or properly licensed, nor a reference to applicable policies.","Quality score needs review","Stars/forks activity: 128 stars, 22 forks; issue activity unavailable in current metadata"]},"safety_gate":{"tier":"experimental","label":"Experimental","auto_install_policy":"review","auto_install_allowed":false,"human_review_required":true,"blocked":false,"recommended_action":"Test manually in an isolated workspace and compare against safer alternatives."},"quality":{"score":67,"label":"Promising"},"supply":{"track":"Coding and developer agents","scenario":"Coding agents","maintenance":"Pushed today","risk":"Needs review"},"alternative_skills":[],"do_not_use_when":["teams that need a vendor-supported SLA","production agents without a repository review","SKILL.md opens with a lengthy version changelog (v1.5 변경 고지 with prior v1.2–v1.4 failures) instead of a quick-start; new users must read through historical rollout notes before reaching usage instructions.","High-risk permission hints: Shell or command execution","Workflow inconsistency: the fast-mode Phase 2 states the monolith agent '메모리에서 패턴 탐지 + 윤문 + 자체검증' and does not mention running metrics.py, but references/metrics.py documents itself as an 'external pre-processor for the monolith fast path' with a CLI designed to run BEFORE the monolith. It is unclear whether metrics.py is actually invoked in the default path.","The six referenced agents (humanize-monolith, ai-tell-detector, korean-style-rewriter, content-fidelity-auditor, naturalness-reviewer, taxonomist) are not defined in the provided excerpt — if their definitions (SKILL/agent files) are missing from the repository, neither fast nor strict mode can execute.","The 2–3 minute wall-clock target for 5,000 characters is asserted but no benchmark data, config details, or model assumptions are provided, making the performance claim unverifiable.","The trigger list includes 'AI detector bypass 한글' — a dual-use capability that could facilitate academic or editorial deception. The skill has no responsible-use note clarifying that input should be original or properly licensed, nor a reference to applicable policies."],"agent_contract":{"task_input":"Use humanize-korean in an agent workflow","recommended_action":"Test manually in an isolated workspace and compare against safer alternatives.","install_policy":"review","minimum_review_before_use":["Trust: 70/100 Manual review","Audit: 77/100 Needs review","Safety: 53/100 Avoid automatic install","Review repository, license, install command, and permission surface before production use."],"expected_agent_output":{"selected_skill":"bam-bam-2-humanize-korean (humanize-korean)","install_command":"npx skills add bam-bam-2/solo-skills --skill humanize-korean","risk_summary":"Needs review; Experimental; Review before production","verification_result":"Report the smallest successful task, files touched, warnings, and any missing setup."}},"outcome_feedback":{"endpoint":"https://www.openagentskill.com/api/agent/outcome","method":"POST","requires_resolve_event_id":true,"event_id_source":"Use install_receipt.outcome_feedback.event_id or feedback.event_id returned by /api/agent/resolve for the current task.","expected_outcomes":["success","failed","not_relevant","blocked_by_risk","setup_required"],"payload_template":{"event_id":"<install_receipt.outcome_feedback.event_id or feedback.event_id from /api/agent/resolve>","skill_slug":"bam-bam-2-humanize-korean","task":"Use humanize-korean in an agent workflow","agent":"codex","outcome":"success","install_used":true,"risk_blocked":false,"setup_required":false,"task_success":true,"output_quality":4,"error_type":null,"human_review_required":false,"workspace":"sandbox","time_to_useful_ms":120000,"notes":"Report the smallest successful task, setup friction, files touched, and risk notes."}},"endpoints":{"web":"https://www.openagentskill.com/skills/bam-bam-2-humanize-korean","api":"https://www.openagentskill.com/api/agent/skills/bam-bam-2-humanize-korean","audit":"https://www.openagentskill.com/skills/bam-bam-2-humanize-korean/audit","eval":"https://www.openagentskill.com/api/agent/evals?slug=bam-bam-2-humanize-korean&task=Use%20humanize-korean%20in%20an%20agent%20workflow&max_risk=medium","resolve":"https://www.openagentskill.com/api/agent/resolve?task=Use%20humanize-korean%20in%20an%20agent%20workflow&agent=codex&max_risk=medium","receipt":"https://www.openagentskill.com/api/agent/receipt?task=Use%20humanize-korean%20in%20an%20agent%20workflow&agent=codex&max_risk=medium&format=text","install":"https://www.openagentskill.com/api/skills/bam-bam-2-humanize-korean/install","manifest":"https://www.openagentskill.com/api/registry/manifest/bam-bam-2-humanize-korean"}},"machine_metadata":{"version":"openagentskill-agent-metadata-v2","skill":{"slug":"bam-bam-2-humanize-korean","name":"humanize-korean","description":"AI(ChatGPT·Claude·Gemini 등)가 쓴 한글 텍스트를 \"사람이 쓴 글처럼\" 윤문해주는 오케스트레이터 스킬. 번역투·영어 인용 과다·기계적 병렬·관용구·피동태 남용·접속사 남발·리듬 균일성·이모지/불릿 과다 등 10대 카테고리 40+ AI 티 패턴을 탐지·분류해 내용은 한 글자도 건드리지 않고 문체·리듬·표현만 자연스러운 한국어로 재작성한다. 트리거 — \"AI 티 없애줘\", \"AI 같은 글 자연스럽게\", \"GPT/ChatGPT 문체\", \"AI 번역투 고쳐\", \"사람이 쓴 것처럼 윤문\", \"AI 윤문\", \"ChatGPT 티 제거\", \"한글 AI 탐지·윤문\", \"AI 글 사람처럼\", \"번역투 제거\", \"영어 인용 많은 글 윤문\", \"AI 글 티 안 나게\", \"휴머나이저\", \"humanize Korean\", \"AI detector bypass 한글\". 후속 작업 — \"특정 카테고리만 다시\", \"윤문 강도 조정\", \"장르 바꿔서\", \"이 문단만\", \"2차 윤문\" 도 모두 이 스킬. 단순 맞춤법·오탈자 교정은 직접 처리, 번역은 번역 스킬, 내용 추가·삭제를 동반한 재작성은 별도 집필 스킬.","category":"automation","url":"https://www.openagentskill.com/skills/bam-bam-2-humanize-korean","repository":"https://github.com/bam-bam-2/solo-skills/tree/main/skills/humanize-korean","github_repo":"bam-bam-2/solo-skills"},"suited_tasks":["Content automation workflows","Claude Code teams","builders willing to evaluate younger projects","Summarize source material","Adapt tone for channels","Create reusable publishing drafts","Inspect source files","Explain architecture"],"suited_agents":["Codex","Claude Code","Cursor","OpenAgentSkill CLI","OpenAI Agents","CLI"],"install":{"command":"npx skills add bam-bam-2/solo-skills --skill humanize-korean","ready":true,"targets":[{"id":"openagentskill-cli","label":"CLI","kind":"command","value":"npx --yes https://github.com/Leon-Drq/openagentskill/releases/download/cli-v0.2.1/openagentskill-0.2.1.tgz install bam-bam-2-humanize-korean"},{"id":"codex","label":"Codex","kind":"agent-prompt","value":"Install the \"humanize-korean\" agent skill from https://github.com/bam-bam-2/solo-skills/tree/main/skills/humanize-korean. Read its SKILL.md or equivalent instructions first, install only the files needed for this workspace, and summarize any required setup before using it. Skill purpose: AI(ChatGPT·Claude·Gemini 등)가 쓴 한글 텍스트를 \"사람이 쓴 글처럼\" 윤문해주는 오케스트레이터 스킬. 번역투·영어 인용 과다·기계적 병렬·관용구·피동태 남용·접속사 남발·리듬 균일성·이모지/불릿 과다 등 10대 카테고리 40+ AI 티 패턴을 탐지·분류해 내용은 한 글자도 건드리지 않고 문체·리듬·표현만 자연스러운 한국어로 재작성한다. 트리거 — \"AI 티 없애줘\", \"AI 같은 글 자연스럽게\", \"GPT/ChatGPT 문체\", \"AI 번역투 고쳐\", \"사람이 쓴 것처럼 윤문\", \"AI 윤문\", \"ChatGPT 티 제거\", \"한글 AI 탐지·윤문\", \"AI 글 사람처럼\", \"번역투 제거\", \"영어 인용 많은 글 윤문\", \"AI 글 티 안 나게\", \"휴머나이저\", \"humanize Korean\", \"AI detector bypass 한글\". 후속 작업 — \"특정 카테고리만 다시\", \"윤문 강도 조정\", \"장르 바꿔서\", \"이 문단만\", \"2차 윤문\" 도 모두 이 스킬. 단순 맞춤법·오탈자 교정은 직접 처리, 번역은 번역 스킬, 내용 추가·삭제를 동반한 재작성은 별도 집필 스킬. After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"bam-bam-2-humanize-korean\",\"task\":\"Install humanize-korean\",\"agent\":\"codex\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes."},{"id":"claude-code","label":"Claude Code","kind":"agent-prompt","value":"Add \"humanize-korean\" as a Claude Code skill from https://github.com/bam-bam-2/solo-skills/tree/main/skills/humanize-korean. Inspect the skill instructions, place the reusable skill files in the appropriate local skills location for this project, and report the activation steps. Skill purpose: AI(ChatGPT·Claude·Gemini 등)가 쓴 한글 텍스트를 \"사람이 쓴 글처럼\" 윤문해주는 오케스트레이터 스킬. 번역투·영어 인용 과다·기계적 병렬·관용구·피동태 남용·접속사 남발·리듬 균일성·이모지/불릿 과다 등 10대 카테고리 40+ AI 티 패턴을 탐지·분류해 내용은 한 글자도 건드리지 않고 문체·리듬·표현만 자연스러운 한국어로 재작성한다. 트리거 — \"AI 티 없애줘\", \"AI 같은 글 자연스럽게\", \"GPT/ChatGPT 문체\", \"AI 번역투 고쳐\", \"사람이 쓴 것처럼 윤문\", \"AI 윤문\", \"ChatGPT 티 제거\", \"한글 AI 탐지·윤문\", \"AI 글 사람처럼\", \"번역투 제거\", \"영어 인용 많은 글 윤문\", \"AI 글 티 안 나게\", \"휴머나이저\", \"humanize Korean\", \"AI detector bypass 한글\". 후속 작업 — \"특정 카테고리만 다시\", \"윤문 강도 조정\", \"장르 바꿔서\", \"이 문단만\", \"2차 윤문\" 도 모두 이 스킬. 단순 맞춤법·오탈자 교정은 직접 처리, 번역은 번역 스킬, 내용 추가·삭제를 동반한 재작성은 별도 집필 스킬. After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"bam-bam-2-humanize-korean\",\"task\":\"Install humanize-korean\",\"agent\":\"claude-code\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes."},{"id":"cursor","label":"Cursor","kind":"agent-prompt","value":"Turn \"humanize-korean\" from https://github.com/bam-bam-2/solo-skills/tree/main/skills/humanize-korean into a reusable Cursor project rule or agent instruction. Preserve the core workflow, adapt paths to this repo, and keep the rule scoped to tasks where it is relevant. Skill purpose: AI(ChatGPT·Claude·Gemini 등)가 쓴 한글 텍스트를 \"사람이 쓴 글처럼\" 윤문해주는 오케스트레이터 스킬. 번역투·영어 인용 과다·기계적 병렬·관용구·피동태 남용·접속사 남발·리듬 균일성·이모지/불릿 과다 등 10대 카테고리 40+ AI 티 패턴을 탐지·분류해 내용은 한 글자도 건드리지 않고 문체·리듬·표현만 자연스러운 한국어로 재작성한다. 트리거 — \"AI 티 없애줘\", \"AI 같은 글 자연스럽게\", \"GPT/ChatGPT 문체\", \"AI 번역투 고쳐\", \"사람이 쓴 것처럼 윤문\", \"AI 윤문\", \"ChatGPT 티 제거\", \"한글 AI 탐지·윤문\", \"AI 글 사람처럼\", \"번역투 제거\", \"영어 인용 많은 글 윤문\", \"AI 글 티 안 나게\", \"휴머나이저\", \"humanize Korean\", \"AI detector bypass 한글\". 후속 작업 — \"특정 카테고리만 다시\", \"윤문 강도 조정\", \"장르 바꿔서\", \"이 문단만\", \"2차 윤문\" 도 모두 이 스킬. 단순 맞춤법·오탈자 교정은 직접 처리, 번역은 번역 스킬, 내용 추가·삭제를 동반한 재작성은 별도 집필 스킬. After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"bam-bam-2-humanize-korean\",\"task\":\"Install humanize-korean\",\"agent\":\"cursor\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes."}],"handoff_url":"https://www.openagentskill.com/api/skills/bam-bam-2-humanize-korean/install","manifest_url":"https://www.openagentskill.com/api/registry/manifest/bam-bam-2-humanize-korean"},"trust":{"score":70,"label":"Manual review","version":"trust-score-v4","install_policy":"human_review_before_install","evidence":{"stars":"128 GitHub stars","repoActivity":"128 stars, 22 forks","lastPushed":"Pushed today","license":"MIT","repository":"https://github.com/bam-bam-2/solo-skills/tree/main/skills/humanize-korean","install":"npx skills add bam-bam-2/solo-skills --skill humanize-korean","installSafety":"standard package or runtime install path","permissionSurface":"shell or command execution","documentation":"Strong README/SKILL.md context","agentOutcomes":"No agent outcome data yet"},"outcome_evidence":{"total":0,"successes":0,"failures":0,"not_relevant":0,"success_rate":null,"recent_success_rate":null,"recent_failure_rate":null,"install_attempts":0,"install_success_rate":null,"risk_blocked":0,"setup_required":0,"avg_output_quality":null,"production_outcomes":0,"last_outcome_at":null,"label":"No agent outcome data yet"},"auto_install":{"allowed":false,"sandbox_required":true,"reason":"Human review or sandbox validation is required before automatic installation."},"best_for":["automation","agent-skill"],"known_risks":["SKILL.md opens with a lengthy version changelog (v1.5 변경 고지 with prior v1.2–v1.4 failures) instead of a quick-start; new users must read through historical rollout notes before reaching usage instructions.","Quality score needs review","Stars/forks activity: 128 stars, 22 forks; issue activity unavailable in current metadata"]},"agent_proven":{"version":"agent-proven-v1","score":0,"tier":"unproven","label":"Needs first agent run","summary":"No agent outcome reports yet. Use Resolve, run one narrow sandbox task, then report the result.","metrics":{"totalOutcomes":0,"successfulOutcomes":0,"failedOutcomes":0,"installAttempts":0,"installSuccessRate":null,"successRate":null,"recentSuccessRate":null,"recentFailureRate":null,"riskBlocked":0,"setupRequired":0,"notRelevant":0,"avgOutputQuality":null,"avgTimeToUsefulMs":null,"productionOutcomes":0,"humanReviewRequired":0,"uniqueAgents":0,"lastOutcomeAt":null},"signals":[],"penalties":["No real agent outcome evidence yet"]},"audit":{"score":77,"risk_level":"needs_review","risk_label":"Needs review","warnings":["SKILL.md opens with a lengthy version changelog (v1.5 변경 고지 with prior v1.2–v1.4 failures) instead of a quick-start; new users must read through historical rollout notes before reaching usage instructions.","Workflow inconsistency: the fast-mode Phase 2 states the monolith agent '메모리에서 패턴 탐지 + 윤문 + 자체검증' and does not mention running metrics.py, but references/metrics.py documents itself as an 'external pre-processor for the monolith fast path' with a CLI designed to run BEFORE the monolith. It is unclear whether metrics.py is actually invoked in the default path.","The six referenced agents (humanize-monolith, ai-tell-detector, korean-style-rewriter, content-fidelity-auditor, naturalness-reviewer, taxonomist) are not defined in the provided excerpt — if their definitions (SKILL/agent files) are missing from the repository, neither fast nor strict mode can execute.","The 2–3 minute wall-clock target for 5,000 characters is asserted but no benchmark data, config details, or model assumptions are provided, making the performance claim unverifiable.","The trigger list includes 'AI detector bypass 한글' — a dual-use capability that could facilitate academic or editorial deception. The skill has no responsible-use note clarifying that input should be original or properly licensed, nor a reference to applicable policies.","Quality score needs review","Stars/forks activity: 128 stars, 22 forks; issue activity unavailable in current metadata"]},"safety_gate":{"tier":"experimental","label":"Experimental","auto_install_policy":"review","auto_install_allowed":false,"human_review_required":true,"blocked":false,"recommended_action":"Test manually in an isolated workspace and compare against safer alternatives."},"quality":{"score":67,"label":"Promising"},"supply":{"track":"Coding and developer agents","scenario":"Coding agents","maintenance":"Pushed today","risk":"Needs review"},"alternative_skills":[],"do_not_use_when":["teams that need a vendor-supported SLA","production agents without a repository review","SKILL.md opens with a lengthy version changelog (v1.5 변경 고지 with prior v1.2–v1.4 failures) instead of a quick-start; new users must read through historical rollout notes before reaching usage instructions.","High-risk permission hints: Shell or command execution","Workflow inconsistency: the fast-mode Phase 2 states the monolith agent '메모리에서 패턴 탐지 + 윤문 + 자체검증' and does not mention running metrics.py, but references/metrics.py documents itself as an 'external pre-processor for the monolith fast path' with a CLI designed to run BEFORE the monolith. It is unclear whether metrics.py is actually invoked in the default path.","The six referenced agents (humanize-monolith, ai-tell-detector, korean-style-rewriter, content-fidelity-auditor, naturalness-reviewer, taxonomist) are not defined in the provided excerpt — if their definitions (SKILL/agent files) are missing from the repository, neither fast nor strict mode can execute.","The 2–3 minute wall-clock target for 5,000 characters is asserted but no benchmark data, config details, or model assumptions are provided, making the performance claim unverifiable.","The trigger list includes 'AI detector bypass 한글' — a dual-use capability that could facilitate academic or editorial deception. The skill has no responsible-use note clarifying that input should be original or properly licensed, nor a reference to applicable policies."],"agent_contract":{"task_input":"Use humanize-korean in an agent workflow","recommended_action":"Test manually in an isolated workspace and compare against safer alternatives.","install_policy":"review","minimum_review_before_use":["Trust: 70/100 Manual review","Audit: 77/100 Needs review","Safety: 53/100 Avoid automatic install","Review repository, license, install command, and permission surface before production use."],"expected_agent_output":{"selected_skill":"bam-bam-2-humanize-korean (humanize-korean)","install_command":"npx skills add bam-bam-2/solo-skills --skill humanize-korean","risk_summary":"Needs review; Experimental; Review before production","verification_result":"Report the smallest successful task, files touched, warnings, and any missing setup."}},"outcome_feedback":{"endpoint":"https://www.openagentskill.com/api/agent/outcome","method":"POST","requires_resolve_event_id":true,"event_id_source":"Use install_receipt.outcome_feedback.event_id or feedback.event_id returned by /api/agent/resolve for the current task.","expected_outcomes":["success","failed","not_relevant","blocked_by_risk","setup_required"],"payload_template":{"event_id":"<install_receipt.outcome_feedback.event_id or feedback.event_id from /api/agent/resolve>","skill_slug":"bam-bam-2-humanize-korean","task":"Use humanize-korean in an agent workflow","agent":"codex","outcome":"success","install_used":true,"risk_blocked":false,"setup_required":false,"task_success":true,"output_quality":4,"error_type":null,"human_review_required":false,"workspace":"sandbox","time_to_useful_ms":120000,"notes":"Report the smallest successful task, setup friction, files touched, and risk notes."}},"endpoints":{"web":"https://www.openagentskill.com/skills/bam-bam-2-humanize-korean","api":"https://www.openagentskill.com/api/agent/skills/bam-bam-2-humanize-korean","audit":"https://www.openagentskill.com/skills/bam-bam-2-humanize-korean/audit","eval":"https://www.openagentskill.com/api/agent/evals?slug=bam-bam-2-humanize-korean&task=Use%20humanize-korean%20in%20an%20agent%20workflow&max_risk=medium","resolve":"https://www.openagentskill.com/api/agent/resolve?task=Use%20humanize-korean%20in%20an%20agent%20workflow&agent=codex&max_risk=medium","receipt":"https://www.openagentskill.com/api/agent/receipt?task=Use%20humanize-korean%20in%20an%20agent%20workflow&agent=codex&max_risk=medium&format=text","install":"https://www.openagentskill.com/api/skills/bam-bam-2-humanize-korean/install","manifest":"https://www.openagentskill.com/api/registry/manifest/bam-bam-2-humanize-korean"}},"supply_profile":{"track":{"slug":"coding","label":"Coding and developer agents","shortLabel":"Coding","description":"Code review, repo analysis, testing, CI, GitHub, DevOps, and developer workflow skills."},"scenario":{"label":"Coding agents","description":"I need a coding agent that can understand a repository, edit code, and review pull requests.","useCases":[{"slug":"content-automation","title":"Content automation"},{"slug":"coding-agents","title":"Coding agents"},{"slug":"browser-automation","title":"Browser automation"}]},"applicableAgents":["Claude Code","OpenAI Agents","CLI","Codex","Cursor"],"install":{"ready":true,"command":"npx skills add bam-bam-2/solo-skills --skill humanize-korean","primaryTarget":"CLI","targetCount":4},"githubQuality":{"stars":128,"starsLabel":"128","forks":22,"license":"MIT","qualityScore":67,"trustScore":70,"auditScore":77},"maintenance":{"status":"fresh","label":"Pushed today","daysSincePush":0,"lastPushedAt":"2026-08-23T11:27:14+00:00"},"risk":{"level":"needs_review","label":"Needs review","requiresReview":true,"notes":["SKILL.md opens with a lengthy version changelog (v1.5 변경 고지 with prior v1.2–v1.4 failures) instead of a quick-start; new users must read through historical rollout notes before reaching usage instructions.","Workflow inconsistency: the fast-mode Phase 2 states the monolith agent '메모리에서 패턴 탐지 + 윤문 + 자체검증' and does not mention running metrics.py, but references/metrics.py documents itself as an 'external pre-processor for the monolith fast path' with a CLI designed to run BEFORE the monolith. It is unclear whether metrics.py is actually invoked in the default path.","The six referenced agents (humanize-monolith, ai-tell-detector, korean-style-rewriter, content-fidelity-auditor, naturalness-reviewer, taxonomist) are not defined in the provided excerpt — if their definitions (SKILL/agent files) are missing from the repository, neither fast nor strict mode can execute.","The 2–3 minute wall-clock target for 5,000 characters is asserted but no benchmark data, config details, or model assumptions are provided, making the performance claim unverifiable.","The trigger list includes 'AI detector bypass 한글' — a dual-use capability that could facilitate academic or editorial deception. The skill has no responsible-use note clarifying that input should be original or properly licensed, nor a reference to applicable policies."]},"coverageTags":["Coding","Coding agents","automation","agent-skill"]},"audit":{"audit_score":77,"risk_level":"needs_review","risk_label":"Needs review","quality_score":67,"trust_score":70,"maintenance_score":100,"security_score":78,"install_score":92,"warnings":["SKILL.md opens with a lengthy version changelog (v1.5 변경 고지 with prior v1.2–v1.4 failures) instead of a quick-start; new users must read through historical rollout notes before reaching usage instructions.","Workflow inconsistency: the fast-mode Phase 2 states the monolith agent '메모리에서 패턴 탐지 + 윤문 + 자체검증' and does not mention running metrics.py, but references/metrics.py documents itself as an 'external pre-processor for the monolith fast path' with a CLI designed to run BEFORE the monolith. It is unclear whether metrics.py is actually invoked in the default path.","The six referenced agents (humanize-monolith, ai-tell-detector, korean-style-rewriter, content-fidelity-auditor, naturalness-reviewer, taxonomist) are not defined in the provided excerpt — if their definitions (SKILL/agent files) are missing from the repository, neither fast nor strict mode can execute.","The 2–3 minute wall-clock target for 5,000 characters is asserted but no benchmark data, config details, or model assumptions are provided, making the performance claim unverifiable.","The trigger list includes 'AI detector bypass 한글' — a dual-use capability that could facilitate academic or editorial deception. The skill has no responsible-use note clarifying that input should be original or properly licensed, nor a reference to applicable policies.","Quality score needs review","Stars/forks activity: 128 stars, 22 forks; issue activity unavailable in current metadata"]},"quality_signals":{"model":"v2","star_score":14.77,"usage_score":0,"review_score":4.8,"metadata_score":3,"freshness_score":15},"platforms":["Claude Code","OpenAI Agents"],"use_cases":[{"slug":"content-automation","title":"Content automation","url":"https://www.openagentskill.com/use-cases/content-automation"},{"slug":"coding-agents","title":"Coding agents","url":"https://www.openagentskill.com/use-cases/coding-agents"},{"slug":"browser-automation","title":"Browser automation","url":"https://www.openagentskill.com/use-cases/browser-automation"},{"slug":"research-agents","title":"Research agents","url":"https://www.openagentskill.com/use-cases/research-agents"}],"stacks":[{"slug":"content-growth-agent","title":"Content growth agent","url":"https://www.openagentskill.com/collections/content-growth-agent"},{"slug":"coding-review-agent","title":"Coding review agent","url":"https://www.openagentskill.com/collections/coding-review-agent"},{"slug":"browser-qa-agent","title":"Browser QA agent","url":"https://www.openagentskill.com/collections/browser-qa-agent"}],"install":"npx skills add bam-bam-2/solo-skills --skill humanize-korean","install_targets":[{"id":"openagentskill-cli","label":"CLI","title":"OpenAgentSkill CLI","kind":"command","value":"npx --yes https://github.com/Leon-Drq/openagentskill/releases/download/cli-v0.2.1/openagentskill-0.2.1.tgz install bam-bam-2-humanize-korean","description":"Resolve policy, run the source installer safely, and report a verified install receipt.","copyLabel":"Copy command"},{"id":"codex","label":"Codex","title":"Codex install prompt","kind":"agent-prompt","value":"Install the \"humanize-korean\" agent skill from https://github.com/bam-bam-2/solo-skills/tree/main/skills/humanize-korean. Read its SKILL.md or equivalent instructions first, install only the files needed for this workspace, and summarize any required setup before using it. Skill purpose: AI(ChatGPT·Claude·Gemini 등)가 쓴 한글 텍스트를 \"사람이 쓴 글처럼\" 윤문해주는 오케스트레이터 스킬. 번역투·영어 인용 과다·기계적 병렬·관용구·피동태 남용·접속사 남발·리듬 균일성·이모지/불릿 과다 등 10대 카테고리 40+ AI 티 패턴을 탐지·분류해 내용은 한 글자도 건드리지 않고 문체·리듬·표현만 자연스러운 한국어로 재작성한다. 트리거 — \"AI 티 없애줘\", \"AI 같은 글 자연스럽게\", \"GPT/ChatGPT 문체\", \"AI 번역투 고쳐\", \"사람이 쓴 것처럼 윤문\", \"AI 윤문\", \"ChatGPT 티 제거\", \"한글 AI 탐지·윤문\", \"AI 글 사람처럼\", \"번역투 제거\", \"영어 인용 많은 글 윤문\", \"AI 글 티 안 나게\", \"휴머나이저\", \"humanize Korean\", \"AI detector bypass 한글\". 후속 작업 — \"특정 카테고리만 다시\", \"윤문 강도 조정\", \"장르 바꿔서\", \"이 문단만\", \"2차 윤문\" 도 모두 이 스킬. 단순 맞춤법·오탈자 교정은 직접 처리, 번역은 번역 스킬, 내용 추가·삭제를 동반한 재작성은 별도 집필 스킬. After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"bam-bam-2-humanize-korean\",\"task\":\"Install humanize-korean\",\"agent\":\"codex\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes.","description":"Give Codex a repo-aware install prompt when the skill is not available through a local CLI.","copyLabel":"Copy prompt"},{"id":"claude-code","label":"Claude Code","title":"Claude Code skill prompt","kind":"agent-prompt","value":"Add \"humanize-korean\" as a Claude Code skill from https://github.com/bam-bam-2/solo-skills/tree/main/skills/humanize-korean. Inspect the skill instructions, place the reusable skill files in the appropriate local skills location for this project, and report the activation steps. Skill purpose: AI(ChatGPT·Claude·Gemini 등)가 쓴 한글 텍스트를 \"사람이 쓴 글처럼\" 윤문해주는 오케스트레이터 스킬. 번역투·영어 인용 과다·기계적 병렬·관용구·피동태 남용·접속사 남발·리듬 균일성·이모지/불릿 과다 등 10대 카테고리 40+ AI 티 패턴을 탐지·분류해 내용은 한 글자도 건드리지 않고 문체·리듬·표현만 자연스러운 한국어로 재작성한다. 트리거 — \"AI 티 없애줘\", \"AI 같은 글 자연스럽게\", \"GPT/ChatGPT 문체\", \"AI 번역투 고쳐\", \"사람이 쓴 것처럼 윤문\", \"AI 윤문\", \"ChatGPT 티 제거\", \"한글 AI 탐지·윤문\", \"AI 글 사람처럼\", \"번역투 제거\", \"영어 인용 많은 글 윤문\", \"AI 글 티 안 나게\", \"휴머나이저\", \"humanize Korean\", \"AI detector bypass 한글\". 후속 작업 — \"특정 카테고리만 다시\", \"윤문 강도 조정\", \"장르 바꿔서\", \"이 문단만\", \"2차 윤문\" 도 모두 이 스킬. 단순 맞춤법·오탈자 교정은 직접 처리, 번역은 번역 스킬, 내용 추가·삭제를 동반한 재작성은 별도 집필 스킬. After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"bam-bam-2-humanize-korean\",\"task\":\"Install humanize-korean\",\"agent\":\"claude-code\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes.","description":"Use this prompt to ask Claude Code to add the skill and explain the local activation steps.","copyLabel":"Copy prompt"},{"id":"cursor","label":"Cursor","title":"Cursor rule prompt","kind":"agent-prompt","value":"Turn \"humanize-korean\" from https://github.com/bam-bam-2/solo-skills/tree/main/skills/humanize-korean into a reusable Cursor project rule or agent instruction. Preserve the core workflow, adapt paths to this repo, and keep the rule scoped to tasks where it is relevant. Skill purpose: AI(ChatGPT·Claude·Gemini 등)가 쓴 한글 텍스트를 \"사람이 쓴 글처럼\" 윤문해주는 오케스트레이터 스킬. 번역투·영어 인용 과다·기계적 병렬·관용구·피동태 남용·접속사 남발·리듬 균일성·이모지/불릿 과다 등 10대 카테고리 40+ AI 티 패턴을 탐지·분류해 내용은 한 글자도 건드리지 않고 문체·리듬·표현만 자연스러운 한국어로 재작성한다. 트리거 — \"AI 티 없애줘\", \"AI 같은 글 자연스럽게\", \"GPT/ChatGPT 문체\", \"AI 번역투 고쳐\", \"사람이 쓴 것처럼 윤문\", \"AI 윤문\", \"ChatGPT 티 제거\", \"한글 AI 탐지·윤문\", \"AI 글 사람처럼\", \"번역투 제거\", \"영어 인용 많은 글 윤문\", \"AI 글 티 안 나게\", \"휴머나이저\", \"humanize Korean\", \"AI detector bypass 한글\". 후속 작업 — \"특정 카테고리만 다시\", \"윤문 강도 조정\", \"장르 바꿔서\", \"이 문단만\", \"2차 윤문\" 도 모두 이 스킬. 단순 맞춤법·오탈자 교정은 직접 처리, 번역은 번역 스킬, 내용 추가·삭제를 동반한 재작성은 별도 집필 스킬. After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"bam-bam-2-humanize-korean\",\"task\":\"Install humanize-korean\",\"agent\":\"cursor\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes.","description":"Use this when installing as Cursor project rules or reusable agent instructions.","copyLabel":"Copy prompt"}],"repository":"https://github.com/bam-bam-2/solo-skills/tree/main/skills/humanize-korean","github_repo":"bam-bam-2/solo-skills","version":"1.5.0","license":"MIT","urls":{"web":"https://www.openagentskill.com/skills/bam-bam-2-humanize-korean","repository":"https://github.com/bam-bam-2/solo-skills/tree/main/skills/humanize-korean","api":"/api/agent/skills/bam-bam-2-humanize-korean","install_api":"/api/skills/bam-bam-2-humanize-korean/install"},"meta":{"created_at":"2026-08-23T11:38:12.536988+00:00","updated_at":"2026-08-23T11:38:12.536988+00:00","agent_friendly":true}}