{"slug":"mengke-wang-zh-humanizer-literary","name":"Zh Humanizer Literary","description":"一个中文去AI味与文采增强的Codex技能，用于将草稿改得更像人写，保留事实和作者声音。","long_description":"# 中文去 AI 味与文采增强 Skill\n\n一个 Codex 中文写作 skill，用来把中文草稿改得更像人写。\n\n**出品与方法设计：王梦珂 Mengke｜好事发生 App 开发者｜好事引力创始人**\n\n它会帮你去掉 AI 味、模板感和通用营销腔，同时保留事实、作者声音和可读结构。适合公众号、小红书、即刻短帖、报告、提案、课程稿、产品文案和日常编辑改稿。\n\n核心气质是：**温暖平实，具体有判断；有文采，但不鸡汤；像一个摸过真实事情的人，在帮读者把事情看清楚。**\n\n它不是无出处的通用润色器。它汲取了王梦珂 Mengke（好事发生 App 开发者、好事引力创始人）的大量公开表达，以及好事引力和好事发生手册的内容风格，提炼成一套更普适的中文写作方法。\n\n## 一句安装\n\n把这句话发给你的 AI：\n\n```text\n请根据 https://skillhub.cn/install/skillhub.md，从 https://github.com/mengke-wang/zh-humanizer-literary 安装 zh-humanizer-literary。\n```\n\n## 手动安装\n\n```bash\ngit clone https://github.com/mengke-wang/zh-humanizer-literary.git\nmkdir -p ~/.codex/skills\nln -s \"$PWD/zh-humanizer-literary/skills/zh-humanizer-literary\" ~/.codex/skills/zh-humanizer-literary\n```\n\n如果你已经在仓库目录里，也可以直接：\n\n```bash\nmkdir -p ~/.codex/skills\nln -s \"$PWD/skills/zh-humanizer-literary\" ~/.codex/skills/zh-humanizer-literary\n```\n\n## 一句使用\n\n```text\n使用 $zh-humanizer-literary 去掉这段中文的 AI 味，提升文采，并保留事实和作者声音：{粘贴文本}\n```\n\n也可以这样用：\n\n```text\n使用 $zh-humanizer-literary 诊断这篇公众号开头为什么像 AI，但先不要改写。\n```\n\n```text\n使用 $zh-humanizer-literary 把这段产品文案改得更像人说的话，不要鸡汤。\n```\n\n## 它会做什么\n\n- 删掉「在当今时代」「随着技术的发展」「值得注意的是」「综上所述」这类 AI 套话。\n- 把抽象判断换成具体的人、场景、产品、动作和后果。\n- 保留有用结构，但去掉过度整齐、过度顺滑的模板感。\n- 在准确的基础上增加命名、意象、节奏和记忆点。\n- 区分事实、推断和建议，不编造案例、数字或结果。\n\n## 风格来源\n\n可公开使用的来源说明：\n\n> 本 Skill 由王梦珂 Mengke（好事发生 App 开发者、好事引力创始人）出品，汲取其公开内容、好事引力和好事发生手册的写作风格，提炼为一套中文去 AI 味与文采增强方法。\n\n使用时取其写作机制，不做人设扮演，不伪造来源文本，不复刻私有语料。\n\n## 仓库结构\n\n```text\nskills/zh-humanizer-literary/\n├── SKILL.md\n├── agents/openai.yaml\n└── references/\n    ├── anti-ai-rules.md\n    ├── examples.md\n    ├── literary-lift.md\n    └── writing-standard.md\n```\n\n## 不包含\n\n- 原始语料表格\n- 未脱敏的客户、项目、收入、渠道或合作细节\n- 内部策略、业务取舍、产品线判断\n- 客户筛选、定价、现金流和内部复盘\n- 任何要求模型复刻具体历史动态的长引用\n\n## License\n\nMIT License. Copyright (c) 2026 好事引力.\n","tagline":"中文去 AI 味与文采增强 Codex Skill，汲取 Mengke / 好事风格，让中文草稿更像人写。","category":"productivity","tags":["chinese-writing","codex-skill","style-transfer","ai-detox","literary-enhancement"],"author":"mengke-wang","verified":false,"attribution":{"status":"community_indexed","statusLabel":"Community indexed","shortLabel":"COMMUNITY INDEXED","sourceLabel":"OpenAgentSkill auto-indexer","sourceDetail":"mengke-wang/zh-humanizer-literary","creatorName":"mengke-wang","creatorUrl":"https://github.com/mengke-wang","sourceUrl":"https://github.com/mengke-wang/zh-humanizer-literary","indexedBy":"OpenAgentSkill community index","claimUrl":"https://www.openagentskill.com/skills/mengke-wang-zh-humanizer-literary#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. 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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 Zh Humanizer Literary before installing it in an agent workflow","productivity","Coding agents 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 mengke-wang/zh-humanizer-literary"]},{"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 mengke-wang/zh-humanizer-literary"]},{"id":"trust_score","label":"Trust score","status":"warn","score":75,"required_for_auto_install":true,"detail":"Good trust signals with a few areas worth checking before rollout.","evidence":["Strong shortlist","67 GitHub stars","MIT"]},{"id":"audit_score","label":"Audit score","status":"pass","score":82,"required_for_auto_install":true,"detail":"Safe to try","evidence":["Quality score needs review"]},{"id":"agent_safety_gate","label":"Agent safety gate","status":"warn","score":58,"required_for_auto_install":true,"detail":"Usable candidate, but the agent should surface permission and audit notes before installation.","evidence":["Require human approval before installing into a real workspace.","High-risk permission hints: Shell or command execution"]},{"id":"readme_skillmd_completeness","label":"README/SKILL.md completeness","status":"warn","score":78,"required_for_auto_install":false,"detail":"Public metadata needs stronger README/SKILL.md context","evidence":["Usable metadata, review docs"]},{"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":"16d since push","evidence":["16d since push"]},{"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/mengke-wang-zh-humanizer-literary/evals","api":"/api/agent/evals?slug=mengke-wang-zh-humanizer-literary","text":"/api/agent/evals?slug=mengke-wang-zh-humanizer-literary&format=text"}},"agent_readable_metadata":{"version":"openagentskill-agent-metadata-v2","skill":{"slug":"mengke-wang-zh-humanizer-literary","name":"Zh Humanizer Literary","description":"一个中文去AI味与文采增强的Codex技能，用于将草稿改得更像人写，保留事实和作者声音。","category":"productivity","url":"https://www.openagentskill.com/skills/mengke-wang-zh-humanizer-literary","repository":"https://github.com/mengke-wang/zh-humanizer-literary","github_repo":"mengke-wang/zh-humanizer-literary"},"suited_tasks":["Coding agents workflows","Claude Code teams","builders willing to evaluate younger projects","Inspect source files","Explain architecture","Patch bugs and verify changes","Inspect repository metadata","Compare code changes"],"suited_agents":["Codex","Claude Code","Cursor","OpenAgentSkill CLI","OpenAI Agents","CLI"],"install":{"command":"npx skills add mengke-wang/zh-humanizer-literary","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 mengke-wang-zh-humanizer-literary"},{"id":"codex","label":"Codex","kind":"agent-prompt","value":"Install the \"Zh Humanizer Literary\" agent skill from https://github.com/mengke-wang/zh-humanizer-literary. 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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: 一个中文去AI味与文采增强的Codex技能，用于将草稿改得更像人写，保留事实和作者声音。 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\":\"mengke-wang-zh-humanizer-literary\",\"task\":\"Install Zh Humanizer Literary\",\"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 \"Zh Humanizer Literary\" from https://github.com/mengke-wang/zh-humanizer-literary into a reusable Cursor project rule or agent instruction. 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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":82,"risk_level":"safe_to_try","risk_label":"Safe to try","warnings":["Quality score needs review","GitHub adoption: 67 GitHub stars","Stars/forks activity: 67 stars, 5 forks; issue activity unavailable in current metadata"]},"safety_gate":{"tier":"reviewed","label":"Reviewed with permission notes","auto_install_policy":"review","auto_install_allowed":false,"human_review_required":true,"blocked":false,"recommended_action":"Require human approval before installing into a real workspace."},"quality":{"score":76,"label":"Strong"},"supply":{"track":"Coding and developer agents","scenario":"Coding agents","maintenance":"16d since push","risk":"Safe to try"},"alternative_skills":[],"do_not_use_when":["teams that need a vendor-supported SLA","high-compliance environments without internal security review","No major risk signals from current metadata","High-risk permission hints: Shell or command execution","Quality score needs review","GitHub adoption: 67 GitHub stars","Stars/forks activity: 67 stars, 5 forks; issue activity unavailable in current metadata","Production credentials, payments, or irreversible account changes without explicit human review"],"agent_contract":{"task_input":"Use Zh Humanizer Literary in an agent workflow","recommended_action":"Require human approval before installing into a real workspace.","install_policy":"review","minimum_review_before_use":["Trust: 75/100 Strong shortlist","Audit: 82/100 Safe to try","Safety: 58/100 Review before install","Review repository, license, install command, and permission surface before production use."],"expected_agent_output":{"selected_skill":"mengke-wang-zh-humanizer-literary (Zh Humanizer Literary)","install_command":"npx skills add mengke-wang/zh-humanizer-literary","risk_summary":"Safe to try; Reviewed with permission notes; 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":"mengke-wang-zh-humanizer-literary","task":"Use Zh Humanizer Literary 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/mengke-wang-zh-humanizer-literary","api":"https://www.openagentskill.com/api/agent/skills/mengke-wang-zh-humanizer-literary","audit":"https://www.openagentskill.com/skills/mengke-wang-zh-humanizer-literary/audit","eval":"https://www.openagentskill.com/api/agent/evals?slug=mengke-wang-zh-humanizer-literary&task=Use%20Zh%20Humanizer%20Literary%20in%20an%20agent%20workflow&max_risk=medium","resolve":"https://www.openagentskill.com/api/agent/resolve?task=Use%20Zh%20Humanizer%20Literary%20in%20an%20agent%20workflow&agent=codex&max_risk=medium","receipt":"https://www.openagentskill.com/api/agent/receipt?task=Use%20Zh%20Humanizer%20Literary%20in%20an%20agent%20workflow&agent=codex&max_risk=medium&format=text","install":"https://www.openagentskill.com/api/skills/mengke-wang-zh-humanizer-literary/install","manifest":"https://www.openagentskill.com/api/registry/manifest/mengke-wang-zh-humanizer-literary"}},"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":"coding-agents","title":"Coding agents"},{"slug":"github-automation","title":"GitHub automation"},{"slug":"workflow-automation","title":"Workflow automation"}]},"applicableAgents":["Claude Code","OpenAI Agents","CLI","Codex","Cursor"],"install":{"ready":true,"command":"npx skills add mengke-wang/zh-humanizer-literary","primaryTarget":"CLI","targetCount":4},"githubQuality":{"stars":67,"starsLabel":"67","forks":5,"license":"MIT","qualityScore":76,"trustScore":75,"auditScore":82},"maintenance":{"status":"fresh","label":"16d since push","daysSincePush":16,"lastPushedAt":"2026-08-07T06:56:13+00:00"},"risk":{"level":"safe_to_try","label":"Safe to try","requiresReview":true,"notes":["Quality score needs review","GitHub adoption: 67 GitHub stars","Stars/forks activity: 67 stars, 5 forks; issue activity unavailable in current metadata"]},"coverageTags":["Coding","Coding agents","productivity","chinese-writing","codex-skill","style-transfer","ai-detox","literary-enhancement"]},"audit":{"audit_score":82,"risk_level":"safe_to_try","risk_label":"Safe to try","quality_score":76,"trust_score":75,"maintenance_score":100,"security_score":84,"install_score":92,"warnings":["Quality score needs review","GitHub adoption: 67 GitHub stars","Stars/forks activity: 67 stars, 5 forks; issue activity unavailable in current metadata"]},"quality_signals":{"model":"v2","star_score":12.83,"usage_score":0,"review_score":12.75,"metadata_score":7,"freshness_score":15},"platforms":["Claude Code","OpenAI Agents"],"use_cases":[{"slug":"coding-agents","title":"Coding agents","url":"https://www.openagentskill.com/use-cases/coding-agents"},{"slug":"github-automation","title":"GitHub automation","url":"https://www.openagentskill.com/use-cases/github-automation"},{"slug":"workflow-automation","title":"Workflow automation","url":"https://www.openagentskill.com/use-cases/workflow-automation"},{"slug":"content-automation","title":"Content automation","url":"https://www.openagentskill.com/use-cases/content-automation"}],"stacks":[{"slug":"coding-review-agent","title":"Coding review agent","url":"https://www.openagentskill.com/collections/coding-review-agent"},{"slug":"content-growth-agent","title":"Content growth agent","url":"https://www.openagentskill.com/collections/content-growth-agent"},{"slug":"web-data-pipeline","title":"Web data pipeline","url":"https://www.openagentskill.com/collections/web-data-pipeline"}],"install":"npx skills add mengke-wang/zh-humanizer-literary","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 mengke-wang-zh-humanizer-literary","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 \"Zh Humanizer Literary\" agent skill from https://github.com/mengke-wang/zh-humanizer-literary. 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: 一个中文去AI味与文采增强的Codex技能，用于将草稿改得更像人写，保留事实和作者声音。 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\":\"mengke-wang-zh-humanizer-literary\",\"task\":\"Install Zh Humanizer Literary\",\"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 \"Zh Humanizer Literary\" as a Claude Code skill from https://github.com/mengke-wang/zh-humanizer-literary. 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: 一个中文去AI味与文采增强的Codex技能，用于将草稿改得更像人写，保留事实和作者声音。 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\":\"mengke-wang-zh-humanizer-literary\",\"task\":\"Install Zh Humanizer Literary\",\"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 \"Zh Humanizer Literary\" from https://github.com/mengke-wang/zh-humanizer-literary 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: 一个中文去AI味与文采增强的Codex技能，用于将草稿改得更像人写，保留事实和作者声音。 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\":\"mengke-wang-zh-humanizer-literary\",\"task\":\"Install Zh Humanizer Literary\",\"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/mengke-wang/zh-humanizer-literary","github_repo":"mengke-wang/zh-humanizer-literary","version":"1.0.0","license":"MIT","urls":{"web":"https://www.openagentskill.com/skills/mengke-wang-zh-humanizer-literary","repository":"https://github.com/mengke-wang/zh-humanizer-literary","api":"/api/agent/skills/mengke-wang-zh-humanizer-literary","install_api":"/api/skills/mengke-wang-zh-humanizer-literary/install"},"meta":{"created_at":"2026-08-07T15:35:54.554438+00:00","updated_at":"2026-08-18T17:22:21.819119+00:00","agent_friendly":true}}