Zh Humanizer Literary
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。
Supply asset profile
Coding and developer agents
Code review, repo analysis, testing, CI, GitHub, DevOps, and developer workflow skills.
Scenario
Coding agents
I need a coding agent that can understand a repository, edit code, and review pull requests.
Agent fit
Claude Code + OpenAI Agents + CLI
Codex, Claude Code, Cursor, CLI, or custom agents.
Install
Ready
npx skills add mengke-wang/zh-humanizer-literary
Maintenance
fresh
16d since push
Risk
Safe to try
Quality score needs review
GitHub quality
67
76/100 Quality · 75/100 Trust
Coverage tags
Review notes
Quality score needs review · GitHub adoption: 67 GitHub stars
Agent adoption scorecard
Trust, audit, and install readiness at a glance
These scores combine public repository metadata, OpenAgentSkill review signals, maintenance freshness, and install readiness. They are a shortlist signal, not a replacement for human review.
Quality
StrongSolid option that is likely worth shortlisting for production workflows.
Trust
Sandbox onlyUseful candidate with missing or mixed trust signals. Keep it in an isolated workspace until the outcome loop proves task fit.
Audit
Safe to tryA machine-readable review of install readiness, security metadata, maintenance, and adoption risk.
OpenAgentSkill Trust Score v5
Human review before install
Run only in a sandbox and compare close alternatives before using it for real work.
Stars
67 GitHub stars
Repo activity
67 stars, 5 forks
Maintenance
16d since push
License
MIT
Install
npx skills add mengke-wang/zh-humanizer-literary
Install safety
standard package or runtime install path
Permission surface
shell or command execution
Agent outcomes
No agent outcome data yet
Docs
Usable metadata, review docs
Risk summary
Review before production
- Quality score needs review
- GitHub adoption: 67 GitHub stars
- Stars/forks activity: 67 stars, 5 forks; issue activity unavailable in current metadata
Install readiness
Install path available
- Install path is available
- Repository evidence is available
- License is declared
- No Agent Proven outcome evidence yet
Agent-readable metadata
Machine-readable decision data for this skill.
Use this block or the embedded JSON to decide whether an agent should install this skill, choose an alternative, or ask for human review first.
Suited tasks
- Coding agents workflows
- Claude Code teams
- builders willing to evaluate younger projects
- Inspect source files
Suited agents
Install decision
- Command
- npx skills add mengke-wang/zh-humanizer-literary
- Policy
- review
- Human review
- yes
Trust and risk
- Trust
- 67/100
- Audit
- 82/100
- Risk level
- Safe to try
Outcome loop
- Endpoint
- /api/agent/outcome
- Event ID
- resolve
- Outcomes
- 5
Install command
npx skills add mengke-wang/zh-humanizer-literaryDo 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
Agent safety v2
58/100 · Review before install
Usable candidate, but the agent should surface permission and audit notes before installation.
Require human approval before installing into a real workspace.
high
Shell or command execution
Skill metadata references terminal, CLI, shell, subprocess, or command execution workflows.
medium
Network access
Skill likely fetches remote pages, APIs, repositories, or external services.
- High-risk permission hints: Shell or command execution
- Quality score needs review
Install targets
Install this skill in your agent workflow
Use the public install endpoint to fetch the command, safety checklist, target prompts, and canonical links for this skill.
OpenAgentSkill CLI
Resolve policy, run the source installer safely, and report a verified install receipt.
$ npx --yes https://github.com/Leon-Drq/openagentskill/releases/download/cli-v0.2.1/openagentskill-0.2.1.tgz install mengke-wang-zh-humanizer-literaryAgent resolve plan
Let an agent verify fit before installing.
The Resolve API returns the selected skill, alternatives, safety policy, audit notes, install target, and copy-paste prompt an agent can follow without scraping this page.
Open JSON
/api/agent/resolve?task=Use%20Zh%20Humanizer%20Literary%20for%20an%20agent%20workflow&agent=codex&max_risk=medium
Resolve text
/api/agent/resolve?task=Use%20Zh%20Humanizer%20Literary%20for%20an%20agent%20workflow&agent=codex&max_risk=medium&format=text
Install handoff
/api/skills/mengke-wang-zh-humanizer-literary/install
Agent should check
- Task fit and alternatives from Resolve API.
- Audit score, trust score, and safety policy warnings.
- Install target compatibility for Codex, Claude Code, Cursor, or CLI.
Copy prompt
Task: Use Zh Humanizer Literary in this workspace.
Resolve first: https://www.openagentskill.com/api/agent/resolve?task=Use%20Zh%20Humanizer%20Literary%20for%20an%20agent%20workflow&agent=codex&max_risk=medium
Review install handoff: https://www.openagentskill.com/api/skills/mengke-wang-zh-humanizer-literary/install
Install command: npx skills add mengke-wang/zh-humanizer-literary
Before running it, summarize audit warnings, required permissions, and the fallback skill if install is risky.Agent handoff
Give an agent the install path, not another directory page.
Use the public install endpoint to fetch the command, safety checklist, target prompts, and canonical links for this skill.
Install handoff
/api/skills/mengke-wang-zh-humanizer-literary/install
LLM text format
/api/skills/mengke-wang-zh-humanizer-literary/install?format=text
Find alternatives
/api/skills/search?q=Zh%20Humanizer%20Literary&limit=3
Agent prompt
Use Zh Humanizer Literary for this task. Review https://www.openagentskill.com/api/skills/mengke-wang-zh-humanizer-literary/install, then install with: npx skills add mengke-wang/zh-humanizer-literaryRegistry metadata
Agent-readable profile for automatic skill selection.
This page exposes the same decision, trust, audit, use-case, and install signals through the Registry API, so agents can rank this skill without scraping the UI.
Manifest
/api/registry/manifest/mengke-wang-zh-humanizer-literary
LLM text
/api/registry/manifest/mengke-wang-zh-humanizer-literary?format=text
Install alias
/api/registry/install/mengke-wang-zh-humanizer-literary
Recommend
/api/registry/recommend?task=Use%20Zh%20Humanizer%20Literary%20in%20an%20agent%20workflow&limit=3
Agent fit
Coding agents
Use-case tags
Platforms
Claude Code, OpenAI Agents
Audit report
Safe to try · 82/100
A machine-readable review of install readiness, security metadata, maintenance, and adoption risk.
Agent decision cockpit
Companion skill for Coding agents
Shortlist this skill and compare it with close alternatives before production adoption.
Role in stack
Companion skill
Primary fit
Coding agents
Trust label
Strong shortlist
Install path
Command ready
Use when
- Coding agents workflows
- Claude Code teams
- builders willing to evaluate younger projects
Evidence
- recent repository activity
- install command or GitHub repo available
- 76/100 quality profile
- 1 OpenAgentSkill engagement events
review first
- No major risk signals from current metadata
Implementation path
- 1Install it in a sandbox agent and run one Coding agents task end to end.
- 2Compare output quality, latency, and failure behavior against at least one alternative.
- 3Promote it into production only after reviewing repository permissions, license, and maintenance signals.
Trust profile
Sandbox only
Useful candidate with missing or mixed trust signals. Keep it in an isolated workspace until the outcome loop proves task fit.
GitHub adoption
CHECK67 GitHub stars
Stars/forks activity
CHECK67 stars, 5 forks; issue activity unavailable in current metadata
Recent maintenance
PASS16d since push
License clarity
PASSMIT
Good signals
- AI review approved
- Install path is available
- Repository evidence is available
- Recently maintained repository
- Install command has no obvious high-risk pattern
- Outcome loop is ready but needs first real agent run
Review before install
- Quality score needs review
- GitHub adoption: 67 GitHub stars
- Stars/forks activity: 67 stars, 5 forks; issue activity unavailable in current metadata
- No real agent outcome reports yet
- Human review required before unattended installation
Recommended action
Run only in a sandbox and compare close alternatives before using it for real work.
Quality profile
Strong candidate for agent workflows
Solid option that is likely worth shortlisting for production workflows.
Workflow fit
Use this skill in these scenarios
Build and ship code
Coding agents
I need a coding agent that can understand a repository, edit code, and review pull requests.
Manage repositories
GitHub automation
I need my agent to triage GitHub issues, review pull requests, and summarize repository changes.
Automate repeated work
Workflow automation
I need my agent to automate a repeated workflow across tools and files.
Workflow fit
Add it to a complete workflow
Inspect, patch, and verify code
Coding review agent
A workflow for software agents that inspect repositories, review pull requests, generate tests, and turn findings into shippable patches.
Turn skills into distribution
Content growth agent
A workflow for turning newly indexed skills into SEO briefs, social drafts, comparison pages, and reusable publishing workflows.
Scrape, clean, and reuse web data
Web data pipeline
A practical workflow for agents that crawl public pages, extract clean content, normalize data, and hand it to downstream research or RAG workflows.
Alternative shortlist
Compare before you install
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Overview
# 中文去 AI 味与文采增强 Skill
一个 Codex 中文写作 skill,用来把中文草稿改得更像人写。
**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**
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。
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。**
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。
## 一句安装
把这句话发给你的 AI:
```text 请根据 https://skillhub.cn/install/skillhub.md,从 https://github.com/mengke-wang/zh-humanizer-literary 安装 zh-humanizer-literary。 ```
## 手动安装
```bash git clone https://github.com/mengke-wang/zh-humanizer-literary.git mkdir -p ~/.codex/skills ln -s "$PWD/zh-humanizer-literary/skills/zh-humanizer-literary" ~/.codex/skills/zh-humanizer-literary ```
如果你已经在仓库目录里,也可以直接:
```bash mkdir -p ~/.codex/skills ln -s "$PWD/skills/zh-humanizer-literary" ~/.codex/skills/zh-humanizer-literary ```
## 一句使用
```text 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} ```
也可以这样用:
```text 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。 ```
```text 使用 $zh-humanizer-literary 把这段产品文案改得更像人说的话,不要鸡汤。 ```
## 它会做什么
- 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。 - 把抽象判断换成具体的人、场景、产品、动作和后果。 - 保留有用结构,但去掉过度整齐、过度顺滑的模板感。 - 在准确的基础上增加命名、意象、节奏和记忆点。 - 区分事实、推断和建议,不编造案例、数字或结果。
## 风格来源
可公开使用的来源说明:
> 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。
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。
## 仓库结构
```text skills/zh-humanizer-literary/ ├── SKILL.md ├── agents/openai.yaml └── references/ ├── anti-ai-rules.md ├── examples.md ├── literary-lift.md └── writing-standard.md ```
## 不包含
- 原始语料表格 - 未脱敏的客户、项目、收入、渠道或合作细节 - 内部策略、业务取舍、产品线判断 - 客户筛选、定价、现金流和内部复盘 - 任何要求模型复刻具体历史动态的长引用
## License
MIT License. Copyright (c) 2026 好事引力.
Technical details
- Version
- 1.0.0
- License
- MIT
- Last updated
- Aug 18, 2026
- Published
- Aug 7, 2026
Decision snapshot
Companion skill
recent repository activity
Audit
Install review
Install and adoption review
- Security
- 84/100
- Maintenance
- 100/100
- Install
- 92/100
Agent-proven evidence
Agent-proven evidence
Outcome reports after resolve, review, install, and one narrow run.
- Success rate
- —
- Recent failure
- —
- Outcomes
- 0
- Output quality
- —
- Failed
- 0
- Not relevant
- 0
- Installs
- 0
- Risk blocked
- 0
- Setup needed
- 0
- Production
- 0
No agent outcome data yet. The first agent run can report success, setup needs, risk blocks, failure, or not-relevant through /api/agent/outcome.
Install
Add to agent workflow
Free and open source. Review the report before installing into production agents.
Growth loop
Share kit
Scenario-led draft for Zh Humanizer Literary, ready for a manual X post.
Before you hand an agent a repeatable workflow, give it a repeatable starting point. Zh Humanizer Literary: 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。 67 stars https://www.openagentskill.com/skills/mengke-wang-zh-humanizer-literary?ref=x
Optional reply with install command
Listing + install path for Zh Humanizer Literary: https://www.openagentskill.com/skills/mengke-wang-zh-humanizer-literary?ref=x Install: npx skills add mengke-wang/zh-humanizer-literary
Listing source
Community indexed
This listing was indexed from public sources and is not marked official until a maintainer claim is approved.
- Creator
- mengke-wang
- Indexed by
- OpenAgentSkill community index
Attribution links to the public repository or creator profile. Creators can claim the listing to update ownership signals.
Claim this skillOwner claim
Claim this skill listing
This Community indexed listing is attributed to mengke-wang but is not marked official yet. Claim it to add a verified owner signal and make future launch, install, and audit updates easier to trust.
Creator backlink kit
Add the evidence badges to your README
Show the canonical listing, current trust and audit signals, and real Agent-Proven evidence where developers evaluate the repository.
[](https://www.openagentskill.com/skills/mengke-wang-zh-humanizer-literary)
[](https://www.openagentskill.com/skills/mengke-wang-zh-humanizer-literary)
[](https://www.openagentskill.com/skills/mengke-wang-zh-humanizer-literary/audit)
[](https://www.openagentskill.com/skills/mengke-wang-zh-humanizer-literary)Author
mengke-wang
@mengke-wang
Platform fit
Health signals
- GitHub stars
- 67
- Quality score
- 48/100
- Last GitHub push
- Aug 7, 2026
- Framework hints
- Unknown
- OpenAgentSkill views
- 1
- Install copies
- 0
- Outbound clicks
- 0
Community signal
Share whether this skill looks useful for your agent workflow. Aggregated feedback improves rankings over time.
Trust & safety
Sandbox only
- GitHub adoption67 GitHub starsCHECK
- Stars/forks activity67 stars, 5 forks; issue activity unavailable in current metadataCHECK
- Recent maintenance16d since pushPASS
- License clarityMITPASS
- README/SKILL.md completenessPublic metadata needs stronger README/SKILL.md contextINFO
- Dependency/runtime riskcommand execution surfaceINFO
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