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gzhflow

Gzhflow

Six-stage WeChat Official Account content-publishing workflow with quality-gate tools and a bundled skill, installable as a DeepSeek Harness (DSH) plugin

The plugin will be installed here. Keep web if you are unsure.

npx -y @deepseek-ai/dsh plugin --profile web add github:Andiii208/gzhflow#34e08da9310540faca094cf1d84d2c807e06f6f9
READMECompatibilityVersions

Compatibility and provenance

Gzhflow is published as gzhflow and currently resolves to version 0.2.0. The Hub verifies its manifest and preserves the exact installation source for reproducible installs.

DSH compatibility
*
Runtime surfaces
any
Release source
github
Registry updated
10/12/2026

Versions

0.2.0stable
10/12/2026
0.1.0stable
9/1/2026

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0.2.0
DSH
*
HMR
Process restart
Tree shaking
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Unpacked size
Unavailable
Files
Unavailable
Surface
any
License
MIT
Source
github
GitHub
★ 3
Weekly downloads
0
Last push
10/13/2026
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README

gzhflow · 跨 Agent 公众号内容发布工作流

一套可复用、跨主流 AI Agent 的微信公众号内容发布工作流框架:从「一个主题」到「草稿箱里一篇排好版、配好图、去过 AI 味的文章」,六阶段流水线 + 每步质量门。

适配 Claude Code / Cursor / Codex CLI / Gemini CLI / Qwen Code / DeepSeek 等主流 Agent,也兼容 Hermes 的 SKILL.md 格式(同源标准)。

特性

  • 跨 Agent 开箱即用:AGENTS.md 单一真源 + CLAUDE.md 一行桥接,任何 Agent 打开即懂
  • 七阶段流水线:素材先行 → 写作 → 去AI味 → 配图 → 排版 → 推草稿箱 → 复盘回写
  • 四库 + 状态机:收件箱 / 范文锚 / 风格档案 / 教训库在下沉淀,state.md 跨会话接续
  • 质检门有实测依据:规则来自 629 篇 283 万字的对照语料研究(lieflat-less-ai-tone,MIT),不是拍脑袋
  • 个人化可替换:文风/配图风格/排版主题全部走 config/ 配置 + examples/ 模板,流程不绑定个人
  • 质量门三件套:脚本门(确定性)+ 清单门(LLM 自检)+ 人工门(审阅/dry-run)
  • 发布层个人号可用:官方 API draft/add 推草稿箱(个人订阅号可用),手动粘贴兜底
  • 纯 CLI 工具:stdlib 优先,无外部依赖,跨平台

快速开始

# 1. 复制配置模板
cp config/workflow.example.yaml config/workflow.yaml
cp config/styles.example.yaml config/styles.yaml
cp config/themes.example.yaml config/themes.yaml
cp config/publish.example.yaml config/publish.yaml

# 2. 自检工具链
python scripts/validate_repo.py

# 3. 对任意 Agent 说:
#    「用 gzhflow 工作流写一篇关于 XX 的公众号文章」

完整步骤见 docs/quickstart.md。

在 DeepSeek Harness 中使用(DSH 插件)

gzhflow 同时打包为 DSH 插件(package.json 声明 dsh.bundle),可一键安装:

# 全局注册 7 个 gzhflow_* 工具(6 个质检门 + 环境自检)并随包携带 gzhflow skill
dsh plugin --profile web add https://github.com/Andiii208/gzhflow

装完在任意会话说「用 gzhflow 写一篇关于 XX 的公众号文章」,或用 skill 工具加载 gzhflow。

想要「公众号主编」人设(会话级 persona + 环境自检引导)可另装 Agent 预设(opt-in):

powershell -ExecutionPolicy Bypass -File dsh-preset/install.ps1   # Windows
bash dsh-preset/install.sh                                       # macOS / Linux

详见 dsh-preset/README.md。

七阶段流程

阶段作用质量门
① 素材先行先翻收件箱和对话存量,缺什么才问,只问一轮意图三问
② 写作读风格档案 + 范文锚,按文风路由写作ai_flavor_score.py + 自检四问
③ 去AI味三环:结构手术 → 冷读重写 → 分视角评审ai_flavor_score.py 复检
④ 配图(可选)图源三问 → 风格路由 → 四段式编译check_image_prompt.py
⑤ 排版主题路由 → Markdown 转公众号 HTMLvalidate_gzh_html.py
⑥ 发布推草稿箱(个人号可用)publish_draft.py --dry-run
⑦ 复盘记日志,每 5 篇回写四库—

四库与状态机

单篇生产只是飞轮的一段弧。底下四个库在下持续沉淀,单篇流程在上取用并回写:

库文件变化速度
输入收件箱assets/inbox.md快变(日)
范文锚assets/voice-samples/慢变(月)
风格档案assets/voice.md慢变(季度)
教训库assets/lessons.md事件驱动

state.md 是跨会话状态机——多 Agent 之间切换时,靠它接续上下文,不重复提问。

references/ 里 38 份方法论按阶段路由见 references/INDEX.md。

目录结构

gzhflow/
├── AGENTS.md            # 跨 Agent 入口(单一真源)
├── CLAUDE.md            # Claude Code 桥接(@AGENTS.md)
├── state.md             # 跨会话状态机(每次会话先读)
├── assets/              # 四库:inbox / voice / voice-samples / lessons / log
├── skills/gzhflow/      # 主编排 SKILL.md + 七阶段 prompts/
├── references/          # 方法论活文档
├── scripts/             # 纯 CLI 质检/排版/裁剪/推草稿
├── config/*.example     # 配置模板(你的文风/主题/凭证)
├── examples/            # 去个人化示例 + 空白模板
└── docs/                # 上手/迁移/Agent 适配

背景

本项目是对作者此前 Hermes 专属个人公众号工作流(Andiii208/andiii-wechat-workflow)的抽象与泛化:保留其精华方法论(文风路由、去 AI 味手册、配图四件套引擎、设计推理层、质检门),剥离 Hermes 绑定与个人化内容,重构为适配主流 Agent 的范式框架。迁移详情见 docs/migration-guide.md。

License

MIT(见 LICENSE);上游许可边界见 NOTICE.md。