ai-write-flow

ai-write-flow is a skill for Claude Code, Codex from guage1029/ai-write-flow. It costs 38 tokens per session (6,796 once invoked), scanned A, original, MIT.

A Chinese-language workflow for writing, rewriting, polishing, fact-checking, outlining, and reviewing technical articles and AI or software-tooling content. It covers the process from source material and research through drafting and final review.

In plain words
What is it for?
Use it for Chinese technical blog posts, public-account articles, tutorials, existing-draft reviews, illustrations, and short card-style posts.
Why use it?
It gives writing tasks a defined process and checks drafts for unsupported facts and writing that sounds machine-generated. Its review mode can report issues without changing high-risk facts.

Skill for Claude CodeCodex

Written for no agent in particular: nothing here depends on one.

Good fit Use it for Chinese technical blog posts, public-account articles, tutorials, existing-draft reviews, illustrations, and short card-style posts.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/guage1029/ai-write-flow/skill
Install

Getting it into your agent

One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.

Any agent
npx skills add guage1029/ai-write-flow --skill skill
Clone the repo
git clone --depth 1 https://github.com/guage1029/ai-write-flow

Made for: Claude Code, Codex.

Wrote this? Show the measurements

A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.

agentmods badge for ai-write-flow

README.md
[![agentmods](https://agentmods.dev/badge/skills/guage1029/ai-write-flow/skill/github.svg)](https://agentmods.dev/skills/guage1029/ai-write-flow/skill)
Your own site
<a href="https://agentmods.dev/skills/guage1029/ai-write-flow/skill"><img src="https://agentmods.dev/badge/skills/guage1029/ai-write-flow/skill/github.svg" alt="Measured on agentmods" height="20"></a>

Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.

agentmods 80×15 button for ai-write-flow

Your own site · 80×15
<a href="https://agentmods.dev/skills/guage1029/ai-write-flow/skill"><img src="https://agentmods.dev/badge/skills/guage1029/ai-write-flow/skill.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 38 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 6,796 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe. Third-party audits
  • NVIDIA SkillSpector pass 7 Sept 2026
How audits are shown
Origin original No closer match found in the catalogue.
Token cost

What it costs to keep this loaded

Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.

ModelPer sessionOnce invoked
Fable 5.1 $0.00038 $0.06796
Opus 5.5 $0.00015 $0.02718
Sonnet 5.5 $0.00008 $0.01359
Haiku 4.5 $0.00004 $0.00680

Measured 27d ago against content hash 5fa986f27524, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

ai-write-flow scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 27d ago.

The scan reads SKILL.md. This mod also ships 5 executable files (scripts/check_article.py, scripts/check_card_post.py, scripts/check_illustration_plan.py, …), listed below but not scanned — reading those needs a real analyzer, not pattern matching.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Nothing flagged

None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.

skill/SKILL.md · 412 lines

How it starts

The opening of the file, as written. The whole thing — 412 lines — stays where its author put it; the contents beside it link to each section on GitHub.

ai-write-flow — 技术博客写作工作流

脚本路径: {skill_root} 指本次加载的 SKILL.md 所在目录;执行命令前替换为该目录的绝对路径。它与保存稿件的 {workspace} 不同,不依赖工作区内存在 skill/。

快捷入口:审校模式

优先级: 高于所有 Step,包括 Step 0。检测到本意图时直接进入 Review 流程,不执行输出模式路由。

触发意图: 用户传入已有文章 + 表达"降AI味 / 审校 / 去掉AI腔 / 润色"等意图

跳过步骤: Step 0 及 Steps 1-4 全部跳过

直接加载: references/fact-policy.md + references/reader-payoff.md + references/persona.md + references/style-guide.md + references/checklist.md + references/ai-flavor-patterns.md + references/human-voice-policy.md

执行流程: 直接进入 Step 5 审校(R1-R5 读者兑现门禁 → 内容 → 作者手迹保护 → AI 味检测/降噪 → 细节 → 二次扫描)

输出结构: 审校报告(对话窗口展示)+ 关键改动说明 + 修订后全文;若用户要求“只检查/先别改/detect/audit only”,只输出检测报告,不输出修订全文

范围优先: 只润色、降 AI 味或只审查时,R1–R4 未通过记录为结构或证据缺口,不自动回到 Step 4 重写,不追加事实或进入发布流程;交付本轮范围内的修订或检查报告。用户明确要求完整重写、补证据或发布就绪稿时,才适用后文完整写作的返工与落盘门禁。

事实处理规则(审校模式专项):

  • 审校模式不得新增、改写或强化高风险事实(版本号、性能数据、价格、模型名、发布时间等)
  • 若原文中发现缺少来源支撑的高风险事实,在审校报告的"内容审校"栏列为「待核验事实」,不替用户补全或修改
  • 文风润色不改变事实表述;如要修改数字或版本号,必须先告知用户并等待确认

Step 0:输出模式路由(Output Mode Routing)

触发条件: 工作流启动时自动执行(审校快捷入口优先级更高,命中时跳过本步骤)

路由规则:

触发关键词 输出模式 进入流程
图卡 / 贴图 / 卡片 / 小红书 / card / 图卡生成系统 / 1000字以内的内容 card_post 加载 card-post-config.md,进入图卡流程
配图 / 章节配图 / 分段配图 / SVG 插图 / 给文章加图 longform_article + illustration_extension 加载 illustration-config.md,进入章节配图流程
以上均无 longform_article 继续 Step 1-6 长文流程

illustration_extension 路由规则:

  • 用户只要求「给已有文章配图」→ 跳过 Step 1-4 写作流程,直接进入章节 SVG 配图扩展
  • 用户要求「写文章并配图」→ 先完成 Step 1-6,文章稳定后再进入章节 SVG 配图扩展
  • 未明确要求配图时,不主动生成配图,不打断写作流程

card_post 模式加载文件:

  • references/card-post-config.md
  • references/fact-policy.md
  • references/research-config.md
  • references/persona.md(语气参考)
  • references/style-guide.md(语气参考,不强制文章结构)

图卡流程(card_post 模式)

card_post 模式共执行 4 步:Step 1(工作区检查)→ Step 2(调研与核查)→ 卡片草稿 → 落盘输出。

Step 1 和 Step 2 与长文主流程相同(见下方主流程章节),但 Step 2 额外执行 research-config.md 中的 card_post 事实核查补充规则,并在 JSON 中输出 card_safe_claims[] 和 excluded_claims[]。

Read the full file on GitHub · 412 lines

Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

  1. 27d ago Changed · +38 lines · -141 tokens per session 5fa986f27524
  2. 1mo ago Changed · +10 lines d00ea0134150
  3. 2mo ago First seen · 364 lines · 179 tokens per session scan A df08f8d5878d

Subscribe to this mod's changes

ai-write-flow is a skill published in the GitHub repository guage1029/ai-write-flow (25 stars, last pushed 27d ago), licensed MIT. It adds 38 tokens to every session and 6,796 once invoked, about $0.0002 per session on Opus 5.5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.

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