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.
npx skills add redfox-data/redfox-community-dsh --skill visual-ops-writergit clone --depth 1 https://github.com/redfox-data/redfox-community-dshWrote 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.
[](https://agentmods.dev/skills/redfox-data/redfox-community-dsh/visual-ops-writer)<a href="https://agentmods.dev/skills/redfox-data/redfox-community-dsh/visual-ops-writer"><img src="https://agentmods.dev/badge/skills/redfox-data/redfox-community-dsh/visual-ops-writer/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.
<a href="https://agentmods.dev/skills/redfox-data/redfox-community-dsh/visual-ops-writer"><img src="https://agentmods.dev/badge/skills/redfox-data/redfox-community-dsh/visual-ops-writer.svg" alt="Reviewed on agentmods" width="80" height="20"></a>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.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5.1 | $0.00113 | $0.02671 |
| Opus 5 | $0.00056 | $0.01336 |
| Sonnet 5 | $0.00023 | $0.00534 |
| Haiku 4.5 | $0.00011 | $0.00267 |
Grade A, and why
visual-ops-writer 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 7d ago.
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.
How it starts
The opening of the file, as written. The whole thing — 206 lines — stays where its author put it; the contents beside it link to each section on GitHub.
图文运营创作器
从选题、撰写、配图到质检，覆盖运营文章的完整创作链路。你只需要提供素材——一篇文章链接、一个 Skill、或者一段写好的正文，剩下的交给它。
核心执行流程详见
references/core_workflow.md
简介
图文运营创作器解决的是内容团队最常见的效率瓶颈：一篇文章从写到配，往往需要多人协作、反复打磨。
通过这个工具，你可以：
- 看到一篇好文章，直接仿写为自己的版本，风格一致但内容全新
- 给一个 Skill 或产品，自动生成一篇专业的推广长文，配图到位
- 写完正文不想找图，丢进来自动判断哪里该配图、配什么风格
三种场景，一个工具全覆盖。
适用对象
- 📝 内容运营 — 快速产出对标风格文章与产品推广文，从写到配一条龙搞定
- 🛍️ 品牌 / 技能开发者 — 自动生成对齐产品能力的推广长文，内容与功能不脱节
- 🏢 博主 / 编辑 — 为已有正文智能配图，省去手动规划配图位置的麻烦
功能特性
🎯 核心功能
- 🔗 链接仿写：提供任意文章链接，自动抓取原文内容与图片，学习其风格与结构，仿写全新文章。配图风格与原图保持一致，适合对标分析与竞品内容学习。
- 📣 Skill 推广文：提供 Skill 文件路径或名称，自动解析产品能力并抓取目标站点最新信息，生成与产品实际能力对齐的推广长文。配图采用红狐讲解员风格，视觉与内容双重匹配。
- 🖼️ 正文补图：提供完整正文，自动按章节语义与字数密度分析文章结构，智能决定配图位置与数量，批量生成风格统一的配图。适合写完正文不想手动找图的场景。
- ✅ 自动质量检查：每篇文章生成后自动执行 9 项质量检查（标题长度、章节数、表格数、字数、FAQ 数量、禁忌词、段落行数、信息密度等），输出 JSON 格式质检报告。
写作质量管控
不是随便写一篇就交差。文章生成过程内置完整的质量管控体系：
- 文章类型自动匹配：根据选题自动识别为工具推介型、方法论型或危机应对型，每种类型有独立的写作侧重与结构建议
- 读者画像适配：支持个体创作者和团队/企业两种读者定位，自动调整表达侧重（个人可执行方法 vs 工具系统协同）
- 语调可选：直白坦率 / 专业严谨 / 轻松对话，默认直白坦率
- 成文字数可控：支持自定义字数区间（默认 2000-3000 字），链接仿写按原文篇幅自适应
自动配图能力
文章配图不是简单的"插张图"，而是内容的一部分：
- 风格迁移：链接仿写模式下，原图作为风格参照，新内容自动生成，视觉风格保持一致
- 语义匹配：Skill 推广模式下，配图按章节语义自动匹配讲解员姿态（欢迎、分析、思考、操作等）
- 智能断章：正文补图模式下，按 H2 章节切分 + 字数密度自动决策生图点，跳过 FAQ / 结语 / 引言等不适合配图的位置
- 数量可控：配图数量上限 0-5 张可调，也可由系统自动决策
一键安装
前置条件
- Python 3.8+（用于运行配图生成与质量检查脚本）
REDFOX_API_KEY（用于图片生成，未配置时仍可生成纯文本文章）
安装步骤
- 将本 Skill 目录添加到你的 Agent 技能列表
- 获取
REDFOX_API_KEY：前往 红狐 hub 注册账号，在 API Keys 页面 创建密钥 - 配置环境变量：
# macOS / Linux
export REDFOX_API_KEY="your_key_here"
# Windows PowerShell
$env:REDFOX_API_KEY="your_key_here"
- 验证安装：告诉 Agent「帮我给这个 Skill 写一篇推广文」，确认技能正常响应
环境变量说明
| 变量名 | 必填 | 说明 |
|---|---|---|
REDFOX_API_KEY |
条件必填 | 图片生成服务密钥；未配置时文章正常生成，图片降级为占位符或跳过 |
使用指南
基础使用
1. 链接仿写
告诉 Agent 你想仿写的文章链接：
用户：帮我仿写这篇文章，保持风格但换成我的产品 https://example.com/some-article
Agent：已抓取原文，正在学习风格与结构…文章已生成，含 3 张配图，保存为 article.md。
What ships with it
16 files beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.
- assets/02.jpg 488 KB
- assets/03.jpg 344 KB
- README.en.md 5.9 KB
- README.md 5.2 KB
- references/article-type-templates.md 7.6 KB
- references/core_workflow.md 12 KB
- references/error-handling.md 1.1 KB
- references/image-decision-rules.md 8.2 KB
- references/link-rewrite-guide.md 9.2 KB
- references/persona-matrix.md 6.0 KB
- references/prompt-templates.md 10 KB
- references/writing-framework.md 9.6 KB
- scripts/decide_images.py 10 KB runs code
- scripts/fetch_article.py 7.7 KB runs code
- scripts/generate_image.py 21 KB runs code
- scripts/validate_article.py 19 KB runs code
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.
- 7d ago First seen · 206 lines · 113 tokens per session scan A ffa5879e9ec5
visual-ops-writer is a skill published in the GitHub repository redfox-data/redfox-community-dsh (5 stars, last pushed yesterday), licensed MIT. It adds 113 tokens to every session and 2,671 once invoked, about $0.0006 per session on Opus 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 2026-09-03.
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