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 tranfu-labs/tranfu-skills --skill visual-pipelinegit clone --depth 1 https://github.com/tranfu-labs/tranfu-skillsWrote 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/tranfu-labs/tranfu-skills/visual-pipeline)<a href="https://agentmods.dev/skills/tranfu-labs/tranfu-skills/visual-pipeline"><img src="https://agentmods.dev/badge/skills/tranfu-labs/tranfu-skills/visual-pipeline/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/tranfu-labs/tranfu-skills/visual-pipeline"><img src="https://agentmods.dev/badge/skills/tranfu-labs/tranfu-skills/visual-pipeline.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 | $0.00000 | $0.00870 |
| Opus 5 | $0.00000 | $0.00435 |
| Sonnet 5 | $0.00000 | $0.00174 |
| Haiku 4.5 | $0.00000 | $0.00087 |
Grade A, and why
visual-pipeline 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 9d 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.
What it actually says
visual-pipeline
产品设计后段流水线: 已知要显示什么 + 用户场景 → 高保真选定版.
代码实现及之后的环节不在范围内.
何时拉起
- 用户要"设计 / 做 / 改 X 页面" 且偏视觉 / 产品层
- 单位 = 页面. 一个页面跑一遍, 多个页面跑多遍.
- 每页都有自己独立的风格判定 (不共享风格段)
核心铁律 (违反一条这套就废)
- 每段先文档, 后 HTML. 显示框架段 / 风格段必须文档 → HTML 顺序. 不允许只 HTML 没文档.
- 不跳段. 显示信息段不锁不进显示框架段; 显示框架段不锁不进风格段.
- 每页独立风格段. 可以在文档里写"继承自项目共享设计语言", 但本页特殊判定必须本页给出.
- 修改走
change-flow.md, 先归属再动手. - 全程中文, 不用英文缩写. 不出现 S1/S2/P0/P1/R1/R2/状态 A 等. 直接用中文名 (主场景、必看字段、头部区、入口态 等).
三段产物
| 段 | 文档 | HTML |
|---|---|---|
| 一、显示信息 | 01-display-info.md |
— |
| 二、显示框架 | 02-skeleton.md |
02-skeleton.html (灰盒 wireframe, 中间真模拟数据, 旁边图例字段) |
| 三、风格 + 实践 | 03-style.md |
03-selected.html + 备选 03-alt-*.html (每个 HTML 内含「组件样例库」+「整体组合」两个 section) |
详见 stages/0X-*.template.{md,html}.
修改
任何改动 (用户说"不对 / 加 X / 去掉 Y / 颜色换" 等), 走 change-flow.md. 第一步永远是归属判定 (这是哪一段的决策), 不归属直接改 = 复现历史阻塞.
Demo 参照
examples/_visual-index/ — 评审界面 (web-goal-docs/_visual/index.html) 的反向跑, 看每段产物长啥样.
输出目录约定
跑一个新页面时, 在调用方约定的目录下产出:
<page-dir>/
├── 01-display-info.md
├── 02-skeleton.md
├── 02-skeleton.html
├── 03-style.md
├── 03-selected.html
├── 03-alt-*.html (可选, 备选/留档)
└── change-log.md (累积修改 changelog, 可选)
页面目录由调用方指定 (例: web-goal-docs/<page>/). Skill 不规定项目结构.
What ships with it
19 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.
- agents/openai.yaml 80 B
- assets/icon.png 504 B
- assets/icon.svg 533 B
- cases/1/input/PROMPT.md 58 B
- change-flow.md 3.3 KB
- examples/_visual-index/01-display-info.md 8.5 KB
- examples/_visual-index/02-skeleton.html 13 KB
- examples/_visual-index/02-skeleton.md 8.2 KB
- examples/_visual-index/03-alt-设计感衬线.html 41 KB
- examples/_visual-index/03-selected.html 67 KB
- examples/_visual-index/03-style.md 8.1 KB
- examples/_visual-index/README.md 1.9 KB
- README.md 4.2 KB
- README.zh.md 3.2 KB
- stages/01-display-info.template.md 2.0 KB
- stages/02-skeleton.template.html 5.5 KB
- stages/02-skeleton.template.md 2.5 KB
- stages/03-style.template.html 7.0 KB
- stages/03-style.template.md 3.6 KB
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.
- 9d ago First seen · 66 lines · 0 tokens per session scan A 1fa1f6ed2fe2
visual-pipeline is a skill published in the GitHub repository tranfu-labs/tranfu-skills (2 stars, last pushed 2d ago), licensed MIT. It costs nothing until one of its globs matches a file; then it loads 870 tokens. 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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