Clowder AI is a self-hosted workspace where AI agents from different model families work together as a persistent team, retaining identities, shared evidence, and memory across tasks. It is for people who want to coordinate multiple AI agents without repeatedly rebuilding their context.
Getting it into your agent
It runs from inside its repository, so the clone comes first — what it calls does not travel with the file alone.
git clone --depth 1 https://github.com/zts212653/clowder-ainpx agentmods add skills/zts212653/clowder-ai/ppt-forgeWrote 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/zts212653/clowder-ai/ppt-forge)<a href="https://agentmods.dev/skills/zts212653/clowder-ai/ppt-forge"><img src="https://agentmods.dev/badge/skills/zts212653/clowder-ai/ppt-forge/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/zts212653/clowder-ai/ppt-forge"><img src="https://agentmods.dev/badge/skills/zts212653/clowder-ai/ppt-forge.svg" alt="Reviewed on agentmods" width="80" height="20"></a>- NVIDIA SkillSpector pass
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 | $0.00155 | $0.02224 |
| Opus 5.5 | $0.00062 | $0.00890 |
| Sonnet 5.5 | $0.00031 | $0.00445 |
| Haiku 4.5 | $0.00015 | $0.00222 |
Grade A, and why
ppt-forge 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 8d 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 — 161 lines — stays where its author put it; the contents beside it link to each section on GitHub.
PPT Forge — 低保真 MD → AI 精美图
核心原则
先按 image-generation 的交付物路由选择制作路径。本技能承接整页图片：架构猫写蓝图，imagegen 猫出精美图；可编辑产物沿上述路由交给对应制作技能。
- 架构猫（当前持球猫）：内容分析 + 分页规划 + 低保真 MD 写作
- imagegen 猫（imagegen 猫/云端 Codex）：逐页生成精美 raster PNG
- operator：审稿 + 确认风格
这条路径的产出是 AI 原生图片，用于不要求原生可编辑的完整视觉页面。
开局参数（必须声明）
| 参数 | 说明 | 示例 |
|---|---|---|
| 风格 preset | 对标公司的视觉基因 | 华为 / Apple / 阿里 / 自定义 |
| 受众 | 谁看这个 PPT | 部门领导 / CTO / 投资人 / 客户 |
| 场景 | PPT 用在哪 | 转正答辩 / 年会汇报 / 客户提案 / 技术分享 |
| 内容取舍 | 全保留 or 可精简 | "所有内容全保留" / "只要核心亮点" |
没有开局参数 = 分页和风格无标准。开工前先锁。
场景路由
| 触发 | 场景 | 主导 | 详细文档 |
|---|---|---|---|
| operator说"做个 PPT" | 1: 内容分析 + 分页规划 | 架构猫 | ppt-lofi-authoring.md |
| 分页确认 | 2: 低保真 MD 写作 | 架构猫 | ppt-lofi-authoring.md |
| 低保真 MD 完成 | 3: operator审稿 | operator | — |
| 审稿通过 | 4: imagegen 出图 | imagegen 猫/云端 Codex | 逐页生成精美图 |
| 出图完成 | 5: 交付 | 主执行猫 | 图片打包 + 预览 |
| operator不满意 | R: 回到 1 或 2 | — | 改分页/改内容/改风格 |
场景 1-2: 低保真 MD 写作
成长经历跨多年、人物贡献混在一起，或素材只剩履历与能力口号时，先用 co-creation-storytelling 还原事实、各方行动与因果节点，再回到本节安排版面。叙事已锁只改样式/错字时不重启取材；用户已经授权的制作不重复要求确认。
写作流程
给非技术读者用漫画/PPT解释一个机制、或材料仍像名词清单时，按叙事清晰度先做读者目标与因果节点。可以用示意人物和任务，不能编机制事实；不因漫画形式而转成动画或可点击 Demo。已有清楚蓝图则直接制作，不重复取材与确认。
-
内容分析：读完全部原始内容，识别：
- 核心板块（几个大的独立主题）
- 关键数据点（有冲击力的数字）
- 可图表化的逻辑链（流程/对比/层级）
- 信息层级（总→分）
-
分页规划：确定每页的类型和内容分配
- 页面类型：封面 / 总览 / 详情 / 方法论 / 路线图 / 总结
- 先给operator看分页表，确认再动手写
-
风格锁定：选择风格 preset，配色方案一次锁定
-
低保真 MD 写作：每页一个 section
- ASCII art 结构图（用 box drawing 字符画清布局）
- 视觉指引（给 imagegen 猫的文字描述）
- 数据高亮方式标注
-
精美图生成指引：末尾写总体风格规范 + 逐页清单表格
低保真 MD 文件结构
---
title: "PPT 标题 — 低保真稿"
created: YYYY-MM-DD
author: "[签名]"
doc_kind: diagram
status: lofi-draft
---
# 标题
> **受众**：...
> **风格**：...
> **视觉**：一行配色方案
> **页数**：N 页
> **原则**：...
## P1：封面
（ASCII art + 视觉指引）
## P2：总览
（ASCII art + 视觉指引）
...
## 精美图生成指引（给imagegen 猫）
（配色方案 + 字体风格 + 密度原则 + 逐页清单）
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.
- 8d ago Changed · +20 tokens per session 1c9d3fcfb254
- 1mo ago Changed · +5 lines a5693da1bc73
- 1mo ago First seen · 156 lines · 135 tokens per session scan A 8d66cc4b71ba
ppt-forge is a skill published in the GitHub repository zts212653/clowder-ai (3,471 stars, last pushed today), licensed MIT. It adds 155 tokens to every session and 2,224 once invoked, about $0.0006 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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