# comfyui - Doramagic AI Context Pack

> 定位：安装前体验与判断资产。它帮助宿主 AI 有一个好的开始，但不代表已经安装、执行或验证目标项目。

## 充分原则

- **充分原则，不是压缩原则**：AI Context Pack 应该充分到让宿主 AI 在开工前理解项目价值、能力边界、使用入口、风险和证据来源；它可以分层组织，但不以最短摘要为目标。
- **压缩策略**：只压缩噪声和重复内容，不压缩会影响判断和开工质量的上下文。

## 给宿主 AI 的使用方式

你正在读取 Doramagic 为 comfyui 编译的 AI Context Pack。请把它当作开工前上下文：帮助用户理解适合谁、能做什么、如何开始、哪些必须安装后验证、风险在哪里。不要声称你已经安装、运行或执行了目标项目。

## Claim 消费规则

- **事实来源**：Repo Evidence + Claim/Evidence Graph；Human Wiki 只提供显著性、术语和叙事结构。
- **事实最低状态**：`supported`
- `supported`：可以作为项目事实使用，但回答中必须引用 claim_id 和证据路径。
- `weak`：只能作为低置信度线索，必须要求用户继续核实。
- `inferred`：只能用于风险提示或待确认问题，不能包装成项目事实。
- `unverified`：不得作为事实使用，应明确说证据不足。
- `contradicted`：必须展示冲突来源，不得替用户强行选择一个版本。

## 它最适合谁

- **正在使用 Claude/Codex/Cursor/Gemini 等宿主 AI 的开发者**：README 或插件配置提到多个宿主 AI。 证据：`README.md` Claim：`clm_0002` supported 0.86

## 它能做什么

- **命令行启动或安装流程**（需要安装后验证）：项目文档中存在可执行命令，真实使用需要在本地或宿主环境中运行这些命令。 证据：`README.md` Claim：`clm_0001` supported 0.86

## 怎么开始

- `pip install comfy-cli` 证据：`README.md` Claim：`clm_0003` supported 0.86
- `pip install -r manager_requirements.txt` 证据：`README.md` Claim：`clm_0004` supported 0.86

## 继续前判断卡

- **当前建议**：先做权限沙盒试用
- **为什么**：项目存在安装命令、宿主配置或本地写入线索，不建议直接进入主力环境，应先在隔离环境试装。

### 30 秒判断

- **现在怎么做**：先做权限沙盒试用
- **最小安全下一步**：先跑 Prompt Preview；若仍要安装，只在隔离环境试装
- **先别相信**：工具权限边界不能在安装前相信。
- **继续会触碰**：命令执行、本地环境或项目文件、宿主 AI 上下文

### 现在可以相信

- **适合人群线索：正在使用 Claude/Codex/Cursor/Gemini 等宿主 AI 的开发者**（supported）：有 supported claim 或项目证据支撑，但仍不等于真实安装效果。 证据：`README.md` Claim：`clm_0002` supported 0.86
- **能力存在：命令行启动或安装流程**（supported）：可以相信项目包含这类能力线索；是否适合你的具体任务仍要试用或安装后验证。 证据：`README.md` Claim：`clm_0001` supported 0.86
- **存在 Quick Start / 安装命令线索**（supported）：可以相信项目文档出现过启动或安装入口；不要因此直接在主力环境运行。 证据：`README.md` Claim：`clm_0003` supported 0.86

### 现在还不能相信

- **工具权限边界不能在安装前相信。**（unverified）：MCP/tool 类项目通常会触碰文件、网络、浏览器或外部 API，必须真实检查权限和日志。
- **真实输出质量不能在安装前相信。**（unverified）：Prompt Preview 只能展示引导方式，不能证明真实项目中的结果质量。
- **宿主 AI 版本兼容性不能在安装前相信。**（unverified）：Claude、Cursor、Codex、Gemini 等宿主加载规则和版本差异必须在真实环境验证。
- **不会污染现有宿主 AI 行为，不能直接相信。**（inferred）：Skill、plugin、AGENTS/CLAUDE/GEMINI 指令可能改变宿主 AI 的默认行为。
- **可安全回滚不能默认相信。**（unverified）：除非项目明确提供卸载和恢复说明，否则必须先在隔离环境验证。
- **真实安装后是否与用户当前宿主 AI 版本兼容？**（unverified）：兼容性只能通过实际宿主环境验证。
- **项目输出质量是否满足用户具体任务？**（unverified）：安装前预览只能展示流程和边界，不能替代真实评测。
- **安装命令是否需要网络、权限或全局写入？**（unverified）：这影响企业环境和个人环境的安装风险。 证据：`README.md`

### 继续会触碰什么

- **命令执行**：包管理器、网络下载、本地插件目录、项目配置或用户主目录。 原因：运行第一条命令就可能产生环境改动；必须先判断是否值得跑。 证据：`README.md`
- **本地环境或项目文件**：安装结果、插件缓存、项目配置或本地依赖目录。 原因：安装前无法证明写入范围和回滚方式，需要隔离验证。 证据：`README.md`
- **宿主 AI 上下文**：AI Context Pack、Prompt Preview、Skill 路由、风险规则和项目事实。 原因：导入上下文会影响宿主 AI 后续判断，必须避免把未验证项包装成事实。

### 最小安全下一步

- **先跑 Prompt Preview**：用安装前交互式试用判断工作方式是否匹配，不需要授权或改环境。（适用：任何项目都适用，尤其是输出质量未知时。）
- **只在隔离目录或测试账号试装**：避免安装命令污染主力宿主 AI、真实项目或用户主目录。（适用：存在命令执行、插件配置或本地写入线索时。）
- **安装后只验证一个最小任务**：先验证加载、兼容、输出质量和回滚，再决定是否深用。（适用：准备从试用进入真实工作流时。）

### 退出方式

- **保留安装前状态**：记录原始宿主配置和项目状态，后续才能判断是否可恢复。
- **记录安装命令和写入路径**：没有明确卸载说明时，至少要知道哪些目录或配置需要手动清理。
- **如果没有回滚路径，不进入主力环境**：不可回滚是继续前阻断项，不应靠信任或运气继续。

## 哪些只能预览

- 解释项目适合谁和能做什么
- 基于项目文档演示典型对话流程
- 帮助用户判断是否值得安装或继续研究

## 哪些必须安装后验证

- 真实安装 Skill、插件或 CLI
- 执行脚本、修改本地文件或访问外部服务
- 验证真实输出质量、性能和兼容性

## 边界与风险判断卡

- **把安装前预览误认为真实运行**：用户可能高估项目已经完成的配置、权限和兼容性验证。 处理方式：明确区分 prompt_preview_can_do 与 runtime_required。 Claim：`clm_0005` inferred 0.45
- **命令执行会修改本地环境**：安装命令可能写入用户主目录、宿主插件目录或项目配置。 处理方式：先在隔离环境或测试账号中运行。 证据：`README.md` Claim：`clm_0006` supported 0.86
- **待确认**：真实安装后是否与用户当前宿主 AI 版本兼容？。原因：兼容性只能通过实际宿主环境验证。
- **待确认**：项目输出质量是否满足用户具体任务？。原因：安装前预览只能展示流程和边界，不能替代真实评测。
- **待确认**：安装命令是否需要网络、权限或全局写入？。原因：这影响企业环境和个人环境的安装风险。

## 开工前工作上下文

### 加载顺序

- 先读取 how_to_use.host_ai_instruction，建立安装前判断资产的边界。
- 读取 claim_graph_summary，确认事实来自 Claim/Evidence Graph，而不是 Human Wiki 叙事。
- 再读取 intended_users、capabilities 和 quick_start_candidates，判断用户是否匹配。
- 需要执行具体任务时，优先查 role_skill_index，再查 evidence_index。
- 遇到真实安装、文件修改、网络访问、性能或兼容性问题时，转入 risk_card 和 boundaries.runtime_required。

### 任务路由

- **命令行启动或安装流程**：先说明这是安装后验证能力，再给出安装前检查清单。 边界：必须真实安装或运行后验证。 证据：`README.md` Claim：`clm_0001` supported 0.86

### 上下文规模

- 文件总数：815
- 重要文件覆盖：40/815
- 证据索引条目：80
- 角色 / Skill 条目：11

### 证据不足时的处理

- **missing_evidence**：说明证据不足，要求用户提供目标文件、README 段落或安装后验证记录；不要补全事实。
- **out_of_scope_request**：说明该任务超出当前 AI Context Pack 证据范围，并建议用户先查看 Human Manual 或真实安装后验证。
- **runtime_request**：给出安装前检查清单和命令来源，但不要替用户执行命令或声称已执行。
- **source_conflict**：同时展示冲突来源，标记为待核实，不要强行选择一个版本。

## Prompt Recipes

### 适配判断

- 目标：判断这个项目是否适合用户当前任务。
- 预期输出：适配结论、关键理由、证据引用、安装前可预览内容、必须安装后验证内容、下一步建议。

```text
请基于 comfyui 的 AI Context Pack，先问我 3 个必要问题，然后判断它是否适合我的任务。回答必须包含：适合谁、能做什么、不能做什么、是否值得安装、证据来自哪里。所有项目事实必须引用 evidence_refs、source_paths 或 claim_id。
```

### 安装前体验

- 目标：让用户在安装前感受核心工作流，同时避免把预览包装成真实能力或营销承诺。
- 预期输出：一段带边界标签的体验剧本、安装后验证清单和谨慎建议；不含真实运行承诺或强营销表述。

```text
请把 comfyui 当作安装前体验资产，而不是已安装工具或真实运行环境。

请严格输出四段：
1. 先问我 3 个必要问题。
2. 给出一段“体验剧本”：用 [安装前可预览]、[必须安装后验证]、[证据不足] 三种标签展示它可能如何引导工作流。
3. 给出安装后验证清单：列出哪些能力只有真实安装、真实宿主加载、真实项目运行后才能确认。
4. 给出谨慎建议：只能说“值得继续研究/试装”“先补充信息后再判断”或“不建议继续”，不得替项目背书。

硬性边界：
- 不要声称已经安装、运行、执行测试、修改文件或产生真实结果。
- 不要写“自动适配”“确保通过”“完美适配”“强烈建议安装”等承诺性表达。
- 如果描述安装后的工作方式，必须使用“如果安装成功且宿主正确加载 Skill，它可能会……”这种条件句。
- 体验剧本只能写成“示例台词/假设流程”：使用“可能会询问/可能会建议/可能会展示”，不要写“已写入、已生成、已通过、正在运行、正在生成”。
- Prompt Preview 不负责给安装命令；如用户准备试装，只能提示先阅读 Quick Start 和 Risk Card，并在隔离环境验证。
- 所有项目事实必须来自 supported claim、evidence_refs 或 source_paths；inferred/unverified 只能作风险或待确认项。

```

### 角色 / Skill 选择

- 目标：从项目里的角色或 Skill 中挑选最匹配的资产。
- 预期输出：候选角色或 Skill 列表，每项包含适用场景、证据路径、风险边界和是否需要安装后验证。

```text
请读取 role_skill_index，根据我的目标任务推荐 3-5 个最相关的角色或 Skill。每个推荐都要说明适用场景、可能输出、风险边界和 evidence_refs。
```

### 风险预检

- 目标：安装或引入前识别环境、权限、规则冲突和质量风险。
- 预期输出：环境、权限、依赖、许可、宿主冲突、质量风险和未知项的检查清单。

```text
请基于 risk_card、boundaries 和 quick_start_candidates，给我一份安装前风险预检清单。不要替我执行命令，只说明我应该检查什么、为什么检查、失败会有什么影响。
```

### 宿主 AI 开工指令

- 目标：把项目上下文转成一次对话开始前的宿主 AI 指令。
- 预期输出：一段边界明确、证据引用明确、适合复制给宿主 AI 的开工前指令。

```text
请基于 comfyui 的 AI Context Pack，生成一段我可以粘贴给宿主 AI 的开工前指令。这段指令必须遵守 not_runtime=true，不能声称项目已经安装、运行或产生真实结果。
```


## 角色 / Skill 索引

- 共索引 11 个角色 / Skill / 项目文档条目。

- **ComfyUI**（project_doc）：ComfyUI The most powerful and modular AI engine for content creation. 激活提示：当用户需要理解项目结构、安装方式或边界时参考。 证据：`README.md`
- **Generate new revision**（project_doc）：1. Update models in /app/database/models.py 2. Run alembic revision --autogenerate -m "{your message}" 激活提示：当用户需要理解项目结构、安装方式或边界时参考。 证据：`alembic_db/README.md`
- **Pytest Unit Tests**（project_doc）：pip install -r tests-unit/requirements.txt 激活提示：当用户需要理解项目结构、安装方式或边界时参考。 证据：`tests-unit/README.md`
- **Automated Testing**（project_doc）：Additional requirements for running tests: Run inference tests: 激活提示：当用户需要理解项目结构、安装方式或边界时参考。 证据：`tests/README.md`
- **ComfyUI Internal Routes**（project_doc）：All routes under the /internal path are designated for internal use by ComfyUI only . These routes are not intended for use by external applications may change at any time without notice. 激活提示：当用户需要理解项目结构、安装方式或边界时参考。 证据：`api_server/routes/internal/README.md`
- **GLSL Shader Sources**（project_doc）：This folder contains the GLSL fragment shaders extracted from blueprint JSON files for easier editing and version control. 激活提示：当用户需要理解项目结构、安装方式或边界时参考。 证据：`blueprints/.glsl/README.md`
- **Comfy Typing**（project_doc）：Comfy Typing Type hinting for ComfyUI Node development 激活提示：当用户需要理解项目结构、安装方式或边界时参考。 证据：`comfy/comfy_types/README.md`
- **Contributing to ComfyUI**（project_doc）：Welcome, and thank you for your interest in contributing to ComfyUI! 激活提示：当用户需要理解项目结构、安装方式或边界时参考。 证据：`CONTRIBUTING.md`
- **The Comfy guide to Quantization**（project_doc）：Quantization aims to map a high-precision value x f to a lower precision format with minimal loss in accuracy. These smaller formats then serve to reduce the models memory footprint and increase throughput by using specialized hardware. 激活提示：当用户需要理解项目结构、安装方式或边界时参考。 证据：`QUANTIZATION.md`
- **Security Policy**（project_doc）：ComfyUI is designed to run locally. By default, the server binds to 127.0.0.1 , meaning only the user's own machine can reach it. Our threat model assumes: 激活提示：当用户需要理解项目结构、安装方式或边界时参考。 证据：`SECURITY.md`
- **API Node PR Checklist**（project_doc）：Pricing & Billing - Need pricing update - No pricing update 激活提示：当用户需要理解项目结构、安装方式或边界时参考。 证据：`.github/PULL_REQUEST_TEMPLATE/api-node.md`

## 证据索引

- 共索引 80 条证据。

- **ComfyUI**（documentation）：ComfyUI The most powerful and modular AI engine for content creation. 证据：`README.md`
- **Generate new revision**（documentation）：1. Update models in /app/database/models.py 2. Run alembic revision --autogenerate -m "{your message}" 证据：`alembic_db/README.md`
- **Pytest Unit Tests**（documentation）：pip install -r tests-unit/requirements.txt 证据：`tests-unit/README.md`
- **Automated Testing**（documentation）：Additional requirements for running tests: Run inference tests: 证据：`tests/README.md`
- **ComfyUI Internal Routes**（documentation）：All routes under the /internal path are designated for internal use by ComfyUI only . These routes are not intended for use by external applications may change at any time without notice. 证据：`api_server/routes/internal/README.md`
- **GLSL Shader Sources**（documentation）：This folder contains the GLSL fragment shaders extracted from blueprint JSON files for easier editing and version control. 证据：`blueprints/.glsl/README.md`
- **Comfy Typing**（documentation）：Comfy Typing Type hinting for ComfyUI Node development 证据：`comfy/comfy_types/README.md`
- **Contributing to ComfyUI**（documentation）：Welcome, and thank you for your interest in contributing to ComfyUI! 证据：`CONTRIBUTING.md`
- **License**（source_file）：GNU GENERAL PUBLIC LICENSE Version 3, 29 June 2007 证据：`LICENSE`
- **The Comfy guide to Quantization**（documentation）：Quantization aims to map a high-precision value x f to a lower precision format with minimal loss in accuracy. These smaller formats then serve to reduce the models memory footprint and increase throughput by using specialized hardware. 证据：`QUANTIZATION.md`
- **Security Policy**（documentation）：ComfyUI is designed to run locally. By default, the server binds to 127.0.0.1 , meaning only the user's own machine can reach it. Our threat model assumes: 证据：`SECURITY.md`
- **API Node PR Checklist**（documentation）：Pricing & Billing - Need pricing update - No pricing update 证据：`.github/PULL_REQUEST_TEMPLATE/api-node.md`
- **Brightness And Contrast**（structured_config）：{ "revision": 0, "last node id": 140, "last link id": 0, "nodes": { "id": 140, "type": "916dff42-6166-4d45-b028-04eaf69fbb35", "pos": 500, 1440 , "size": 250, 178 , "flags": {}, "order": 2, "mode": 0, "inputs": { "label": "image", "localized name": "images.image0", "name": "images.image0", "type": "IMAGE", "link": null } , "outputs": { "label": "IMAGE", "localized name": "IMAGE0", "name": "IMAGE0", "type": "IMAGE", "links": } , "properties": { "proxyWidgets": "4", "value" , "5", "value" }, "widgets values": , "title": "Brightness and Contrast" } , "links": , "version": 0.4, "definitions": { "subgraphs": { "id": "916dff42-6166-4d45-b028-04eaf69fbb35", "version": 1, "state": { "lastGroupId":… 证据：`blueprints/Brightness and Contrast.json`
- **Canny To Image (Z Image Turbo)**（structured_config）：{ "id": "e046dd74-e2a7-4f31-a75b-5e11a8c72d4e", "revision": 0, "last node id": 18, "last link id": 32, "nodes": { "id": 18, "type": "c84f7959-3738-422b-ba6e-5808b5e90101", "pos": 300, 3830 , "size": 400, 460 , "flags": {}, "order": 0, "mode": 0, "inputs": { "label": "control image", "name": "image", "type": "IMAGE", "link": null }, { "label": "prompt", "name": "text", "type": "STRING", "widget": { "name": "text" }, "link": null }, { "label": "canny low threshold", "name": "low threshold", "type": "FLOAT", "widget": { "name": "low threshold" }, "link": null }, { "label": "canny high threshold", "name": "high threshold", "type": "FLOAT", "widget": { "name": "high threshold" }, "link": null },… 证据：`blueprints/Canny to Image (Z-Image-Turbo).json`
- **Canny To Video (Ltx 2.0)**（structured_config）：{ "id": "02f6166f-32f8-4673-b861-76be1464cba5", "revision": 0, "last node id": 155, "last link id": 391, "nodes": { "id": 1, "type": "884e1862-7567-4e72-bd2a-fd4fdfd06320", "pos": 1519.643633934233, 3717.5350173634242 , "size": 400, 500 , "flags": { "collapsed": false }, "order": 0, "mode": 0, "inputs": { "name": "text", "type": "STRING", "widget": { "name": "text" }, "link": null }, { "label": "canny images", "name": "image", "type": "IMAGE", "link": null }, { "label": "image strength", "name": "strength", "type": "FLOAT", "widget": { "name": "strength" }, "link": null }, { "label": "disable first frame", "name": "bypass", "type": "BOOLEAN", "widget": { "name": "bypass" }, "link": null },… 证据：`blueprints/Canny to Video (LTX 2.0).json`
- **Chromatic Aberration**（structured_config）：{ "revision": 0, "last node id": 19, "last link id": 0, "nodes": { "id": 19, "type": "2c5ef154-2bde-496d-bc8b-9dcf42f2913f", "pos": 3710, -2070 , "size": 260, 82 , "flags": {}, "order": 4, "mode": 0, "inputs": { "label": "image", "localized name": "images.image0", "name": "images.image0", "type": "IMAGE", "link": null } , "outputs": { "label": "IMAGE", "localized name": "IMAGE0", "name": "IMAGE0", "type": "IMAGE", "links": } , "title": "Chromatic Aberration", "properties": { "proxyWidgets": "17", "choice" , "18", "value" }, "widgets values": } , "links": , "version": 0.4, "definitions": { "subgraphs": { "id": "2c5ef154-2bde-496d-bc8b-9dcf42f2913f", "version": 1, "state": { "lastGroupId": 0,… 证据：`blueprints/Chromatic Aberration.json`
- **Color Adjustment**（structured_config）：{ "revision": 0, "last node id": 14, "last link id": 0, "nodes": { "id": 14, "type": "36677b92-5dd8-47a5-9380-4da982c1894f", "pos": 3610, -2630 , "size": 270, 150 , "flags": {}, "order": 3, "mode": 0, "inputs": { "label": "image", "localized name": "images.image0", "name": "images.image0", "type": "IMAGE", "link": null } , "outputs": { "label": "IMAGE", "localized name": "IMAGE0", "name": "IMAGE0", "type": "IMAGE", "links": } , "properties": { "proxyWidgets": "4", "value" , "5", "value" , "7", "value" , "6", "value" }, "widgets values": , "title": "Color Adjustment" } , "links": , "version": 0.4, "definitions": { "subgraphs": { "id": "36677b92-5dd8-47a5-9380-4da982c1894f", "version": 1, "st… 证据：`blueprints/Color Adjustment.json`
- **Color Balance**（structured_config）：{ "revision": 0, "last node id": 20, "last link id": 0, "nodes": { "id": 20, "type": "243b9e93-7303-4500-8c70-58acb712f5bc", "pos": 3610, -2630 , "size": 270, 420 , "flags": {}, "order": 0, "mode": 0, "inputs": { "label": "image", "localized name": "images.image0", "name": "images.image0", "type": "IMAGE", "link": null } , "outputs": { "label": "IMAGE", "localized name": "IMAGE0", "name": "IMAGE0", "type": "IMAGE", "links": } , "properties": { "proxyWidgets": "4", "value" , "5", "value" , "6", "value" , "7", "value" , "8", "value" , "9", "value" , "10", "value" , "11", "value" , "12", "value" , "13", "value" }, "widgets values": , "title": "Color Balance" } , "links": , "version": 0.4, "def… 证据：`blueprints/Color Balance.json`
- **Color Curves**（structured_config）：{ "revision": 0, "last node id": 10, "last link id": 0, "nodes": { "id": 10, "type": "d5c462c8-1372-4af8-84f2-547c83470d04", "pos": 3610, -2630 , "size": 270, 420 , "flags": {}, "order": 0, "mode": 0, "inputs": { "label": "image", "localized name": "images.image0", "name": "images.image0", "type": "IMAGE", "link": null } , "outputs": { "label": "IMAGE", "localized name": "IMAGE0", "name": "IMAGE0", "type": "IMAGE", "links": } , "properties": { "proxyWidgets": "4", "curve" , "5", "curve" , "6", "curve" , "7", "curve" }, "widgets values": , "title": "Color Curves" } , "links": , "version": 0.4, "definitions": { "subgraphs": { "id": "d5c462c8-1372-4af8-84f2-547c83470d04", "version": 1, "state"… 证据：`blueprints/Color Curves.json`
- **Controlnet (Z Image Turbo)**（structured_config）：{ "revision": 0, "last node id": 85, "last link id": 0, "nodes": { "id": 85, "type": "d2e76ecf-6e84-4b8c-8913-48efc09ec1c4", "pos": 440, 1220 , "size": 480, 0 , "flags": {}, "order": 6, "mode": 0, "inputs": { "label": "control image", "localized name": "image", "name": "image", "type": "IMAGE", "link": null }, { "name": "text", "type": "STRING", "widget": { "name": "text" }, "link": null }, { "name": "seed", "type": "INT", "widget": { "name": "seed" }, "link": null }, { "name": "unet name", "type": "COMBO", "widget": { "name": "unet name" }, "link": null }, { "name": "clip name", "type": "COMBO", "widget": { "name": "clip name" }, "link": null }, { "name": "vae name", "type": "COMBO", "widg… 证据：`blueprints/ControlNet (Z-Image-Turbo).json`
- **Crop Images 2X2**（structured_config）：{ "revision": 0, "last node id": 139, "last link id": 0, "nodes": { "id": 135, "type": "3b5ed000-6ab3-4458-91f7-8d6d366b0b40", "pos": -2479.9999801712506, 2019.9999372732784 , "size": 230, 170 , "flags": {}, "order": 3, "mode": 0, "inputs": { "localized name": "image", "name": "image", "type": "IMAGE", "link": null } , "outputs": { "label": "top left", "localized name": "IMAGE", "name": "IMAGE", "type": "IMAGE", "links": }, { "label": "bottom left", "localized name": "IMAGE 1", "name": "IMAGE 1", "type": "IMAGE", "links": }, { "label": "top right", "localized name": "IMAGE 2", "name": "IMAGE 2", "type": "IMAGE", "links": }, { "label": "bottom right", "localized name": "IMAGE 3", "name": "IM… 证据：`blueprints/Crop Images 2x2.json`
- **Crop Images 3X3**（structured_config）：{ "revision": 0, "last node id": 141, "last link id": 0, "nodes": { "id": 134, "type": "7fd47bca-ff89-476c-a98d-ca6f7cf756fe", "pos": -2620, 1620 , "size": 230, 290 , "flags": {}, "order": 2, "mode": 0, "inputs": { "localized name": "image", "name": "image", "type": "IMAGE", "link": null } , "outputs": { "label": "top left", "localized name": "IMAGE", "name": "IMAGE", "type": "IMAGE", "links": }, { "label": "top center", "name": "IMAGE 1", "type": "IMAGE", "links": }, { "label": "top right", "name": "IMAGE 2", "type": "IMAGE", "links": }, { "label": "middle left", "name": "IMAGE 3", "type": "IMAGE", "links": }, { "label": "middle center", "name": "IMAGE 4", "type": "IMAGE", "links": }, { "l… 证据：`blueprints/Crop Images 3x3.json`
- **Depth To Image (Z Image Turbo)**（structured_config）：{ "id": "e046dd74-e2a7-4f31-a75b-5e11a8c72d4e", "revision": 0, "last node id": 76, "last link id": 259, "nodes": { "id": 13, "type": "d8492a46-9e6c-4917-b5ea-4273aabf5f51", "pos": 400, 3630 , "size": 400, 470 , "flags": {}, "order": 0, "mode": 0, "inputs": { "label": "control image", "name": "image", "type": "IMAGE", "link": null }, { "label": "prompt", "name": "text", "type": "STRING", "widget": { "name": "text" }, "link": null }, { "name": "unet name", "type": "COMBO", "widget": { "name": "unet name" }, "link": null }, { "name": "clip name", "type": "COMBO", "widget": { "name": "clip name" }, "link": null }, { "name": "vae name", "type": "COMBO", "widget": { "name": "vae name" }, "link":… 证据：`blueprints/Depth to Image (Z-Image-Turbo).json`
- **Depth To Video (Ltx 2.0)**（structured_config）：{ "id": "ec176c82-4db5-4ab9-b5a0-8aa8e5684a81", "revision": 0, "last node id": 191, "last link id": 433, "nodes": { "id": 143, "type": "68857357-cbc2-4c3a-a786-c3a58d43f9b1", "pos": 289.99998661973035, 3960.0002084505168 , "size": 400, 500 , "flags": { "collapsed": false }, "order": 0, "mode": 0, "inputs": { "label": "prompt", "name": "text", "type": "STRING", "widget": { "name": "text" }, "link": null }, { "label": "image strength", "name": "strength", "type": "FLOAT", "widget": { "name": "strength" }, "link": null }, { "label": "disable first frame", "name": "bypass", "type": "BOOLEAN", "widget": { "name": "bypass" }, "link": null }, { "label": "depth reference video", "name": "video", "t… 证据：`blueprints/Depth to Video (ltx 2.0).json`
- **Edge Preserving Blur**（structured_config）：{ "revision": 0, "last node id": 136, "last link id": 0, "nodes": { "id": 136, "type": "c6dc0f88-416b-4db1-bed1-442d793de5ad", "pos": 669.0822222222221, 835.5507407407408 , "size": 210, 106 , "flags": {}, "order": 1, "mode": 0, "inputs": { "label": "image", "localized name": "images.image0", "name": "images.image0", "type": "IMAGE", "link": null } , "outputs": { "label": "IMAGE", "localized name": "IMAGE0", "name": "IMAGE0", "type": "IMAGE", "links": } , "properties": { "proxyWidgets": "130", "value" , "131", "value" , "133", "value" }, "widgets values": , "title": "Edge-Preserving Blur" } , "links": , "version": 0.4, "definitions": { "subgraphs": { "id": "c6dc0f88-416b-4db1-bed1-442d793de5… 证据：`blueprints/Edge-Preserving Blur.json`
- **Film Grain**（structured_config）：{ "revision": 0, "last node id": 22, "last link id": 0, "nodes": { "id": 22, "type": "3324cf54-bcff-405f-a4bf-c5122c72fe56", "pos": 4800, -1180 , "size": 250, 154 , "flags": {}, "order": 4, "mode": 0, "inputs": { "label": "image", "localized name": "images.image0", "name": "images.image0", "type": "IMAGE", "link": null } , "outputs": { "label": "IMAGE", "localized name": "IMAGE0", "name": "IMAGE0", "type": "IMAGE", "links": } , "title": "Film Grain", "properties": { "proxyWidgets": "17", "value" , "18", "value" , "19", "value" , "20", "value" , "21", "choice" }, "widgets values": } , "links": , "version": 0.4, "definitions": { "subgraphs": { "id": "3324cf54-bcff-405f-a4bf-c5122c72fe56", "ve… 证据：`blueprints/Film Grain.json`
- **First Last Frame To Video (Ltx 2.3)**（structured_config）：{ "revision": 0, "last node id": 228, "last link id": 0, "nodes": { "id": 228, "type": "a5982aee-8136-4819-86a0-cf9d9e510ad6", "pos": 1490, 4730 , "size": 274.8169921875, 276 , "flags": {}, "order": 3, "mode": 0, "inputs": { "label": "first frame", "localized name": "input", "name": "input", "type": "IMAGE,MASK", "link": null }, { "label": "last frame", "localized name": "input 1", "name": "input 1", "type": "IMAGE,MASK", "link": null }, { "name": "text", "type": "STRING", "widget": { "name": "text" }, "link": null }, { "label": "width", "name": "value", "type": "INT", "widget": { "name": "value" }, "link": null }, { "label": "height", "name": "value 1", "type": "INT", "widget": { "name": "… 证据：`blueprints/First-Last-Frame to Video (LTX-2.3).json`
- **First Last Frame To Video**（structured_config）：{ "revision": 0, "last node id": 227, "last link id": 0, "nodes": { "id": 227, "type": "283e4561-61a2-4538-b960-265736eb041f", "pos": 620, 3140 , "size": 540, 0 , "flags": {}, "order": 3, "mode": 0, "inputs": { "label": "first frame", "localized name": "input", "name": "input", "type": "IMAGE,MASK", "link": null }, { "label": "last frame", "localized name": "input 1", "name": "input 1", "type": "IMAGE,MASK", "link": null }, { "name": "text", "type": "STRING", "widget": { "name": "text" }, "link": null }, { "label": "width", "name": "value", "type": "INT", "widget": { "name": "value" }, "link": null }, { "label": "height", "name": "value 1", "type": "INT", "widget": { "name": "value 1" }, "l… 证据：`blueprints/First-Last-Frame to Video.json`
- **Frame Interpolation**（structured_config）：{ "revision": 0, "last node id": 16, "last link id": 0, "nodes": { "id": 16, "type": "022693be-2baa-4009-870a-28921508a7ef", "pos": -2990, -3240 , "size": 410, 200 , "flags": {}, "order": 2, "mode": 0, "inputs": { "localized name": "video", "name": "video", "type": "VIDEO", "link": null }, { "label": "multiplier", "name": "value", "type": "INT", "widget": { "name": "value" }, "link": null }, { "label": "enable fps multiplier", "name": "value 1", "type": "BOOLEAN", "widget": { "name": "value 1" }, "link": null }, { "name": "model name", "type": "COMBO", "widget": { "name": "model name" }, "link": null } , "outputs": { "label": "VIDEO", "name": "VIDEO 1", "type": "VIDEO", "links": }, { "name"… 证据：`blueprints/Frame Interpolation.json`
- **Get Any Video Frame**（structured_config）：{ "revision": 0, "last node id": 98, "last link id": 0, "nodes": { "id": 98, "type": "dca6e78d-fb06-421e-97f7-6ce17a665260", "pos": -410, -2230 , "size": 270, 104 , "flags": {}, "order": 7, "mode": 0, "inputs": { "name": "video", "type": "VIDEO", "link": null }, { "label": "frame index", "name": "value", "type": "INT", "widget": { "name": "value" }, "link": null } , "outputs": { "name": "IMAGE", "type": "IMAGE", "links": } , "title": "Get Any Video Frame", "properties": { "proxyWidgets": "100", "value" }, "widgets values": } , "links": , "version": 0.4, "definitions": { "subgraphs": { "id": "dca6e78d-fb06-421e-97f7-6ce17a665260", "version": 1, "state": { "lastGroupId": 1, "lastNodeId": 136,… 证据：`blueprints/Get Any Video Frame.json`
- **Glow**（structured_config）：{ "revision": 0, "last node id": 37, "last link id": 0, "nodes": { "id": 37, "type": "0a99445a-aaf8-4a7f-aec3-d7d710ae1495", "pos": 2160, -360 , "size": 260, 154 , "flags": {}, "order": 4, "mode": 0, "inputs": { "label": "image", "localized name": "images.image0", "name": "images.image0", "type": "IMAGE", "link": null } , "outputs": { "label": "IMAGE", "localized name": "IMAGE0", "name": "IMAGE0", "type": "IMAGE", "links": } , "properties": { "proxyWidgets": "34", "value" , "35", "value" , "33", "value" , "31", "choice" , "32", "color" }, "widgets values": , "title": "Glow" } , "links": , "version": 0.4, "definitions": { "subgraphs": { "id": "0a99445a-aaf8-4a7f-aec3-d7d710ae1495", "version"… 证据：`blueprints/Glow.json`
- **Hue And Saturation**（structured_config）：{ "revision": 0, "last node id": 11, "last link id": 0, "nodes": { "id": 11, "type": "c64f83e9-aa5d-4031-89f1-0704e39299fe", "pos": 870, -220 , "size": 250, 178 , "flags": {}, "order": 2, "mode": 0, "inputs": { "label": "image", "localized name": "images.image0", "name": "images.image0", "type": "IMAGE", "link": null } , "outputs": { "label": "IMAGE", "localized name": "IMAGE0", "name": "IMAGE0", "type": "IMAGE", "links": } , "title": "Hue and Saturation", "properties": { "proxyWidgets": "2", "choice" , "4", "value" , "5", "value" , "6", "value" , "7", "value" , "3", "choice" }, "widgets values": } , "links": , "version": 0.4, "definitions": { "subgraphs": { "id": "c64f83e9-aa5d-4031-89f1-0… 证据：`blueprints/Hue and Saturation.json`
- **Image Blur**（structured_config）：{ "revision": 0, "last node id": 8, "last link id": 0, "nodes": { "id": 8, "type": "198632a3-ee76-4aab-9ce7-a69c624eaff9", "pos": 4470, -1840 , "size": 210, 82 , "flags": {}, "order": 3, "mode": 0, "inputs": { "label": "image", "localized name": "images.image0", "name": "images.image0", "type": "IMAGE", "link": null } , "outputs": { "label": "blurred image", "localized name": "IMAGE0", "name": "IMAGE0", "type": "IMAGE", "links": } , "properties": { "proxyWidgets": "12", "choice" , "10", "value" }, "widgets values": , "title": "Image Blur" } , "links": , "version": 0.4, "definitions": { "subgraphs": { "id": "198632a3-ee76-4aab-9ce7-a69c624eaff9", "version": 1, "state": { "lastGroupId": 0, "l… 证据：`blueprints/Image Blur.json`
- **Image Captioning (Gemini)**（structured_config）：{ "revision": 0, "last node id": 231, "last link id": 0, "nodes": { "id": 231, "type": "e3e78497-720e-45a2-b4fb-c7bfdb80dd11", "pos": 23.13283014087665, 1034.468391137315 , "size": 280, 260 , "flags": {}, "order": 8, "mode": 0, "inputs": { "localized name": "images", "name": "images", "type": "IMAGE", "link": null }, { "name": "prompt", "type": "STRING", "widget": { "name": "prompt" }, "link": null }, { "name": "model", "type": "COMBO", "widget": { "name": "model" }, "link": null } , "outputs": { "localized name": "STRING", "name": "STRING", "type": "STRING", "links": } , "properties": { "proxyWidgets": "-1", "prompt" , "-1", "model" , "1", "seed" , "cnr id": "comfy-core", "ver": "0.13.0" }… 证据：`blueprints/Image Captioning (gemini).json`
- **Image Channels**（structured_config）：{ "revision": 0, "last node id": 29, "last link id": 0, "nodes": { "id": 29, "type": "4c9d6ea4-b912-40e5-8766-6793a9758c53", "pos": 1970, -230 , "size": 180, 86 , "flags": {}, "order": 5, "mode": 0, "inputs": { "label": "image", "localized name": "images.image0", "name": "images.image0", "type": "IMAGE", "link": null } , "outputs": { "label": "R", "localized name": "IMAGE0", "name": "IMAGE0", "type": "IMAGE", "links": }, { "label": "G", "localized name": "IMAGE1", "name": "IMAGE1", "type": "IMAGE", "links": }, { "label": "B", "localized name": "IMAGE2", "name": "IMAGE2", "type": "IMAGE", "links": }, { "label": "A", "localized name": "IMAGE3", "name": "IMAGE3", "type": "IMAGE", "links": } ,… 证据：`blueprints/Image Channels.json`
- **Image Edit (Firered Image Edit 1.1)**（structured_config）：{ "revision": 0, "last node id": 213, "last link id": 0, "nodes": { "id": 213, "type": "e35fbbeb-d7b1-46d1-a74e-959517d0fb1a", "pos": -700, -470 , "size": 500, 0 , "flags": {}, "order": 2, "mode": 0, "inputs": { "localized name": "image", "name": "image", "type": "IMAGE", "link": null }, { "label": "image2 optional ", "name": "image2 1", "type": "IMAGE", "link": null }, { "label": "image3 optional ", "name": "image3 1", "type": "IMAGE", "link": null }, { "name": "prompt", "type": "STRING", "widget": { "name": "prompt" }, "link": null }, { "label": "enable turbo mode", "name": "value", "type": "BOOLEAN", "widget": { "name": "value" }, "link": null }, { "name": "seed", "type": "INT", "widget"… 证据：`blueprints/Image Edit (FireRed Image Edit 1.1).json`
- **Image Edit (Flux.2 Dev)**（structured_config）：{ "revision": 0, "last node id": 139, "last link id": 0, "nodes": { "id": 139, "type": "41b0c117-7470-454c-914e-b8742dc06d62", "pos": -650, 570 , "size": 400, 0 , "flags": {}, "order": 3, "mode": 0, "inputs": { "label": "image", "localized name": "pixels", "name": "pixels", "type": "IMAGE", "link": null }, { "label": "prompt", "name": "text", "type": "STRING", "widget": { "name": "text" }, "link": null }, { "name": "unet name", "type": "COMBO", "widget": { "name": "unet name" }, "link": null }, { "name": "clip name", "type": "COMBO", "widget": { "name": "clip name" }, "link": null }, { "name": "vae name", "type": "COMBO", "widget": { "name": "vae name" }, "link": null }, { "label": "enable… 证据：`blueprints/Image Edit (Flux.2 Dev).json`
- **Image Edit (Flux.2 Klein 4B)**（structured_config）：{ "id": "6686cb78-8003-4289-b969-929755e9a84d", "revision": 0, "last node id": 81, "last link id": 179, "nodes": { "id": 75, "type": "7b34ab90-36f9-45ba-a665-71d418f0df18", "pos": 311.66672468419983, 830 , "size": 400, 470 , "flags": {}, "order": 0, "mode": 0, "inputs": { "label": "prompt", "name": "text", "type": "STRING", "widget": { "name": "text" }, "link": null }, { "name": "image", "type": "IMAGE", "link": null }, { "name": "unet name", "type": "COMBO", "widget": { "name": "unet name" }, "link": null }, { "name": "clip name", "type": "COMBO", "widget": { "name": "clip name" }, "link": null }, { "name": "vae name", "type": "COMBO", "widget": { "name": "vae name" }, "link": null } , "ou… 证据：`blueprints/Image Edit (Flux.2 Klein 4B).json`
- **Image Edit (Longcat Image Edit)**（structured_config）：{ "revision": 0, "last node id": 176, "last link id": 0, "nodes": { "id": 176, "type": "372a02a0-a79c-40b4-84a9-34f246fe0e9c", "pos": 967.0861152473078, 4977.534165136897 , "size": 330, 380 , "flags": {}, "order": 3, "mode": 0, "inputs": { "localized name": "image", "name": "image", "type": "IMAGE", "link": null }, { "name": "prompt", "type": "STRING", "widget": { "name": "prompt" }, "link": null }, { "name": "steps", "type": "INT", "widget": { "name": "steps" }, "link": null }, { "name": "cfg", "type": "FLOAT", "widget": { "name": "cfg" }, "link": null }, { "name": "seed", "type": "INT", "widget": { "name": "seed" }, "link": null }, { "name": "unet name", "type": "COMBO", "widget": { "name… 证据：`blueprints/Image Edit (LongCat Image Edit).json`
- **Image Edit (Qwen 2509)**（structured_config）：{ "revision": 0, "last node id": 433, "last link id": 0, "nodes": { "id": 433, "type": "eba40a3a-f6c5-48ac-b58e-55525d06b373", "pos": 90, -160 , "size": 390, 610 , "flags": {}, "order": 3, "mode": 0, "inputs": { "label": "image", "name": "image", "type": "IMAGE", "link": null }, { "label": "image2 optional ", "name": "image2", "type": "IMAGE", "link": null }, { "label": "image3 optional ", "name": "image3", "type": "IMAGE", "link": null }, { "name": "prompt", "type": "STRING", "widget": { "name": "prompt" }, "link": null }, { "name": "seed", "type": "INT", "widget": { "name": "seed" }, "link": null }, { "label": "enable turbo mode", "name": "value", "type": "BOOLEAN", "widget": { "name": "v… 证据：`blueprints/Image Edit (Qwen 2509).json`
- **Image Edit (Qwen 2511)**（structured_config）：{ "id": "d84b7d1a-a73f-4e31-bd16-983ac0cf5f1b", "revision": 0, "last node id": 17, "last link id": 32, "nodes": { "id": 17, "type": "9fa6af8b-8c99-4446-8681-bccf8ba4ea54", "pos": 183.33334355513557, -120.00000702649223 , "size": 383.0729166666667, 381.10677083333337 , "flags": {}, "order": 0, "mode": 0, "inputs": { "label": "image 1", "name": "image1", "type": "IMAGE", "link": null }, { "label": "image 2 optional ", "name": "image2", "type": "IMAGE", "link": null }, { "label": "image 3 optional ", "name": "image3", "type": "IMAGE", "link": null }, { "name": "prompt", "type": "STRING", "widget": { "name": "prompt" }, "link": null }, { "name": "unet name", "type": "COMBO", "widget": { "name":… 证据：`blueprints/Image Edit (Qwen 2511).json`
- **Image Inpainting (Flux.1 Fill Dev)**（structured_config）：{ "revision": 0, "last node id": 232, "last link id": 0, "nodes": { "id": 232, "type": "6e8d6e38-bdc3-436c-be85-ef9e67e70e07", "pos": 1270, 4640 , "size": 400, 470 , "flags": {}, "order": 0, "mode": 0, "inputs": { "label": "image", "localized name": "pixels", "name": "pixels", "type": "IMAGE", "link": null }, { "localized name": "mask", "name": "mask", "type": "MASK", "link": null }, { "label": "prompt", "name": "text", "type": "STRING", "widget": { "name": "text" }, "link": null }, { "name": "seed", "type": "INT", "widget": { "name": "seed" }, "link": null }, { "name": "unet name", "type": "COMBO", "widget": { "name": "unet name" }, "link": null }, { "name": "clip name1", "type": "COMBO",… 证据：`blueprints/Image Inpainting (Flux.1 Fill Dev).json`
- **Image Inpainting (Qwen Image)**（structured_config）：{ "id": "84318cde-a839-41d4-8632-df6d7c50ffc5", "revision": 0, "last node id": 256, "last link id": 403, "nodes": { "id": 256, "type": "c93d5779-7bfe-4511-98e2-6a665ed0dff2", "pos": 2271.698367680439, -460.52399024524993 , "size": 420, 470 , "flags": {}, "order": 0, "mode": 0, "inputs": { "localized name": "image", "name": "image", "type": "IMAGE", "link": null }, { "localized name": "mask", "name": "mask", "type": "MASK", "link": null }, { "name": "text", "type": "STRING", "widget": { "name": "text" }, "link": null }, { "name": "clip name", "type": "COMBO", "widget": { "name": "clip name" }, "link": null }, { "name": "vae name", "type": "COMBO", "widget": { "name": "vae name" }, "link": nu… 证据：`blueprints/Image Inpainting (Qwen-image).json`
- **Image Levels**（structured_config）：{ "revision": 0, "last node id": 139, "last link id": 0, "nodes": { "id": 139, "type": "75bf8a72-aad8-4f3e-83ee-380e70248240", "pos": 620, 900 , "size": 240, 178 , "flags": {}, "order": 1, "mode": 0, "inputs": { "label": "image", "localized name": "images.image0", "name": "images.image0", "type": "IMAGE", "link": null } , "outputs": { "label": "IMAGE", "localized name": "IMAGE0", "name": "IMAGE0", "type": "IMAGE", "links": } , "properties": { "proxyWidgets": "5", "choice" , "3", "value" , "6", "value" , "7", "value" , "8", "value" , "9", "value" }, "widgets values": , "title": "Image Levels" } , "links": , "version": 0.4, "definitions": { "subgraphs": { "id": "75bf8a72-aad8-4f3e-83ee-380e70… 证据：`blueprints/Image Levels.json`
- **Image Outpainting (Qwen Image)**（structured_config）：{ "id": "8f79c27f-bec4-412e-9b82-7c5b3b778ecf", "revision": 0, "last node id": 255, "last link id": 401, "nodes": { "id": 224, "type": "fbf07656-8ff8-4299-a3fc-7378e0f4a004", "pos": 3200, 740 , "size": 400, 460 , "flags": {}, "order": 0, "mode": 0, "inputs": { "localized name": "image", "name": "image", "type": "IMAGE", "link": null }, { "name": "left", "type": "INT", "widget": { "name": "left" }, "link": null }, { "name": "top", "type": "INT", "widget": { "name": "top" }, "link": null }, { "name": "right", "type": "INT", "widget": { "name": "right" }, "link": null }, { "name": "bottom", "type": "INT", "widget": { "name": "bottom" }, "link": null }, { "name": "feathering", "type": "INT", "w… 证据：`blueprints/Image Outpainting (Qwen-Image).json`
- **Image Segmentation (Sam3)**（structured_config）：{ "revision": 0, "last node id": 99, "last link id": 0, "nodes": { "id": 99, "type": "6e7ab3ea-96aa-470f-9b94-3d9d0e01f481", "pos": -1630, -3270 , "size": 290, 370 , "flags": {}, "order": 3, "mode": 0, "inputs": { "label": "image", "localized name": "image", "name": "image", "type": "IMAGE", "link": null }, { "label": "object", "name": "text", "type": "STRING", "widget": { "name": "text" }, "link": null }, { "name": "bboxes", "type": "BOUNDING BOX", "link": null }, { "name": "positive coords", "type": "STRING", "link": null }, { "name": "negative coords", "type": "STRING", "link": null }, { "name": "threshold", "type": "FLOAT", "widget": { "name": "threshold" }, "link": null }, { "name": "r… 证据：`blueprints/Image Segmentation (SAM3).json`
- **Image Upscale(Z Image Turbo)**（structured_config）：{ "id": "bf8108f3-d857-46c9-aef5-0e8ad2a64bf5", "revision": 0, "last node id": 95, "last link id": 115, "nodes": { "id": 87, "type": "dd15cfd3-cd53-428c-b3e2-33ed4ff8fa78", "pos": 960.6668984200231, 332.66676187423354 , "size": 400, 469.9869791666667 , "flags": {}, "order": 0, "mode": 0, "inputs": { "localized name": "image", "name": "image", "type": "IMAGE", "link": null }, { "name": "unet name", "type": "COMBO", "widget": { "name": "unet name" }, "link": null }, { "name": "clip name", "type": "COMBO", "widget": { "name": "clip name" }, "link": null }, { "name": "vae name", "type": "COMBO", "widget": { "name": "vae name" }, "link": null }, { "label": "upscale model", "name": "model name",… 证据：`blueprints/Image Upscale(Z-image-Turbo).json`
- **Image To Depth Map (Lotus)**（structured_config）：{ "id": "6af0a6c1-0161-4528-8685-65776e838d44", "revision": 0, "last node id": 75, "last link id": 245, "nodes": { "id": 75, "type": "488652fd-6edf-4d06-8f9f-4d84d3a34eaf", "pos": 600, 830 , "size": 400, 110 , "flags": {}, "order": 0, "mode": 0, "inputs": { "localized name": "pixels", "name": "pixels", "type": "IMAGE", "link": null }, { "label": "depth intensity", "name": "sigma", "type": "FLOAT", "widget": { "name": "sigma" }, "link": null }, { "name": "unet name", "type": "COMBO", "widget": { "name": "unet name" }, "link": null }, { "name": "vae name", "type": "COMBO", "widget": { "name": "vae name" }, "link": null } , "outputs": { "localized name": "IMAGE", "name": "IMAGE", "type": "IMAG… 证据：`blueprints/Image to Depth Map (Lotus).json`
- **Image To Layers(Qwen Image Layered)**（structured_config）：{ "revision": 0, "last node id": 176, "last link id": 0, "nodes": { "id": 176, "type": "2d2e3c8e-53b3-4618-be52-6d1d99382f0e", "pos": -1150, 200 , "size": 400, 550 , "flags": {}, "order": 0, "mode": 0, "inputs": { "localized name": "image", "name": "image", "type": "IMAGE", "link": null }, { "name": "text", "type": "STRING", "widget": { "name": "text" }, "link": null }, { "name": "steps", "type": "INT", "widget": { "name": "steps" }, "link": null }, { "name": "cfg", "type": "FLOAT", "widget": { "name": "cfg" }, "link": null }, { "name": "layers", "type": "INT", "widget": { "name": "layers" }, "link": null }, { "name": "seed", "type": "INT", "widget": { "name": "seed" }, "link": null }, { "n… 证据：`blueprints/Image to Layers(Qwen-Image-Layered).json`
- **Image To Model (Hunyuan3D 2.1)**（structured_config）：{ "id": "8fe311ec-2147-47a8-b618-7bd6fb6d4f9d", "revision": 0, "last node id": 23, "last link id": 24, "nodes": { "id": 19, "type": "feb7d184-edf3-4851-9fd6-57a92c00ec42", "pos": 277.7327250391088, 256.4066470374603 , "size": 340, 70 , "flags": {}, "order": 0, "mode": 0, "inputs": { "localized name": "image", "name": "image", "type": "IMAGE", "link": null }, { "name": "ckpt name", "type": "COMBO", "widget": { "name": "ckpt name" }, "link": null } , "outputs": { "localized name": "MESH", "name": "MESH", "type": "MESH", "links": } , "properties": { "proxyWidgets": "-1", "ckpt name" , "cnr id": "comfy-core", "ver": "0.3.65" }, "widgets values": "hunyuan 3d v2.1.safetensors" } , "links": , "gro… 证据：`blueprints/Image to Model (Hunyuan3d 2.1).json`
- **Image To Video (Ltx 2.3)**（structured_config）：{ "revision": 0, "last node id": 320, "last link id": 0, "nodes": { "id": 320, "type": "2454ad83-157c-40dd-9f19-5daaf4041ce0", "pos": 30, 4150 , "size": 390, 466.625 , "flags": {}, "order": 2, "mode": 0, "inputs": { "label": "first frame", "localized name": "input", "name": "input", "type": "IMAGE,MASK", "link": null }, { "name": "value", "type": "STRING", "widget": { "name": "value" }, "link": null }, { "label": "width", "name": "value 2", "type": "INT", "widget": { "name": "value 2" }, "link": null }, { "label": "height", "name": "value 3", "type": "INT", "widget": { "name": "value 3" }, "link": null }, { "label": "duration", "name": "value 4", "type": "INT", "widget": { "name": "value 4"… 证据：`blueprints/Image to Video (LTX-2.3).json`
- **Image To Video (Wan 2.2)**（structured_config）：{ "id": "ec7da562-7e21-4dac-a0d2-f4441e1efd3b", "revision": 0, "last node id": 119, "last link id": 231, "nodes": { "id": 116, "type": "296b573f-1e7d-43df-a2df-925fe5e17063", "pos": 1098.3332694531493, -268.3334707134305 , "size": 400, 470 , "flags": { "collapsed": false }, "order": 0, "mode": 0, "inputs": { "label": "start image", "localized name": "start image", "name": "start image", "type": "IMAGE", "link": null }, { "label": "prompt", "name": "text", "type": "STRING", "widget": { "name": "text" }, "link": null }, { "name": "width", "type": "INT", "widget": { "name": "width" }, "link": null }, { "name": "height", "type": "INT", "widget": { "name": "height" }, "link": null }, { "name": "… 证据：`blueprints/Image to Video (Wan 2.2).json`
- **Pose To Image (Z Image Turbo)**（structured_config）：{ "id": "e046dd74-e2a7-4f31-a75b-5e11a8c72d4e", "revision": 0, "last node id": 26, "last link id": 46, "nodes": { "id": 13, "type": "d8492a46-9e6c-4917-b5ea-4273aabf5f51", "pos": 400, 3630 , "size": 400, 470 , "flags": {}, "order": 0, "mode": 0, "inputs": { "label": "image", "name": "image", "type": "IMAGE", "link": null }, { "label": "prompt", "name": "text", "type": "STRING", "widget": { "name": "text" }, "link": null }, { "name": "unet name", "type": "COMBO", "widget": { "name": "unet name" }, "link": null }, { "name": "clip name", "type": "COMBO", "widget": { "name": "clip name" }, "link": null }, { "name": "vae name", "type": "COMBO", "widget": { "name": "vae name" }, "link": null }, {… 证据：`blueprints/Pose to Image (Z-Image-Turbo).json`
- **Pose To Video (Ltx 2.0)**（structured_config）：{ "revision": 0, "last node id": 143, "last link id": 0, "nodes": { "id": 143, "type": "68857357-cbc2-4c3a-a786-c3a58d43f9b1", "pos": 290, 3960 , "size": 400, 500 , "flags": { "collapsed": false }, "order": 13, "mode": 0, "inputs": { "name": "text", "type": "STRING", "widget": { "name": "text" }, "link": null }, { "label": "control images", "name": "image", "type": "IMAGE", "link": null }, { "label": "first frame", "name": "image 1", "type": "IMAGE", "link": null }, { "label": "image strength", "name": "strength 1", "type": "FLOAT", "widget": { "name": "strength 1" }, "link": null }, { "name": "noise seed", "type": "INT", "widget": { "name": "noise seed" }, "link": null }, { "name": "ckpt n… 证据：`blueprints/Pose to Video (LTX 2.0).json`
- **Prompt Enhance**（structured_config）：{ "revision": 0, "last node id": 15, "last link id": 0, "nodes": { "id": 15, "type": "24d8bbfd-39d4-4774-bff0-3de40cc7a471", "pos": -1490, 2040 , "size": 400, 260 , "flags": {}, "order": 0, "mode": 0, "inputs": { "name": "prompt", "type": "STRING", "widget": { "name": "prompt" }, "link": null }, { "label": "reference images", "name": "images", "type": "IMAGE", "link": null } , "outputs": { "name": "STRING", "type": "STRING", "links": null } , "title": "Prompt Enhance", "properties": { "proxyWidgets": "-1", "prompt" , "cnr id": "comfy-core", "ver": "0.14.1" }, "widgets values": "" } , "links": , "version": 0.4, "definitions": { "subgraphs": { "id": "24d8bbfd-39d4-4774-bff0-3de40cc7a471", "ve… 证据：`blueprints/Prompt Enhance.json`
- **Remove Background (Birefnet)**（structured_config）：{ "revision": 0, "last node id": 19, "last link id": 0, "nodes": { "id": 19, "type": "5b40ca21-ba1a-41d5-b403-4d2d7acdc195", "pos": -6411.330578108367, 1940.2638932730042 , "size": 349.609375, 145.9375 , "flags": {}, "order": 2, "mode": 0, "inputs": { "localized name": "image", "name": "image", "type": "IMAGE", "link": null }, { "name": "bg removal name", "type": "COMBO", "widget": { "name": "bg removal name" }, "link": null } , "outputs": { "localized name": "IMAGE", "name": "IMAGE", "type": "IMAGE", "links": }, { "name": "mask", "type": "MASK", "links": } , "properties": { "proxyWidgets": "14", "bg removal name" }, "widgets values": , "title": "Remove Background BiRefNet " } , "links": ,… 证据：`blueprints/Remove Background (BiRefNet).json`
- **Sharpen**（structured_config）：{ "revision": 0, "last node id": 25, "last link id": 0, "nodes": { "id": 25, "type": "621ba4e2-22a8-482d-a369-023753198b7b", "pos": 4610, -790 , "size": 230, 58 , "flags": {}, "order": 4, "mode": 0, "inputs": { "label": "image", "localized name": "images.image0", "name": "images.image0", "type": "IMAGE", "link": null } , "outputs": { "label": "IMAGE", "localized name": "IMAGE0", "name": "IMAGE0", "type": "IMAGE", "links": } , "title": "Sharpen", "properties": { "proxyWidgets": "24", "value" }, "widgets values": } , "links": , "version": 0.4, "definitions": { "subgraphs": { "id": "621ba4e2-22a8-482d-a369-023753198b7b", "version": 1, "state": { "lastGroupId": 0, "lastNodeId": 24, "lastLinkId"… 证据：`blueprints/Sharpen.json`
- **Text To Audio (Ace Step 1.5)**（structured_config）：{ "id": "67979fed-a490-450a-83f4-c7c0105d450e", "revision": 0, "last node id": 110, "last link id": 288, "nodes": { "id": 21, "type": "510f6b52-34ee-40dd-b532-475497dee41b", "pos": 1810, -560 , "size": 390, 460 , "flags": {}, "order": 0, "mode": 0, "inputs": { "name": "tags", "type": "STRING", "widget": { "name": "tags" }, "link": null }, { "name": "lyrics", "type": "STRING", "widget": { "name": "lyrics" }, "link": null }, { "name": "timesignature", "type": "COMBO", "widget": { "name": "timesignature" }, "link": null }, { "name": "language", "type": "COMBO", "widget": { "name": "language" }, "link": null }, { "name": "keyscale", "type": "COMBO", "widget": { "name": "keyscale" }, "link": nul… 证据：`blueprints/Text to Audio (ACE-Step 1.5).json`
- **Text To Image (Ernie Image Turbo)**（structured_config）：{ "revision": 0, "last node id": 88, "last link id": 0, "nodes": { "id": 88, "type": "2a4f0815-c4d2-4e8b-9bdf-991a8403889d", "pos": -120, 240 , "size": 400, 540 , "flags": {}, "order": 0, "mode": 0, "inputs": { "label": "prompt", "name": "value", "type": "STRING", "widget": { "name": "value" }, "link": null }, { "label": "prompt enhancement", "name": "value 1", "type": "BOOLEAN", "widget": { "name": "value 1" }, "link": null }, { "name": "width", "type": "INT", "widget": { "name": "width" }, "link": null }, { "name": "height", "type": "INT", "widget": { "name": "height" }, "link": null }, { "name": "seed", "type": "INT", "widget": { "name": "seed" }, "link": null }, { "name": "unet name", "… 证据：`blueprints/Text to Image (Ernie Image Turbo).json`
- **Text To Image (Ernie Image)**（structured_config）：{ "revision": 0, "last node id": 88, "last link id": 0, "nodes": { "id": 88, "type": "03921aea-a70e-44b4-bc77-f6bda10f2120", "pos": -120, 240 , "size": 400, 540 , "flags": {}, "order": 0, "mode": 0, "inputs": { "label": "prompt", "name": "value", "type": "STRING", "widget": { "name": "value" }, "link": null }, { "label": "prompt enhancement", "name": "value 1", "type": "BOOLEAN", "widget": { "name": "value 1" }, "link": null }, { "name": "width", "type": "INT", "widget": { "name": "width" }, "link": null }, { "name": "height", "type": "INT", "widget": { "name": "height" }, "link": null }, { "name": "steps", "type": "INT", "widget": { "name": "steps" }, "link": null }, { "name": "cfg", "type… 证据：`blueprints/Text to Image (Ernie Image).json`
- 其余 20 条证据见 `AI_CONTEXT_PACK.json` 或 `EVIDENCE_INDEX.json`。

## 宿主 AI 必须遵守的规则

- **把本资产当作开工前上下文，而不是运行环境。**：AI Context Pack 只包含证据化项目理解，不包含目标项目的可执行状态。 证据：`README.md`, `alembic_db/README.md`, `tests-unit/README.md`
- **回答用户时区分可预览内容与必须安装后才能验证的内容。**：安装前体验的消费者价值来自降低误装和误判，而不是伪装成真实运行。 证据：`README.md`, `alembic_db/README.md`, `tests-unit/README.md`

## 用户开工前应该回答的问题

- 你准备在哪个宿主 AI 或本地环境中使用它？
- 你只是想先体验工作流，还是准备真实安装？
- 你最在意的是安装成本、输出质量、还是和现有规则的冲突？

## 验收标准

- 所有能力声明都能回指到 evidence_refs 中的文件路径。
- AI_CONTEXT_PACK.md 没有把预览包装成真实运行。
- 用户能在 3 分钟内看懂适合谁、能做什么、如何开始和风险边界。

---

## Doramagic Context Augmentation

下面内容用于强化 Repomix/AI Context Pack 主体。Human Manual 只提供阅读骨架；踩坑日志会被转成宿主 AI 必须遵守的工作约束。

## Human Manual 骨架

使用规则：这里只是项目阅读路线和显著性信号，不是事实权威。具体事实仍必须回到 repo evidence / Claim Graph。

宿主 AI 硬性规则：
- 不得把页标题、章节顺序、摘要或 importance 当作项目事实证据。
- 解释 Human Manual 骨架时，必须明确说它只是阅读路线/显著性信号。
- 能力、安装、兼容性、运行状态和风险判断必须引用 repo evidence、source path 或 Claim Graph。

- **Introduction to ComfyUI**：importance `high`
  - source_paths: README.md, main.py
- **Installation Guide**：importance `high`
  - source_paths: requirements.txt, extra_model_paths.yaml.example, manager_requirements.txt
- **System Architecture**：importance `high`
  - source_paths: server.py, execution.py, comfy/options.py, comfy/cli_args.py
- **Server System**：importance `high`
  - source_paths: server.py, protocol.py, api_server/routes/internal/internal_routes.py, api_server/services/terminal_service.py, api_server/utils/file_operations.py
- **Execution Engine**：importance `high`
  - source_paths: execution.py, comfy_execution/graph.py, comfy_execution/jobs.py, comfy_execution/caching.py, comfy_execution/validation.py
- **Graph Management**：importance `high`
  - source_paths: nodes.py, node_helpers.py, comfy_execution/graph.py, comfy_execution/graph_utils.py, comfy/comfy_types/node_typing.py
- **Model Loading and Detection**：importance `high`
  - source_paths: comfy/model_detection.py, comfy/model_management.py, comfy/model_patcher.py, comfy/model_base.py, comfy/supported_models.py
- **Diffusion Models**：importance `high`
  - source_paths: comfy/ldm/modules/diffusionmodules/model.py, comfy/ldm/modules/diffusionmodules/openaimodel.py, comfy/ldm/flux/model.py, comfy/ldm/wan/model.py, comfy/ldm/hunyuan_video/model.py

## Repo Inspection Evidence / 源码检查证据

- repo_clone_verified: true
- repo_inspection_verified: true
- repo_commit: `04856acc699f1559a11e00a9f68d2f9f9b9b8e96`
- inspected_files: `pyproject.toml`, `README.md`, `requirements.txt`

宿主 AI 硬性规则：
- 没有 repo_clone_verified=true 时，不得声称已经读过源码。
- 没有 repo_inspection_verified=true 时，不得把 README/docs/package 文件判断写成事实。
- 没有 quick_start_verified=true 时，不得声称 Quick Start 已跑通。

## Doramagic Pitfall Constraints / 踩坑约束

这些规则来自 Doramagic 发现、验证或编译过程中的项目专属坑点。宿主 AI 必须把它们当作工作约束，而不是普通说明文字。

### Constraint 1: 仓库名和安装名不一致

- Trigger: 仓库名 `comfyui` 与安装入口 `comfy-cli` 不完全一致。
- Host AI rule: 在 npm/PyPI/GitHub 上确认包名映射和官方 README 说明。
- Why it matters: 用户照着仓库名搜索包或照着包名找仓库时容易走错入口。
- Evidence: identity.distribution | github_repo:589831718 | https://github.com/Comfy-Org/ComfyUI | repo=comfyui; install=comfy-cli
- Hard boundary: 不要把这个坑点包装成已解决、已验证或可忽略，除非后续验证证据明确证明它已经关闭。

### Constraint 2: 能力判断依赖假设

- Trigger: README/documentation is current enough for a first validation pass.
- Host AI rule: 将假设转成下游验证清单。
- Why it matters: 假设不成立时，用户拿不到承诺的能力。
- Evidence: capability.assumptions | github_repo:589831718 | https://github.com/Comfy-Org/ComfyUI | README/documentation is current enough for a first validation pass.
- Hard boundary: 不要把这个坑点包装成已解决、已验证或可忽略，除非后续验证证据明确证明它已经关闭。

### Constraint 3: 维护活跃度未知

- Trigger: 未记录 last_activity_observed。
- Host AI rule: 补 GitHub 最近 commit、release、issue/PR 响应信号。
- Why it matters: 新项目、停更项目和活跃项目会被混在一起，推荐信任度下降。
- Evidence: evidence.maintainer_signals | github_repo:589831718 | https://github.com/Comfy-Org/ComfyUI | last_activity_observed missing
- Hard boundary: 不要把这个坑点包装成已解决、已验证或可忽略，除非后续验证证据明确证明它已经关闭。

### Constraint 4: 下游验证发现风险项

- Trigger: no_demo
- Host AI rule: 进入安全/权限治理复核队列。
- Why it matters: 下游已经要求复核，不能在页面中弱化。
- Evidence: downstream_validation.risk_items | github_repo:589831718 | https://github.com/Comfy-Org/ComfyUI | no_demo; severity=medium
- Hard boundary: 不要把这个坑点包装成已解决、已验证或可忽略，除非后续验证证据明确证明它已经关闭。

### Constraint 5: 存在评分风险

- Trigger: no_demo
- Host AI rule: 把风险写入边界卡，并确认是否需要人工复核。
- Why it matters: 风险会影响是否适合普通用户安装。
- Evidence: risks.scoring_risks | github_repo:589831718 | https://github.com/Comfy-Org/ComfyUI | no_demo; severity=medium
- Hard boundary: 不要把这个坑点包装成已解决、已验证或可忽略，除非后续验证证据明确证明它已经关闭。

### Constraint 6: issue/PR 响应质量未知

- Trigger: issue_or_pr_quality=unknown。
- Host AI rule: 抽样最近 issue/PR，判断是否长期无人处理。
- Why it matters: 用户无法判断遇到问题后是否有人维护。
- Evidence: evidence.maintainer_signals | github_repo:589831718 | https://github.com/Comfy-Org/ComfyUI | issue_or_pr_quality=unknown
- Hard boundary: 不要把这个坑点包装成已解决、已验证或可忽略，除非后续验证证据明确证明它已经关闭。

### Constraint 7: 发布节奏不明确

- Trigger: release_recency=unknown。
- Host AI rule: 确认最近 release/tag 和 README 安装命令是否一致。
- Why it matters: 安装命令和文档可能落后于代码，用户踩坑概率升高。
- Evidence: evidence.maintainer_signals | github_repo:589831718 | https://github.com/Comfy-Org/ComfyUI | release_recency=unknown
- Hard boundary: 不要把这个坑点包装成已解决、已验证或可忽略，除非后续验证证据明确证明它已经关闭。