# pocketflow - 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 pocketflow 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：`cookbook/pocketflow-a2a/README.md`, `cookbook/pocketflow-google-calendar/README.md`, `cookbook/pocketflow-tracing/README.md` Claim：`clm_0001` supported 0.86

## 怎么开始

- `pip install -r requirements.txt` 证据：`cookbook/pocketflow-a2a/README.md` Claim：`clm_0003` supported 0.86
- `git clone [REPOSITORY_URL]` 证据：`cookbook/pocketflow-google-calendar/README.md` Claim：`clm_0004` supported 0.86
- `pip install langfuse` 证据：`cookbook/pocketflow-tracing/README.md` Claim：`clm_0005` supported 0.86

## 继续前判断卡

- **当前建议**：先做角色匹配试用
- **为什么**：这个项目更像角色库，核心风险是选错角色或把角色文案当执行能力；先用 Prompt Preview 试角色匹配，再决定是否沙盒导入。

### 30 秒判断

- **现在怎么做**：先做角色匹配试用
- **最小安全下一步**：先用 Prompt Preview 试角色匹配；满意后再隔离导入
- **先别相信**：角色质量和任务匹配不能直接相信。
- **继续会触碰**：角色选择偏差、命令执行、本地环境或项目文件

### 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：`cookbook/pocketflow-a2a/README.md`, `cookbook/pocketflow-google-calendar/README.md`, `cookbook/pocketflow-tracing/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：`cookbook/pocketflow-a2a/README.md` Claim：`clm_0003` supported 0.86

### 现在还不能相信

- **角色质量和任务匹配不能直接相信。**（unverified）：角色库证明有很多角色，不证明每个角色都适合你的具体任务，也不证明角色能产生高质量结果。
- **不能把角色文案当成真实执行能力。**（unverified）：安装前只能判断角色描述和任务画像是否匹配，不能证明它能在宿主 AI 里完成任务。
- **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。

### 继续会触碰什么

- **角色选择偏差**：用户对任务应该由哪个专家角色处理的判断。 原因：选错角色会让 AI 从错误专业视角回答，浪费时间或误导决策。
- **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：`cookbook/pocketflow-a2a/README.md`, `cookbook/pocketflow-google-calendar/README.md`, `cookbook/pocketflow-tracing/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：`cookbook/pocketflow-a2a/README.md`, `cookbook/pocketflow-google-calendar/README.md`, `cookbook/pocketflow-tracing/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**：先用交互式试用验证任务画像和角色匹配，不要先导入整套角色库。（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。
- **保留原始角色选择记录**：如果输出偏题，可以回到任务画像阶段重新选择角色，而不是继续沿着错误角色推进。
- **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_0006` 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：`cookbook/pocketflow-a2a/README.md`, `cookbook/pocketflow-google-calendar/README.md`, `cookbook/pocketflow-tracing/README.md` Claim：`clm_0007` 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：`cookbook/pocketflow-a2a/README.md`, `cookbook/pocketflow-google-calendar/README.md`, `cookbook/pocketflow-tracing/README.md` Claim：`clm_0001` supported 0.86

### 上下文规模

- 文件总数：479
- 重要文件覆盖：40/479
- 证据索引条目：80
- 角色 / Skill 条目：79

### 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 pocketflow 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 pocketflow 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 pocketflow 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 79 个角色 / Skill / 项目文档条目。

- **Why Pocket Flow?**（project_doc）：English 中文 https://github.com/The-Pocket/PocketFlow/blob/main/cookbook/pocketflow-batch/translations/README CHINESE.md Español https://github.com/The-Pocket/PocketFlow/blob/main/cookbook/pocketflow-batch/translations/README SPANISH.md 日本語 https://github.com/The-Pocket/PocketFlow/blob/main/cookbook/pocketflow-batch/translations/README JAPANESE.md Deutsch https://github.com/The-Pocket/PocketFlow/blob/main/cookbook/poc… 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`
- **Pocket Flow Cookbook**（project_doc）：Name Difficulty Description :-------------: :-------------: :--------------------- Chat https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-chat ☆☆☆ Dummy A basic chat bot with conversation history Structured Output https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-structured-output ☆☆☆ Dummy Extracting structured data from resumes by prompting Workflow https://github.com/The-… 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：`cookbook/README.md`
- **PocketFlow Agent with A2A Protocol**（project_doc）：This project demonstrates how to take an existing agent built with the PocketFlow library and make it accessible to other agents using the Agent-to-Agent A2A communication protocol . 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：`cookbook/pocketflow-a2a/README.md`
- **Agent Skills with PocketFlow**（project_doc）：This cookbook shows a lightweight pattern for using Agent Skills inside a PocketFlow graph. 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：`cookbook/pocketflow-agent-skills/README.md`
- **Research Agent**（project_doc）：This project demonstrates a simple yet powerful LLM-powered research agent. This implementation is based directly on the tutorial: LLM Agents are simply Graph — Tutorial For Dummies https://zacharyhuang.substack.com/p/llm-agent-internal-as-a-graph-tutorial . 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：`cookbook/pocketflow-agent/README.md`
- **Agentic RAG**（project_doc）：An agent-driven Retrieval Augmented Generation system where the LLM decides which documents to read before answering. Instead of blindly retrieving top-K chunks, the agent inspects document summaries and strategically picks which ones to dive into, accumulating context until it has enough information to answer. 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：`cookbook/pocketflow-agentic-rag/README.md`
- **PocketFlow Async Basic Example**（project_doc）：This example demonstrates async operations using a simple Recipe Finder that: 1. Fetches recipes from an API async HTTP 2. Processes them with an LLM async LLM 3. Waits for user confirmation async input 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：`cookbook/pocketflow-async-basic/README.md`
- **PocketFlow BatchFlow Example**（project_doc）：This example demonstrates the BatchFlow concept in PocketFlow by implementing an image processor that applies different filters to multiple images. 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：`cookbook/pocketflow-batch-flow/README.md`
- **PocketFlow BatchNode Example**（project_doc）：This example demonstrates the BatchNode concept in PocketFlow by implementing a CSV processor that handles large files by processing them in chunks. 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：`cookbook/pocketflow-batch-node/README.md`
- **Batch Translation Process**（project_doc）：This project demonstrates a batch processing implementation that enables LLMs to translate documents into multiple languages simultaneously. It's designed to efficiently handle the translation of markdown files while preserving formatting. 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：`cookbook/pocketflow-batch/README.md`
- **Travel Advisor Chat with Guardrails**（project_doc）：Travel Advisor Chat with Guardrails 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：`cookbook/pocketflow-chat-guardrail/README.md`
- **PocketFlow Chat with Memory**（project_doc）：A chat application with memory retrieval using PocketFlow. This example maintains a sliding window of recent conversations while retrieving relevant past conversations based on context. 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：`cookbook/pocketflow-chat-memory/README.md`
- **Simple PocketFlow Chat**（project_doc）：A basic chat application using PocketFlow with OpenAI's GPT-4o model. 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：`cookbook/pocketflow-chat/README.md`
- **PocketFlow Command-Line Joke Generator Human-in-the-Loop Example**（project_doc）：PocketFlow Command-Line Joke Generator Human-in-the-Loop Example 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：`cookbook/pocketflow-cli-hitl/README.md`
- **PocketFlow Code Generator**（project_doc）：An intelligent AI system that takes LeetCode-style coding problems and automatically generates comprehensive test cases, implements solutions, and iteratively improves them until all tests pass. 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：`cookbook/pocketflow-code-generator/README.md`
- **Coding Agent**（project_doc）：A production-ready coding agent built with PocketFlow that autonomously implements skeleton code to make failing tests pass. It uses an LLM-driven tool loop with 6 tools, persistent memory across sessions, and project-specific skills loading. 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：`cookbook/pocketflow-coding-agent/README.md`
- **PocketFlow Communication Example**（project_doc）：This example demonstrates the Communication https://the-pocket.github.io/PocketFlow/communication.html concept in PocketFlow, specifically focusing on the Shared Store pattern. 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：`cookbook/pocketflow-communication/README.md`
- **Adversarial Debate**（project_doc）：An adversarial reasoning system where two LLM advocates argue opposing sides of a claim, and an impartial LLM judge evaluates which argument is stronger. This pattern improves decision-making by forcing consideration of multiple perspectives. 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：`cookbook/pocketflow-debate/README.md`
- **Deep Research**（project_doc）：A recursive map-reduce research agent that iteratively searches the web, extracts facts, and synthesizes a comprehensive report. The agent plans search queries, gathers information in parallel via batch processing, and loops back to fill knowledge gaps until the report is complete. 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：`cookbook/pocketflow-deep-research/README.md`
- **PocketFlow FastAPI Background Jobs with Real-time Progress**（project_doc）：PocketFlow FastAPI Background Jobs with Real-time Progress 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：`cookbook/pocketflow-fastapi-background/README.md`
- **PocketFlow Web Human-in-the-Loop HITL Feedback Service**（project_doc）：PocketFlow Web Human-in-the-Loop HITL Feedback Service 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：`cookbook/pocketflow-fastapi-hitl/README.md`
- **PocketFlow FastAPI WebSocket Chat**（project_doc）：Real-time chat interface with streaming LLM responses using PocketFlow, FastAPI, and WebSocket. 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：`cookbook/pocketflow-fastapi-websocket/README.md`
- **Text Converter Flow**（project_doc）：This project demonstrates an interactive text transformation tool built with PocketFlow. 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：`cookbook/pocketflow-flow/README.md`
- **Pocket Google Calendar**（project_doc）：An application based on the Pocket Flow framework for Google Calendar integration. 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：`cookbook/pocketflow-google-calendar/README.md`
- **PocketFlow Gradio HITL Example**（project_doc）：A web-based application that demonstrates Human-in-the-Loop HITL workflow orchestration using PocketFlow and Gradio. This example provides an interactive interface for users to engage with AI-powered tasks while maintaining human oversight and feedback. 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：`cookbook/pocketflow-gradio-hitl/README.md`
- **Heartbeat Monitor**（project_doc）：A periodic monitoring agent that stays alive and polls for new work on a schedule. This is the "open claw" pattern -- your agent doesn't just run once and exit; it keeps running, watching, and acting whenever something needs attention. 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：`cookbook/pocketflow-heartbeat/README.md`
- **PocketFlow Hello World**（project_doc）：Your first PocketFlow application! This simple example demonstrates how to create a basic PocketFlow app from scratch. 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：`cookbook/pocketflow-hello-world/README.md`
- **Invoice Processor**（project_doc）：A PocketFlow cookbook example that extracts structured data from PDF invoices using GPT-4o vision, then validates the math line items, tax, and totals . 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：`cookbook/pocketflow-invoice/README.md`
- **LLM-as-Judge Evaluator-Optimizer**（project_doc）：An evaluator-optimizer loop that uses an LLM judge to iteratively improve generated content. A Generator node creates product descriptions while a Judge node scores them for clarity and persuasiveness, sending feedback for revision until the quality threshold is met. 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：`cookbook/pocketflow-judge/README.md`
- **Lead Generation Pipeline**（project_doc）：An automated sales pipeline that scrapes leads, enriches them with company intel, uses an LLM to score fit, and generates personalized cold emails for top prospects. 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：`cookbook/pocketflow-lead-generation/README.md`
- **LLM Streaming and Interruption**（project_doc）：Demonstrates real-time LLM response streaming with user interrupt capability. 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：`cookbook/pocketflow-llm-streaming/README.md`
- **Majority Vote Reasoning**（project_doc）：This project demonstrates a majority vote implementation that enables LLMs to solve complex reasoning problems by aggregating multiple independent attempts. It's designed to improve problem-solving accuracy through consensus-based reasoning. 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：`cookbook/pocketflow-majority-vote/README.md`
- **Resume Qualification - Map Reduce Example**（project_doc）：Resume Qualification - Map Reduce Example 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：`cookbook/pocketflow-map-reduce/README.md`
- **PocketFlow MCP Demo**（project_doc）：This project shows how to build an agent that performs addition using PocketFlow and Model Context Protocol MCP . It presents a comparison between using MCP and basic function calling approaches. 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：`cookbook/pocketflow-mcp/README.md`
- **Multi-Agent Taboo Game**（project_doc）：A PocketFlow example that demonstrates how to implement asynchronous multi-agent communication using the Taboo word guessing game. 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：`cookbook/pocketflow-multi-agent/README.md`
- **PocketFlow Nested BatchFlow Example**（project_doc）：PocketFlow Nested BatchFlow Example 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：`cookbook/pocketflow-nested-batch/README.md`
- **AI Newsletter**（project_doc）：An AI-powered newsletter curation pipeline that searches the web for trending AI topics, selects the most interesting stories, writes punchy blurbs, and formats everything into a polished markdown digest. 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：`cookbook/pocketflow-newsletter/README.md`
- **PocketFlow Summarize**（project_doc）：A practical example demonstrating how to use PocketFlow to build a robust text summarization tool with error handling and retries. This example showcases core PocketFlow concepts in a real-world application. 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：`cookbook/pocketflow-node/README.md`
- **NotebookLM-Style Podcast Generator**（project_doc）：Turn any collection of documents into a two-host conversational podcast, inspired by Google's NotebookLM. An LLM extracts the most interesting nuggets, writes a natural-sounding script, and OpenAI TTS voices it. 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：`cookbook/pocketflow-notebook-lm/README.md`
- **Parallel Image Processor**（project_doc）：Demonstrates how AsyncParallelBatchFlow processes multiple images with multiple filters 8x faster than sequential processing. 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：`cookbook/pocketflow-parallel-batch-flow/README.md`
- **Parallel Batch Translation Process**（project_doc）：This project demonstrates using PocketFlow's async and parallel features AsyncFlow , AsyncParallelBatchNode to translate a document into multiple languages concurrently. 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：`cookbook/pocketflow-parallel-batch/README.md`
- **Retrieval Augmented Generation RAG**（project_doc）：This project demonstrates a simplified RAG system that retrieves relevant documents based on user queries and generates answers using an LLM. This implementation is based directly on the tutorial: Retrieval Augmented Generation RAG from Scratch — Tutorial For Dummies https://zacharyhuang.substack.com/p/retrieval-augmented-generation-rag . 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：`cookbook/pocketflow-rag/README.md`
- **Self-Healing Mermaid Diagram Generator**（project_doc）：Self-Healing Mermaid Diagram Generator 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：`cookbook/pocketflow-self-healing-mermaid/README.md`
- **PocketFlow Streamlit Image Generation HITL**（project_doc）：PocketFlow Streamlit Image Generation HITL 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：`cookbook/pocketflow-streamlit-fsm/README.md`
- **Structured Output Demo**（project_doc）：A minimal demo application showing how to use PocketFlow to extract structured data from a resume using direct prompting and YAML formatting. Why YAML? Check out the doc https://the-pocket.github.io/PocketFlow/design pattern/structure.html . 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：`cookbook/pocketflow-structured-output/README.md`
- **Research Supervisor**（project_doc）：This project demonstrates a supervisor that oversees an unreliable research agent ../pocketflow-agent to ensure high-quality answers. 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：`cookbook/pocketflow-supervisor/README.md`
- **PocketFlow TAO Thought-Action-Observation**（project_doc）：PocketFlow TAO Thought-Action-Observation 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：`cookbook/pocketflow-tao/README.md`
- **Text-to-SQL Workflow**（project_doc）：A PocketFlow example demonstrating a text-to-SQL workflow that converts natural language questions into executable SQL queries for an SQLite database, including an LLM-powered debugging loop for failed queries. 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：`cookbook/pocketflow-text2sql/README.md`
- **Chain-of-Thought**（project_doc）：This project demonstrates an implementation that orchestrates a Chain-of-Thought process, enabling LLMs to solve complex reasoning problems by thinking step-by-step. It's designed to improve problem-solving accuracy through deliberate, structured reasoning managed externally. 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：`cookbook/pocketflow-thinking/README.md`
- **Web Crawler with Content Analysis**（project_doc）：A web crawler tool built with PocketFlow that crawls websites and analyzes content using LLM. 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：`cookbook/pocketflow-tool-crawler/README.md`
- **SQLite Database with PocketFlow**（project_doc）：This example demonstrates how to properly integrate SQLite database operations with PocketFlow, focusing on: 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：`cookbook/pocketflow-tool-database/README.md`
- **OpenAI Embeddings with PocketFlow**（project_doc）：This example demonstrates how to properly integrate OpenAI's text embeddings API with PocketFlow, focusing on: 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：`cookbook/pocketflow-tool-embeddings/README.md`
- **PocketFlow Tool: PDF Vision**（project_doc）：A PocketFlow example project demonstrating PDF processing with OpenAI's Vision API for OCR and text extraction. 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：`cookbook/pocketflow-tool-pdf-vision/README.md`
- **Web Search with Analysis**（project_doc）：A web search tool built with PocketFlow that performs searches using SerpAPI and analyzes results using LLM. 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：`cookbook/pocketflow-tool-search/README.md`
- **PocketFlow Tracing with Langfuse**（project_doc）：This cookbook provides comprehensive observability for PocketFlow workflows using Langfuse https://langfuse.com/ as the tracing backend. With minimal code changes just adding a decorator , you can automatically trace all node executions, inputs, outputs, and errors in your PocketFlow workflows. 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：`cookbook/pocketflow-tracing/README.md`
- **PocketFlow Visualization**（project_doc）：This directory contains tools for visualizing PocketFlow workflow graphs using interactive D3.js visualizations. 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：`cookbook/pocketflow-visualization/README.md`
- **PocketFlow Voice Chat**（project_doc）：This project demonstrates a voice-based interactive chat application built with PocketFlow. Users can speak their queries, and the system will respond with spoken answers from an LLM, maintaining conversation history. 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：`cookbook/pocketflow-voice-chat/README.md`
- **Article Writing Workflow**（project_doc）：A PocketFlow example that demonstrates an article writing workflow using a sequence of LLM calls. 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：`cookbook/pocketflow-workflow/README.md`
- **Pocket Flow**（project_doc）：A 100-line https://github.com/the-pocket/PocketFlow/blob/main/pocketflow/ init .py minimalist LLM framework for Agents, Task Decomposition, RAG, etc . 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：`docs/index.md`
- **Advanced Async**（project_doc）：Async Nodes implement prep async , exec async , exec fallback async , and/or post async . This is useful for: 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：`docs/core_abstraction/async.md`
- **Batch**（project_doc）：Batch makes it easier to handle large inputs in one Node or rerun a Flow multiple times. Example use cases: - Chunk-based processing e.g., splitting large texts . - Iterative processing over lists of input items e.g., user queries, files, URLs . 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：`docs/core_abstraction/batch.md`
- **Communication**（project_doc）：Nodes and Flows communicate in 2 ways: 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：`docs/core_abstraction/communication.md`
- **Flow**（project_doc）：A Flow orchestrates a graph of Nodes. You can chain Nodes in a sequence or create branching depending on the Actions returned from each Node's post . 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：`docs/core_abstraction/flow.md`
- **Index**（project_doc）： 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：`docs/core_abstraction/index.md`
- **Node**（project_doc）：A Node is the smallest building block. Each Node has 3 steps prep- exec- post : 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：`docs/core_abstraction/node.md`
- **Advanced Parallel**（project_doc）：Parallel Nodes and Flows let you run multiple Async Nodes and Flows concurrently —for example, summarizing multiple texts at once. This can improve performance by overlapping I/O and compute. 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：`docs/core_abstraction/parallel.md`
- **Agent**（project_doc）：Agent is a powerful design pattern in which nodes can take dynamic actions based on the context. 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：`docs/design_pattern/agent.md`
- **Index**（project_doc）： 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：`docs/design_pattern/index.md`
- **Map Reduce**（project_doc）：MapReduce is a design pattern suitable when you have either: - Large input data e.g., multiple files to process , or - Large output data e.g., multiple forms to fill 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：`docs/design_pattern/mapreduce.md`
- **Advanced Multi-Agents**（project_doc）：Multiple Agents ./flow.md can work together by handling subtasks and communicating the progress. Communication between agents is typically implemented using message queues in shared storage. 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：`docs/design_pattern/multi_agent.md`
- **RAG Retrieval Augmented Generation**（project_doc）：For certain LLM tasks like answering questions, providing relevant context is essential. One common architecture is a two-stage RAG pipeline: 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：`docs/design_pattern/rag.md`
- **Workflow**（project_doc）：Many real-world tasks are too complex for one LLM call. The solution is to Task Decomposition : decompose them into a chain ../core abstraction/flow.md of multiple Nodes. 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：`docs/design_pattern/workflow.md`
- **Index**（project_doc）： 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：`docs/utility_function/index.md`
- **Agentic Coding: Humans Design, Agents code!**（project_doc）：Agentic Coding: Humans Design, Agents code! 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：`docs/guide.md`
- **Design Doc: Command-Line Joke Generator**（project_doc）：Design Doc: Command-Line Joke Generator 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：`cookbook/pocketflow-cli-hitl/docs/design.md`
- **Design Doc: PocketFlow FastAPI Background Job with SSE Progress**（project_doc）：Design Doc: PocketFlow FastAPI Background Job with SSE Progress 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：`cookbook/pocketflow-fastapi-background/docs/design.md`
- **Human-in-the-Loop Web Service**（project_doc）：Goal: Create a web service for task submission, processing, human review Approve/Reject loop via UI , and finalization. Interface: Simple web UI HTML/JS for input, status display, and feedback buttons. Backend: FastAPI using PocketFlow for workflow management. Real-time Updates: Use Server-Sent Events SSE to push status changes pending, running, waiting for review, completed, failed and intermediate results to the c… 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：`cookbook/pocketflow-fastapi-hitl/docs/design.md`
- **Design Doc: FastAPI WebSocket Chat Interface**（project_doc）：Design Doc: FastAPI WebSocket Chat Interface 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：`cookbook/pocketflow-fastapi-websocket/docs/design.md`
- **Your Project Title**（project_doc）：Project Requirements A description of the project requirements. 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：`cookbook/pocketflow-hello-world/docs/design.md`

## 证据索引

- 共索引 80 条证据。

- **Why Pocket Flow?**（documentation）：English 中文 https://github.com/The-Pocket/PocketFlow/blob/main/cookbook/pocketflow-batch/translations/README CHINESE.md Español https://github.com/The-Pocket/PocketFlow/blob/main/cookbook/pocketflow-batch/translations/README SPANISH.md 日本語 https://github.com/The-Pocket/PocketFlow/blob/main/cookbook/pocketflow-batch/translations/README JAPANESE.md Deutsch https://github.com/The-Pocket/PocketFlow/blob/main/cookbook/pocketflow-batch/translations/README GERMAN.md Русский https://github.com/The-Pocket/PocketFlow/blob/main/cookbook/pocketflow-batch/translations/README RUSSIAN.md Português https://github.com/The-Pocket/PocketFlow/blob/main/cookbook/pocketflow-batch/translations/README PORTUGUESE.md… 证据：`README.md`
- **Pocket Flow Cookbook**（documentation）：Name Difficulty Description :-------------: :-------------: :--------------------- Chat https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-chat ☆☆☆ Dummy A basic chat bot with conversation history Structured Output https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-structured-output ☆☆☆ Dummy Extracting structured data from resumes by prompting Workflow https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-workflow ☆☆☆ Dummy A writing workflow that outlines, writes content, and applies styling Agent https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-agent ☆☆☆ Dummy A research agent that can search the web and answe… 证据：`cookbook/README.md`
- **PocketFlow Agent with A2A Protocol**（documentation）：This project demonstrates how to take an existing agent built with the PocketFlow library and make it accessible to other agents using the Agent-to-Agent A2A communication protocol . 证据：`cookbook/pocketflow-a2a/README.md`
- **Agent Skills with PocketFlow**（documentation）：This cookbook shows a lightweight pattern for using Agent Skills inside a PocketFlow graph. 证据：`cookbook/pocketflow-agent-skills/README.md`
- **Research Agent**（documentation）：This project demonstrates a simple yet powerful LLM-powered research agent. This implementation is based directly on the tutorial: LLM Agents are simply Graph — Tutorial For Dummies https://zacharyhuang.substack.com/p/llm-agent-internal-as-a-graph-tutorial . 证据：`cookbook/pocketflow-agent/README.md`
- **Agentic RAG**（documentation）：An agent-driven Retrieval Augmented Generation system where the LLM decides which documents to read before answering. Instead of blindly retrieving top-K chunks, the agent inspects document summaries and strategically picks which ones to dive into, accumulating context until it has enough information to answer. 证据：`cookbook/pocketflow-agentic-rag/README.md`
- **PocketFlow Async Basic Example**（documentation）：This example demonstrates async operations using a simple Recipe Finder that: 1. Fetches recipes from an API async HTTP 2. Processes them with an LLM async LLM 3. Waits for user confirmation async input 证据：`cookbook/pocketflow-async-basic/README.md`
- **PocketFlow BatchFlow Example**（documentation）：This example demonstrates the BatchFlow concept in PocketFlow by implementing an image processor that applies different filters to multiple images. 证据：`cookbook/pocketflow-batch-flow/README.md`
- **PocketFlow BatchNode Example**（documentation）：This example demonstrates the BatchNode concept in PocketFlow by implementing a CSV processor that handles large files by processing them in chunks. 证据：`cookbook/pocketflow-batch-node/README.md`
- **Batch Translation Process**（documentation）：This project demonstrates a batch processing implementation that enables LLMs to translate documents into multiple languages simultaneously. It's designed to efficiently handle the translation of markdown files while preserving formatting. 证据：`cookbook/pocketflow-batch/README.md`
- **Travel Advisor Chat with Guardrails**（documentation）：Travel Advisor Chat with Guardrails 证据：`cookbook/pocketflow-chat-guardrail/README.md`
- **PocketFlow Chat with Memory**（documentation）：A chat application with memory retrieval using PocketFlow. This example maintains a sliding window of recent conversations while retrieving relevant past conversations based on context. 证据：`cookbook/pocketflow-chat-memory/README.md`
- **Simple PocketFlow Chat**（documentation）：A basic chat application using PocketFlow with OpenAI's GPT-4o model. 证据：`cookbook/pocketflow-chat/README.md`
- **PocketFlow Command-Line Joke Generator Human-in-the-Loop Example**（documentation）：PocketFlow Command-Line Joke Generator Human-in-the-Loop Example 证据：`cookbook/pocketflow-cli-hitl/README.md`
- **PocketFlow Code Generator**（documentation）：An intelligent AI system that takes LeetCode-style coding problems and automatically generates comprehensive test cases, implements solutions, and iteratively improves them until all tests pass. 证据：`cookbook/pocketflow-code-generator/README.md`
- **Coding Agent**（documentation）：A production-ready coding agent built with PocketFlow that autonomously implements skeleton code to make failing tests pass. It uses an LLM-driven tool loop with 6 tools, persistent memory across sessions, and project-specific skills loading. 证据：`cookbook/pocketflow-coding-agent/README.md`
- **PocketFlow Communication Example**（documentation）：This example demonstrates the Communication https://the-pocket.github.io/PocketFlow/communication.html concept in PocketFlow, specifically focusing on the Shared Store pattern. 证据：`cookbook/pocketflow-communication/README.md`
- **Adversarial Debate**（documentation）：An adversarial reasoning system where two LLM advocates argue opposing sides of a claim, and an impartial LLM judge evaluates which argument is stronger. This pattern improves decision-making by forcing consideration of multiple perspectives. 证据：`cookbook/pocketflow-debate/README.md`
- **Deep Research**（documentation）：A recursive map-reduce research agent that iteratively searches the web, extracts facts, and synthesizes a comprehensive report. The agent plans search queries, gathers information in parallel via batch processing, and loops back to fill knowledge gaps until the report is complete. 证据：`cookbook/pocketflow-deep-research/README.md`
- **PocketFlow FastAPI Background Jobs with Real-time Progress**（documentation）：PocketFlow FastAPI Background Jobs with Real-time Progress 证据：`cookbook/pocketflow-fastapi-background/README.md`
- **PocketFlow Web Human-in-the-Loop HITL Feedback Service**（documentation）：PocketFlow Web Human-in-the-Loop HITL Feedback Service 证据：`cookbook/pocketflow-fastapi-hitl/README.md`
- **PocketFlow FastAPI WebSocket Chat**（documentation）：Real-time chat interface with streaming LLM responses using PocketFlow, FastAPI, and WebSocket. 证据：`cookbook/pocketflow-fastapi-websocket/README.md`
- **Text Converter Flow**（documentation）：This project demonstrates an interactive text transformation tool built with PocketFlow. 证据：`cookbook/pocketflow-flow/README.md`
- **Pocket Google Calendar**（documentation）：An application based on the Pocket Flow framework for Google Calendar integration. 证据：`cookbook/pocketflow-google-calendar/README.md`
- **PocketFlow Gradio HITL Example**（documentation）：A web-based application that demonstrates Human-in-the-Loop HITL workflow orchestration using PocketFlow and Gradio. This example provides an interactive interface for users to engage with AI-powered tasks while maintaining human oversight and feedback. 证据：`cookbook/pocketflow-gradio-hitl/README.md`
- **Heartbeat Monitor**（documentation）：A periodic monitoring agent that stays alive and polls for new work on a schedule. This is the "open claw" pattern -- your agent doesn't just run once and exit; it keeps running, watching, and acting whenever something needs attention. 证据：`cookbook/pocketflow-heartbeat/README.md`
- **PocketFlow Hello World**（documentation）：Your first PocketFlow application! This simple example demonstrates how to create a basic PocketFlow app from scratch. 证据：`cookbook/pocketflow-hello-world/README.md`
- **Invoice Processor**（documentation）：A PocketFlow cookbook example that extracts structured data from PDF invoices using GPT-4o vision, then validates the math line items, tax, and totals . 证据：`cookbook/pocketflow-invoice/README.md`
- **LLM-as-Judge Evaluator-Optimizer**（documentation）：An evaluator-optimizer loop that uses an LLM judge to iteratively improve generated content. A Generator node creates product descriptions while a Judge node scores them for clarity and persuasiveness, sending feedback for revision until the quality threshold is met. 证据：`cookbook/pocketflow-judge/README.md`
- **Lead Generation Pipeline**（documentation）：An automated sales pipeline that scrapes leads, enriches them with company intel, uses an LLM to score fit, and generates personalized cold emails for top prospects. 证据：`cookbook/pocketflow-lead-generation/README.md`
- **LLM Streaming and Interruption**（documentation）：Demonstrates real-time LLM response streaming with user interrupt capability. 证据：`cookbook/pocketflow-llm-streaming/README.md`
- **Majority Vote Reasoning**（documentation）：This project demonstrates a majority vote implementation that enables LLMs to solve complex reasoning problems by aggregating multiple independent attempts. It's designed to improve problem-solving accuracy through consensus-based reasoning. 证据：`cookbook/pocketflow-majority-vote/README.md`
- **Resume Qualification - Map Reduce Example**（documentation）：Resume Qualification - Map Reduce Example 证据：`cookbook/pocketflow-map-reduce/README.md`
- **PocketFlow MCP Demo**（documentation）：This project shows how to build an agent that performs addition using PocketFlow and Model Context Protocol MCP . It presents a comparison between using MCP and basic function calling approaches. 证据：`cookbook/pocketflow-mcp/README.md`
- **Multi-Agent Taboo Game**（documentation）：A PocketFlow example that demonstrates how to implement asynchronous multi-agent communication using the Taboo word guessing game. 证据：`cookbook/pocketflow-multi-agent/README.md`
- **PocketFlow Nested BatchFlow Example**（documentation）：PocketFlow Nested BatchFlow Example 证据：`cookbook/pocketflow-nested-batch/README.md`
- **AI Newsletter**（documentation）：An AI-powered newsletter curation pipeline that searches the web for trending AI topics, selects the most interesting stories, writes punchy blurbs, and formats everything into a polished markdown digest. 证据：`cookbook/pocketflow-newsletter/README.md`
- **PocketFlow Summarize**（documentation）：A practical example demonstrating how to use PocketFlow to build a robust text summarization tool with error handling and retries. This example showcases core PocketFlow concepts in a real-world application. 证据：`cookbook/pocketflow-node/README.md`
- **NotebookLM-Style Podcast Generator**（documentation）：Turn any collection of documents into a two-host conversational podcast, inspired by Google's NotebookLM. An LLM extracts the most interesting nuggets, writes a natural-sounding script, and OpenAI TTS voices it. 证据：`cookbook/pocketflow-notebook-lm/README.md`
- **Parallel Image Processor**（documentation）：Demonstrates how AsyncParallelBatchFlow processes multiple images with multiple filters 8x faster than sequential processing. 证据：`cookbook/pocketflow-parallel-batch-flow/README.md`
- **Parallel Batch Translation Process**（documentation）：This project demonstrates using PocketFlow's async and parallel features AsyncFlow , AsyncParallelBatchNode to translate a document into multiple languages concurrently. 证据：`cookbook/pocketflow-parallel-batch/README.md`
- **Retrieval Augmented Generation RAG**（documentation）：This project demonstrates a simplified RAG system that retrieves relevant documents based on user queries and generates answers using an LLM. This implementation is based directly on the tutorial: Retrieval Augmented Generation RAG from Scratch — Tutorial For Dummies https://zacharyhuang.substack.com/p/retrieval-augmented-generation-rag . 证据：`cookbook/pocketflow-rag/README.md`
- **Self-Healing Mermaid Diagram Generator**（documentation）：Self-Healing Mermaid Diagram Generator 证据：`cookbook/pocketflow-self-healing-mermaid/README.md`
- **PocketFlow Streamlit Image Generation HITL**（documentation）：PocketFlow Streamlit Image Generation HITL 证据：`cookbook/pocketflow-streamlit-fsm/README.md`
- **Structured Output Demo**（documentation）：A minimal demo application showing how to use PocketFlow to extract structured data from a resume using direct prompting and YAML formatting. Why YAML? Check out the doc https://the-pocket.github.io/PocketFlow/design pattern/structure.html . 证据：`cookbook/pocketflow-structured-output/README.md`
- **Research Supervisor**（documentation）：This project demonstrates a supervisor that oversees an unreliable research agent ../pocketflow-agent to ensure high-quality answers. 证据：`cookbook/pocketflow-supervisor/README.md`
- **PocketFlow TAO Thought-Action-Observation**（documentation）：PocketFlow TAO Thought-Action-Observation 证据：`cookbook/pocketflow-tao/README.md`
- **Text-to-SQL Workflow**（documentation）：A PocketFlow example demonstrating a text-to-SQL workflow that converts natural language questions into executable SQL queries for an SQLite database, including an LLM-powered debugging loop for failed queries. 证据：`cookbook/pocketflow-text2sql/README.md`
- **Chain-of-Thought**（documentation）：This project demonstrates an implementation that orchestrates a Chain-of-Thought process, enabling LLMs to solve complex reasoning problems by thinking step-by-step. It's designed to improve problem-solving accuracy through deliberate, structured reasoning managed externally. 证据：`cookbook/pocketflow-thinking/README.md`
- **Web Crawler with Content Analysis**（documentation）：A web crawler tool built with PocketFlow that crawls websites and analyzes content using LLM. 证据：`cookbook/pocketflow-tool-crawler/README.md`
- **SQLite Database with PocketFlow**（documentation）：This example demonstrates how to properly integrate SQLite database operations with PocketFlow, focusing on: 证据：`cookbook/pocketflow-tool-database/README.md`
- **OpenAI Embeddings with PocketFlow**（documentation）：This example demonstrates how to properly integrate OpenAI's text embeddings API with PocketFlow, focusing on: 证据：`cookbook/pocketflow-tool-embeddings/README.md`
- **PocketFlow Tool: PDF Vision**（documentation）：A PocketFlow example project demonstrating PDF processing with OpenAI's Vision API for OCR and text extraction. 证据：`cookbook/pocketflow-tool-pdf-vision/README.md`
- **Web Search with Analysis**（documentation）：A web search tool built with PocketFlow that performs searches using SerpAPI and analyzes results using LLM. 证据：`cookbook/pocketflow-tool-search/README.md`
- **PocketFlow Tracing with Langfuse**（documentation）：This cookbook provides comprehensive observability for PocketFlow workflows using Langfuse https://langfuse.com/ as the tracing backend. With minimal code changes just adding a decorator , you can automatically trace all node executions, inputs, outputs, and errors in your PocketFlow workflows. 证据：`cookbook/pocketflow-tracing/README.md`
- **PocketFlow Visualization**（documentation）：This directory contains tools for visualizing PocketFlow workflow graphs using interactive D3.js visualizations. 证据：`cookbook/pocketflow-visualization/README.md`
- **PocketFlow Voice Chat**（documentation）：This project demonstrates a voice-based interactive chat application built with PocketFlow. Users can speak their queries, and the system will respond with spoken answers from an LLM, maintaining conversation history. 证据：`cookbook/pocketflow-voice-chat/README.md`
- **Article Writing Workflow**（documentation）：A PocketFlow example that demonstrates an article writing workflow using a sequence of LLM calls. 证据：`cookbook/pocketflow-workflow/README.md`
- **Pocket Flow**（documentation）：A 100-line https://github.com/the-pocket/PocketFlow/blob/main/pocketflow/ init .py minimalist LLM framework for Agents, Task Decomposition, RAG, etc . 证据：`docs/index.md`
- **Advanced Async**（documentation）：Async Nodes implement prep async , exec async , exec fallback async , and/or post async . This is useful for: 证据：`docs/core_abstraction/async.md`
- 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`, `cookbook/README.md`, `cookbook/pocketflow-a2a/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`, `cookbook/README.md`, `cookbook/pocketflow-a2a/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。

- **项目概览与核心架构**：importance `high`
  - source_paths: README.md, pocketflow/__init__.py, pocketflow/__init__.pyi, setup.py, docs/index.md
- **核心抽象与执行模式**：importance `high`
  - source_paths: docs/core_abstraction/node.md, docs/core_abstraction/flow.md, docs/core_abstraction/batch.md, docs/core_abstraction/async.md, docs/core_abstraction/parallel.md
- **设计模式与 Cookbook 指南**：importance `high`
  - source_paths: docs/design_pattern/index.md, docs/design_pattern/agent.md, docs/design_pattern/workflow.md, docs/design_pattern/rag.md, docs/design_pattern/mapreduce.md
- **工具函数、可视化与社区生态**：importance `high`
  - source_paths: docs/utility_function/index.md, docs/utility_function/llm.md, docs/utility_function/embedding.md, docs/utility_function/vector.md, docs/utility_function/chunking.md

## Repo Inspection Evidence / 源码检查证据

- repo_clone_verified: true
- repo_inspection_verified: true
- repo_commit: `43ef382bb0c9dae8167528618bb40f5a3f9a28a5`
- inspected_files: `README.md`, `docs/_config.yml`, `docs/core_abstraction/async.md`, `docs/core_abstraction/batch.md`, `docs/core_abstraction/communication.md`, `docs/core_abstraction/flow.md`, `docs/core_abstraction/index.md`, `docs/core_abstraction/node.md`, `docs/core_abstraction/parallel.md`, `docs/design_pattern/agent.md`, `docs/design_pattern/index.md`, `docs/design_pattern/mapreduce.md`, `docs/design_pattern/multi_agent.md`, `docs/design_pattern/rag.md`, `docs/design_pattern/structure.md`, `docs/design_pattern/workflow.md`, `docs/guide.md`, `docs/index.md`, `docs/utility_function/chunking.md`, `docs/utility_function/embedding.md`

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: 来源证据：PocketFlow编排能力进一步增强的思考

- Trigger: GitHub 社区证据显示该项目存在一个安装相关的待验证问题：PocketFlow编排能力进一步增强的思考
- Why it matters: 可能增加新用户试用和生产接入成本。
- Evidence: community_evidence:github | https://github.com/The-Pocket/PocketFlow/issues/110 | 来源讨论提到 python 相关条件，需在安装/试用前复核。
- 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: 来源证据：[Proposal] PocketFlow example: 100-line RAG with WFGY 16-problem debug mode

- Trigger: GitHub 社区证据显示该项目存在一个安装相关的待验证问题：[Proposal] PocketFlow example: 100-line RAG with WFGY 16-problem debug mode
- Why it matters: 可能增加新用户试用和生产接入成本。
- Evidence: community_evidence:github | https://github.com/The-Pocket/PocketFlow/issues/132 | 来源类型 github_issue 暴露的待验证使用条件。
- 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: 来源证据：how to build human in loop

- Trigger: GitHub 社区证据显示该项目存在一个安装相关的待验证问题：how to build human in loop
- Why it matters: 可能增加新用户试用和生产接入成本。
- Evidence: community_evidence:github | https://github.com/The-Pocket/PocketFlow/issues/30 | 来源类型 github_issue 暴露的待验证使用条件。
- 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: 来源证据：Turn SharedData into generic for improved code intelligence / type checking

- Trigger: GitHub 社区证据显示该项目存在一个维护/版本相关的待验证问题：Turn SharedData into generic for improved code intelligence / type checking
- Why it matters: 可能影响升级、迁移或版本选择。
- Evidence: community_evidence:github | https://github.com/The-Pocket/PocketFlow/issues/106 | 来源讨论提到 python 相关条件，需在安装/试用前复核。
- 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: 来源证据：Proposal: Create a Rust Template Repository for PocketFlow

- Trigger: GitHub 社区证据显示该项目存在一个安全/权限相关的待验证问题：Proposal: Create a Rust Template Repository for PocketFlow
- Why it matters: 可能影响授权、密钥配置或安全边界。
- Evidence: community_evidence:github | https://github.com/The-Pocket/PocketFlow/issues/119 | 来源讨论提到 python 相关条件，需在安装/试用前复核。
- 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: 来源证据：Proposal: Adding Agent Skills usage to cookbook

- Trigger: GitHub 社区证据显示该项目存在一个安装相关的待验证问题：Proposal: Adding Agent Skills usage to cookbook
- Host AI rule: 来源显示可能已有修复、规避或版本变化，说明书中必须标注适用版本。
- Why it matters: 可能增加新用户试用和生产接入成本。
- Evidence: community_evidence:github | https://github.com/The-Pocket/PocketFlow/issues/128 | 来源类型 github_issue 暴露的待验证使用条件。
- 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: 来源证据：Question about PocketFlow licensing and PocketFlow Creator

- Trigger: GitHub 社区证据显示该项目存在一个安装相关的待验证问题：Question about PocketFlow licensing and PocketFlow Creator
- Host AI rule: 来源显示可能已有修复、规避或版本变化，说明书中必须标注适用版本。
- Why it matters: 可能增加新用户试用和生产接入成本。
- Evidence: community_evidence:github | https://github.com/The-Pocket/PocketFlow/issues/139 | 来源讨论提到 node 相关条件，需在安装/试用前复核。
- 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 8: 可能修改宿主 AI 配置

- Trigger: 项目面向 Claude/Cursor/Codex/Gemini/OpenCode 等宿主，或安装命令涉及用户配置目录。
- Host AI rule: 列出会写入的配置文件、目录和卸载/回滚步骤。
- Why it matters: 安装可能改变本机 AI 工具行为，用户需要知道写入位置和回滚方法。
- Evidence: capability.host_targets | https://github.com/The-Pocket/PocketFlow | host_targets=cursor, chatgpt
- 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 9: 来源证据：Incomplete visualization tool

- Trigger: GitHub 社区证据显示该项目存在一个能力理解相关的待验证问题：Incomplete visualization tool
- Host AI rule: 来源显示可能已有修复、规避或版本变化，说明书中必须标注适用版本。
- Why it matters: 可能增加新用户试用和生产接入成本。
- Evidence: community_evidence:github | https://github.com/The-Pocket/PocketFlow/issues/136 | 来源讨论提到 node 相关条件，需在安装/试用前复核。
- 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 10: 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 | https://github.com/The-Pocket/PocketFlow | 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。