# notte - 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 notte 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`, `packages/notte-llm/README.md`, `packages/notte-mcp/README.md`, `packages/notte-sdk/README.md` 等 Claim：`clm_0001` supported 0.86

## 怎么开始

- `pip install notte` 证据：`README.md` Claim：`clm_0003` supported 0.86, `clm_0005` supported 0.86, `clm_0006` supported 0.86, `clm_0007` supported 0.86
- `curl -X POST 'https://api.notte.cc/scrape' \` 证据：`README.md` Claim：`clm_0004` supported 0.86
- `pip install notte-llm` 证据：`packages/notte-llm/README.md` Claim：`clm_0005` supported 0.86
- `pip install notte-mcp` 证据：`packages/notte-mcp/README.md` Claim：`clm_0006` supported 0.86
- `pip install notte-sdk` 证据：`packages/notte-sdk/README.md` Claim：`clm_0007` supported 0.86
- `curl -s https://raw.githubusercontent.com/nottelabs/notte/refs/heads/main/examples/quickstart_launcher.py -o examples/quickstart_launcher.py` 证据：`quickstart.sh` Claim：`clm_0008` unverified 0.25

## 继续前判断卡

- **当前建议**：需要管理员/安全审批
- **为什么**：继续前可能涉及密钥、账号、外部服务或敏感上下文，建议先经过管理员或安全审批。

### 30 秒判断

- **现在怎么做**：需要管理员/安全审批
- **最小安全下一步**：先跑 Prompt Preview；若涉及凭证或企业环境，先审批再试装
- **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：`README.md`, `packages/notte-llm/README.md`, `packages/notte-mcp/README.md`, `packages/notte-sdk/README.md` 等 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, `clm_0005` supported 0.86, `clm_0006` supported 0.86, `clm_0007` 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：`README.md`, `packages/notte-llm/README.md`, `packages/notte-mcp/README.md`, `packages/notte-sdk/README.md` 等
- **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`, `packages/notte-llm/README.md`, `packages/notte-mcp/README.md`, `packages/notte-sdk/README.md` 等
- **环境变量 / API Key**：项目入口文档明确出现 API key、token、secret 或账号凭证配置。 原因：如果真实安装需要凭证，应先使用测试凭证并经过权限/合规判断。 证据：`README.md`, `docs/scraping_tutorial.md`, `docs/sdk_tutorial.md`, `docs/src/scripts/generate_llms.py` 等
- **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。）
- **不要使用真实生产凭证**：环境变量/API key 一旦进入宿主或工具链，可能产生账号和合规风险。（适用：出现 API、TOKEN、KEY、SECRET 等环境线索时。）
- **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。
- **准备撤销测试 API key 或 token**：测试凭证泄露或误用时，可以快速止损。
- **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_0009` 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`, `packages/notte-llm/README.md`, `packages/notte-mcp/README.md`, `packages/notte-sdk/README.md` 等 Claim：`clm_0010` 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`, `packages/notte-llm/README.md`, `packages/notte-mcp/README.md`, `packages/notte-sdk/README.md` 等 Claim：`clm_0001` supported 0.86

### 上下文规模

- 文件总数：1751
- 重要文件覆盖：40/1751
- 证据索引条目：76
- 角色 / Skill 条目：56

### 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 notte 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 notte 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 notte 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 56 个角色 / Skill / 项目文档条目。

- **Mintlify documentation**（project_doc）：Working relationship - You can push back on ideas-this can lead to better documentation. Cite sources and explain your reasoning when you do so - ALWAYS ask for clarification rather than making assumptions - NEVER lie, guess, or make up anything 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/src/.claude/CLAUDE.md`
- **Mintlify Starter Kit**（project_doc）：Click on Use this template to copy the Mintlify starter kit. The starter kit contains examples including 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/src/README.md`
- **How to Contribute**（project_doc）：You can contribute to Notte by submitting a PR or by reporting an issue. 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/CONTRIBUTING.md`
- **Rapidly build reliable web automation agents**（project_doc）：Rapidly build reliable web automation agents 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`
- **Running benchmarks**（project_doc）：Running benchmarks should be as easy as running this command: 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：`benchmarks/README.md`
- **How to run the examples**（project_doc）：The setup is the same for all the examples. 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：`examples/README.md`
- **Auth Vault Agent**（project_doc）：This example shows how to use the Auth Vault Agent to authenticate to a website, in this case, the GitHub website, securely using a secure Notte Vault to store and access the credentials. 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：`examples/auth-vault-agent/README.md`
- **Email Notifier Agent**（project_doc）：This examples shows how you can recieve emails containing the agent's task output once the agent is done running. 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：`examples/email-notifier-agent/README.md`
- **Github Auto Issues Trending Repos**（project_doc）：This example shows how you can use the Github API to automatically create issues for the latest trending repositories. 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：`examples/github-auto-issues-trending-repos/README.md`
- **Order on ubereats agent**（project_doc）：This example shows an agent using a vault to log in on ubereats, and order a burger menu. 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：`examples/order-on-ubereats/README.md`
- **Scrape logo**（project_doc）：Simple example on how to scrape the logo of a website 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：`examples/scrape-logo/README.md`
- **Scrape Nike products**（project_doc）：This example shows how you can scrape a website using Notte. 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：`examples/scrape-nike-products/README.md`
- **Star our repo agent**（project_doc）：This example shows a simple agent using an auth vault to load github credentials including 2fa code , sign in, and star our github repo. 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：`examples/star-our-repo/README.md`
- **Readme**（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：`packages/notte-agent/README.md`
- **How to build an LLM agent with Notte**（project_doc）：How to build an LLM agent with Notte 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：`packages/notte-agent/src/notte_agent/README.md`
- **Notte Browser**（project_doc）：The browser component of the Notte agentic ecosystem, designed to provide a seamless interface between LLM agents and web browsing capabilities. This package serves as the foundational layer that enables AI agents to interact with web content in a structured and efficient manner. 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：`packages/notte-browser/README.md`
- **Readme**（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：`packages/notte-core/README.md`
- **Readme**（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：`packages/notte-eval/README.md`
- **Readme**（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：`packages/notte-integrations/README.md`
- **Basic example code**（project_doc）：python from notte agent.main import Agent from notte integrations.credentials.hashicorp.vault import HashiCorpVault import os from dotenv import load dotenv 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：`packages/notte-integrations/src/notte_integrations/credentials/README.md`
- **notte-llm**（project_doc）：LLM integration for Notte, providing LiteLLM-based services for language model interactions. 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：`packages/notte-llm/README.md`
- **Notte MCP Server**（project_doc）：⚡️ we outperform other web agents in speed, costs and reliability 👉🏼 read more on open-operator-evals 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：`packages/notte-mcp/README.md`
- **Notte SDK**（project_doc）：The Notte SDK is a powerful Python library that provides a seamless interface for interacting with web automation and AI-powered agents. It enables developers to create, manage, and monitor web automation sessions and AI agents with ease. 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：`packages/notte-sdk/README.md`
- **How to change the local notte config**（project_doc）：How to change the local notte config 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/change_local_config.md`
- **How to run Notte with external browsers ?**（project_doc）：How to run Notte with external browsers ? 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/run_notte_with_external_browsers.md`
- **How to use local LLMs Ollama to power Notte**（project_doc）：How to use local LLMs Ollama to power Notte 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/run_ollama_local_models.md`
- **Web Scraping with Notte**（project_doc）：Notte provides powerful tools for web scraping that can extract both raw content and structured data from web pages. This tutorial will guide you through the different ways you can use Notte for web scraping. 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/scraping_tutorial.md`
- **Notte SDK Tutorial**（project_doc）：python from notte sdk.client import NotteClient import os notte = NotteClient api key=os.getenv "NOTTE API KEY" 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/sdk_tutorial.md`
- **Local Setup of Notte**（project_doc）：To install notte locally, run the following commands: 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/setup.md`
- **sniptest**（project_doc）：Tool for generating tested code snippets for Mintlify docs. 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/src/.claude/rules/code-snippets.md`
- **Icon Mapping**（project_doc）：Use consistent icons across all documentation. This mapping ensures visual consistency. 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/src/.claude/rules/icons.md`
- **Naming Conventions**（project_doc）：When instantiating the NotteClient , always name the variable client , not notte . 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/src/.claude/rules/naming-conventions.md`
- **Mintlify technical writing rule**（project_doc）：Standards for writing Mintlify technical documentation including component usage, writing style, and best practices. Apply when working with MDX files, documentation content, or Mintlify components. 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/src/.cursor/rules/mintlify-technical-writing/RULE.md`
- **Copyright**（project_doc）：This software is licensed under the Server Side Public License v1. See LICENSE file for full license text. 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：`COPYRIGHT.md`
- **RESPONSE FORMAT:**（project_doc）：You are a precise browser automation agent that interacts with websites through structured commands. Your role is to: 1. Analyze the provided webpage elements and structure 2. Plan a sequence of actions to accomplish the given task 3. Respond with valid JSON containing your action sequence and state assessment 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：`packages/notte-agent/src/notte_agent/falco/system.md`
- **Some Menu or Group of elements**（project_doc）：You are a precise browser automation agent that interacts with websites through structured commands. Your role is to: 1. Analyze the provided webpage elements and structure 2. Plan a sequence of actions to accomplish the given task 3. Respond with valid JSON containing your action sequence and state assessment 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：`packages/notte-agent/src/notte_agent/gufo/system.md`
- **Rules for creating the table:**（project_doc）：You are an expert in analyzing web documents to create comprehensive documentation of user interactions based on previously identified actions. Your goal is to extend the list of actions to cover all possible user interactions, without duplicating any actions. 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：`packages/notte-llm/src/notte_llm/prompts/action-listing-incr/user.md`
- **Section Name**（project_doc）：You are an expert in web accessibility tasked with analyzing a web document and identifying all possible actions on its terminal nodes. Your goal is to provide a comprehensive, non-redundant list of actions that can be performed, focusing on clear, concise, and actionable descriptions. 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：`packages/notte-llm/src/notte_llm/prompts/action-listing/anthropic/user.md`
- **Rules for creating the table:**（project_doc）：You are an expert in analyzing web documents to create comprehensive documentation of user interactions. 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：`packages/notte-llm/src/notte_llm/prompts/action-listing/optim/user.md`
- **category-section-title**（project_doc）：Create a flat list of each actions you find in this webpage accessibility tree. For each action, describe it a short natural language description, keep it's identifier, and group them in different categories that make sense. The objective is that someone could read your list and immediately get what actions are possibly executable on that webpage. 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：`packages/notte-llm/src/notte_llm/prompts/action-listing/simple/user.md`
- **System**（project_doc）：You are an expert at selecting actions to take based on user instructions. Your role is to: 1. Analyze the provided webpage elements and structure. You will be given a list of interactive elements and their descriptions could be links, buttons, menus, input fields, etc. 2. Find elements that can be used to solve an action in the page based on a specific instruction i.e user intent targeted action . If there are mult… 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：`packages/notte-llm/src/notte_llm/prompts/action-selection/system.md`
- **User**（project_doc）：Your turn, give me the most relevant actions to take 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：`packages/notte-llm/src/notte_llm/prompts/action-selection/user.md`
- **Critical Rules:**（project_doc）：You are an expert web content analyzer tasked with extracting and organizing information from web documents. 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：`packages/notte-llm/src/notte_llm/prompts/data-extraction/all_data/user.md`
- **Critical Rules:**（project_doc）：You are an expert web content analyzer tasked with extracting and organizing information from web documents. 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：`packages/notte-llm/src/notte_llm/prompts/data-extraction/only_main_content/user.md`
- **Critical Format Rules:**（project_doc）：You are an expert in analyzing web documents to create comprehensive textual documentation of these documents. 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：`packages/notte-llm/src/notte_llm/prompts/data-extraction/two_sections/user.md`
- **Critical Format Rules:**（project_doc）：You are an expert in analyzing web documents to create comprehensive textual documentation of these documents. 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：`packages/notte-llm/src/notte_llm/prompts/data-extraction/user.md`
- **User**（project_doc）：You are an expert in the playwright python library. You are given a html code of an element that failed to be interacted with and some information about the action that was executed. along with the error message encountered. 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：`packages/notte-llm/src/notte_llm/prompts/debug-failing-action-exec/user.md`
- **User**（project_doc）：Based on a textual description of a webpage, I want to classifiy the page in one of the following categories: - “manage-cookies”: manage cookies page, i.e accept/reject cookies, usually in a modal / dialog that ask for user action - “auth”: sign-in, sign-up pages also valid if there is a modal that asks you to sign up to continue using the website - "homepage": the homepage of the website - "search-results": multipl… 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：`packages/notte-llm/src/notte_llm/prompts/document-category/base/user.md`
- **User**（project_doc）：You are an expert web content analyst tasked with classifying webpages into specific categories based on their content and functionality. Your goal is to accurately categorize each webpage using the information provided. 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：`packages/notte-llm/src/notte_llm/prompts/document-category/optim/user.md`
- **System**（project_doc）：You are extracting content on behalf of a user. If a user asks you to extract a 'list' of information, or 'all' information, YOU MUST EXTRACT ALL OF THE INFORMATION THAT THE USER REQUESTS. 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：`packages/notte-llm/src/notte_llm/prompts/extract-json-schema/multi-entity/system.md`
- **User**（project_doc）：Your turn, provide me the transformed content: 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：`packages/notte-llm/src/notte_llm/prompts/extract-json-schema/multi-entity/user.md`
- **System**（project_doc）：You are extracting content on behalf of a user. If a user asks you to extract a 'list' of information, or 'all' information, YOU MUST EXTRACT ALL OF THE INFORMATION THAT THE USER REQUESTS. 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：`packages/notte-llm/src/notte_llm/prompts/extract-without-json-schema/system.md`
- **User**（project_doc）：Your turn, provide me the transformed content: 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：`packages/notte-llm/src/notte_llm/prompts/extract-without-json-schema/user.md`
- **System**（project_doc）：You are a schema generator for a web scraping system. Generate a JSON schema based on the user's prompt. Consider: 1. The type of data being requested 2. Required fields vs optional fields 3. Appropriate data types for each field 4. Nested objects and arrays where appropriate 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：`packages/notte-llm/src/notte_llm/prompts/generate-json-schema/system.md`
- **User**（project_doc）：Generate a JSON schema for extracting the following information: {{prompt}} 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：`packages/notte-llm/src/notte_llm/prompts/generate-json-schema/user.md`
- **Scraped Data**（project_doc）：Skip to main content skip-to-content 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/pipe/scraping/scraped_data.md`

## 证据索引

- 共索引 76 条证据。

- **Mintlify documentation**（documentation）：Working relationship - You can push back on ideas-this can lead to better documentation. Cite sources and explain your reasoning when you do so - ALWAYS ask for clarification rather than making assumptions - NEVER lie, guess, or make up anything 证据：`docs/src/.claude/CLAUDE.md`
- **Mintlify Starter Kit**（documentation）：Click on Use this template to copy the Mintlify starter kit. The starter kit contains examples including 证据：`docs/src/README.md`
- **How to Contribute**（documentation）：You can contribute to Notte by submitting a PR or by reporting an issue. 证据：`docs/CONTRIBUTING.md`
- **Rapidly build reliable web automation agents**（documentation）：Rapidly build reliable web automation agents 证据：`README.md`
- **Running benchmarks**（documentation）：Running benchmarks should be as easy as running this command: 证据：`benchmarks/README.md`
- **How to run the examples**（documentation）：The setup is the same for all the examples. 证据：`examples/README.md`
- **Auth Vault Agent**（documentation）：This example shows how to use the Auth Vault Agent to authenticate to a website, in this case, the GitHub website, securely using a secure Notte Vault to store and access the credentials. 证据：`examples/auth-vault-agent/README.md`
- **Email Notifier Agent**（documentation）：This examples shows how you can recieve emails containing the agent's task output once the agent is done running. 证据：`examples/email-notifier-agent/README.md`
- **Github Auto Issues Trending Repos**（documentation）：This example shows how you can use the Github API to automatically create issues for the latest trending repositories. 证据：`examples/github-auto-issues-trending-repos/README.md`
- **Order on ubereats agent**（documentation）：This example shows an agent using a vault to log in on ubereats, and order a burger menu. 证据：`examples/order-on-ubereats/README.md`
- **Scrape logo**（documentation）：Simple example on how to scrape the logo of a website 证据：`examples/scrape-logo/README.md`
- **Scrape Nike products**（documentation）：This example shows how you can scrape a website using Notte. 证据：`examples/scrape-nike-products/README.md`
- **Star our repo agent**（documentation）：This example shows a simple agent using an auth vault to load github credentials including 2fa code , sign in, and star our github repo. 证据：`examples/star-our-repo/README.md`
- **How to build an LLM agent with Notte**（documentation）：How to build an LLM agent with Notte 证据：`packages/notte-agent/src/notte_agent/README.md`
- **Notte Browser**（documentation）：The browser component of the Notte agentic ecosystem, designed to provide a seamless interface between LLM agents and web browsing capabilities. This package serves as the foundational layer that enables AI agents to interact with web content in a structured and efficient manner. 证据：`packages/notte-browser/README.md`
- **Basic example code**（documentation）：python from notte agent.main import Agent from notte integrations.credentials.hashicorp.vault import HashiCorpVault import os from dotenv import load dotenv 证据：`packages/notte-integrations/src/notte_integrations/credentials/README.md`
- **notte-llm**（documentation）：LLM integration for Notte, providing LiteLLM-based services for language model interactions. 证据：`packages/notte-llm/README.md`
- **Notte MCP Server**（documentation）：⚡️ we outperform other web agents in speed, costs and reliability 👉🏼 read more on open-operator-evals 证据：`packages/notte-mcp/README.md`
- **Notte SDK**（documentation）：The Notte SDK is a powerful Python library that provides a seamless interface for interacting with web automation and AI-powered agents. It enables developers to create, manage, and monitor web automation sessions and AI agents with ease. 证据：`packages/notte-sdk/README.md`
- **License**（source_file）：Server Side Public License VERSION 1, OCTOBER 16, 2018 证据：`LICENSE`
- **How to change the local notte config**（documentation）：How to change the local notte config 证据：`docs/change_local_config.md`
- **How to run Notte with external browsers ?**（documentation）：How to run Notte with external browsers ? 证据：`docs/run_notte_with_external_browsers.md`
- **How to use local LLMs Ollama to power Notte**（documentation）：How to use local LLMs Ollama to power Notte 证据：`docs/run_ollama_local_models.md`
- **Web Scraping with Notte**（documentation）：Notte provides powerful tools for web scraping that can extract both raw content and structured data from web pages. This tutorial will guide you through the different ways you can use Notte for web scraping. 证据：`docs/scraping_tutorial.md`
- **Notte SDK Tutorial**（documentation）：python from notte sdk.client import NotteClient import os notte = NotteClient api key=os.getenv "NOTTE API KEY" 证据：`docs/sdk_tutorial.md`
- **Local Setup of Notte**（documentation）：To install notte locally, run the following commands: 证据：`docs/setup.md`
- **sniptest**（documentation）：Tool for generating tested code snippets for Mintlify docs. 证据：`docs/src/.claude/rules/code-snippets.md`
- **Icon Mapping**（documentation）：Use consistent icons across all documentation. This mapping ensures visual consistency. 证据：`docs/src/.claude/rules/icons.md`
- **Naming Conventions**（documentation）：When instantiating the NotteClient , always name the variable client , not notte . 证据：`docs/src/.claude/rules/naming-conventions.md`
- **Mintlify technical writing rule**（documentation）：You are an AI writing assistant specialized in creating exceptional technical documentation using Mintlify components and following industry-leading technical writing practices. 证据：`docs/src/.cursor/rules/mintlify-technical-writing/RULE.md`
- **Copyright**（documentation）：This software is licensed under the Server Side Public License v1. See LICENSE file for full license text. 证据：`COPYRIGHT.md`
- **RESPONSE FORMAT:**（documentation）：You are a precise browser automation agent that interacts with websites through structured commands. Your role is to: 1. Analyze the provided webpage elements and structure 2. Plan a sequence of actions to accomplish the given task 3. Respond with valid JSON containing your action sequence and state assessment 证据：`packages/notte-agent/src/notte_agent/falco/system.md`
- **Some Menu or Group of elements**（documentation）：You are a precise browser automation agent that interacts with websites through structured commands. Your role is to: 1. Analyze the provided webpage elements and structure 2. Plan a sequence of actions to accomplish the given task 3. Respond with valid JSON containing your action sequence and state assessment 证据：`packages/notte-agent/src/notte_agent/gufo/system.md`
- **Rules for creating the table:**（documentation）：You are an expert in analyzing web documents to create comprehensive documentation of user interactions based on previously identified actions. Your goal is to extend the list of actions to cover all possible user interactions, without duplicating any actions. 证据：`packages/notte-llm/src/notte_llm/prompts/action-listing-incr/user.md`
- **Section Name**（documentation）：You are an expert in web accessibility tasked with analyzing a web document and identifying all possible actions on its terminal nodes. Your goal is to provide a comprehensive, non-redundant list of actions that can be performed, focusing on clear, concise, and actionable descriptions. 证据：`packages/notte-llm/src/notte_llm/prompts/action-listing/anthropic/user.md`
- **Rules for creating the table:**（documentation）：You are an expert in analyzing web documents to create comprehensive documentation of user interactions. 证据：`packages/notte-llm/src/notte_llm/prompts/action-listing/optim/user.md`
- **category-section-title**（documentation）：Create a flat list of each actions you find in this webpage accessibility tree. For each action, describe it a short natural language description, keep it's identifier, and group them in different categories that make sense. The objective is that someone could read your list and immediately get what actions are possibly executable on that webpage. 证据：`packages/notte-llm/src/notte_llm/prompts/action-listing/simple/user.md`
- **System**（documentation）：You are an expert at selecting actions to take based on user instructions. Your role is to: 1. Analyze the provided webpage elements and structure. You will be given a list of interactive elements and their descriptions could be links, buttons, menus, input fields, etc. 2. Find elements that can be used to solve an action in the page based on a specific instruction i.e user intent targeted action . If there are multiple elements that may be match the description for future actions, return all of them ranked by relevance. 3. You should not return more than 3 actions. And as a matter of fact, there is usually only one action that stands out as the most relevant. 4. If no actions match the ins… 证据：`packages/notte-llm/src/notte_llm/prompts/action-selection/system.md`
- **User**（documentation）：Your turn, give me the most relevant actions to take 证据：`packages/notte-llm/src/notte_llm/prompts/action-selection/user.md`
- **Critical Rules:**（documentation）：You are an expert web content analyzer tasked with extracting and organizing information from web documents. 证据：`packages/notte-llm/src/notte_llm/prompts/data-extraction/all_data/user.md`
- **Critical Rules:**（documentation）：You are an expert web content analyzer tasked with extracting and organizing information from web documents. 证据：`packages/notte-llm/src/notte_llm/prompts/data-extraction/only_main_content/user.md`
- **Critical Format Rules:**（documentation）：You are an expert in analyzing web documents to create comprehensive textual documentation of these documents. 证据：`packages/notte-llm/src/notte_llm/prompts/data-extraction/two_sections/user.md`
- **Critical Format Rules:**（documentation）：You are an expert in analyzing web documents to create comprehensive textual documentation of these documents. 证据：`packages/notte-llm/src/notte_llm/prompts/data-extraction/user.md`
- **User**（documentation）：You are an expert in the playwright python library. You are given a html code of an element that failed to be interacted with and some information about the action that was executed. along with the error message encountered. 证据：`packages/notte-llm/src/notte_llm/prompts/debug-failing-action-exec/user.md`
- **User**（documentation）：Based on a textual description of a webpage, I want to classifiy the page in one of the following categories: - “manage-cookies”: manage cookies page, i.e accept/reject cookies, usually in a modal / dialog that ask for user action - “auth”: sign-in, sign-up pages also valid if there is a modal that asks you to sign up to continue using the website - "homepage": the homepage of the website - "search-results": multiple item displayed which are a results of a previous search query - “data-feed”: data display in a grid/sequence such as blog posts, news articles, social media feeds instagram, linked-in, etc. - "item": information page about one particular item, usually displayed after clicking o… 证据：`packages/notte-llm/src/notte_llm/prompts/document-category/base/user.md`
- **User**（documentation）：You are an expert web content analyst tasked with classifying webpages into specific categories based on their content and functionality. Your goal is to accurately categorize each webpage using the information provided. 证据：`packages/notte-llm/src/notte_llm/prompts/document-category/optim/user.md`
- **System**（documentation）：You are extracting content on behalf of a user. If a user asks you to extract a 'list' of information, or 'all' information, YOU MUST EXTRACT ALL OF THE INFORMATION THAT THE USER REQUESTS. 证据：`packages/notte-llm/src/notte_llm/prompts/extract-json-schema/multi-entity/system.md`
- **User**（documentation）：Your turn, provide me the transformed content: 证据：`packages/notte-llm/src/notte_llm/prompts/extract-json-schema/multi-entity/user.md`
- **System**（documentation）：You are extracting content on behalf of a user. If a user asks you to extract a 'list' of information, or 'all' information, YOU MUST EXTRACT ALL OF THE INFORMATION THAT THE USER REQUESTS. 证据：`packages/notte-llm/src/notte_llm/prompts/extract-without-json-schema/system.md`
- **User**（documentation）：Your turn, provide me the transformed content: 证据：`packages/notte-llm/src/notte_llm/prompts/extract-without-json-schema/user.md`
- **System**（documentation）：You are a schema generator for a web scraping system. Generate a JSON schema based on the user's prompt. Consider: 1. The type of data being requested 2. Required fields vs optional fields 3. Appropriate data types for each field 4. Nested objects and arrays where appropriate 证据：`packages/notte-llm/src/notte_llm/prompts/generate-json-schema/system.md`
- **User**（documentation）：Generate a JSON schema for extracting the following information: {{prompt}} 证据：`packages/notte-llm/src/notte_llm/prompts/generate-json-schema/user.md`
- **Scraped Data**（documentation）：Skip to main content skip-to-content 证据：`tests/pipe/scraping/scraped_data.md`
- **Settings**（structured_config）：{ "permissions": { "allow": "mcp mintlify-docs SearchMintlify" } } 证据：`docs/src/.claude/settings.json`
- **.Mcp**（structured_config）：{ "mcpServers": { "mintlify-docs": { "type": "http", "url": "https://www.mintlify.com/docs/mcp" }, "notte-docs": { "type": "http", "url": "https://docs.notte.cc/mcp" } } } 证据：`docs/src/.mcp.json`
- **Cookies**（structured_config）：{"name": "SOCS", "value": "CAAaBgiAhKXIBg", "domain": ".google.com", "path": "/", "httpOnly": false, "expirationDate": 1796403996.238032, "hostOnly": null, "sameSite": "Lax", "secure": true, "session": null, "storeId": null, "expires": 1796403996.238032}, {"name": " Secure-ENID", "value": "29.SE=muJmYMaBQSMdpk J1-S8wHCTFlU0DtxLHCB-OBGZKWToGAIHvO9Ak6FHD7nPbc0EE-XCySa7Rg1--fTAufMZRJ2cnjH7rKWeq4bV1mJCVu2JtGTqmTdLgKF1Jphrc bYA20IIbuv32Ji7jZGC7 fxyAf4bB8o2on4PNUUckqX6xtGC2EGHKQomtY99joJkRIy32aTqij", "domain": ".google.com", "path": "/", "httpOnly": true, "expirationDate": 1796462694.370169, "hostOnly": null, "sameSite": "Lax", "secure": true, "session": null, "storeId": null, "expires": 17964626… 证据：`docs/src/cookies.json`
- **Docs**（structured_config）：{ "$schema": "https://mintlify.com/docs.json", "theme": "palm", "name": "Notte", "colors": { "primary": " 00b85c", "light": " 00e673", "dark": " 00e673" }, "logo": { "dark": "/logo/logo-dark.png", "light": "/logo/logo-white.png" }, "favicon": "/favicon.ico", "banner": { "content": "Get started: use the Notte CLI skill https://github.com/nottelabs/notte-skills/ to generate your first SDK script Setup guide /quickstart ", "dismissible": false }, "seo.indexing": "all", "navigation": { "languages": { "language": "en", "tabs": { "tab": "Documentation", "groups": { "group": "Getting Started", "pages": "index", "quickstart", "concepts" }, { "group": "Sessions", "icon": "tv", "pages": "concepts/ses… 证据：`docs/src/docs.json`
- **Claude Desktop Config.Example**（structured_config）：{ "notte-mcp": { "command": "npx", "args": "mcp-remote", "http://localhost:8001/sse" , "env": { "NOTTE API KEY": " " } } } 证据：`packages/notte-mcp/claude_desktop_config.example.json`
- **Reference Fail Completion Messages**（structured_config）：{ "role": "system", "content": "You are a precise browser automation agent that interacts with websites through structured commands.\nYour role is to:\n1. Analyze the provided webpage elements and structure\n2. Plan a sequence of actions to accomplish the given task\n3. Respond with valid JSON containing your action sequence and state assessment\n\n\nINPUT STRUCTURE:\n1. Current URL: The webpage you're currently on\n2. Available Tabs: List of open browser tabs\n3. Interactive Elements: List in the format:\n id : element text \n - id : identifier for interaction. ids can be decomposed into : where is the index of the element in the list of elements with the same role and are:\n - I for input… 证据：`tests/agent/reference_fail_completion_messages.json`
- **Reference Messages**（structured_config）：{ "role": "system", "content": "You are a precise browser automation agent that interacts with websites through structured commands.\nYour role is to:\n1. Analyze the provided webpage elements and structure\n2. Plan a sequence of actions to accomplish the given task\n3. Respond with valid JSON containing your action sequence and state assessment\n\n\nINPUT STRUCTURE:\n1. Current URL: The webpage you're currently on\n2. Available Tabs: List of open browser tabs\n3. Interactive Elements: List in the format:\n id : element text \n - id : identifier for interaction. ids can be decomposed into : where is the index of the element in the list of elements with the same role and are:\n - I for input… 证据：`tests/agent/reference_messages.json`
- 其余 16 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：`docs/src/.claude/CLAUDE.md`, `docs/src/README.md`, `docs/CONTRIBUTING.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：`docs/src/.claude/CLAUDE.md`, `docs/src/README.md`, `docs/CONTRIBUTING.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。

- **项目介绍**：importance `high`
  - source_paths: README.md, pyproject.toml
- **快速入门指南**：importance `high`
  - source_paths: docs/setup.md, docs/sdk_tutorial.md, .env.example
- **包结构分析**：importance `high`
  - source_paths: packages/notte-core/pyproject.toml, packages/notte-browser/pyproject.toml, packages/notte-agent/pyproject.toml, packages/notte-sdk/pyproject.toml, packages/notte-llm/pyproject.toml
- **核心模块实现**：importance `high`
  - source_paths: packages/notte-core/src/notte_core/actions/actions.py, packages/notte-core/src/notte_core/browser/observation.py, packages/notte-core/src/notte_core/browser/snapshot.py, packages/notte-core/src/notte_core/browser/dom_tree.py, packages/notte-core/src/notte_core/credentials/base.py
- **Agent实现与生命周期**：importance `high`
  - source_paths: packages/notte-agent/src/notte_agent/agent.py, packages/notte-agent/src/notte_agent/agent_fallback.py, packages/notte-agent/src/notte_agent/workflow.py, packages/notte-agent/src/notte_agent/common/conversation.py, packages/notte-agent/src/notte_agent/falco/agent.py
- **结构化输出**：importance `high`
  - source_paths: packages/notte-core/src/notte_core/browser/perception.py, packages/notte-browser/src/notte_browser/scraping/schema.py, packages/notte-llm/src/notte_llm/prompts/extract-json-schema, examples/scrape-nike-products/agent.py
- **会话管理系统**：importance `high`
  - source_paths: packages/notte-browser/src/notte_browser/session.py, packages/notte-browser/src/notte_browser/controller.py, packages/notte-browser/src/notte_browser/playwright.py, packages/notte-integrations/src/notte_integrations/sessions/cdp_session.py
- **动作执行系统**：importance `high`
  - source_paths: packages/notte-core/src/notte_core/actions/actions.py, packages/notte-core/src/notte_core/actions/typedicts.py, packages/notte-browser/src/notte_browser/action_selection/pipe.py, packages/notte-browser/src/notte_browser/dom/locate.py, packages/notte-browser/src/notte_browser/form_filling.py

## Repo Inspection Evidence / 源码检查证据

- repo_clone_verified: true
- repo_inspection_verified: true
- repo_commit: `eddc2c0cd9306d6bb7695352300aa42f5ea69760`
- inspected_files: `pyproject.toml`, `README.md`, `uv.lock`, `docs/sdk_tutorial.md`, `docs/change_local_config.md`, `docs/scraping_tutorial.md`, `docs/CONTRIBUTING.md`, `docs/run_ollama_local_models.md`, `docs/setup.md`, `docs/run_notte_with_external_browsers.md`, `docs/src/trust-center.mdx`, `docs/src/rate-limits.mdx`, `docs/src/concepts.mdx`, `docs/src/cookies.json`, `docs/src/cli.mdx`, `docs/src/.mcp.json`, `docs/src/zin.mdx`, `docs/src/pricing.mdx`, `docs/src/index.mdx`, `docs/src/README.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：v1.8.8

- 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：v1.8.8
- 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 | cevd_5224b46e2312471c976888e8a2f8f4a6 | https://github.com/nottelabs/notte/releases/tag/v1.8.8 | 来源类型 github_release 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 2: 来源证据：v1.8.13

- Trigger: GitHub 社区证据显示该项目存在一个配置相关的待验证问题：v1.8.13
- 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 | cevd_56505da48cd74758ab7a9a1d82092e18 | https://github.com/nottelabs/notte/releases/tag/v1.8.13 | 来源类型 github_release 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：v1.8.14

- Trigger: GitHub 社区证据显示该项目存在一个配置相关的待验证问题：v1.8.14
- 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 | cevd_8f78a2591cea4f5aad8bfa0cb0ea15a0 | https://github.com/nottelabs/notte/releases/tag/v1.8.14 | 来源类型 github_release 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：v1.8.15

- Trigger: GitHub 社区证据显示该项目存在一个配置相关的待验证问题：v1.8.15
- 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 | cevd_f611f1d0dd2440af8e84e9544ab1bdb6 | https://github.com/nottelabs/notte/releases/tag/v1.8.15 | 来源类型 github_release 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 5: 来源证据：v1.8.6

- Trigger: GitHub 社区证据显示该项目存在一个配置相关的待验证问题：v1.8.6
- 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 | cevd_0ed3c86ff7a34e5896a4daeb75552d4d | https://github.com/nottelabs/notte/releases/tag/v1.8.6 | 来源类型 github_release 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 6: 来源证据：v1.8.9

- Trigger: GitHub 社区证据显示该项目存在一个配置相关的待验证问题：v1.8.9
- 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 | cevd_6195971390e8494f88083c862aef7eb6 | https://github.com/nottelabs/notte/releases/tag/v1.8.9 | 来源类型 github_release 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: 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:900152988 | https://github.com/nottelabs/notte | 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 8: 来源证据：v1.8.7

- Trigger: GitHub 社区证据显示该项目存在一个运行相关的待验证问题：v1.8.7
- 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 | cevd_ab102ac99c2441118475601c34ab0ee9 | https://github.com/nottelabs/notte/releases/tag/v1.8.7 | 来源类型 github_release 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 9: 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:900152988 | https://github.com/nottelabs/notte | 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 10: 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:900152988 | https://github.com/nottelabs/notte | 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。