# supermemory - 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 supermemory 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_0003` supported 0.86
- **希望把专业流程带进宿主 AI 的用户**：仓库包含 Skill 文档。 证据：`skills/supermemory/SKILL.md` Claim：`clm_0004` supported 0.86

## 它能做什么

- **AI Skill / Agent 指令资产库**（可做安装前预览）：项目包含可被宿主 AI 读取的 Skill 或 Agent 指令文件，可用于把专业流程带入 Claude、Codex、Cursor 等宿主。 证据：`skills/supermemory/SKILL.md` Claim：`clm_0001` supported 0.86
- **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`, `apps/docs/install.md`, `packages/agent-framework-python/README.md`, `packages/ai-sdk/README.md` 等 Claim：`clm_0002` supported 0.86

## 怎么开始

- `curl -fsSL https://supermemory.ai/install | bash` 证据：`README.md` Claim：`clm_0005` supported 0.86
- `npx -y install-mcp@latest https://mcp.supermemory.ai/mcp --client claude --oauth=yes` 证据：`README.md` Claim：`clm_0006` supported 0.86
- `npm install supermemory    # or: pip install supermemory` 证据：`README.md` Claim：`clm_0007` supported 0.86, `clm_0027` supported 0.86
- `npx supermemory local` 证据：`README.md` Claim：`clm_0008` supported 0.86
- `npx skills add supermemoryai/memorybench` 证据：`README.md` Claim：`clm_0009` supported 0.86
- `pip install --pre supermemory-agent-framework` 证据：`packages/agent-framework-python/README.md` Claim：`clm_0010` supported 0.86
- `pip install supermemory-agent-framework[async]` 证据：`packages/agent-framework-python/README.md` Claim：`clm_0011` supported 0.86
- `npm install @supermemory/ai-sdk` 证据：`packages/ai-sdk/README.md` Claim：`clm_0012` supported 0.86
- `pnpm add @supermemory/ai-sdk` 证据：`packages/ai-sdk/README.md` Claim：`clm_0013` supported 0.86
- `yarn add @supermemory/ai-sdk` 证据：`packages/ai-sdk/README.md` Claim：`clm_0014` supported 0.86

## 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**：研究结论、引用和实验结果不能在安装前相信。
- **继续会触碰**：研究判断、命令执行、宿主 AI 配置

### 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_0003` supported 0.86
- **适合人群线索：希望把专业流程带进宿主 AI 的用户**（supported）：有 supported claim 或项目证据支撑，但仍不等于真实安装效果。 证据：`skills/supermemory/SKILL.md` Claim：`clm_0004` supported 0.86
- **能力存在：AI Skill / Agent 指令资产库**（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：`skills/supermemory/SKILL.md` Claim：`clm_0001` 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`, `apps/docs/install.md`, `packages/agent-framework-python/README.md`, `packages/ai-sdk/README.md` 等 Claim：`clm_0002` 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_0005` supported 0.86

### 现在还不能相信

- **研究结论、引用和实验结果不能在安装前相信。**（unverified）：研究 Skill 可以组织问题和路径，但不能替代真实资料检索、论文核验和实验复现。
- **是否适合你的具体研究领域不能直接相信。**（unverified）：Skill 覆盖很多研究主题，不代表对你的领域、资料要求和可信度标准足够。
- **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。 证据：`CLAUDE.md`, `skills/supermemory/SKILL.md`
- **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

- **研究判断**：问题拆解、资料路径、实验路径、结论结构和可信度判断。 原因：研究型 Skill 可能让输出看起来更专业，但不能替代真实证据核验。
- **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`, `apps/docs/install.md`, `packages/agent-framework-python/README.md`, `packages/ai-sdk/README.md` 等
- **宿主 AI 配置**：Claude/Codex/Cursor/Gemini/OpenCode 等宿主的 plugin、Skill 或规则加载配置。 原因：宿主配置会改变 AI 后续工作方式，可能和用户已有规则冲突。 证据：`CLAUDE.md`, `skills/supermemory/SKILL.md`
- **本地环境或项目文件**：安装结果、插件缓存、项目配置或本地依赖目录。 原因：安装前无法证明写入范围和回滚方式，需要隔离验证。 证据：`README.md`, `apps/docs/install.md`, `packages/agent-framework-python/README.md`, `packages/ai-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：`apps/docs/install.md`, `apps/docs/migration/mem0-migration-script.py`, `apps/mcp/README.md`, `packages/agent-framework-python/README.md` 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**：先验证它能否正确界定研究问题和证据边界，不要先相信研究输出。（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。）
- **先备份宿主 AI 配置**：Skill、plugin、规则文件可能改变 Claude/Cursor/Codex 的默认行为。（适用：存在插件 manifest、Skill 或宿主规则入口时。）
- **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。
- **准备移除宿主 plugin / Skill / 规则入口**：如果试装后行为异常，可以把宿主 AI 恢复到试装前状态。
- **保留资料和结论核验清单**：如果后续发现引用或实验路径不可靠，可以回到证据边界阶段重新校验。
- **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_0029` 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`, `apps/docs/install.md`, `packages/agent-framework-python/README.md`, `packages/ai-sdk/README.md` 等 Claim：`clm_0030` 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

- **AI Skill / Agent 指令资产库**：先基于 role_skill_index / evidence_index 帮用户挑选可用角色、Skill 或工作流。 边界：可做安装前 Prompt 体验。 证据：`skills/supermemory/SKILL.md` Claim：`clm_0001` supported 0.86
- **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`, `apps/docs/install.md`, `packages/agent-framework-python/README.md`, `packages/ai-sdk/README.md` 等 Claim：`clm_0002` supported 0.86

### 上下文规模

- 文件总数：809
- 重要文件覆盖：40/809
- 证据索引条目：79
- 角色 / Skill 条目：1

### 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 supermemory 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 supermemory 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 supermemory 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 1 个角色 / Skill / 项目文档条目。

- **supermemory**（skill）：Supermemory is a state-of-the-art memory and context infrastructure for AI agents. Use this skill when building applications that need persistent memory, user personalization, long-term context retention, or semantic search across knowledge bases. It provides Memory API for learned user context, User Profiles for static/dynamic facts, and RAG for semantic search. Perfect for chatbots, assistants, and knowledge-inten… 激活提示：当用户任务与“supermemory”描述的流程高度相关时，先用它做安装前体验，再决定是否安装。 证据：`skills/supermemory/SKILL.md`

## 证据索引

- 共索引 79 条证据。

- **supermemory Docs**（documentation）：supermemory Docs 证据：`apps/docs/README.md`
- **Use Supermemory**（documentation）：State-of-the-art memory and context engine for AI. And yes - you can use it as a company/personal brain. 证据：`README.md`
- **supermemory Browser Extension**（documentation）：supermemory Browser Extension 证据：`apps/browser-extension/README.md`
- **Supermemory MCP Server 4.0**（documentation）：A standalone MCP Model Context Protocol server for Supermemory that gives AI assistants persistent memory across conversations. Built on Cloudflare Workers with Durable Objects for scalable, persistent connections. 证据：`apps/mcp/README.md`
- **Memory Graph Playground**（documentation）：A demo app showcasing the @supermemory/memory-graph package. 证据：`apps/memory-graph-playground/README.md`
- **Raycast Extension for Supermemory**（documentation）：A Raycast extension that lets you add memories and search through your Supermemory collection directly from Raycast. 证据：`apps/raycast-extension/README.md`
- **supermemory Consumer**（documentation）：supermemory Consumer 证据：`apps/web/README.md`
- **Supermemory Microsoft Agent Framework SDK**（documentation）：Supermemory Microsoft Agent Framework SDK 证据：`packages/agent-framework-python/README.md`
- **supermemory AI SDK Utilities**（documentation）：Vercel AI SDK utilities for supermemory 证据：`packages/ai-sdk/README.md`
- **Supermemory Cartesia SDK**（documentation）：Memory-enhanced voice agents with Supermemory https://supermemory.ai and Cartesia Line https://cartesia.ai/agents . 证据：`packages/cartesia-sdk-python/README.md`
- **@supermemory/memory-graph**（documentation）：Interactive graph visualization for documents and their memory connections. 证据：`packages/memory-graph/README.md`
- **Supermemory OpenAI Python SDK**（documentation）：Memory tools and middleware for OpenAI with Supermemory integration. 证据：`packages/openai-sdk-python/README.md`
- **Supermemory Pipecat SDK**（documentation）：Memory-enhanced conversational AI pipelines with Supermemory https://supermemory.ai and Pipecat https://github.com/pipecat-ai/pipecat . 证据：`packages/pipecat-sdk-python/README.md`
- **@supermemory/tools**（documentation）：Memory tools for AI SDK, OpenAI, and Mastra with supermemory 证据：`packages/tools/README.md`
- **Supermemory Claude Skill**（documentation）：A comprehensive Claude skill that teaches AI agents about Supermemory - the state-of-the-art memory and context infrastructure for building personalized, context-aware AI applications. 证据：`skills/supermemory/README.md`
- **Package**（package_manifest）：{ "name": "supermemory", "private": true, "scripts": { "build": "turbo run build", "dev": "turbo run dev", "dev:local": "turbo run dev:app", "format-lint": "bunx biome check --write", "check-types": "turbo run check-types", "sentry:sourcemaps": " SENTRY RELEASE=$ sentry-cli releases propose-version && sentry-cli releases new $ SENTRY RELEASE --org=supermemory --project=consumer-app && sentry-cli sourcemaps upload --org=supermemory --project=consumer-app --release=$ SENTRY RELEASE --strip-prefix 'dist/..' dist", "postbuild": "bun run sentry:sourcemaps" }, "engines": { "node": " =20" }, "packageManager": "bun@1.3.6", "workspaces": "apps/ ", "!apps/raycast-extension", "!tools/test/chatapp", "p… 证据：`package.json`
- **Package**（package_manifest）：{ "name": "supermemory-browser-extension", "description": "Browser extension for the supermemory app", "private": true, "version": "0.0.1", "type": "module", "scripts": { "dev": "wxt --port 3001", "dev:firefox": "wxt -b firefox", "build": "wxt build", "build:firefox": "wxt build -b firefox", "zip": "wxt zip", "zip:firefox": "wxt zip -b firefox", "compile": "tsc --noEmit", "postinstall": "wxt prepare" }, "dependencies": { "@tailwindcss/vite": "^4.1.12", "@tanstack/react-query": "^5.81.2", "posthog-js": "^1.261.7", "react": "19.2.2", "react-dom": "19.2.2", "tailwindcss": "^4.1.12", "turndown": "^7.1.3" }, "devDependencies": { "@types/chrome": "^0.1.4", "@types/react": "^19.1.2", "@types/react… 证据：`apps/browser-extension/package.json`
- **Package**（package_manifest）：{ "name": "@repo/docs", "module": "index.ts", "type": "module", "private": true, "portless": { "name": "docs.dev.supermemory", "script": "dev:app", "appPort": 3003 }, "scripts": { "dev": "portless", "dev:app": "bunx mintlify@latest dev --no-open --port 3003" }, "devDependencies": { "@types/bun": "latest", "mintlify": "^4.2.112", "typescript": "^5.9.2" }, "dependencies": { "supermemory": "3.10.0" } } 证据：`apps/docs/package.json`
- **Package**（package_manifest）：{ "name": "supermemory-mcp", "version": "4.0.0", "type": "module", "portless": { "name": "mcp.dev.supermemory", "script": "dev:app" }, "scripts": { "build:ui": "vite build", "dev": "portless", "dev:app": "vite build && wrangler dev --port ${PORT:-8788}", "deploy": "vite build && wrangler deploy --minify", "cf-typegen": "wrangler types --env-interface CloudflareBindings", "test:e2e": "vitest run" }, "dependencies": { "@cloudflare/workers-oauth-provider": "^0.2.2", "@modelcontextprotocol/ext-apps": "^1.0.0", "@modelcontextprotocol/sdk": "^1.25.2", "agents": "^0.3.5", "hono": "^4.11.1", "posthog-node": "^5.18.0", "supermemory": "^4.0.0", "zod": "^3.25.76" }, "devDependencies": { "@cloudflare/w… 证据：`apps/mcp/package.json`
- **Package**（package_manifest）：{ "name": "memory-graph-playground", "version": "0.1.0", "private": true, "portless": { "name": "graph.dev.supermemory", "script": "dev:app" }, "scripts": { "dev": "portless", "dev:app": "next dev --port ${PORT:-3004}", "build": "next build", "start": "next start" }, "dependencies": { "@supermemory/memory-graph": "workspace: ", "next": "16.0.7", "react": "19.2.0", "react-dom": "19.2.0" }, "devDependencies": { "@tailwindcss/postcss": "^4", "@types/node": "^20", "@types/react": "^19", "@types/react-dom": "^19", "babel-plugin-react-compiler": "1.0.0", "tailwindcss": "^4", "typescript": "^5" } } 证据：`apps/memory-graph-playground/package.json`
- **Package**（package_manifest）：{ "$schema": "https://www.raycast.com/schemas/extension.json", "name": "supermemory", "title": "Supermemory", "description": "Add and search memories with your personal AI-powered knowledge base", "icon": "extension-icon.png", "author": "supermemory", "contributors": "xmok", "maheshthedev" , "platforms": "macOS", "Windows" , "categories": "Productivity", "Web" , "license": "MIT", "commands": { "name": "add-memory", "title": "Add Memory", "subtitle": "Supermemory", "description": "Add text, URLs, or documents to your supermemory knowledge base", "mode": "view" }, { "name": "search-memories", "title": "Search Memories", "subtitle": "Supermemory", "description": "Search through your saved memo… 证据：`apps/raycast-extension/package.json`
- **Package**（package_manifest）：{ "name": "@repo/web", "version": "0.1.0", "private": true, "portless": { "name": "app.dev.supermemory", "script": "dev:app" }, "scripts": { "dev": "portless", "dev:app": "next dev --port ${PORT:-3000}", "build": "next build", "start": "next start", "lint": "biome check --write", "preview": "opennextjs-cloudflare build && opennextjs-cloudflare preview", "deploy": "opennextjs-cloudflare build && opennextjs-cloudflare deploy", "upload": "opennextjs-cloudflare build && opennextjs-cloudflare upload", "cf-typegen": "wrangler types --env-interface CloudflareEnv cloudflare-env.d.ts", "sentry:sourcemaps": " SENTRY RELEASE=$ sentry-cli releases propose-version && sentry-cli releases new $ SENTRY REL… 证据：`apps/web/package.json`
- **Package**（package_manifest）：{ "name": "@supermemory/ai-sdk", "type": "module", "version": "1.0.8", "scripts": { "build": "tsdown", "dev": "tsdown --watch --ignore-watch .turbo", "check-types": "tsc --noEmit", "test": "vitest", "test:watch": "vitest --watch" }, "dependencies": { "@ai-sdk/openai": "^2.0.22", "@ai-sdk/provider": "^2.0.0", "ai": "^5.0.113", "supermemory": "^3.0.0-alpha.26" }, "devDependencies": { "@total-typescript/tsconfig": "^1.0.4", "@types/bun": "^1.2.21", "tsdown": "^0.14.2", "typescript": "^5.9.2", "vitest": "^3.2.4" }, "main": "./dist/index.js", "module": "./dist/index.js", "types": "./dist/index-Dk1U5LBS.d.ts", "exports": { ".": "./dist/index.js", "./package.json": "./package.json" }, "repository"… 证据：`packages/ai-sdk/package.json`
- **Package**（package_manifest）：{ "name": "docs-test", "version": "1.0.0", "private": true, "type": "module", "scripts": { "test": "bun run run.ts", "test:ts": "bun run run.ts typescript", "test:py": "bun run run.ts python", "test:integrations": "bun run run.ts integrations", "test:quickstart": "bun run run.ts quickstart", "test:sdk": "bun run run.ts sdk", "test:search": "bun run run.ts search" }, "dependencies": { "@ai-sdk/anthropic": "^3.0.15", "@ai-sdk/openai": "latest", "@anthropic-ai/sdk": "latest", "@supermemory/tools": "workspace: ", "ai": "latest", "dotenv": "latest", "openai": "latest", "supermemory": "latest", "zod": "latest" } } 证据：`packages/docs-test/package.json`
- **Package**（package_manifest）：{ "name": "@repo/hooks", "version": "0.0.0", "private": true } 证据：`packages/hooks/package.json`
- **Package**（package_manifest）：{ "name": "@repo/lib", "version": "0.0.0", "private": true, "type": "module", "exports": { "./ ": "./ " }, "dependencies": { "@ai-sdk/anthropic": "^1.2.12", "@ai-sdk/google": "^1.2.22", "@ai-sdk/groq": "^1.2.9", "@better-fetch/fetch": "^1.1.18", "@tanstack/react-query": "^5.90.14", "@tanstack/react-query-devtools": "^5.84.2", "ai-gateway-provider": "^0.0.11", "better-auth": "1.3.3", "clsx": "^2.1.1", "posthog-js": "^1.336.0", "sonner": "^2.0.5", "tailwind-merge": "^3.3.1", "zod": "^3.25.76" } } 证据：`packages/lib/package.json`
- **Package**（package_manifest）：{ "name": "@supermemory/memory-graph", "version": "0.2.3", "description": "Interactive graph visualization component for Supermemory - visualize and explore your memory connections", "type": "module", "main": "./src/index.tsx", "module": "./src/index.tsx", "types": "./src/index.tsx", "exports": { ".": "./src/index.tsx", "./mock-data": "./src/mock-data.ts", "./package.json": "./package.json" }, "files": "dist", "README.md" , "scripts": { "dev": "vite build --watch", "build": "vite build && tsc --emitDeclarationOnly", "check-types": "tsc --noEmit", "prepack": "bun run build && bun run scripts/swap-exports.ts pack", "postpack": "bun run scripts/swap-exports.ts unpack", "test": "vitest run" },… 证据：`packages/memory-graph/package.json`
- **Package**（package_manifest）：{ "name": "@supermemory/tools", "type": "module", "version": "2.0.0", "description": "Memory tools for AI SDK, OpenAI, Voltagent and Mastra with supermemory", "scripts": { "build": "tsdown", "dev": "tsdown --watch --ignore-watch .turbo", "check-types": "tsc --noEmit", "test": "vitest --testTimeout 100000", "test:watch": "vitest --watch --testTimeout 100000" }, "dependencies": { "@ai-sdk/anthropic": "^2.0.25", "@ai-sdk/openai": "^2.0.23", "ai": "^5.0.29", "lru-cache": "^11.2.6", "openai": "^4.104.0", "supermemory": "^3.0.0-alpha.26", "zod": "^4.1.5" }, "devDependencies": { "@ai-sdk/provider": "^3.0.0", "@anthropic-ai/sdk": "^0.65.0", "@voltagent/core": "^2.6.12", "@mastra/core": "^1.0.0", "@… 证据：`packages/tools/package.json`
- **Package**（package_manifest）：{ "name": "@repo/ui", "version": "0.0.0", "private": true, "type": "module", "exports": { "./ ": "./ " }, "dependencies": { "@pixi/react": "^8.0.3", "@radix-ui/react-accordion": "^1.2.11", "@radix-ui/react-alert-dialog": "^1.1.14", "@radix-ui/react-avatar": "^1.1.10", "@radix-ui/react-checkbox": "^1.3.2", "@radix-ui/react-collapsible": "^1.1.11", "@radix-ui/react-dialog": "^1.1.14", "@radix-ui/react-dropdown-menu": "^2.1.15", "@radix-ui/react-hover-card": "^1.1.15", "@radix-ui/react-label": "^2.1.7", "@radix-ui/react-popover": "^1.1.14", "@radix-ui/react-progress": "^1.1.7", "@radix-ui/react-scroll-area": "^1.2.9", "@radix-ui/react-select": "^2.2.5", "@radix-ui/react-separator": "^1.1.7", "… 证据：`packages/ui/package.json`
- **Package**（package_manifest）：{ "name": "@repo/validation", "version": "0.0.0", "private": true, "type": "module" } 证据：`packages/validation/package.json`
- **STEP 1: ASK ME THESE QUESTIONS**（documentation）：You are integrating Supermemory into my application. Supermemory provides user memory, semantic search, and automatic knowledge extraction for AI applications. 证据：`apps/docs/install.md`
- **Chat App - Test Application**（documentation）：This is a basic Next.js chat application created for testing the Supermemory packages and tools. It demonstrates how to integrate Supermemory with a simple chat interface. 证据：`packages/tools/test/chatapp/README.md`
- **Package**（package_manifest）：{ "name": "chatapp", "version": "0.1.0", "private": true, "scripts": { "dev": "next dev", "build": "next build", "start": "next start", "lint": "eslint" }, "dependencies": { "@ai-sdk/react": "3.0.160", "@posthog/ai": "^7.3.0", "@supermemory/tools": "1.4.1", "ai": "6.0.158", "next": "16.0.0", "openai": "^4.104.0", "posthog-node": "^5.0.0", "react": "19.2.0", "react-dom": "19.2.0", "zod": "^4.1.8" }, "devDependencies": { "@tailwindcss/postcss": "^4", "@types/node": "^20", "@types/react": "^19", "@types/react-dom": "^19", "eslint": "^9", "eslint-config-next": "16.0.0", "tailwindcss": "^4", "typescript": "^5" }, "overrides": { "ai": "6.0.158" } } 证据：`packages/tools/test/chatapp/package.json`
- **License**（source_file）：Permission is hereby granted, free of charge, to any person obtaining a copy of this software and associated documentation files the "Software" , to deal in the Software without restriction, including without limitation the rights to use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of the Software, and to permit persons to whom the Software is furnished to do so, subject to the following conditions: 证据：`packages/tools/LICENSE`
- **CLAUDE.md**（documentation）：This file provides guidance to Claude Code claude.ai/code when working with code in this repository. 证据：`CLAUDE.md`
- **AGENTS.md**（documentation）：This package adds persistent memory to Pipecat voice AI pipelines using Supermemory. 证据：`packages/pipecat-sdk-python/Agents.md`
- **Contributing to supermemory**（documentation）：Thank you for your interest in contributing to supermemory! We welcome contributions from developers of all skill levels. This guide will help you get started with contributing to our AI-powered memory layer API. 证据：`CONTRIBUTING.md`
- **Supermemory: Memory Infrastructure for AI Agents**（skill_instruction）：Supermemory: Memory Infrastructure for AI Agents 证据：`skills/supermemory/SKILL.md`
- **License**（source_file）：Permission is hereby granted, free of charge, to any person obtaining a copy of this software and associated documentation files the "Software" , to deal in the Software without restriction, including without limitation the rights to use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of the Software, and to permit persons to whom the Software is furnished to do so, subject to the following conditions: 证据：`LICENSE`
- **License**（source_file）：Permission is hereby granted, free of charge, to any person obtaining a copy of this software and associated documentation files the "Software" , to deal in the Software without restriction, including without limitation the rights to use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of the Software, and to permit persons to whom the Software is furnished to do so, subject to the following conditions: 证据：`packages/agent-framework-python/LICENSE`
- **License**（source_file）：Permission is hereby granted, free of charge, to any person obtaining a copy of this software and associated documentation files the "Software" , to deal in the Software without restriction, including without limitation the rights to use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of the Software, and to permit persons to whom the Software is furnished to do so, subject to the following conditions: 证据：`packages/openai-sdk-python/LICENSE`
- **License**（source_file）：Apache License Version 2.0, January 2004 http://www.apache.org/licenses/ 证据：`skills/supermemory/LICENSE`
- **Memory Graph Changelog**（documentation）：To test changes, run these commands in separate terminals: 证据：`packages/memory-graph/CHANGELOG.md`
- **Tsconfig**（structured_config）：{ "compilerOptions": { "target": "ESNext", "module": "ESNext", "moduleResolution": "Bundler", "strict": true, "skipLibCheck": true, "lib": "ESNext" , "types": "@cloudflare/workers-types" , "jsx": "react-jsx", "jsxImportSource": "hono/jsx", "esModuleInterop": true, "resolveJsonModule": true, "outDir": "dist", "rootDir": "src", "paths": { " ": "./ " } }, "include": "src/ / " , "exclude": "node modules" } 证据：`apps/mcp/tsconfig.json`
- **Tsconfig**（structured_config）：{ "compilerOptions": { "target": "ES2020", "module": "ESNext", "moduleResolution": "bundler", "jsx": "react-jsx", "strict": true, "esModuleInterop": true, "skipLibCheck": true, "forceConsistentCasingInFileNames": true, "declaration": true, "declarationDir": "./dist", "emitDeclarationOnly": true, "outDir": "./dist", "rootDir": "./src", "paths": { "@/ ": "./src/ " } }, "include": "src" , "exclude": "node modules", "dist" } 证据：`packages/memory-graph/tsconfig.json`
- **Tsconfig**（structured_config）：{ "extends": "@total-typescript/tsconfig/bundler/dom/library-monorepo", "compilerOptions": { "baseUrl": ".", "paths": { "@/ ": "./ " , "@lib/ ": "../lib/ " }, "declaration": true, "declarationMap": true } } 证据：`packages/tools/tsconfig.json`
- **Index**（source_file）：import { DOMAINS, MESSAGE TYPES } from "../../utils/constants" import { DOMUtils } from "../../utils/ui-components" import { initializeChatGPT } from "./chatgpt" import { initializeClaude } from "./claude" import { initializeGrok } from "./grok" import { saveMemory, setupGlobalKeyboardShortcut, setupStorageListener, } from "./shared" import { initializeT3 } from "./t3" import { handleTwitterNavigation, initializeTwitter, openImportModal, updateTwitterImportUI, } from "./twitter" ⋮---- main ⋮---- const observeForDynamicChanges = = 证据：`apps/browser-extension/entrypoints/content/index.ts`
- **Types**（source_file）：export type ToastState = "loading" "success" "error" export interface ExtensionMessage { isFolderImport?: boolean bookmarkCollectionId?: string action?: string type?: string data?: unknown state?: ToastState importedMessage?: string totalImported?: number actionSource?: string selectedProject?: { id: string name: string containerTag: string } } export interface MemoryData { html?: string markdown?: string content?: string highlightedText?: string url?: string ogImage?: string title?: string } export interface MemoryPayload { containerTags?: string content: string metadata: { sm source: string key: string : unknown } customId?: string } export interface TwitterMemoryMetadata { sm source: "tw… 证据：`apps/browser-extension/utils/types.ts`
- **Copy to .dev.vars for wrangler dev . Optional when running via bun run dev**（source_file）：Copy to .dev.vars for wrangler dev . Optional when running via bun run dev portless — that injects API URL and MCP URL automatically. 证据：`apps/mcp/.dev.vars.example`
- **prod**（source_file）：dev .yarn/ !.yarn/releases .vscode/ !.vscode/launch.json !.vscode/ .code-snippets .idea/workspace.xml .idea/usage.statistics.xml .idea/shelf 证据：`apps/mcp/.gitignore`
- **Auth.Test**（source_file）：import { describe, expect, it } from "vitest" import { MCP URL, ORIGIN } from "./helpers" ⋮---- const mcpHeaders = auth?: string = 证据：`apps/mcp/e2e/auth.test.ts`
- **Capture Oauth Token**（source_file）：import { createHash, randomBytes } from "node:crypto" import { createServer } from "node:http" import { exec } from "node:child process" ⋮---- const b64url = b: Buffer async function main 证据：`apps/mcp/e2e/capture-oauth-token.ts`
- **Discovery.Test**（source_file）：import { afterAll, beforeAll, describe, expect, it } from "vitest" import { API KEY, callTool, connect, textOf, type Session } from "./helpers" 证据：`apps/mcp/e2e/discovery.test.ts`
- **Graph.Test**（source_file）：import { afterAll, beforeAll, describe, expect, it } from "vitest" import { API KEY, callTool, connect, type Session, textOf } from "./helpers" 证据：`apps/mcp/e2e/graph.test.ts`
- **Helpers**（source_file）：import { Client } from "@modelcontextprotocol/sdk/client/index.js" import { StreamableHTTPClientTransport } from "@modelcontextprotocol/sdk/client/streamableHttp.js" ⋮---- export type AuthServerMetadata = { authorization endpoint: string token endpoint: string registration endpoint: string grant types supported?: string code challenge methods supported?: string response types supported?: string } export async function authServerMetadata : Promise structuredContent?: unknown isError?: boolean } export function textOf res: CallResult : string export const sleep = ms: number export type Session = { client: Client; close: = Promise } export async function connect opts: { apiKey?: string; token?… 证据：`apps/mcp/e2e/helpers.ts`
- **Memory.Test**（source_file）：import { randomUUID } from "node:crypto" import { afterAll, beforeAll, describe, expect, it } from "vitest" import { API KEY, callTool, connect, forgetUntilForgotten, recallUntil, recallUntilAbsent, type Session, textOf, } from "./helpers" 证据：`apps/mcp/e2e/memory.test.ts`
- **Oauth.Test**（source_file）：import { afterAll, beforeAll, describe, expect, it } from "vitest" import { authServerMetadata, type AuthServerMetadata, callTool, connect, exchangeRefreshToken, OAUTH CLIENT ID, OAUTH REFRESH TOKEN, registerClient, type Session, textOf, } from "./helpers" 证据：`apps/mcp/e2e/oauth.test.ts`
- **Root Scope.Test**（source_file）：import { randomUUID } from "node:crypto" import { describe, expect, it } from "vitest" import { API KEY, callTool, connect, recallUntil, textOf } from "./helpers" type ToolLike = { name: string inputSchema?: { properties?: Record } } const propsOf = tools: ToolLike , name: string : Record 证据：`apps/mcp/e2e/root-scope.test.ts`
- **Mcp App**（source_file）：Memory Graph Loading memory graph... Fit Z Center C 100% − + Legend Documents Memories Recent Expiring Forgotten Derives Updates Extends 证据：`apps/mcp/mcp-app.html`
- **Auth**（source_file）：export interface AuthUser { userId: string apiKey: string email?: string name?: string } export function isApiKey token: string : boolean export async function validateApiKey apiKey: string, apiUrl: string, : Promise export async function validateOAuthToken token: string, apiUrl: string, : Promise 证据：`apps/mcp/src/auth.ts`
- 其余 19 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：`apps/docs/README.md`, `README.md`, `apps/browser-extension/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：`apps/docs/README.md`, `README.md`, `apps/browser-extension/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。

- **项目总览与系统架构**：importance `high`
  - source_paths: README.md, package.json, turbo.json, biome.json, portless.json
- **核心 SDK 与 Memory API**：importance `high`
  - source_paths: packages/tools/src/index.ts, packages/tools/src/ai-sdk.ts, packages/tools/src/claude-memory.ts, packages/tools/src/conversations-client.ts, packages/tools/src/mastra/index.ts
- **应用与用户界面**：importance `high`
  - source_paths: apps/web/app/layout.tsx, apps/web/app/(app)/page.tsx, apps/web/app/(app)/brain-home/page.tsx, apps/web/app/(app)/connect/page.tsx, apps/web/components/chat/index.tsx
- **集成、连接器、基准测试与部署运维**：importance `high`
  - source_paths: apps/docs/integrations/ai-sdk.mdx, apps/docs/integrations/langchain.mdx, apps/docs/integrations/langgraph.mdx, apps/docs/integrations/mastra.mdx, apps/docs/integrations/claude-code.mdx

## Repo Inspection Evidence / 源码检查证据

- repo_clone_verified: true
- repo_inspection_verified: true
- repo_commit: `24eb5a4367a8a288f7ff1d9609c3eb93a635a2e0`
- inspected_files: `README.md`, `package.json`, `packages/ui/package.json`, `packages/ui/components.json`, `packages/ui/tsconfig.json`, `packages/ui/biome.json`, `packages/tools/README.md`, `packages/tools/package.json`, `packages/tools/test-supermemory.ts`, `packages/tools/tsconfig.json`, `packages/tools/tsdown.config.ts`, `packages/agent-framework-python/pyproject.toml`, `packages/agent-framework-python/test_real.py`, `packages/agent-framework-python/README.md`, `packages/memory-graph/CHANGELOG.md`, `packages/memory-graph/README.md`, `packages/memory-graph/package.json`, `packages/memory-graph/tsconfig.json`, `packages/memory-graph/vite.config.ts`, `packages/pipecat-sdk-python/pyproject.toml`

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: 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/supermemoryai/supermemory | 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 2: 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 | https://github.com/supermemoryai/supermemory | 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。

- Trigger: no_demo
- Evidence: downstream_validation.risk_items | https://github.com/supermemoryai/supermemory | no_demo; severity=medium
- Hard boundary: 不要把这个坑点包装成已解决、已验证或可忽略，除非后续验证证据明确证明它已经关闭。

### Constraint 4: 存在评分风险

- Trigger: no_demo
- Why it matters: 风险会影响是否适合普通用户安装。
- Evidence: risks.scoring_risks | https://github.com/supermemoryai/supermemory | no_demo; severity=medium
- Hard boundary: 不要把这个坑点包装成已解决、已验证或可忽略，除非后续验证证据明确证明它已经关闭。

### Constraint 5: issue/PR 响应质量未知

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

### Constraint 6: 发布节奏不明确

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