# atlas-cms - 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 atlas-cms 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

## 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：`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` Claim：`clm_0002` supported 0.86

## 怎么开始

- `pip install -e .            # core (networkx, pathspec, typer)` 证据：`README.md` Claim：`clm_0004` supported 0.86
- `pip install -e ".[anthropic]"  # + Anthropic SDK for LLM summaries` 证据：`README.md` Claim：`clm_0005` supported 0.86
- `pip install pyinstaller` 证据：`README.md` Claim：`clm_0006` supported 0.86
- `claude mcp add cms -- cms mcp        # Claude Code` 证据：`README.md` Claim：`clm_0007` supported 0.86
- `pip install -e ".[dev]"` 证据：`README.md` Claim：`clm_0008` 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**：真实输出质量不能在安装前相信。
- **继续会触碰**：命令执行、宿主 AI 配置、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_0003` 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：`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` 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_0004` supported 0.86

### 现在还不能相信

- **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：`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。
- **安装命令是否需要网络、权限或全局写入？**（unverified）：这影响企业环境和个人环境的安装风险。 证据：`README.md`

### 继续会触碰什么

- **命令执行**：包管理器、网络下载、本地插件目录、项目配置或用户主目录。 原因：运行第一条命令就可能产生环境改动；必须先判断是否值得跑。 证据：`README.md`
- **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：`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`
- **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`, `SKILL.md`, `cms/providers.py`
- **宿主 AI 上下文**：AI Context Pack、Prompt Preview、Skill 路由、风险规则和项目事实。 原因：导入上下文会影响宿主 AI 后续判断，必须避免把未验证项包装成事实。

### 最小安全下一步

- **先跑 Prompt Preview**：用安装前交互式试用判断工作方式是否匹配，不需要授权或改环境。（适用：任何项目都适用，尤其是输出质量未知时。）
- **只在隔离目录或测试账号试装**：避免安装命令污染主力宿主 AI、真实项目或用户主目录。（适用：存在命令执行、插件配置或本地写入线索时。）
- **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。
- **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` 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

- **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：`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` Claim：`clm_0002` supported 0.86

### 上下文规模

- 文件总数：66
- 重要文件覆盖：40/66
- 证据索引条目：52
- 角色 / Skill 条目：7

### 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 atlas-cms 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 atlas-cms 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 atlas-cms 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 7 个角色 / Skill / 项目文档条目。

- **Install**（project_doc）：Every codebase, mapped. Ground truth for AI 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`
- **Atlas operations — this machine's setup**（project_doc）：Atlas operations — this machine's setup 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/ATLAS_OPERATIONS.md`
- **atlas**（skill）：- 激活提示：当用户任务与“atlas”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：`SKILL.md`
- **Contributors and provenance**（project_doc）：Atlas is the result of a collaborative development process involving human direction and several AI systems. This document records that process without substituting acknowledgements for Git's authorship 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：`CONTRIBUTORS.md`
- **Codebase Memory System CMS — Design Spec & Build Plan**（project_doc）：Codebase Memory System CMS — Design Spec & Build Plan 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：`codebase_memory_system_design_spec.md`
- **Hermes Sentinel**（project_doc）：Hermes Sentinel is CMS's built-in bug-finding, feature-auditing, workflow-verification and completion-gate system. It inspects the codebase the memory layer describes and answers one question honestly: is what we claim built actually complete, wired, tested and consistent? 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/HERMES_SENTINEL.md`
- **Codebase Memory System - Build Updates & Living Notes**（project_doc）：Codebase Memory System - Build Updates & Living Notes 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：`updates.md`

## 证据索引

- 共索引 52 条证据。

- **Install**（documentation）：Every codebase, mapped. Ground truth for AI agents. 证据：`README.md`
- **Atlas operations — this machine's setup**（documentation）：Atlas operations — this machine's setup 证据：`docs/ATLAS_OPERATIONS.md`
- **▲ Atlas — Codebase Memory System: the agent's manual**（skill_instruction）：▲ Atlas — Codebase Memory System: the agent's manual 证据：`SKILL.md`
- **License**（source_file）：GNU AFFERO GENERAL PUBLIC LICENSE Version 3, 19 November 2007 证据：`LICENSE`
- **Contributors and provenance**（documentation）：Atlas is the result of a collaborative development process involving human direction and several AI systems. This document records that process without substituting acknowledgements for Git's authorship history. 证据：`CONTRIBUTORS.md`
- **Codebase Memory System CMS — Design Spec & Build Plan**（documentation）：Codebase Memory System CMS — Design Spec & Build Plan 证据：`codebase_memory_system_design_spec.md`
- **Hermes Sentinel**（documentation）：Hermes Sentinel is CMS's built-in bug-finding, feature-auditing, workflow-verification and completion-gate system. It inspects the codebase the memory layer describes and answers one question honestly: is what we claim built actually complete, wired, tested and consistent? 证据：`docs/HERMES_SENTINEL.md`
- **@memory:feature:CodebaseChat**（source_file）：CHAT MAX TOKENS = 1600 HISTORY TURNS = 6 TRANSCRIPT = "chat.jsonl" ⋮---- CHAT PROMPT = """You are Atlas, the memory layer of the codebase "{project}", talking to its OWNER. ⋮---- class ChatError RuntimeError ⋮---- def trim text, n=400 ⋮---- text = str text or "" .strip ⋮---- @memory:feature:CodebaseChat @memory:connects:QueryEngine, FeatureTracing, FeatureExpectationReview, HermesSentinel @memory:summary:Assembles the cross-layer evidence pack one question needs — ranked hits, matched feature traces+reviews, app review, Sentinel gate, pipeline state — for grounded plain-language answers. def build evidence root: Path, question: str - tuple dict, list str ⋮---- """Evidence pack + touched nod… 证据：`cms/chat.py`
- **── 1. declared features anchors ─────────────────────────────────────────**（source_file）：MAX FLOW DEPTH = 6 MAX FLOWS PER FEATURE = 8 ⋮---- @dataclass class Feature ⋮---- name: str description: str = "" source: str = "declared" members: list str = field default factory=list entry points: list str = field default factory=list flows: list list dict = field default factory=list connects: list str = field default factory=list narrative: str = "" narrative provider: str = "" ⋮---- @property def node id self - str ⋮---- ── 1. declared features anchors ───────────────────────────────────────── ⋮---- def collect declared features graph: nx.DiGraph - dict str, Feature ⋮---- features: dict str, Feature = {} ⋮---- anchors = attrs.get "anchors" or {} ⋮---- feat = features.setdefault name,… 证据：`cms/features.py`
- **-- calls ---------------------------------------------------------**（source_file）：@dataclass class Component ⋮---- kind: str name: str qualname: str start line: int end line: int signature: str = "" docstring: str = "" bases: list str = field default factory=list parent scope: str None = None qualname of enclosing class/func, None if top-level parent is class: bool = False ⋮---- @dataclass class FileInfo ⋮---- record: FileRecord components: list Component = field default factory=list imported modules: list str = field default factory=list full dotted names alias to module: dict str, str = field default factory=dict "np" - "numpy" from imports: dict str, tuple str, str = field default factory=dict calls: list tuple str, tuple = field default factory=list anchor groups: li… 证据：`cms/graph_builder.py`
- **Impact**（source_file）：@dataclass class Impact ⋮---- target: str functions: list str = field default factory=list files: list str = field default factory=list features: list str = field default factory=list tests: list str = field default factory=list ⋮---- @property def total self - int ⋮---- def resolve target graph: nx.DiGraph, target: str - str None ⋮---- nid = f"{kind}:{path}::{qual}" ⋮---- matches = ⋮---- def is test path: str - bool ⋮---- name = path.rsplit "/", 1 -1 ⋮---- def analyze impact graph: nx.DiGraph, target: str - Impact None ⋮---- node id = resolve target graph, target ⋮---- affected: set str = set frontier = node id ⋮---- current = frontier.pop ⋮---- attrs = graph.nodes current ⋮---- file id =… 证据：`cms/impact.py`
- **Intent**（source_file）：def infer goal root: Path - tuple str, str ⋮---- branch = git root, "rev-parse", "--abbrev-ref", "HEAD" or "" .strip ⋮---- readable = branch.rsplit "/", 1 -1 .replace "-", " " .replace " ", " " .strip ⋮---- subject = git root, "log", "-1", "--format=%s" or "" .strip ⋮---- def capture intent root: Path, goal: str None = None, base: str = "HEAD", top k: int = 8 - dict ⋮---- root = root.resolve source = "explicit" ⋮---- goal = " unstated " source = "none" ⋮---- memory dir = root / config.MEMORY DIR NAME mem = CodebaseMemory.load memory dir / "graph.json" pack = build task pack mem, root, goal, top k=top k 证据：`cms/intent.py`
- **named ES import bindings: import Default, { a, b as c } from './x'**（source_file）：CLASS = re.compile r"^\s ?:export\s+ ? ?:default\s+ ? ?:abstract\s+ ?class\s+ A-Za-z $ \w$ " TYPEISH = re.compile r"^\s ?:export\s+ ? ?:default\s+ ? ?:declare\s+ ? ?:interface type enum \s+ A-Za-z $ \w$ " FUNC = re.compile r"^\s ?:export\s+ ? ?:default\s+ ? ?:async\s+ ?function\s \ ?\s A-Za-z $ \w$ " CONST = re.compile r"^\s ?:export\s+ ? ?:default\s+ ? ?:const let var \s+ A-Za-z $ \w$ \s ?::\s ^= +? ?=\s . $" ⋮---- IMPORT FROM = re.compile r""" ?:import export \b ^;'" ?\bfrom\s '" ^'" + '" """ IMPORT BARE = re.compile r"""^\s import\s+ '" ^'" + '" """, re.M REQUIRE = re.compile r"""\brequire\s \ \s '" ^'" + '" \s \ """ DYNIMPORT = re.compile r"""\bimport\s \ \s '" ^'" + '" \s \ """ ⋮---- L… 证据：`cms/js_parser.py`
- **Never create .memory/ in a project that has no memory layer yet —**（source_file）：PROTOCOL VERSION = "2024-11-05" HISTORY FOR MCP = 6 ⋮---- TOOLS = ⋮---- def discover root start: Path - Path ⋮---- class MCPServer ⋮---- def init self, root: Path - None ⋮---- def memory self - CodebaseMemory ⋮---- mtime = self.graph path.stat .st mtime ⋮---- def log self, tool: str, nodes: list str , label: str = "" - None ⋮---- Never create .memory/ in a project that has no memory layer yet — the feed is cosmetic and must not scribble on un-mapped repos. ⋮---- ── tool implementations ──────────────────────────────────────────── ⋮---- def query codebase self, query: str, top k: int = 5 - list dict ⋮---- def get file summary self, path: str - dict ⋮---- graph = self.memory .graph node id =… 证据：`cms/mcp.py`
- **Providers**（source_file）：class SummaryProvider Protocol ⋮---- name: str ⋮---- def summarize self, prompt: str, context: dict - str: ... ⋮---- class AnthropicProvider ⋮---- name = "anthropic" ⋮---- def init self, model: str None = None - None ⋮---- def summarize self, prompt: str, context: dict - str ⋮---- kwargs = {} ⋮---- response = self. client.messages.create ⋮---- class OpenAICompatProvider ⋮---- name = "openai" ⋮---- def init self, base url: str None = None, model: str None = None - None ⋮---- body = { ⋮---- payload = json.dumps body .encode "utf-8" request = urllib.request.Request ⋮---- data = json.loads resp.read .decode "utf-8" ⋮---- class MockProvider ⋮---- name = "mock" ⋮---- path = context.get "path", "?… 证据：`cms/providers.py`
- **Review**（source_file）：VERDICTS = "aligned", "partial", "drift", "unverified" ⋮---- FEATURE REVIEW PROMPT = """You are reviewing one feature of an application on behalf of its END USER. ⋮---- APP REVIEW PROMPT = """You are writing the END USER a top-level review of their application, based on per-feature reviews. ⋮---- def app context root: Path - str ⋮---- readme = root / "README.md" ⋮---- lines = readme.read text encoding="utf-8", errors="replace" .splitlines ⋮---- def flow lines feat: dict - str ⋮---- out = ⋮---- def member summaries graph: nx.DiGraph, feat: dict - str ⋮---- a = graph.nodes m head = a.get "summary" or a.get "docstring" or "" .strip .splitlines ⋮---- def parse json raw: str - dict None ⋮---- ma… 证据：`cms/review.py`
- **prune ignored / out-of-scope directories in place so os.walk skips them**（source_file）：@dataclass class FileRecord ⋮---- rel path: str abs path: str size bytes: int line count: int mtime: float language: str ⋮---- def to dict self - dict ⋮---- def load ignore spec root: Path - pathspec.PathSpec ⋮---- lines = list DEFAULT IGNORES gitignore = root / ".gitignore" ⋮---- cmsignore = root / CMSIGNORE FILENAME ⋮---- def count lines path: Path - int ⋮---- content = f.read ⋮---- def scan root: Path str - list FileRecord ⋮---- root = Path root .resolve spec = load ignore spec root scope = load scope root records: list FileRecord = ⋮---- dir rel = Path dirpath .relative to root .as posix prefix = "" if dir rel == "." else dir rel + "/" prune ignored / out-of-scope directories in place s… 证据：`cms/scanner.py`
- **Suggest**（source_file）：KINDS = "new-feature", "improvement", "hardening" ⋮---- SUGGEST PROMPT = """You are a pragmatic principal engineer planning the next moves for this app. ⋮---- def evidence graph: nx.DiGraph, root: Path - dict ⋮---- features = get features graph feature lines = untested = ⋮---- r = f.get "review" or {} gaps = "; ".join r.get "gaps" or :2 or "none noted" tests = len f.get "exercised by" or ⋮---- hot = sorted hotspots = ", ".join f"{p} {c} commits " for p, c, in hot or " no git history " ⋮---- coupling = ", ".join ⋮---- readme = root / "README.md" app context = "\n".join ⋮---- def sanitize item: dict - dict None ⋮---- title = str item.get "title", "" .strip ⋮---- value = max 1, min 5, int item… 证据：`cms/suggest.py`
- **@memory:feature:SummaryGenerator**（source_file）：PROMPT TEMPLATE = """You are an expert senior software architect creating a LOW-RESOLUTION structural map of code for another AI agent. ⋮---- ANCHORS PROMPT SECTION = """ ⋮---- def anchor prompt lines context: dict - str ⋮---- lines: list str = ⋮---- def truncate source source: str, budget: int = config.MAX SOURCE CHARS - str ⋮---- head = int budget 2 / 3 tail = budget - head ⋮---- def file context graph: nx.DiGraph, file id: str - dict ⋮---- attrs = graph.nodes file id components = ⋮---- c = graph.nodes child ⋮---- imports = sorted ⋮---- def component slice summary: str, name: str - str ⋮---- lines = summary.splitlines pattern = re.compile rf"\b{re.escape name }\b" ⋮---- block = line.strip… 证据：`cms/summarizer.py`
- **── Hermes Sentinel API ──────────────────────────────────────**（source_file）：ASSETS DIR = Path sys. MEIPASS / "cms" / "ui assets" ⋮---- ASSETS DIR = Path file .parent / "ui assets" ⋮---- class MemoryCache ⋮---- def init self, graph path: Path - None ⋮---- def get self - CodebaseMemory None ⋮---- mtime = self.graph path.stat .st mtime ⋮---- def make handler root: Path, cache: MemoryCache ⋮---- memory dir = root / config.MEMORY DIR NAME ⋮---- sentinel state = {"running": False, "error": "", "finished at": 0.0} sentinel lock = threading.Lock build state = {"running": False, "error": "", "message": "", "finished at": 0.0} build lock = threading.Lock ⋮---- pkg dir = Path file .resolve .parent ⋮---- def newest code mtime - float ⋮---- boot code mtime = newest code mtime ⋮… 证据：`cms/ui.py`
- **Verify**（source_file）：COVERAGE RC = """\ ⋮---- def python - str ⋮---- def context to pytest id context: str, known files: list str - str None ⋮---- context = context.split " ", 1 0 .strip ⋮---- parts = context.split "." ⋮---- suffix = "/".join parts :cut + ".py" match = next ⋮---- tail = "::".join parts cut: ⋮---- def run coverage root: Path, pytest args: list str None = None - dict None ⋮---- """Run pytest under coverage with per-test contexts; return coverage JSON.""" ⋮---- rc = Path tmp / ".coveragerc" ⋮---- data file = Path tmp / ".coverage" json file = Path tmp / "coverage.json" env args = "--rcfile", str rc , "--data-file", str data file run = subprocess.run ⋮---- export = subprocess.run ⋮---- def map test… 证据：`cms/verify.py`
- **Pyproject**（source_file）：build-system requires = "setuptools =68" build-backend = "setuptools.build meta" 证据：`pyproject.toml`
- **reportMeta { margin: 10px 0 4px; }**（source_file）：Atlas · Discovery :root { --bg: 101114; --panel: 17181c; --line: 26272c; --ink: d7d9de; --ink-2: 9a9da6; --ink-3: 6b6e78; --accent: 3987e5; --amber: c98500; --green: 199e70; --red: e05252; --font: "Segoe UI", system-ui, sans-serif; --mono: "Cascadia Code", Consolas, monospace; } { box-sizing: border-box; margin: 0; } body { background: var --bg ; color: var --ink ; font: 13.5px/1.55 var --font ; } header { display: flex; align-items: center; gap: 14px; padding: 10px 20px; border-bottom: 1px solid var --line ; background: var --panel ; } header .mark { font-weight: 700; letter-spacing: .22em; } header .logo { width: 22px; height: 22px; } .lg-peak { fill: none; stroke: var --accent ; stroke-w… 证据：`cms/ui_assets/constellation.html`
- **app {**（source_file）：Atlas — Codebase Map :root { --bg: 0d0d0d; --surface: 1a1a19; --surface-2: 141413; --border: rgba 255,255,255,0.08 ; --border-strong: rgba 255,255,255,0.14 ; --ink: ffffff; --ink-2: c3c2b7; --ink-3: 898781; --accent: 3987e5; --grid: 2c2c2a; --radius: 8px; --font: system-ui, -apple-system, "Segoe UI", sans-serif; --mono: ui-monospace, "Cascadia Code", "Consolas", monospace; } { box-sizing: border-box; margin: 0; padding: 0; } html, body { height: 100%; } body { background: var --bg ; color: var --ink-2 ; font: 13px/1.5 var --font ; -webkit-font-smoothing: antialiased; overflow: hidden; } ::selection { background: rgba 57,135,229,0.35 ; } ::-webkit-scrollbar { width: 10px; height: 10px; } ::-… 证据：`cms/ui_assets/index.html`
- **app { display: grid; height: 100vh; grid-template-rows: 52px 1fr; grid-template-columns: 218px 1fr; }**（source_file）：Atlas — Hermes Sentinel :root { --bg: 0d0d0d; --surface: 1a1a19; --surface-2: 141413; --border: rgba 255,255,255,0.08 ; --border-strong: rgba 255,255,255,0.14 ; --ink: ffffff; --ink-2: c3c2b7; --ink-3: 898781; --accent: 3987e5; --radius: 8px; --font: system-ui, -apple-system, "Segoe UI", sans-serif; --mono: ui-monospace, "Cascadia Code", "Consolas", monospace; --sev-critical: ff6369; --sev-high: ffa14f; --sev-medium: e2c341; --sev-low: 6ca6f0; --sev-info: 898781; --ok: 4fc26b; } { box-sizing: border-box; margin: 0; padding: 0; } html, body { height: 100%; } body { background: var --bg ; color: var --ink-2 ; font: 13px/1.5 var --font ; -webkit-font-smoothing: antialiased; overflow: hidden; }… 证据：`cms/ui_assets/sentinel.html`
- **Codebase Memory System - Build Updates & Living Notes**（documentation）：Codebase Memory System - Build Updates & Living Notes 证据：`updates.md`
- **Feature Ledger**（structured_config）：{ "about": "Feature completion ledger audited by Hermes Sentinel cms sentinel . Statuses: not started in progress blocked complete.", "features": { "feature": "ActivityPulse", "status": "in progress", "evidence": { "files": "cms/activity.py" , "database": ".memory/graph.json" , "api": , "ui": , "tests": , "manual verification": "" }, "known limitations": "no verifying tests mapped yet" , "last verified": "2026-07-05" }, { "feature": "AgentMemoryAccess", "status": "in progress", "evidence": { "files": "cms/mcp.py" , "database": ".memory/graph.json" , "api": , "ui": , "tests": , "manual verification": "" }, "known limitations": "no verifying tests mapped yet" , "last verified": "2026-07-05" }… 证据：`docs/feature_ledger.json`
- **Sentinel.Config**（structured_config）：{ "fail on": "critical" , "warn on": "high", "medium" , "ignore paths": } 证据：`sentinel.config.json`
- **Project-specific ignore patterns for CMS gitignore syntax .**（source_file）：Project-specific ignore patterns for CMS gitignore syntax . These extend the built-in defaults in cms/config.py. 证据：`.cmsignore`
- **Python**（source_file）：Python pycache / .pyc .venv/ .egg-info/ .pytest cache/ .coverage 证据：`.gitignore`
- **Cms**（source_file）：@echo off REM Atlas launcher - runs the CLI via the repo's .venv, falling back to the REM python on PATH AVG blocks the unsigned CMS.exe, so we run from source . REM Double-click for the app UI , or: CMS.bat query "..." CMS.bat align "..." etc. setlocal set "CMS PY=%~dp0.venv\Scripts\python.exe" if not exist "%CMS PY%" where python nul 2 nul if errorlevel 1 echo Atlas setup incomplete: no .venv at "%~dp0.venv" and no python on PATH. echo Recreate it with: py -3.11 -m venv .venv ^&^& .venv\Scripts\pip install -e . dev,anthropic exit /b 9009 set "CMS PY=python" "%CMS PY%" -m cms.cli % set "RC=%ERRORLEVEL%" REM Pause only on double-click no args so the window stays readable on errors; REM neve… 证据：`CMS.bat`
- **Init**（source_file）：all = "CodebaseMemory", "QueryResult", "FileRecord", "scan" version = "0.1.0" 证据：`cms/__init__.py`
- **Activity**（source_file）：ACTIVITY FILE = "activity.jsonl" MAX BYTES = 128 000 KEEP LINES = 120 MAX NODES PER EVENT = 40 ⋮---- def log activity memory dir: Path, tool: str, nodes: list str , label: str = "" - None ⋮---- path = memory dir / ACTIVITY FILE entry = { ⋮---- lines = path.read text encoding="utf-8" .splitlines -KEEP LINES: ⋮---- def read activity memory dir: Path, since: float - list dict ⋮---- events = ⋮---- entry = json.loads line 证据：`cms/activity.py`
- **untracked, not-ignored files show up as "?? path" in porcelain status**（source_file）：ALIGN DIR = "align" CRITICAL = "critical" ⋮---- def git changed files root: Path, base: str = "HEAD" - list str ⋮---- root = root.resolve ⋮---- prefix = git root, "rev-parse", "--show-prefix" or "" .strip ⋮---- raw: set str = set tracked = git root, "diff", "--name-only", base ⋮---- untracked, not-ignored files show up as "?? path" in porcelain status status = git root, "status", "--porcelain", "--untracked-files=all" ⋮---- path = line 3: .strip if len line 3 else "" ⋮---- out: set str = set ⋮---- path = path.replace "\\", "/" .strip '"' ⋮---- path = path len prefix : ⋮---- ── graph helpers ─────────────────────────────────────────────────────────── ⋮---- def touched features graph: nx.DiGr… 证据：`cms/align.py`
- **App**（source_file）：def workspace config path - Path ⋮---- def load workspace root - Path None ⋮---- ws = workspace config path ⋮---- saved = Path json.loads ws.read text encoding="utf-8" "root" ⋮---- def save workspace root root: Path - None ⋮---- def first run setup echo - Path None ⋮---- chosen = pick folder "Choose the codebase folder for Atlas" ⋮---- root = Path chosen .expanduser .resolve ⋮---- raw = input "\nProject root directory or Q to quit : " .strip .strip '"' .strip "'" ⋮---- root = Path raw .expanduser ⋮---- root = root.resolve found = len scan root ⋮---- def resolve root explicit: Path None, echo=print - Path None ⋮---- """Explicit --root wins; else the saved workspace the last codebase you chos… 证据：`cms/app.py`
- **── generation ───────────────────────────────────────────────────────────**（source_file）：BRAINSTORM DIR = Path.home / ".cms" / "brainstorm" IDEAS PER BATCH = 10 GEN MAX TOKENS = 1500 DEFAULT TEMPERATURE = 1.0 ⋮---- GEN PROMPT = """You are a prolific concept generator producing GENUINELY NEW ideas for one builder. ⋮---- MODE RANDOM = """MODE: unconstrained. Ideas must be NEW CONCEPTS — unrelated to the ⋮---- MODE PROJECT = """MODE: grounded in the project "{name}". ⋮---- class BrainstormError RuntimeError ⋮---- def read name: str, default ⋮---- def write name: str, payload - None ⋮---- def load ideas - dict ⋮---- def load goals - list dict ⋮---- def add goal text: str - list dict ⋮---- text = text or "" .strip ⋮---- goals = load goals gid = hashlib.sha1 text.lower .encode .hexdi… 证据：`cms/brainstorm.py`
- **Bundle**（source_file）：BUNDLE SUFFIX = ".cmsbundle" ⋮---- def version - str ⋮---- def default bundle name root: Path - str ⋮---- """Zip the generated memory + optional source snapshot into a bundle.""" root = Path root .resolve memory dir = root / config.MEMORY DIR NAME ⋮---- out path = Path out path .resolve if out path else Path.cwd / default bundle name root ⋮---- out path = out path.with suffix BUNDLE SUFFIX ⋮---- source records = ⋮---- source records = scan root ⋮---- manifest = { ⋮---- mem count = 0 ⋮---- arc = Path config.MEMORY DIR NAME / p.relative to memory dir .as posix ⋮---- sp = scope path root ⋮---- def read manifest bundle path: Path - dict ⋮---- def open bundle bundle path: Path, dest: Path, echo=… 证据：`cms/bundle.py`
- **Walk up to the nearest mapped project a global MCP config launches us**（source_file）：app = typer.Typer ⋮---- @app.callback invoke without command=True def main ctx: typer.Context - None ⋮---- RootOption = typer.Option Path "." , "--root", "-r", help="Project root to analyse." ⋮---- config app = typer.Typer ⋮---- """Store a setting, e.g.: cms config set anthropic api key sk-ant-...""" key = key.lower ⋮---- cfg = config.load user config ⋮---- @config app.command "show" def config show - None ⋮---- shown = f"{value :8 }...{value -4: }" if "key" in key and len str value 14 else value ⋮---- @config app.command "path" def config path - None ⋮---- def memory dir root: Path - Path ⋮---- @app.command def scan root: Path = RootOption - None ⋮---- root = root.resolve records = scan di… 证据：`cms/cli.py`
- **Config**（source_file）：MEMORY DIR NAME = ".memory" CMSIGNORE FILENAME = ".cmsignore" ⋮---- DEFAULT IGNORES: list str = ⋮---- LANGUAGE BY EXTENSION: dict str, str = { ⋮---- USER CONFIG PATH = Path.home / ".cms" / "config.json" ⋮---- CONFIG KEYS: dict str, str = { ⋮---- def load user config - dict ⋮---- def save user config cfg: dict - None ⋮---- def apply user config - None ⋮---- cfg = load user config ⋮---- value = cfg.get key ⋮---- ENV PROVIDER = "CMS PROVIDER" ⋮---- ANTHROPIC MODEL = os.environ.get "CMS ANTHROPIC MODEL", "claude-haiku-4-5-20251001" OPENAI BASE URL = os.environ.get "CMS OPENAI BASE URL", "http://localhost:11434/v1" OPENAI MODEL = os.environ.get "CMS OPENAI MODEL", "llama3.1" ⋮---- MAX TOKENS = 1… 证据：`cms/config.py`
- **Exporter**（source_file）：INDEX TEMPLATE = """ Codebase Memory .memory/ ⋮---- def export graph graph: nx.DiGraph, memory dir: Path - Path ⋮---- out = memory dir / "graph.json" ⋮---- def export summaries graph: nx.DiGraph, memory dir: Path - int ⋮---- summaries dir = memory dir / "summaries" count = 0 ⋮---- rel = attrs "path" target = summaries dir / rel + ".md" ⋮---- provider = attrs.get "summary meta" or {} .get "provider", "?" ⋮---- def export features graph: nx.DiGraph, memory dir: Path - int ⋮---- features = get features graph ⋮---- features dir = memory dir / "features" ⋮---- toc = " Feature Traces\n" ⋮---- safe = "".join c if c.isalnum or c in "- " else " " for c in f "name" member lines = "\n".join f"- {m} "… 证据：`cms/exporter.py`
- **── fusion synthesis ─────────────────────────────────────────────────────**（source_file）：REGISTRY PATH = Path.home / ".cms" / "projects.json" FUSION DIR = Path.home / ".cms" / "fusion" FUSION MAX TOKENS = 4000 ⋮---- FUSION PROMPT = """You are a principal architect reviewing SEVERAL separate codebases owned by one team. ⋮---- class FusionError RuntimeError ⋮---- REFINE PROMPT = """You are refining an existing cross-project fusion report according to the owner's direction. ⋮---- def load registry - dict ⋮---- def register project root: Path - None ⋮---- root = Path root .resolve tmp = str Path tempfile.gettempdir .resolve .lower ⋮---- reg = load registry projects = reg.setdefault "projects", {} ⋮---- def build card root: Path - dict ⋮---- memory dir = root / config.MEMORY DIR NAM… 证据：`cms/fuse.py`
- **only hidden coupling: no import relationship in either direction**（source_file）：MAX COMMITS = 1000 MAX FILES PER COMMIT = 30 MIN COCHANGES = 3 MAX COCHANGE EDGES = 40 ⋮---- def git root: Path, args: str - str None ⋮---- result = subprocess.run ⋮---- def collect git history root: Path - dict None ⋮---- prefix = git root, "rev-parse", "--show-prefix" or "" .strip log = git ⋮---- files: dict str, dict = defaultdict pair counts: Counter = Counter commit files: list str = author = "" timestamp = 0.0 ⋮---- def flush commit - None ⋮---- unique = sorted set commit files ⋮---- timestamp = float ts ⋮---- parts = line.split "\t" ⋮---- path = path len prefix : stats = files path ⋮---- cochanges = ⋮---- def enrich graph with git graph: nx.DiGraph, root: Path - dict None ⋮---- histo… 证据：`cms/githistory.py`
- **-- persistence ----------------------------------------------------**（source_file）：STOPWORDS = { ⋮---- def tokenize text: str - list str ⋮---- def name tokens name: str - set str ⋮---- """Split snake case and camelCase identifiers into searchable tokens.""" parts = re.split r" \W +", name tokens: set str = {name.lower } ⋮---- @dataclass class QueryResult ⋮---- node id: str kind: str name: str path: str start line: int None end line: int None score: float summary: str = "" anchors: dict = field default factory=dict calls: list str = field default factory=list called by: list str = field default factory=list ⋮---- @property def lines self - str ⋮---- class CodebaseMemory ⋮---- def init self, graph: nx.DiGraph - None ⋮---- -- persistence -------------------------------------… 证据：`cms/memory.py`
- **-- mutations --------------------------------------------------------**（source_file）：NOTES FILE = "notes.json" COLORS = "amber", "blue", "green", "purple", "rose" MAX QUOTE = 2000 MAX NOTE = 4000 ⋮---- def now iso - str ⋮---- class NotesStore ⋮---- def init self, memory dir: Path - None ⋮---- def read self - list dict ⋮---- data = json.loads self.path.read text encoding="utf-8" ⋮---- def write self, notes: list dict - None ⋮---- tmp = self.path.with suffix ".tmp" ⋮---- def all self - list dict ⋮---- def for path self, path: str - list dict ⋮---- def counts self - dict str, int ⋮---- out: dict str, int = {} ⋮---- -- mutations -------------------------------------------------------- ⋮---- entry = { notes = self. read ⋮---- def delete self, note id: str - bool ⋮---- kept = n f… 证据：`cms/notes.py`
- **Picker**（source_file）：def pick folder title: str = "Choose the codebase folder for Atlas" - str None ⋮---- root = tk.Tk ⋮---- path = filedialog.askdirectory title=title 证据：`cms/picker.py`
- **Prompt Export**（source_file）：def slug text: str - str ⋮---- def build task pack mem: CodebaseMemory, root: Path, task: str, top k: int = 8 - dict ⋮---- graph = mem.graph hits = mem.query intent task, top k=top k ⋮---- targets = feature names: set str = set files seen: set str = set ⋮---- entry = { node = graph.nodes.get h.node id, {} ⋮---- features = ⋮---- impact = None primary = next h for h in hits if h.kind in "func", "class" , None or \ ⋮---- result = analyze impact graph, primary.node id ⋮---- impact = { ⋮---- words = set re.findall r" a-z0-9 +", task.lower suggestions = ⋮---- text = s "title" + " " + s "description" .lower ⋮---- def render prompt pack: dict - str ⋮---- lines = ⋮---- loc = f"{t 'path' }:{t 'lines'… 证据：`cms/prompt_export.py`
- **Scope**（source_file）：SCOPE FILENAME = ".cmsscope.json" ⋮---- def scope path root: Path - Path ⋮---- def norm x: str - str ⋮---- def load scope root: Path - set str None ⋮---- """Return the include set dir prefixes end in / , or None for 'all'.""" p = scope path root ⋮---- data = json.loads p.read text encoding="utf-8" ⋮---- includes = { norm x for x in data.get "include" or if str x .strip } ⋮---- def save scope root: Path, includes: list str - Path ⋮---- norm = sorted { norm x for x in includes if str x .strip } - {""} ⋮---- def clear scope root: Path - bool ⋮---- def file in scope rel: str, scope: set str None - bool ⋮---- rel = rel.replace "\\", "/" ⋮---- def build dir tree root: Path - dict ⋮---- """Nested… 证据：`cms/scope.py`
- **Scout**（source_file）：SCOUT DIR = Path.home / ".cms" / "scout" PLAN TEXT LIMIT = 6000 CARD MAX TOKENS = 800 REVIEW MAX TOKENS = 4000 SUGGESTION STATUSES = "proposed", "accepted", "rejected", "ignored" EXTRA PRUNE = {".memory", "dist", "out", "release", "build", "coverage", "htmlcov"} ⋮---- CARD PROMPT = """You are cataloguing one project-plan document for a cross-project idea index. ⋮---- REVIEW PROMPT = """You are reviewing EVERY project plan one person has scattered across their machine, indexed below as one-line cards, alongside the codebases they already have mapped in Atlas. ⋮---- class ScoutError RuntimeError ⋮---- def read json path: Path, default ⋮---- def load cards - dict ⋮---- def load suggestions - d… 证据：`cms/scout.py`
- **Semantic State**（source_file）：SCHEMA VERSION = 1 STATE FILENAME = "semantic state.json" STAGES = "summaries", "features", "review", "suggestions" ⋮---- DISCOVERY SCHEMA VERSION = 1 ⋮---- NEVER RUN = {"status": "never run"} ⋮---- def state path memory dir: Path - Path ⋮---- def load state memory dir: Path - dict ⋮---- def stage state: dict, name: str - dict ⋮---- def record stage memory dir: Path, name: str, fields - dict ⋮---- state = load state memory dir ⋮---- stages = state.setdefault "stages", {} record = dict fields ⋮---- def atomic write json dest: Path, payload - None ⋮---- tmp = dest.with suffix f".{uuid.uuid4 .hex}.tmp" ⋮---- def sha items - str ⋮---- def discovery input hash graph - str ⋮---- files = sorted an… 证据：`cms/semantic_state.py`
- **1 .d.ts-heavy directories — TypeScript declaration files are compiler output**（source_file）：HARD PRUNE = {"node modules", ".git", ".hg", ".svn", "venv", ".venv", "env", ⋮---- GENERATED NAMES = {"generated", " generated ", "vendor", "third party", "third-party"} LARGE DATA BYTES = 200 000 DATA EXTS = {"json", "txt", "csv", "tsv", "xml"} ⋮---- PROJECT MANIFESTS = {"package.json", "pyproject.toml", "setup.py", "go.mod", EMBEDDED MIN FILES = 5 ⋮---- def mkspec lines: list str - pathspec.PathSpec ⋮---- def read lines path: Path - list str ⋮---- def recommend root: Path, included: list str - list dict ⋮---- recs: list dict = ⋮---- by dir: dict str, list str = defaultdict list ⋮---- 1 .d.ts-heavy directories — TypeScript declaration files are compiler output ⋮---- dts = f for f in files… 证据：`cms/sources.py`
- **Tree Export**（source_file）：def nest records: list FileRecord - dict ⋮---- tree: dict = {"dirs": {}, "files": } ⋮---- parts = rec.rel path.split "/" node = tree ⋮---- node = node "dirs" .setdefault part, {"dirs": {}, "files": } ⋮---- def fmt size size: int - str ⋮---- def render lines node: dict, indent: str - list str ⋮---- lines: list str = dirs = sorted node "dirs" .items files = sorted node "files" , key=lambda r: r.rel path entries: list tuple str, object = name, sub for name, sub in dirs ⋮---- last = i == len entries - 1 branch = "└── " if last else "├── " cont = " " if last else "│ " ⋮---- rec: FileRecord = item type: ignore assignment meta = f" {rec.line count} lines · { fmt size rec.size bytes } · {rec.langua… 证据：`cms/tree_export.py`
- **A build done with the mock provider never ran LLM feature discovery**（source_file）：@dataclass class UpdateStats ⋮---- files: int = 0 changed: list str = None summarized: int = 0 features: int = 0 git files: int = 0 ⋮---- def post init self ⋮---- def carry over old: nx.DiGraph, new: nx.DiGraph, upgrade mock: bool = False - set str ⋮---- changed: set str = set ⋮---- path = attrs "path" ⋮---- old attrs = old.nodes node id stale mock = ⋮---- cache: dict str, tuple str, str = {} ⋮---- member paths = { ⋮---- def prior discovered old: nx.DiGraph - list ⋮---- root = root.resolve memory dir = root / config.MEMORY DIR NAME graph path = memory dir / "graph.json" old: nx.DiGraph None = None ⋮---- old = CodebaseMemory.load graph path .graph ⋮---- stats = UpdateStats records = scan roo… 证据：`cms/update.py`

## 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`, `docs/ATLAS_OPERATIONS.md`, `SKILL.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`, `docs/ATLAS_OPERATIONS.md`, `SKILL.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。

- **Atlas 系统总览**：importance `high`
  - source_paths: README.md, codebase_memory_system_design_spec.md, CONTRIBUTORS.md, pyproject.toml, LICENSE
- **扫描、知识图谱与摘要管道**：importance `high`
  - source_paths: cms/scanner.py, cms/anchors.py, cms/js_parser.py, cms/graph_builder.py, cms/summarizer.py
- **特性追踪、AI 审查与决策建议**：importance `high`
  - source_paths: cms/features.py, cms/review.py, cms/suggest.py, cms/verify.py, cms/impact.py
- **MCP 服务器、Web UI、Constellation 与 Hermes Sentinel**：importance `high`
  - source_paths: cms/mcp.py, cms/chat.py, cms/ui.py, cms/ui_assets/index.html, cms/ui_assets/sentinel.html

## Repo Inspection Evidence / 源码检查证据

- repo_clone_verified: true
- repo_inspection_verified: true
- repo_commit: `d1aee52d760889443c709a5c258288ee057c3000`
- inspected_files: `README.md`, `pyproject.toml`, `docs/ATLAS_OPERATIONS.md`, `docs/HERMES_SENTINEL.md`, `docs/feature_ledger.json`

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

## Doramagic Pitfall Constraints / 踩坑约束

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

### Constraint 1: 仓库名和安装名不一致

- Trigger: 仓库名 `atlas-cms` 与安装入口 `cms` 不完全一致。
- Host AI rule: 在 npm/PyPI/GitHub 上确认包名映射和官方 README 说明。
- Why it matters: 用户照着仓库名搜索包或照着包名找仓库时容易走错入口。
- Evidence: identity.distribution | https://github.com/mrt150683-lgtm/atlas-cms | repo=atlas-cms; install=cms
- Hard boundary: 不要把这个坑点包装成已解决、已验证或可忽略，除非后续验证证据明确证明它已经关闭。

### Constraint 2: 能力判断依赖假设

- Trigger: README/documentation is current enough for a first validation pass.
- Host AI rule: 将假设转成下游验证清单。
- Why it matters: 假设不成立时，用户拿不到承诺的能力。
- Evidence: capability.assumptions | https://github.com/mrt150683-lgtm/atlas-cms | README/documentation is current enough for a first validation pass.
- Hard boundary: 不要把这个坑点包装成已解决、已验证或可忽略，除非后续验证证据明确证明它已经关闭。

### Constraint 3: 维护活跃度未知

- Trigger: 未记录 last_activity_observed。
- Host AI rule: 补 GitHub 最近 commit、release、issue/PR 响应信号。
- Why it matters: 新项目、停更项目和活跃项目会被混在一起，推荐信任度下降。
- Evidence: evidence.maintainer_signals | https://github.com/mrt150683-lgtm/atlas-cms | 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/mrt150683-lgtm/atlas-cms | no_demo; severity=medium
- Hard boundary: 不要把这个坑点包装成已解决、已验证或可忽略，除非后续验证证据明确证明它已经关闭。

### Constraint 5: 存在评分风险

- Trigger: no_demo
- 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/mrt150683-lgtm/atlas-cms | no_demo; severity=medium
- Hard boundary: 不要把这个坑点包装成已解决、已验证或可忽略，除非后续验证证据明确证明它已经关闭。

### Constraint 6: issue/PR 响应质量未知

- Trigger: issue_or_pr_quality=unknown。
- Host AI rule: 抽样最近 issue/PR，判断是否长期无人处理。
- Why it matters: 用户无法判断遇到问题后是否有人维护。
- Evidence: evidence.maintainer_signals | https://github.com/mrt150683-lgtm/atlas-cms | issue_or_pr_quality=unknown
- Hard boundary: 不要把这个坑点包装成已解决、已验证或可忽略，除非后续验证证据明确证明它已经关闭。

### Constraint 7: 发布节奏不明确

- Trigger: release_recency=unknown。
- Host AI rule: 确认最近 release/tag 和 README 安装命令是否一致。
- Why it matters: 安装命令和文档可能落后于代码，用户踩坑概率升高。
- Evidence: evidence.maintainer_signals | https://github.com/mrt150683-lgtm/atlas-cms | 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。