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missing observability layer for OpenClaw agents","maintainers":[{"name":"xianlin.lh","email":"liuhaobupt@gmail.com"}],"readme":"# clawprobe\n\n**实时掌握你的 OpenClaw Agent 状态。**\n\nToken 用量、API 成本、上下文健康度、智能告警 —— 一站式呈现，无需改动 OpenClaw 任何代码。\n\n[![npm](https://img.shields.io/npm/v/clawprobe)](https://www.npmjs.com/package/clawprobe)\n[![npm downloads](https://img.shields.io/npm/dm/clawprobe)](https://www.npmjs.com/package/clawprobe)\n[![GitHub Stars](https://img.shields.io/github/stars/seekcontext/ClawProbe)](https://github.com/seekcontext/ClawProbe)\n[![License](https://img.shields.io/github/license/seekcontext/ClawProbe)](./LICENSE)\n\n<p align=\"center\">\n  <img src=\"./docs/hero.jpg\" alt=\"clawprobe — OpenClaw agent observability\" width=\"920\">\n</p>\n\n如果你觉得 clawprobe 有用，欢迎在 [GitHub](https://github.com/seekcontext/ClawProbe) 上给它点个 ⭐ —— 这对项目很有帮助！\n\n[English](./README.md) · [简体中文](./README.zh-CN.md)\n\n[为什么选择 clawprobe](#为什么选择-clawprobe) •\n[快速开始](#快速开始) •\n[命令说明](#命令说明) •\n[Agent 集成](#agent-集成) •\n[配置](#配置) •\n[工作原理](#工作原理)\n\n---\n\n## 为什么选择 clawprobe\n\n你的 OpenClaw Agent 在上下文窗口里悄悄运行 —— 消耗 Token、静默压缩对话、花掉 API 预算。但这一切发生时，你什么都看不见。\n\nclawprobe 解决这个问题。它在后台监听 OpenClaw 的文件，让你实时了解 Agent 正在做什么：\n\n| 你的疑问 | clawprobe 的答案 |\n|---------|----------------|\n| \"Agent 现在状态正常吗？\" | `clawprobe status` — 即时快照 |\n| \"我想持续盯着它看\" | `clawprobe top` — 实时仪表盘，自动刷新 |\n| \"为什么上下文老是被压缩？\" | `clawprobe context` + `clawprobe suggest` |\n| \"压缩后 Agent 忘了什么？\" | `clawprobe compacts` |\n| \"这花了我多少钱？\" | `clawprobe cost --week`，内置主流模型价格 |\n| \"TOOLS.md 有没有完整传给模型？\" | 内置截断检测，自动告警 |\n| \"哪些工具用得最多？\" | `clawprobe session` — 工具调用统计 |\n| \"Agent 的任务清单完成了吗？\" | `clawprobe session` — 实时 Todo 进度 |\n| \"有没有启动子 Agent？\" | `clawprobe session` — 子 Agent 调用记录 |\n\n**零配置。零副作用。100% 本地运行。**\n\n---\n\n## 快速开始\n\n```bash\nnpm install -g clawprobe\n\nclawprobe start    # 启动后台守护进程（自动识别 OpenClaw 安装路径）\nclawprobe status   # 查看即时快照\n```\n\nclawprobe 自动识别你的 OpenClaw 安装。无需 API Key、无需注册账号、无遥测数据上报。\n\n### 作为 OpenClaw Skill 安装（一行命令）\n\n如果你使用 OpenClaw，可以将 clawprobe 安装为 Skill，让 Agent 具备自我监控能力：\n\n```bash\nclawhub install clawprobe\n```\n\n或者直接告诉你的 Agent：\n\n> 读取 https://raw.githubusercontent.com/seekcontext/ClawProbe/main/skills/clawprobe/SKILL.md 并按照其中的说明配置 clawprobe 自我监控。\n\n新建 OpenClaw 会话后，Agent 即可直接调用 `clawprobe` 命令进行自我监控。完整 Skill 定义见 [`skills/clawprobe/SKILL.md`](./skills/clawprobe/SKILL.md)。\n\n---\n\n## 命令说明\n\n### `clawprobe status` — 即时快照\n\n一眼看清当前会话、模型、上下文用量、今日花费和活跃告警。\n\n```\n$ clawprobe status\n\n📊  Agent Status  (active session)\n──────────────────────────────────────────────────\n  Agent:     main\n  Session:   agent:main:workspace:direct:xxx ●\n  Model:     moonshot/kimi-k2.5\n  Active:    Today 16:41   Compacts: 2\n\n  Context:   87.3K / 200.0K tokens  ███████░░░  44%\n  Tokens:    72.4K in / 5.2K out\n\n  Today:     $0.12  → clawprobe cost 查看详情\n\n  🟡  上下文窗口已用 44%\n       → 建议开启新会话或手动触发压缩\n```\n\n---\n\n### `clawprobe top` — 实时仪表盘\n\n在侧边终端打开，Agent 跑长任务时持续盯着它。每 2 秒自动刷新 —— 上下文进度条、成本计数器、逐轮 Token 消耗一览无余。\n\n```\nclawprobe top  refreshing every 2s  (q / Ctrl+C to quit)     03/18/2026 17:42:35\n────────────────────────────────────────────────────────────────────────────────\n  Agent: main   ● daemon running\n  Session: agent:main:workspace:direct:xxx  ● active\n  Model:   moonshot/kimi-k2.5\n  Active:  Today 17:42   Compacts: 2\n────────────────────────────────────────────────────────────────────────────────\n  Context   ████████░░░░░░░░░░░░░░░░  44%   87.3K / 200.0K tokens\n  Headroom  112.7K tokens remaining (56%)\n────────────────────────────────────────────────────────────────────────────────\n  Session cost  $0.52        Input   859.2K tok      Output   29.8K tok\n  Today total   $0.67        Cache read   712.0K tok   Cache write  48.0K tok\n────────────────────────────────────────────────────────────────────────────────\n  Recent turns\n  Turn  Time      ΔInput   ΔOutput  Cost          Note\n  27    17:42     22.0K    908      $0.0094        ← latest\n  26    17:19     990      630      $0.0026\n  25    17:19     20.4K    661      $0.0094\n  24    15:57     564      39       $0.0014\n  23    15:56     18.8K    231      $0.0076        ◆ compact\n────────────────────────────────────────────────────────────────────────────────\n  🟡  Context window at 44% capacity\n  Costs are estimates based on public pricing.\n```\n\n按 `q` 或 `Ctrl+C` 退出，不会破坏终端原有内容。\n\n```bash\nclawprobe top                  # 默认 2 秒刷新\nclawprobe top --interval 5     # 5 秒刷新\nclawprobe top --agent coder    # 指定 Agent\n```\n\n---\n\n### `clawprobe cost` — API 成本统计\n\n内置 30+ 模型价格，分别统计输入、输出、缓存 Token 的费用。支持按天、周、月、全部查看。\n\n```\n$ clawprobe cost --week\n\n💰  Weekly Cost  2026-03-12 – 2026-03-18\n──────────────────────────────────────────────────\n  Total:     $0.67\n  Daily avg: $0.096\n  Month est: $2.87\n\n  2026-03-12  ██████████████░░  $0.15\n  2026-03-16  ████████████████  $0.16\n  2026-03-17  █░░░░░░░░░░░░░░░  $0.0088\n  2026-03-18  ███░░░░░░░░░░░░░  $0.03\n\n  Input:   1.0M tokens  $0.65  (97%)\n  Output:  47.8K tokens  $0.03  (3%)\n\n  价格为估算值，请以模型厂商账单为准。\n```\n\n已内置价格：OpenAI（GPT-4o、o1、o3、o4-mini）、Anthropic（Claude 3/3.5/3.7 Sonnet/Opus/Haiku）、Google（Gemini 2.0/2.5 Flash/Pro）、Moonshot（kimi-k2.5）、DeepSeek（v3、r1）等。未收录的模型可通过 `~/.clawprobe/config.json` 自定义添加。\n\n---\n\n### `clawprobe session` — 会话详情\n\n深入查看任意会话：总成本、逐轮时间线、工具用量、Todo 进度、子 Agent 调用一览。\n\n```\n$ clawprobe session\n\n📊  Session  Refactor auth module  (agent:main:workspace:…)\n──────────────────────────────────────────────────\n  Model:       moonshot/kimi-k2.5\n  Started:     Today 14:02\n  Last active: Today 16:41  (2h 39m)\n  Compactions: 2\n\n  Token usage:\n    Context now:  87.3K tokens\n    Output total: 29.8K tokens   $0.52\n\n  Turn-by-turn timeline:\n    Turn  1  Today 14:02   ctx  4.2K / out +312    $0.003\n    Turn  2  Today 14:18   ctx 12.7K / out +891    $0.009  ← compact\n    Turn  3  Today 14:41   ctx 38.1K / out +2.4K   $0.028\n    …\n\n  Tool usage:\n    Read                      42 calls\n    Bash                      18 calls   2 err\n    Edit                      11 calls\n    Grep                       9 calls\n\n  Todo list:\n    ✓  Extract JWT validation into middleware\n    ✓  Add refresh token endpoint\n    →  Write integration tests\n    ○  Update API docs\n\n    2/4 completed, 1 in progress\n\n  Sub-agents (1):\n    generalPurpose [moonshot/kimi-k2.5] — Run the test suite and fix failures\n```\n\n```bash\nclawprobe session                    # 当前活跃会话\nclawprobe session --list             # 所有会话（显示可读名称）\nclawprobe session <key>              # 指定会话\nclawprobe session --no-todos         # 隐藏 Todo 部分\nclawprobe session --no-turns         # 隐藏逐轮时间线\nclawprobe session --json             # 机器可读输出\n```\n\n---\n\n### `clawprobe context` — 上下文窗口分析\n\n看清是什么在占用上下文，在截断问题造成麻烦之前提前发现。\n\n```\n$ clawprobe context\n\n🔍  Context Window  agent: main\n──────────────────────────────────────────────────\n  Used:    87.3K / 200.0K tokens  ███████░░░  44%\n\n  Workspace overhead:  ~4.2K tokens  (7 injected files)\n  Conversation est:    ~83.1K tokens  (messages + system prompt + tools)\n\n  ⚠ TOOLS.md: 31% truncated — 模型看不到这部分内容\n    请在 openclaw.json 中提高 bootstrapMaxChars\n\n  Remaining:  112.7K tokens (56%)\n```\n\n---\n\n### `clawprobe compacts` — 压缩事件记录\n\n每次上下文压缩都被完整记录。看清被丢弃了什么，并在彻底消失前将关键内容归档。\n\n```\n$ clawprobe compacts\n\n📦  Compact Events  last 5\n──────────────────────────────────────────────────\n\n  #3  Today 16:22  [agent:main…]  3 messages\n\n    👤  \"Can you add retry logic to the upload handler?\"\n    🤖  \"Done — added exponential backoff with 3 retries. The key change is in…\"\n\n    → Archive: clawprobe compacts --save 3\n    → Archive to custom path: clawprobe compacts --save 3 --file notes/compact-log.md\n```\n\n---\n\n### `clawprobe suggest` — 优化建议\n\n自动检测常见问题，只在真正需要关注时才触发提醒。\n\n| 规则 | 检测内容 |\n|------|---------|\n| `tools-truncation` | TOOLS.md 被截断，模型看不到部分工具描述 |\n| `high-compact-freq` | 上下文填充过快，每 < 30 分钟就触发一次压缩 |\n| `context-headroom` | 上下文窗口已用超过 90%，压缩即将发生 |\n| `cost-spike` | 今日花费超过周均 2 倍 |\n| `memory-bloat` | MEMORY.md 过大，每轮都在浪费 Token |\n\n屏蔽不需要的规则：`clawprobe suggest --dismiss <rule-id>`\n\n---\n\n## Agent 集成\n\nclawprobe 专为**被 Agent 调用**而设计，而不只是给人用。所有命令都支持 `--json` 输出结构化数据，错误也始终以 JSON 格式返回，不会有破坏解析的彩色文本。\n\n### 单次健康检查\n\n```bash\nclawprobe status --json\n```\n\n```json\n{\n  \"agent\": \"main\",\n  \"daemonRunning\": true,\n  \"sessionKey\": \"agent:main:workspace:direct:xxx\",\n  \"model\": \"moonshot/kimi-k2.5\",\n  \"sessionTokens\": 87340,\n  \"windowSize\": 200000,\n  \"utilizationPct\": 44,\n  \"todayUsd\": 0.12,\n  \"suggestions\": [\n    {\n      \"severity\": \"warning\",\n      \"ruleId\": \"context-headroom\",\n      \"title\": \"Context window at 44% capacity\",\n      \"detail\": \"...\",\n      \"action\": \"Consider starting a fresh session or manually compacting now\"\n    }\n  ]\n}\n```\n\n### 查询输出结构\n\n```bash\nclawprobe schema           # 列出所有命令\nclawprobe schema status    # status --json 的完整字段说明\nclawprobe schema cost      # cost --json 的完整字段说明\n```\n\n### 程序化屏蔽建议\n\n```bash\nclawprobe suggest --dismiss context-headroom --json\n# → { \"ok\": true, \"dismissed\": \"context-headroom\" }\n```\n\n### 错误响应始终可解析\n\n```bash\nclawprobe session --json   # 无活跃会话时\n# → { \"ok\": false, \"error\": \"no_active_session\", \"message\": \"...\" }\n# exit code 1\n```\n\n---\n\n## 配置\n\n可选配置文件 `~/.clawprobe/config.json`，首次运行 `clawprobe start` 时自动创建：\n\n```json\n{\n  \"timezone\": \"Asia/Shanghai\",\n  \"openclaw\": {\n    \"dir\": \"~/.openclaw\",\n    \"agent\": \"main\"\n  },\n  \"cost\": {\n    \"customPrices\": {\n      \"my-provider/my-model\": { \"input\": 1.00, \"output\": 3.00 }\n    }\n  },\n  \"alerts\": {\n    \"dailyBudgetUsd\": 5.00\n  },\n  \"rules\": {\n    \"disabled\": [\"memory-bloat\"]\n  }\n}\n```\n\n大多数用户无需任何配置，clawprobe 会自动从现有的 OpenClaw 配置中读取所有信息。\n\n---\n\n## 工作原理\n\nclawprobe 在后台读取 OpenClaw 的现有文件 —— 无需修改代码、无需插件、无需 Hook。\n\n- **零配置** — 自动识别 `~/.openclaw` 下的 OpenClaw 安装\n- **零副作用** — 从不修改 OpenClaw 的文件，只写入 `~/.clawprobe/` 目录\n- **后台守护** — `clawprobe start` 启动文件监听，保持本地数据库实时更新\n- **极简依赖** — 仅 4 个生产依赖，无云服务，无遥测\n\n---\n\n## 隐私\n\n- **100% 本地运行** — 数据不会离开你的机器\n- **无遥测** — clawprobe 不收集任何数据\n- **无账号，无 API Key** — 安装即用\n\n---\n\n## 兼容性\n\n支持所有版本的 OpenClaw。需要 Node.js ≥ 22 · macOS 或 Linux（Windows 通过 WSL2）。\n\n---\n\n## 参与贡献\n\nMIT 开源协议，欢迎贡献。\n\n```bash\ngit clone https://github.com/seekcontext/ClawProbe\ncd ClawProbe && npm install && npm run dev\n```\n\n---\n\n[MIT License](./LICENSE)\n","readmeFilename":"README.zh-CN.md"}