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MCP pipeline for recommend-page filtering and screening on Boss Zhipin","maintainers":[{"name":"reconcrap","email":"gao_zhiyang@outlook.com"}],"readme":"# @reconcrap/boss-recommend-mcp\n\nBoss 推荐 / 搜索 / 聊天筛选 MCP（stdio）服务。\n\n发布入口：\n\n- npm: `@reconcrap/boss-recommend-mcp`（https://www.npmjs.com/package/@reconcrap/boss-recommend-mcp）\n- GitHub: `reconcrap-cpu/boss-recommend-mcp`（https://github.com/reconcrap-cpu/boss-recommend-mcp）\n\n## AI harness install entrypoint\n\n如果用户只把这个 GitHub 链接交给 Codex、Claude Code、Cursor、OpenClaw、QClaw、Trae 等 AI harness，并要求“安装这个工具”，请优先执行本节，而不是直接在 macOS 上裸跑 `npm install -g`。\n\nAI harness 不能只完成 npm 安装就结束。安装流程还必须帮助用户完成必填 LLM 配置；如果用户没有提前提供，请向用户索取：\n\n- LLM base URL（默认可用 `https://api.openai.com/v1`）\n- LLM API key\n- LLM model（默认可用 `gpt-4.1-mini`）\n\n然后写入配置：\n\n```bash\nboss-recommend-mcp config set --base-url <baseUrl> --api-key <apiKey> --model <model> --thinking-level low\nboss-recommend-mcp doctor\n```\n\n如果用户用 macOS bootstrap，它会自动尝试交互式询问并写入这些字段。非交互式 AI harness 如果拿不到用户输入，应暂停并询问用户上述三项，不要把安装标记为完成。\n\nmacOS 首次安装推荐使用仓库里的 nvm bootstrap。它会把 Node/npm/global packages 放到用户目录，避免首次安装或后续升级时出现：\n\n```text\nEACCES: permission denied, mkdir '/usr/local/lib/node_modules/@reconcrap'\n```\n\n这是 npm global prefix 权限问题，不是 `boss-recommend-mcp` 包内部创建目录失败。\n\nmacOS 一键安装：\n\n```bash\ncurl -fsSL https://raw.githubusercontent.com/reconcrap-cpu/boss-recommend-mcp/main/scripts/install-macos.sh | bash\n```\n\n如果要直接配置某个宿主：\n\n```bash\ncurl -fsSL https://raw.githubusercontent.com/reconcrap-cpu/boss-recommend-mcp/main/scripts/install-macos.sh | bash -s -- --agent openclaw\ncurl -fsSL https://raw.githubusercontent.com/reconcrap-cpu/boss-recommend-mcp/main/scripts/install-macos.sh | bash -s -- --agent qclaw\ncurl -fsSL https://raw.githubusercontent.com/reconcrap-cpu/boss-recommend-mcp/main/scripts/install-macos.sh | bash -s -- --agent trae-cn\n```\n\n安装后，未来升级只需要在同一个 nvm shell 里运行：\n\n```bash\nnpm -g i @reconcrap/boss-recommend-mcp@latest\nboss-recommend-mcp where\n```\n\n如果升级前 `npm config get prefix` 返回 `/usr/local`，说明当前 shell 没有使用 nvm Node；请先重新加载 nvm，不要使用 `sudo npm install -g`。\n\nmacOS bootstrap 会执行 `boss-recommend-mcp install --mcp-launch global-wrapper`。该模式会把 MCP 宿主配置为启动稳定 wrapper：`~/.boss-recommend-mcp/bin/boss-recommend-mcp-mcp-server`。这个 wrapper 每次启动时都会调用当前全局 `boss-recommend-mcp start`，因此后续 `npm -g i @reconcrap/boss-recommend-mcp@latest` 会更新 MCP 宿主实际运行的版本，不需要每次升级后重写 MCP 配置。\n\n如果 AI harness 已经从用户处拿到 LLM 信息，可以非交互式传给 bootstrap：\n\n```bash\ncurl -fsSL https://raw.githubusercontent.com/reconcrap-cpu/boss-recommend-mcp/main/scripts/install-macos.sh \\\n  | BOSS_RECOMMEND_BASE_URL=\"https://api.openai.com/v1\" \\\n    BOSS_RECOMMEND_API_KEY=\"<apiKey>\" \\\n    BOSS_RECOMMEND_MODEL=\"gpt-4.1-mini\" \\\n    bash -s -- --agent openclaw\n```\n\n2.0.0 是 CDP-only 重写版本：活跃浏览器路径只允许 Chrome DevTools Protocol 的 `DOM` / `Input` / `Page` / `Network` / `Accessibility` 等域，不使用 `Runtime.evaluate` 或页面 JS。包内保留 recommend、search/recruit、chat 三条域服务，并共享浏览器、生命周期、筛选、CV 获取、无限滚动、自愈与 CSV 报告层。\n\n安装 `boss-recommend-mcp` 后可以直接：\n\n- 读取推荐页岗位列表，供 cron / 一次性任务提前填写完整 `job` 参数。\n- 运行推荐页筛选、搜索页筛选、聊天页筛选。\n- 使用 Network 优先、完整滚动截图兜底的 CV 获取策略。\n- 通过共享 run lifecycle 查询、暂停、恢复、取消任务。\n- 把运行态保存在用户目录下的 `~/.boss-recommend-mcp/`（chat 默认在 `~/.boss-recommend-mcp/boss-chat/`，可通过 `BOSS_CHAT_HOME` 覆盖）。\n\nMCP 工具：\n\n- `list_recommend_jobs`（只读读取推荐页岗位下拉框，返回可直接用于 cron/一次性任务的 `job_names`）\n- `run_recommend`（`start_recommend_pipeline_run` 的短别名；用户已经确认且要现在启动时优先调用）\n- `start_recommend_pipeline_run`（异步启动；先经过前置门禁，通过后返回 `ACCEPTED + run_id`）\n- `prepare_recommend_pipeline_run`（只校验完整 payload；不启动筛选。主要用于显式预检或定时任务前校验；若现在运行，READY 后继续调用 `run_recommend` / `start_recommend_pipeline_run`）\n- `schedule_recommend_pipeline_run`（只用于用户明确要求稍后/cron/定时；保存已 READY 的完整 payload，启动 detached scheduler，到点后直接调用 `start_recommend_pipeline_run`）\n- `get_recommend_scheduled_run`（查询 package-owned 定时任务；到点后会显示内层 `run_id` 和 run 快照）\n- `get_recommend_pipeline_run`（用已知 `run_id` 轮询状态）\n- `list_recommend_pipeline_runs`（只读列出最近 run 摘要并返回 `latest_run`；忘记 `run_id` 时用它恢复，不要读磁盘 JSON）\n- `cancel_recommend_pipeline_run`（取消运行中任务）\n- `pause_recommend_pipeline_run`（请求暂停 run；会在当前候选人处理完成后进入 paused）\n- `resume_recommend_pipeline_run`（继续 paused run；沿用同 run_id 与同 CSV）\n- `run_recommend_self_heal`（手动运维工具；扫描 Boss recommend 的 selector / network 规则漂移，并在确认后应用高置信度修复）\n- `run_recruit_pipeline`\n- `start_recruit_pipeline_run`\n- `get_recruit_pipeline_run`\n- `pause_recruit_pipeline_run`\n- `resume_recruit_pipeline_run`\n- `cancel_recruit_pipeline_run`\n- `boss_chat_health_check`\n- `list_boss_chat_jobs`（只读读取聊天页岗位列表；chat-only 获取 `job_options` 的首选别名，不会启动任务）\n- `prepare_boss_chat_run`\n- `start_boss_chat_run`\n- `get_boss_chat_run`\n- `pause_boss_chat_run`\n- `resume_boss_chat_run`\n- `cancel_boss_chat_run`\n\n推荐页 page scope：\n\n- 支持 `recommend` / `featured` / `latest`，对应 Boss UI 的 `推荐` / `精选` / `最新`。\n- 切换岗位后再选择 page scope；如果所选岗位没有用户要求的 scope，会自动回退到 `推荐` 并继续运行。\n\n推荐页岗位列表：\n\n```bash\nboss-recommend-mcp list-jobs --slow-live --port 9222\n```\n\n返回的 `job_names` 可直接作为后续 `start_recommend_pipeline_run` 的 `overrides.job`；旧版 `confirmation.job_value` 仍兼容。\n\nCron / 一次性定时任务设置建议先在设置阶段完成 Chrome/登录/岗位发现与一次总确认；确认文件推荐只包含 `{ \"final_confirmed\": true }`：\n\n```bash\nboss-recommend-mcp prepare-run --instruction-file boss-recommend-instruction.txt --overrides-file boss-recommend-overrides.json --confirmation-file boss-recommend-confirmation.json --slow-live --port 9222\nboss-recommend-mcp schedule-run --schedule-delay-minutes 10 --instruction-file boss-recommend-instruction.txt --overrides-file boss-recommend-overrides.json --confirmation-file boss-recommend-confirmation.json --slow-live --port 9222\nboss-recommend-mcp schedule-status --schedule-id <schedule_id>\n```\n\n只有 `prepare-run` 输出 `status: \"READY\"` 且 `cron_ready: true` 后，才继续调用 `schedule-run`。只有 `schedule-run` 输出 `status: \"SCHEDULED\"` 且带有 `schedule_id` 后，才算定时任务真的创建成功。不要让外部 AI harness 自己拼 `/tmp/*.log` shell cron 或未来对话提醒；那类 cron 容易丢失 JSON/file 参数并在到点后重新卡确认门禁。\n\n状态机：\n\n- `NEED_INPUT`\n- `NEED_CONFIRMATION`\n- `READY`（仅准备工具）\n- `SCHEDULED`（仅定时工具）\n- `COMPLETED`\n- `FAILED`\n\n异步 run 状态快照（`get_recommend_pipeline_run`）：\n\n- `queued`\n- `running`\n- `paused`\n- `completed`\n- `failed`\n- `canceled`\n\n旧版 recommend -> chat 自动衔接属于 legacy-only 行为，2.0.0 的 CDP-only MCP 路径会 fail closed。需要聊天页筛选时，请在 recommend 完成后显式调用 `prepare_boss_chat_run` / `start_boss_chat_run`。\n\n## 设计特点\n\n- 页面目标固定为 `https://www.zhipin.com/web/chat/recommend`\n- 活跃浏览器自动化为 CDP-only；硬静态门禁会阻止活跃路径重新引入 `Runtime.evaluate`、`page.evaluate` / `$eval` / `$$eval`、`page.js`、脚本注入或其他页面 JS。\n- 支持推荐页原生筛选：当前城市限定 / 活跃度 / 学校标签 / 学历 / 性别 / 近14天没有\n- `current_city_only` 默认为 `false`，只切换“仅推荐期望城市为本城市的牛人”，不会改变 Boss 当前已选择的城市；`activity_level` 接受自然语言并归一化到最靠近用户意图的 `不限/刚刚活跃/今日活跃/3日内活跃/本周活跃/本月活跃`，无法理解或有冲突时安全回退为 `不限`\n- 支持推荐页岗位列表只读读取：`list_recommend_jobs` / `boss-recommend-mcp list-jobs`\n- 支持推荐页 page scope：`推荐` / `精选` / `最新`\n- 学校标签支持多选语义：如“985、211”会同时勾选这两项\n- 学校标签对“混合输入”按容错处理：如“985、211、qs100”会忽略无效项 `qs100`，保留并应用有效项；仅当全部无效或用户明确“不限”时才回落到“不限”\n- 学历支持单选与多选语义：如“本科及以上”会展开为 `本科/硕士/博士`；如“大专、本科”只勾选这两项\n- 执行前会先补齐筛选值、岗位、后置动作和休息强度，然后只做一次总确认\n- 页面就绪（已登录且在 recommend 页）后，会先提取岗位栏全部岗位，使用精确岗位名填入 run payload，再进入总确认\n- 在真正开始 search/screen 或创建 cron 前，总确认需包含岗位、全部筛选参数、criteria、target_count、post_action、可选 max_greet_count、restLevel 和定时信息（如适用）\n- npm 全局安装后会自动执行 install：生成 skill、导出 MCP 模板，并自动尝试写入已检测到的外部 agent MCP 配置（含 Trae / trae-cn / Cursor / Claude / OpenClaw）\n- 2.x installer 会迁移已存在的 legacy Boss MCP 配置：把 `boss-recommend` 指向统一 `@reconcrap/boss-recommend-mcp`，并从同一个 `mcp.json` 中移除旧 `boss-recruit-mcp` / standalone `boss-chat` / 本地 legacy Boss 路径；写入前会生成 `.boss-mcp-migration-*.bak` 备份\n- 2.x installer 会刷新外部 agent skills：`boss-recommend-pipeline`、`boss-recruit-pipeline`、`boss-chat` 都来自当前包，旧 recruit/chat skill 会被覆盖为统一 MCP 路由\n- npm / npx 安装后会自动初始化 `screening-config.json` 模板（优先写入 workspace 的 `config/`，不可写时回退到用户目录）\n- npm 安装流程会预创建运行目录（跨平台）：`~/.boss-recommend-mcp`、`~/.boss-recommend-mcp/runs`、`~/.boss-recommend-mcp/boss-chat` 及其 `logs/runs/profiles/reports/artifacts/state`\n- `post_action`、`target_count` 和可选 `max_greet_count` 通过同一次总确认锁定\n- 新流程中 `confirmation.final_confirmed=true` 是总确认；旧版逐字段 `*_confirmed` JSON 仍兼容但不是推荐写法\n- 一旦确认 `post_action`，本次运行内所有通过人选都统一按该动作执行\n- 若达到可选 `max_greet_count` 但流程仍需继续，后续通过人选会继续筛选但不再执行打招呼动作\n- 不会对每位候选人重复确认\n- 推荐页详情处理完成后，会强制关闭详情页并确认已关闭\n- 简历提取优先使用 Network 响应；没有可解析 Network CV 时，回退到完整滚动截图序列再交给多模态模型判断\n- recommend / search / chat 共用同一条截图安全路径：浏览器只截取可见视口（`captureBeyondViewport:false`、`fromSurface:true`、不传 `clip`），再由现有 Sharp 依赖在本地裁剪 CV 区域；滚动序列至少保留 20% 重叠，只有在连续两次滚动且图像与可用 DOM 锚点均无进展后才判定到底。达到页数上限但没有终止证据时会 fail closed，不会把可能截断的简历交给模型。\n- `Page.captureScreenshot` 不会在 CDP 断线后自动重放；超时或连接关闭会放弃原 session、重新获取 document / iframe / CV target，并且每位候选人最多做一次工作流级恢复。视口健康度始终相对最初稳定基线比较宽度和高度，恢复后需要连续两次稳定读数。\n- recommend / search / 带 `criteria` 的 chat 正式运行默认全部使用 `screening-config.json` 配置的 LLM 筛选；chat 的 `criteria` 留空时进入收集简历模式，不需要 LLM 配置。deterministic/local scorer 只保留给明确测试场景，必须显式传 `debug_test_mode=true` 且 `screening_mode=deterministic` 或 `use_llm=false`。\n- `detail_limit=0`、`no_filter`、`filter_enabled=false`、后置动作 dry-run、chat 求简历 dry-run 等调试路径不会在正式 live run 默认启用；需要测试时必须显式传 `debug_test_mode=true`。\n- 提供显式运维自愈工具：只在手动调用 `run_recommend_self_heal` 时运行，不会接入正常 run / doctor / preflight 自动链路\n- 运行前会自动做依赖体检（Node.js、Python、Pillow、`chrome-remote-interface`、`ws`），缺失时会在 `doctor` 与流水线失败诊断中明确提示\n- 若 preflight 失败，返回 `diagnostics.recovery`（含有序修复步骤与 `agent_prompt`），可直接交给 AI agent 自动按顺序安装依赖\n- 不依赖 PowerShell；Windows / macOS 均可运行（命令提示会按平台给出）\n- package-local legacy/vendor 代码被隔离在 `legacy/research/`，不会进入 npm clean install 包。\n\n## 安装\n\n推荐（npm 全局安装）：\n\n```bash\nnpm install -g @reconcrap/boss-recommend-mcp@latest\nboss-recommend-mcp start\n```\n\nmacOS 首次安装如果没有确认 npm prefix 在用户目录，优先使用本文开头的 `scripts/install-macos.sh`。完成 bootstrap 后，后续升级仍然使用同一个 npm 命令：\n\n```bash\nnpm -g i @reconcrap/boss-recommend-mcp@latest\nboss-recommend-mcp where\n```\n\n无需安装（npx 直接运行）：\n\n```bash\nnpx -y @reconcrap/boss-recommend-mcp@latest start\n```\n\n从 GitHub 源码运行（开发/调试）：\n\n```bash\ngit clone https://github.com/reconcrap-cpu/boss-recommend-mcp.git\ncd boss-recommend-mcp\nnpm install\nnode src/cli.js start\n```\n\n### 迁移 legacy MCP / skills\n\n全局 npm 安装会自动运行 `boss-recommend-mcp install`。该安装器会在 Windows 和 macOS 上自动检测 Trae / Trae CN / OpenClaw / QClaw 的常见配置目录：\n\n- Windows: `%APPDATA%\\Trae*\\User\\mcp.json`、`%USERPROFILE%\\.trae*\\mcp.json`、`%USERPROFILE%\\.openclaw\\mcp.json`、`%USERPROFILE%\\.openclaw\\openclaw.json`、`%APPDATA%\\OpenClaw\\User\\mcp.json`、`%USERPROFILE%\\.qclaw\\openclaw.json`\n- macOS: `~/Library/Application Support/Trae*/User/mcp.json`、`~/.trae*/mcp.json`、`~/.openclaw/mcp.json`、`~/.openclaw/openclaw.json`、`~/Library/Application Support/OpenClaw/User/mcp.json`\n\n如果检测到 legacy Boss server entries，installer 会：\n\n- 保留非 Boss MCP server。\n- Trae/Trae-CN 默认写入三个小 toolset server：`boss-recommend`（`BOSS_RECOMMEND_MCP_TOOLSET=recommend`）、`boss-chat`（`chat`）、`boss-recruit`（`recruit`）。这样 recommend/chat/search 的 tool list 不会互相挤占 agent 可见工具预算。\n- 其它宿主默认仍写入兼容统一 server：`boss-recommend -> npx -y @reconcrap/boss-recommend-mcp@<installed-version> start`。\n- 如果传入 `--mcp-launch global-wrapper`，Trae/Trae-CN 同样会写入三个 toolset server，但 command 指向升级稳定 wrapper。该 wrapper 会加载 `~/.nvm/nvm.sh` 并执行当前全局 `boss-recommend-mcp start`，适合 macOS 上通过 `npm -g i @reconcrap/boss-recommend-mcp@latest` 持续升级。\n- 从同一个 `mcp.json` 删除旧 `boss-recruit-mcp`、standalone `boss-chat`、旧本地 Boss repo 路径，避免 agent 继续调用 legacy 包。\n- 在原文件旁生成 `mcp.json.boss-mcp-migration-*.bak`。\n- 同步外部 skills 目录里的 `boss-recommend-pipeline`、`boss-recruit-pipeline`、`boss-chat`。\n\n手动指定 agent：\n\n```bash\nboss-recommend-mcp install --agent trae-cn\nboss-recommend-mcp install --agent openclaw\nboss-recommend-mcp install --agent qclaw\nboss-recommend-mcp doctor --agent trae-cn\nboss-recommend-mcp doctor --agent openclaw\nboss-recommend-mcp doctor --agent qclaw\n```\n\nmacOS 上如果希望 MCP 宿主总是使用全局 npm 最新安装版本：\n\n```bash\nboss-recommend-mcp install --mcp-launch global-wrapper --agent openclaw\nboss-recommend-mcp install --mcp-launch global-wrapper --agent qclaw\nboss-recommend-mcp install --mcp-launch global-wrapper --agent trae-cn\n```\n\n自定义路径：\n\n```bash\nBOSS_RECOMMEND_MCP_CONFIG_TARGETS=\"/path/to/mcp.json\" boss-recommend-mcp install\nBOSS_RECOMMEND_EXTERNAL_SKILL_DIRS=\"/path/to/skills\" boss-recommend-mcp install\n```\n\n可选环境变量（用于跨 agent 自动配置）：\n\n```bash\nBOSS_RECOMMEND_HOME               # 统一状态目录，默认 ~/.boss-recommend-mcp\nBOSS_CHAT_HOME                    # 覆盖 boss-chat 运行态目录；默认 ~/.boss-recommend-mcp/boss-chat\nBOSS_RECOMMEND_SCREEN_CONFIG      # 显式指定 screening-config.json 路径（最高优先级）\nBOSS_RECOMMEND_MCP_TOOLSET        # 可选收窄 MCP 工具：all|recommend|chat|recruit；Trae/Trae-CN installer 会自动设置\nBOSS_RECOMMEND_MCP_CONFIG_TARGETS   # JSON 数组或系统 path 分隔路径列表，指定额外 mcp.json 目标文件\nBOSS_RECOMMEND_EXTERNAL_SKILL_DIRS  # JSON 数组或系统 path 分隔路径列表，指定额外 skills 根目录\n```\n\n推荐运行入口是 MCP 工具 `run_recommend` / `start_recommend_pipeline_run`。在 Trae/Trae-CN 这类普通 MCP 宿主中，用户完成总确认并要求现在运行时，应直接调用 `run_recommend` 或 `start_recommend_pipeline_run`。`prepare_recommend_pipeline_run` 只做显式预检或定时任务前校验；如果已经调用过 prepare 且返回 `READY + cron_ready=true`，下一步仍然必须调用 `run_recommend` / `start_recommend_pipeline_run`，不要改用 terminal/shell/run_command/PowerShell/CLI/manual JSON-RPC，也不要用短延迟 `schedule_recommend_pipeline_run` 冒充立即启动。`prepare` 能返回结果就证明该宿主已经可以调用本 MCP server。\n\n只有宿主是 QClaw 这类真正 shell-only agent、没有把 MCP tools 暴露给模型、且当前会话从未成功调用过 `boss-recommend/prepare_recommend_pipeline_run` 时，才使用 CDP-only CLI fallback。CLI fallback 也必须显式传本次用户确认的 rest level：\n\n```bash\nnpx -y @reconcrap/boss-recommend-mcp@latest run --detached --instruction-file boss-recommend-instruction.txt --overrides-file boss-recommend-overrides.json --confirmation-file boss-recommend-confirmation.json --rest-level <low|medium|high> --slow-live --port 9222\n```\n\n`--detached` 会让父进程输出 `ACCEPTED + run_id` 后退出，子进程继续持有 Chrome DevTools 会话并执行长任务。岗位发现可以使用只读 CLI：\n\n如果用户明确要求稍后启动/cron/定时任务，不要手写系统 cron；用 package-owned scheduler：\n\n```bash\nnpx -y @reconcrap/boss-recommend-mcp@latest prepare-run --instruction-file boss-recommend-instruction.txt --overrides-file boss-recommend-overrides.json --confirmation-file boss-recommend-confirmation.json --rest-level <low|medium|high> --slow-live --port 9222\nnpx -y @reconcrap/boss-recommend-mcp@latest schedule-run --schedule-delay-minutes 10 --instruction-file boss-recommend-instruction.txt --overrides-file boss-recommend-overrides.json --confirmation-file boss-recommend-confirmation.json --rest-level <low|medium|high> --slow-live --port 9222\nnpx -y @reconcrap/boss-recommend-mcp@latest schedule-status --schedule-id <schedule_id>\n```\n\n`schedule-run` 会保存同一份已验证 payload 并启动 detached scheduler worker；到点后 worker 会直接调用包内 `start_recommend_pipeline_run`，不会重新让 AI harness 拼参数。\n\n```bash\nnpx -y @reconcrap/boss-recommend-mcp@latest list-jobs --slow-live --port 9222\n# 源码模式（GitHub clone 后）\nnode src/cli.js list-jobs --slow-live --port 9222\n```\n\n## 配置\n\n`screening-config.json` 默认写入路径（按优先级）：\n\n1. `BOSS_RECOMMEND_SCREEN_CONFIG`（若已设置）\n2. `~/.boss-recommend-mcp/screening-config.json`（默认主路径）\n3. `<workspace>/config/screening-config.json`（兼容历史路径）\n4. `<workspace>/boss-recommend-mcp/config/screening-config.json`（兼容历史路径）\n5. 兼容旧路径：`$CODEX_HOME/boss-recommend-mcp/screening-config.json`\n\n配置路径优先级：\n\n1. `BOSS_RECOMMEND_SCREEN_CONFIG`\n2. `<workspace>/config/screening-config.json`（优先；在受限权限环境推荐使用）\n3. `<workspace>/boss-recommend-mcp/config/screening-config.json`\n4. `~/.boss-recommend-mcp/screening-config.json`（当 workspace 不可写或无 workspace 时回退）\n5. 兼容旧路径：`$CODEX_HOME/boss-recommend-mcp/screening-config.json`\n\n注意：\n\n- `install` / `postinstall` 会自动创建 `screening-config.json` 模板（若目标路径可写）\n- 当当前目录是系统目录（例如 `C:\\\\Windows\\\\System32`）、用户主目录根（例如 `C:\\\\Users\\\\<name>`）或磁盘根目录时，不会再写入 `<cwd>/config`，而是回退到 `~/.boss-recommend-mcp/screening-config.json`\n- `doctor` / `run` 默认优先读取 `~/.boss-recommend-mcp/screening-config.json`；如需强制其它路径，请设置 `BOSS_RECOMMEND_SCREEN_CONFIG`\n- 首次运行时，若仍检测到默认占位词（如 `replace-with-openai-api-key`），pipeline 会返回配置目录并要求用户修改后确认“已修改完成”再继续\n- 在 `npx` 临时目录（如 `AppData\\\\Local\\\\npm-cache\\\\_npx\\\\...`）执行时，不会再把该临时目录当作 `screening-config.json` 目标路径\n- `boss-chat` 运行态默认固定写入 `~/.boss-recommend-mcp/boss-chat`；即使宿主把 MCP 进程启动在系统根目录，也不会再尝试写入 `/.boss-chat`\n- 若当前工作区存在历史 `.boss-chat` 且新用户目录尚未初始化，首次运行会自动把 `logs/runs/profiles/reports/artifacts/state` 迁移到新目录，并保留旧目录作为只读历史来源\n\n配置样例见：\n\n```bash\nconfig/screening-config.example.json\n```\n\n必填字段：\n\n- `baseUrl`\n- `apiKey`\n- `model`\n\n也可以用 `llmModels` 配置多个 OpenAI-compatible 模型。运行时会先调用第一个模型；当该模型请求失败、超时、返回非 JSON、或没有返回 `{\"passed\": true/false}` 决策时，会自动切到下一个模型。未配置 `llmModels` 或数组为空时，继续使用上面的单模型字段，旧配置无需迁移。\n\n```json\n{\n  \"llmModels\": [\n    {\n      \"name\": \"primary\",\n      \"baseUrl\": \"https://api.openai.com/v1\",\n      \"apiKey\": \"sk-primary\",\n      \"model\": \"gpt-4.1-mini\"\n    },\n    {\n      \"name\": \"backup\",\n      \"baseUrl\": \"https://api.openai.com/v1\",\n      \"apiKey\": \"sk-backup\",\n      \"model\": \"gpt-4.1-nano\"\n    }\n  ],\n  \"greetingMessage\": \"Hi同学，能麻烦发下简历吗？\",\n  \"llmScreeningStrategy\": \"single_pass\",\n  \"llmThinkingLevel\": \"low\",\n  \"llmFastThinkingLevel\": \"current\",\n  \"llmVerifyThinkingLevel\": \"low\",\n  \"llmFastMaxTokens\": 384,\n  \"llmVerifyMaxTokens\": null,\n  \"llmMaxRetries\": 1\n}\n```\n\n可选字段：\n\n- `openaiOrganization`\n- `openaiProject`\n- `greetingMessage`：chat 求简历流程发送的招呼语。兼容 `greetingText` / `greeting_text`；本次 run 显式传入的 `greeting_text` 优先级最高。\n- `debugPort`：未显式传 `port` 时，recommend / search / chat CDP-only MCP run 和健康检查默认连接这个 Chrome 调试端口。\n- `outputDir`：recommend / search / chat 完成后的最终 CSV 与 report JSON 会写入这里；run state / checkpoint 仍保留在各自状态目录，方便 pause/resume/cancel。\n- `llmScreeningStrategy`：默认 `single_pass`，保持旧行为并使用 `llmThinkingLevel`。设为 `fast_first_verified` 时，recommend / search / chat 会先用 `llmFastThinkingLevel` 快速判断，再只对快速通过、快速判断要求复核、或快速输出无效/缺字段的候选人用 `llmVerifyThinkingLevel` 复核；明确 `passed=false` 且 `review_required=false` 的快速淘汰不会复核。复核发生时，复核结果作为最终结果。\n- `llmFastThinkingLevel` / `llmVerifyThinkingLevel`：仅在 `llmScreeningStrategy=\"fast_first_verified\"` 时生效；默认分别为 `current` 和 `low`，可设为 `off/minimal/low/medium/high/auto/current`。此策略会忽略 `llmThinkingLevel` 的通过选择。\n- `llmFastMaxTokens` / `llmVerifyMaxTokens`：仅在 `llmScreeningStrategy=\"fast_first_verified\"` 时生效。快速首轮默认最多输出 `384` tokens，即使全局 `llmMaxTokens` 更大，也会使用这个快速轮上限，避免 `current` 模式输出冗长推理；可用 `llmFastMaxTokens` 覆盖。复核轮默认沿用全局 `llmMaxTokens` / `llmMaxCompletionTokens`，也可用 `llmVerifyMaxTokens` 单独覆盖。\n- `fast_first_verified` 的快速轮只有在硬性不通过证据直接、明确、且没有可见反向证据时才应返回 `review_required=false`。如果简历里存在任一可能合格的学校/学历、产品或行业、职责或指标、海外/语言证据、或需要精确计算的任期/年限证据，即使快速轮倾向 `passed=false`，也应返回 `review_required=true` 交给复核轮。\n- LLM provider 返回预算、额度、账单或鉴权类 fatal 错误（例如 `budget_exceeded`、quota exceeded、401/403）时，单次 LLM 调用最多重试 2 次；若仍失败，recommend / search / chat 会直接让本次 run 失败，不再把后续候选人记录为筛选不通过。\n- `llmThinkingLevel`：默认 `low`。可设为 `off/minimal/low/medium/high/auto/current`，用于控制 OpenAI-compatible LLM 的 thinking/reasoning 强度。recommend / search / chat 共用同一套 LLM 筛选提示词：模型会按筛选标准顺序检查硬性淘汰项，若某项已可确定不满足（包括标准要求“证据不足即不通过”的缺失证据），会直接返回不通过；只有当前淘汰项存在截图不清、信息冲突或可能被后续简历内容澄清时才继续核实。\n  - `current`：不显式发送 thinking/reasoning 参数，并要求 LLM 返回 `{\"passed\": true/false, \"summary\": \"少于100个中文词的筛选总结\"}`；CSV 的 `判断依据(CoT)` 写入该 summary。\n  - 其他值：只要求 LLM 返回 `{\"passed\": true/false}`；若 provider 返回 reasoning / CoT 字段，CSV 的 `判断依据(CoT)` 写入该内容。\n  - 在 `fast_first_verified` 下，快速首轮始终要求 `{\"passed\": true/false, \"summary\": \"少于100个中文词的筛选总结\", \"review_required\": true/false}`。若最终来自快速轮，CSV 的 `判断依据(CoT)` 写入快速 summary；若最终来自复核轮，CSV 优先写入复核 CoT/reasoning，复核轮为 `current` 时写入复核 summary。\n- `humanBehavior`：默认 `{ \"enabled\": true, \"profile\": \"paced_with_rests\", \"restLevel\": \"low\" }`。用于 recommend / search / chat 的可靠性实验，支持：\n  - `profile: \"baseline\"`：关闭人类节奏，保持确定性行为。\n  - `profile: \"paced\"`：启用 CDP-only Bezier 鼠标移动、较大按钮的安全 inset 点击点、分块 `Input.insertText`、列表 wheel/settle jitter，以及小的动作前后读秒。\n  - `profile: \"paced_with_rests\"`：在 `paced` 基础上启用候选人短休和批次休息。\n  - `restLevel: \"low\"`：保持旧版休息策略不变，候选人短休 8% 概率暂停 3-7 秒，批次休息约每 25-32 人暂停 15-30 秒。\n  - `restLevel: \"medium\"`：随机分散短/长休息，平均目标约每 5 小时或 700 位候选人累计休息 30 分钟。\n  - `restLevel: \"high\"`：随机分散短/长休息，平均目标约每 5 小时或 700 位候选人累计休息 1 小时。\n- `humanRestEnabled`：兼容旧配置。设为 `true` 时等价于 `humanBehavior.profile=\"paced_with_rests\"`；设为 `false` 时不会关闭当前默认节奏。如需关闭，请显式设置 `humanBehavior.enabled=false` 或 `humanBehavior.profile=\"baseline\"`。\n  - recommend / search / chat 图片简历 fallback 与主列表滚动都会在启用 `listScrollJitter` 时使用 coverage-safe scroll jitter：每次 wheel delta 在安全范围内变化，并保留截图重叠、重复检测、bottom-marker / stop-boundary 逻辑，实际 delta 和 settle 时间会写入 artifact metadata。\n  - chat/recommend/search run 也兼容显式参数 `safe_pacing`、`batch_rest_enabled` 与 `human_behavior.restLevel`：run 参数优先于配置文件。AI harness/skill 启动每次 run 前必须让用户明确选择 `low/medium/high`，再把选择写入 `human_behavior.restLevel`。\n\n### 离线筛选延迟 benchmark\n\n可以用已保存的 recommend run JSON 和截图证据离线评估筛选策略，不打开 Boss、不重新点击候选人，也不改变 `简历来源`。benchmark 会读取每个 saved run 自己的 `result.screen_params.criteria`，缺失时再回退到 run context / instruction，避免用同一套 criteria 误测不同岗位。\n\n```bash\nnpm run benchmark:screening -- --dry-run\nnpm run benchmark:screening -- --max-candidates 20\n```\n\n默认会自动选择 `~/.boss-recommend-mcp/runs` 下最近 4 个仍有 `detail.image_evidence.llm_file_paths` 的 recommend run，并把输出写到 `.live-artifacts/screening-benchmark/<timestamp>/`。真实 LLM replay 会复用当前 `screening-config.json`；如需指定配置或 run：\n\n```bash\nnpm run benchmark:screening -- --config C:/Users/yaolin/.boss-recommend-mcp/screening-config.json --run mcp_recommend_mq92ltt5_3x9liodw\n```\n\n内置策略：\n\n- `oracle_full_image_high`：完整图片筛选，`llmThinkingLevel=high`，作为 pass/fail 质量基准。\n- `baseline_full_image_reasoning`：完整图片筛选，`llmThinkingLevel=low`，用于衡量当前低思考 baseline。\n- `extract_then_reason`：先从图片抽取结构化简历事实，再用文本 reasoning 对每位候选人做最终判断；抽取/判断异常会升级到完整图片筛选。\n- `extract_hard_gate_then_reason`：抽取后先做 cheap hard-fail gate；只有明确违反硬条件/排除项时直接 `passed=false`，否则继续文本 reasoning。\n- `batch_extract_then_reason`：批量抽取多个候选人的结构化事实，再逐个文本 reasoning。\n- `batch_extract_hard_gate_then_reason`：批量抽取后逐个执行 hard-fail gate，明显不合适的候选人不再进入后续 reasoning。\n- `pipeline_simulation`：基于 saved timings 估算浏览器采集和 LLM 重叠后的理论下界；只用于判断是否值得后续改 workflow。\n\n为避免把“输出解释”本身的耗时算进策略，benchmark-native 的抽取/判断提示词不会要求模型输出筛选理由、summary 或 CoT；hard-fail gate 只要求 `{\"hard_fail\": true/false, \"continue_reasoning\": true/false, \"uncertain\": true/false}`，判断阶段只要求 `{\"passed\": true/false, \"uncertain\": true/false}`。\n\n输出文件包括 `benchmark-summary.json`、`benchmark-results.json`、`benchmark-results.csv`、`benchmark-disagreements.csv` 和 `benchmark-manifest.json`。所有非 oracle 策略都会和 `oracle_full_image_high` 对比 false negative / false positive / pass-rate drift，并用 `saved_non_llm_ms + benchmark_llm_ms` 计算 projected total time；hard-gate 策略会额外报告 `gate_ms` 和 `early_exit_count`；默认 eligibility 目标是平均 `<30000ms` 且 false negative 为 0。\n\n## 常用命令\n\nnpm 包安装后可直接使用可执行命令 `boss-recommend-mcp`。以下示例展示源码模式（`node src/cli.js`）：\n\n```bash\nnode src/cli.js install --agent trae-cn\nnode src/cli.js init-config\nnode src/cli.js config set --base-url https://api.openai.com/v1 --api-key <your-key> --model gpt-4o-mini --thinking-level off --greeting-message \"您好，方便发下简历吗？\"\nnode src/cli.js set-port --port 9222\nnode src/cli.js doctor --agent trae-cn\nnode src/cli.js launch-chrome --port 9222\nnode src/cli.js list-jobs --slow-live --port 9222\nnode src/cli.js chat health-check\nnode src/cli.js chat prepare-run --slow-live --port 9222\n```\n\n## Recommend + Chat Follow-up（Legacy-only）\n\n旧版曾支持 recommend screen 完成后自动开始 boss-chat，把 chat 配置放到同一个 recommend run 的顶层 `follow_up.chat`。2.0.0 的 CDP-only MCP 路径已将该链式 orchestration fenced，避免回到 legacy page-JS 路径。推荐做法是：recommend run 完成后，显式启动 chat 工具。\n\n历史 payload 形状如下，仅作迁移参考：\n\n```json\n{\n  \"follow_up\": {\n    \"chat\": {\n      \"criteria\": \"候选人需要继续在聊天页过滤有 AI Agent 经验的人选\",\n      \"start_from\": \"unread\",\n      \"greeting_text\": \"您好，方便发下简历吗？\",\n      \"target_count\": 20,\n      \"profile\": \"default\",\n      \"dry_run\": false,\n      \"no_state\": false,\n      \"safe_pacing\": true,\n      \"batch_rest_enabled\": true\n    }\n  }\n}\n```\n\n说明：\n\n- `start_from` / `target_count` 为必填；`criteria` 可选，留空时 chat run 进入收集简历模式：不触发 LLM 筛选，针对没有在线/附件简历的人选发送求简历消息并点击求简历按钮\n- 收集简历模式会为每位已识别的人选随机设定 `10-15` 秒的最低处理时长；已有在线/附件简历、已发送过简历请求或需要新发请求都适用。候选人处理本身已达到目标时不再额外补时，否则只等待剩余差额。\n- 该最低处理时长独立于 `human_behavior.restLevel`：补时结束后仍按用户选择的 `low/medium/high` 执行原有休息预算；显式 `delay_ms` 也继续作为后续的额外延时。\n- `greeting_text` 可选（兼容 `greetingText`）\n- `profile` 可选，默认 `default`\n- `job` 与 `port` 继承 recommend run 已选岗位和调试端口\n- `baseUrl` / `apiKey` / `model` 不再单独传入，固定复用 recommend 的 `screening-config.json`\n- `greeting_text` 默认优先级：本次显式值 > `screening-config.json.greetingMessage` > 内置默认招呼语（`Hi同学，能麻烦发下简历吗？`）\n- 若缺少 `follow_up.chat` 必填项，pipeline 会返回 `NEED_INPUT`\n- 如需聊天页筛选，请调用 `list_boss_chat_jobs` 或 `prepare_boss_chat_run` 获取岗位列表，再调用 `start_boss_chat_run`。chat-only、未读、全部聊天、求简历任务不要调用 `list_recommend_jobs` / `run_recommend` / `start_recommend_pipeline_run`；这些 recommend 工具会对明确的 chat/search 误路由 fail closed。\n- `boss-chat` 状态统一写入 `~/.boss-recommend-mcp/boss-chat`（或 `BOSS_CHAT_HOME` 指定目录），不再依赖工作区 `cwd`\n\n## Chat-only\n\n安装 `boss-recommend-mcp` 后，无需额外安装 `boss-chat`：\n\n- CLI：\n  - `boss-recommend-mcp chat health-check`\n  - `boss-recommend-mcp chat prepare-run`\n  - `boss-recommend-mcp chat start-run` / `run` 在 2.0.0 CLI 中 fenced；活跃异步 chat run 请使用 MCP `start_boss_chat_run` 或 live harness。\n  - `boss-recommend-mcp chat get-run|pause-run|resume-run|cancel-run`\n- MCP：\n  - `boss_chat_health_check`\n  - `list_boss_chat_jobs`\n  - `prepare_boss_chat_run`\n  - `start_boss_chat_run`\n  - `get_boss_chat_run`\n  - `pause_boss_chat_run`\n  - `resume_boss_chat_run`\n  - `cancel_boss_chat_run`\n- vendored `boss-chat` CLI 还支持 `--data-dir <path>` 与 `BOSS_CHAT_HOME`，默认目录为 `~/.boss-recommend-mcp/boss-chat`（若设置 `BOSS_RECOMMEND_HOME`，则默认 `<BOSS_RECOMMEND_HOME>/boss-chat`）\n- 对 `/.boss-chat`、系统目录等危险运行目录会主动拒绝启动并返回 `UNSAFE_DATA_DIR`，避免在 harness 丢参时误写根目录\n- `boss_chat_health_check` 与 chat run 返回结果会包含 `data_dir` 与 `data_dir_source`，便于定位是参数/环境变量/默认路径生效\n\nchat-only 交互建议：\n\n- 先调用一次 `list_boss_chat_jobs` 或 `prepare_boss_chat_run`（可不带参数），服务会先导航到 `https://www.zhipin.com/web/chat/index` 并返回 `NEED_INPUT`，其中包含岗位 `job_options` 与待补字段。\n- 然后基于 `job_options` 让用户选择 `job`，并补齐 `start_from`、`target_count` 后调用 `start_boss_chat_run` 启动任务；若要筛选再求简历，提供 `criteria`，若只想收集缺失简历则留空。\n- `greeting_text` 可选；未传时使用 `screening-config.json.greetingMessage`，若未配置则使用默认招呼语（`Hi同学，能麻烦发下简历吗？`）。\n- `target_count` 支持正整数、`all`、`-1`；若用户给出 `全部候选人` / `所有候选人`，会自动按不限（扫到底）处理。\n- `criteria` 留空的收集简历模式固定保证每位人选从识别到提交结果至少停留随机 `10-15` 秒；该产品级下限无需新增参数，且不会替代所选休息强度。\n\nTrae-CN / 长对话防循环建议：\n\n- 固定流程：`boss_chat_health_check` -> `list_boss_chat_jobs(空参可)` / `prepare_boss_chat_run(空参可)` -> 一次性补齐 `job/start_from/target_count`，筛选任务再带 `criteria` -> `start_boss_chat_run`。\n- chat-only 场景严禁调用 `list_recommend_jobs`、`run_recommend` 或 `start_recommend_pipeline_run`。\n- `start_boss_chat_run` 的工具 schema 已把 `job/start_from/target_count` 标记为必填；`criteria` 留空会进入收集简历模式。不要用它获取岗位列表。\n- 若 `pending_questions` / UI 选项里出现“扫到底（必须传 `target_count=\"all\"`）”，下一次工具调用请直接照抄 `\"target_count\": \"all\"`，不要只保留“扫到底”这层自然语言语义。\n- `start_boss_chat_run` 返回 `ACCEPTED` 后直接结束当前回合，不要自动轮询。\n- 缺参或校验失败时，一次性列出全部缺失/错误项，避免重复同一句提示触发宿主“陷入循环”保护。\n- 仅当用户明确要求“查进度”时再调用 `get_boss_chat_run`。\n\n## 长流程 Agent 兼容模式\n\n当宿主 agent 对“长时间无回包”敏感（容易误判失败）时，建议改用异步工具：\n\n1. 调用 `run_recommend`（短别名）或 `start_recommend_pipeline_run`。\n2. 若返回 `NEED_INPUT/NEED_CONFIRMATION/FAILED`，按同步流程先补齐前置条件（登录、页面就绪、岗位确认、最终确认）。\n3. 仅当门禁通过时，接口才会返回 `ACCEPTED + run_id`；默认不自动轮询，建议按需调用 `get_recommend_pipeline_run`（长任务至少每 30 分钟一次，除非用户明确要求更频繁）。\n4. 若需临时中断，调用 `pause_recommend_pipeline_run`；接口会先返回 `PAUSE_REQUESTED`，随后在安全边界进入 `paused`。\n5. `paused` 后调用 `resume_recommend_pipeline_run` 继续执行；同一 `run_id` 会复用同一 CSV，并从 checkpoint 无缝续跑。\n6. 若需终止，调用 `cancel_recommend_pipeline_run`。\n7. 若该 run 配置了 `follow_up.chat`，screen 完成后父 run 会进入 `chat_followup`；继续轮询同一个 `run_id` 即可，不需要再新建 chat run。\n\n说明：\n\n- `run_recommend` 与 `start_recommend_pipeline_run` 是同一个异步 MCP 启动入口，但不会跳过同步确认流程；普通 MCP 宿主现在运行时优先直接调用它们。\n- `prepare_recommend_pipeline_run` / `boss-recommend-mcp prepare-run` 只做参数门禁；它不启动筛选。普通 MCP 宿主只有在显式预检或定时任务准备时才需要先调用 prepare；prepare READY 后继续调用 `run_recommend` / `start_recommend_pipeline_run`，不要改用 CLI fallback。\n- `prepare_recommend_pipeline_run` 的 READY 响应会带 `prepared_only=true`、`run_started=false`、`recommended_next_tool=start_recommend_pipeline_run`、`alternate_next_tool=run_recommend` 和 `next_action.do_not_call_prepare_again=true`；agent 应直接照这个字段继续下一步。\n- `schedule_recommend_pipeline_run` / `boss-recommend-mcp schedule-run` 是推荐页定时启动的唯一推荐路径；它创建真实 package-owned detached scheduler，并返回 `schedule_id`。\n- 如果忘记了 `run_id`，调用 `list_recommend_pipeline_runs` 获取 `latest_run.run_id`；不要用 PowerShell、`Get-Content`、terminal、CLI 或手动读取 `~/.boss-recommend-mcp/runs/*.json` 来恢复状态。\n- 定时心跳默认 120 秒一次；`updated_at` 仍会在阶段或进度变化时刷新。\n- 每个 run 会持久化到 `~/.boss-recommend-mcp/runs/<run_id>.json`（可通过 `BOSS_RECOMMEND_HOME` 覆盖）。\n- screen 阶段会持久化 checkpoint：`~/.boss-recommend-mcp/runs/<run_id>.checkpoint.json`。\n- 暂停采用“当前候选人处理完成后暂停”语义，避免停在详情页中间态。\n- 轮询期间不要重复 `start`，优先复用已有 `run_id`，避免重复筛选。\n- 处于 `chat_followup` 时，对父 run 的 `pause/resume/cancel` 会自动代理到内置 boss-chat 子 run。\n\n## MCP Tool Input\n\n```json\n{\n  \"instruction\": \"推荐页筛选211女生，近14天没有，有 AI Agent 经验，符合标准的直接沟通\",\n  \"confirmation\": {\n    \"final_confirmed\": true\n  },\n  \"overrides\": {\n    \"page_scope\": \"recommend\",\n    \"school_tag\": [\"985\", \"211\"],\n    \"degree\": [\"本科\", \"硕士\", \"博士\"],\n    \"gender\": \"女\",\n    \"recent_not_view\": \"近14天没有\",\n    \"current_city_only\": true,\n    \"activity_level\": \"今日活跃\",\n    \"criteria\": \"候选人需要有 AI Agent 或 MCP 工具开发经验\",\n    \"job\": \"算法工程师（视频/图像模型方向） _ 杭州\",\n    \"target_count\": 20,\n    \"post_action\": \"greet\"\n  },\n  \"human_behavior\": {\n    \"restLevel\": \"medium\"\n  }\n}\n```\n\n`confirmation.final_confirmed=true` 表示用户已经看过并确认总览。旧版 `page_confirmed`、`school_tag_confirmed`、`job_confirmed` 等逐字段布尔值仍兼容，但新流程不需要主动生成它们。\n\n## 测试\n\n```bash\nnpm run test:parser\nnpm run test:pipeline\nnpm run test:async\nnpm run test:boss-chat\n```\n\n## 当前实现边界\n\n- 选择器已经按 recommend 页面语义切换\n- `post_action` 的运行级单次确认已经落到 parser / pipeline / screen CLI\n- 图片化简历筛选已经接入 recommend-screen-cli\n- 页面按钮的真实联调验证仍然应该按你的要求，在交互前先征求确认后再做\r\n","readmeFilename":"README.md"}