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recommend/chat MCP pipeline with phased development guardrails","maintainers":[{"name":"reconcrap","email":"gao_zhiyang@outlook.com"}],"readme":"# Liepin Recommend MCP\n\nLiepin Recommend MCP is a Node.js MCP/CLI helper for researching and operating Liepin recommend and chat workflows through a Chrome DevTools debugging port.\n\n## Install\n\n```sh\nnpm install -g @reconcrap/liepin-mcp\nliepin-mcp install --agent trae-cn\n```\n\n`install` will:\n- bootstrap runtime folders and `screening-config.json` template,\n- merge MCP server config into detected external agent config files (Cursor/Trae/Trae-CN/Claude/OpenClaw),\n- mirror bundled skills into detected external `skills` directories.\n\n## Usage\n\n```sh\nliepin-mcp doctor --fix --target-page recommend\nliepin-mcp install\nliepin-mcp install --agent openclaw\nliepin-mcp self-heal --target-page recommend --provider-check\nliepin-mcp skill export --format markdown\nliepin-mcp external-agent config\nliepin-mcp research discover --debug-port 9222\nliepin-mcp recommend start --candidate-limit 5 --scan-limit 10 --recommend-criteria \"推荐筛选条件\" --chat-criteria \"聊天筛选条件\"\nliepin-mcp chat start --candidate-limit all --job \"全部职位\" --unread-only false --criteria \"聊天筛选条件\"\nliepin-mcp chat start --candidate-limit all --job \"全部职位\" --unread-only false\nliepin-mcp search start --profile \"测试\" --job \"招聘实习生\" --hide-read true --candidate-limit 5 --criteria \"搜索筛选条件\"\nliepin-mcp recommend-chat start --candidate-limit 5 --scan-limit 10 --recommend-criteria \"推荐筛选条件\" --chat-criteria \"聊天筛选条件\"\nliepin-mcp runs progress --kind chat --include-completed false\n```\n\nDoctor/start preflight will automatically handle fixable environment issues: install missing npm dependencies, open Chrome with the configured remote debugging port, and navigate to the target Liepin page (`recommend`, `search`, or `chat`). The operator is only needed for issues that cannot be solved safely by automation, such as Liepin login, captcha/risk pages, or filling real LLM config values.\n\n`recommend/chat/recommend-chat start` now default to production behavior:\n- real recommend chat clicks are enabled by default,\n- real request-resume clicks are enabled by default.\n\nFor chat start, `--candidate-limit` accepts a positive integer or all-candidates expressions such as `all`, `全部`, `所有`, and `扫到底`; all-candidates mode scans until the chat list bottom/platform limit. If `--criteria` is omitted or blank, chat runs enter `collect_cv` mode: they skip LLM screening, treat existing `索要中`/request-message states as already requested, and click `索要简历` only for candidates that have not been requested yet. Chat runs default to the Boss-compatible aggressive rest policy (`rest_level=high`); collect-CV pauses 5-8 seconds after each candidate. Override with `--rest-level low|medium|high`, MCP `human_behavior.restLevel`, or `SOURCING_LIEPIN_CHAT_REST_LEVEL`.\n\nUse `--execute-request-resume false` or a dry-run workflow when you need no-side-effect validation.\n\nUse the MCP tool `liepin_run_progress` to query progress across recommend, search, chat, and recommend-chat runs. Pass `run_id` for one run, or omit it to list recent runs with optional `kind`, `limit`, and `include_completed` filters.\n\n### Long-run robustness\n\nLong-run recovery is enabled by default in the official release:\n\n```sh\nliepin-mcp recommend-chat start --candidate-limit 5 --scan-limit 10\nliepin-mcp search start --profile \"测试\" --job \"招聘实习生\" --hide-read true --candidate-limit 5 --criteria \"搜索筛选条件\"\nliepin-mcp chat start --candidate-limit all --job \"全部职位\" --unread-only false\n```\n\nModes:\n- `recover`: default long-run behavior with heartbeat, timing, additive checkpoint metadata, and bounded safe-boundary recovery.\n- `observe`: records heartbeat, candidate timing, phase timing, and additive checkpoint metadata.\n- `off`: rollback-safe legacy behavior.\n\nRollback is immediate: start the next run with `--robustness-mode off` or pin the package back to `@reconcrap/liepin-mcp@0.1.28`.\n\n## Safety Notes\n\n- The automation is designed to preserve list state and avoid refreshes or hard navigation when returning from details.\n- Browser automation is background-safe and does not call `Page.bringToFront`.\n- Real outreach or resume-request actions should only be run with explicit operator approval.\n\n## Development\n\n```sh\nnpm install\nnpm test\n```\n","readmeFilename":"README.md"}