{"slug":"1xiaoyueryuer-boss-hr-agent-toolkit","name":"Boss Hr Agent Toolkit","description":"A local HR agent toolkit for BOSS Zhipin that packages recruitment workflows (job parsing, candidate scoring, reporting) as an installable agent skill with CLI and SKILL.md.","long_description":"\n\n# BOSS HR Agent Toolkit\n\n### 面向 BOSS 直聘招聘端的本地招聘工作流智能体工具箱\n\n**让程序负责确定性，让模型负责不确定性。**\n\n[](https://github.com/1xiaoyueryuer/boss-hr-agent-toolkit/releases)\n[](https://www.python.org/)\n[](#运行环境)\n[](#统一-cli)\n[](#工程可靠性)\n[](LICENSE)\n\n[快速开始](#快速开始) · [设计理念](#为什么这样设计) · [CLI 文档](docs/CLI_WORKFLOW.md) · [Agent Skill](boss-hr-auto/SKILL.md) · [更新日志](CHANGELOG.md)\n\n
\n\n---\n\n## 项目简介\n\nBOSS HR Agent Toolkit 是一套目前**仅适配 BOSS 直聘招聘端**的本地招聘流程工具。\n\n它将岗位信息获取、候选人简历归档、逐位 LLM 评分、结果汇总、HTML 报告以及受控打招呼，组织成一条具有明确状态、数据边界和人工确认节点的工作流。\n\n```text\n岗位解析 → 人工确认 → 候选人获取 → 逐位评分 → 报告生成 → 可选打招呼\n```\n\n它不是一个让模型在网页里自由发挥的“全自动机器人”，也不是一组只能按固定顺序运行的散装脚本。\n\n项目真正关注的是：\n\n> 在真实业务中，如何把浏览器、脚本、LLM、Agent、状态管理和人工决策组合成一套可运行、可测试、可追踪的系统。\n\n> [!IMPORTANT]\n> 本项目需要使用者拥有正常可用的 BOSS 招聘账号，并仅处理自己有权访问和使用的招聘数据。项目与 BOSS 直聘官方无隶属、合作或背书关系。\n\n---\n\n## 为什么这样设计\n\n### 为什么不只写脚本？\n\n脚本非常适合确定性任务：\n\n- 连接指定浏览器；\n- 调用固定业务接口；\n- 下载和保存候选人资料；\n- 创建任务目录；\n- 校验 JSON；\n- 合并评分结果；\n- 生成 HTML 报告；\n- 返回结构化状态和退出码。\n\n但岗位理解、经历匹配、评分理由和异常处置很难全部固化为 `if / else`。当需求变化时，纯脚本往往需要不断增加分支，最终形成难以维护的流程系统。\n\n### 为什么不让 Agent 直接连接 CDP？\n\nAgent 直接读取页面并自由点击非常灵活，但关键操作会变得难以预测：\n\n- 可能误判页面状态或点击错误元素；\n- 可能重复执行已经完成的步骤；\n- 可能读取错误的历史任务；\n- 可能跳过本应等待用户确认的节点；\n- 页面变化后，执行路径可能完全不同；\n- 很难通过离线测试证明核心数据流稳定。\n\n### 本项目的选择\n\n| 层级 | 负责什么 | 为什么 |\n|---|---|---|\n| **Patchright + Edge CDP** | 浏览器连接与页面执行 | 复用专用 Edge 中的真实登录会话 |\n| **Python 业务脚本** | 下载、校验、存储、合并、报告 | 确定性强，可以测试和复现 |\n| **统一 CLI** | 参数、输出、状态、退出码 | 为不同 Agent 提供稳定工具边界 |\n| **LLM** | JD 理解、候选人语义评估 | 处理难以写死的语义判断 |\n| **Agent*","tagline":"BOSS 直聘 HR 智能体工具箱","category":"productivity","tags":["hr","recruitment","agent-skill","cli","python"],"author":"1xiaoyueryuer","verified":false,"attribution":{"status":"community_indexed","statusLabel":"Community indexed","shortLabel":"COMMUNITY INDEXED","sourceLabel":"OpenAgentSkill auto-indexer","sourceDetail":"1xiaoyueryuer/boss-hr-agent-toolkit","creatorName":"1xiaoyueryuer","creatorUrl":"https://github.com/1xiaoyueryuer","sourceUrl":"https://github.com/1xiaoyueryuer/boss-hr-agent-toolkit","indexedBy":"OpenAgentSkill community index","claimUrl":"https://www.openagentskill.com/skills/1xiaoyueryuer-boss-hr-agent-toolkit#claim-this-skill","claimCta":"Claim this skill","trustNote":"This listing was indexed from public sources and is not marked official until a maintainer claim is approved.","publicNote":"Attribution links to the public repository or creator profile. 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Read its SKILL.md or equivalent instructions first, install only the files needed for this workspace, and summarize any required setup before using it. Skill purpose: A local HR agent toolkit for BOSS Zhipin that packages recruitment workflows (job parsing, candidate scoring, reporting) as an installable agent skill with CLI and SKILL.md. After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_\",\"skill_slug\":\"1xiaoyueryuer-boss-hr-agent-toolkit\",\"task\":\"Install Boss Hr Agent Toolkit\",\"agent\":\"codex\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes."},{"id":"claude-code","label":"Claude Code","kind":"agent-prompt","value":"Add \"Boss Hr Agent Toolkit\" as a Claude Code skill from https://github.com/1xiaoyueryuer/boss-hr-agent-toolkit. 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Report success only after the skill is installed and a minimal verification passes."},{"id":"cursor","label":"Cursor","kind":"agent-prompt","value":"Turn \"Boss Hr Agent Toolkit\" from https://github.com/1xiaoyueryuer/boss-hr-agent-toolkit into a reusable Cursor project rule or agent instruction. Preserve the core workflow, adapt paths to this repo, and keep the rule scoped to tasks where it is relevant. Skill purpose: A local HR agent toolkit for BOSS Zhipin that packages recruitment workflows (job parsing, candidate scoring, reporting) as an installable agent skill with CLI and SKILL.md. After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_\",\"skill_slug\":\"1xiaoyueryuer-boss-hr-agent-toolkit\",\"task\":\"Install Boss Hr Agent Toolkit\",\"agent\":\"cursor\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. 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Inspect the skill instructions, place the reusable skill files in the appropriate local skills location for this project, and report the activation steps. Skill purpose: A local HR agent toolkit for BOSS Zhipin that packages recruitment workflows (job parsing, candidate scoring, reporting) as an installable agent skill with CLI and SKILL.md. After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_\",\"skill_slug\":\"1xiaoyueryuer-boss-hr-agent-toolkit\",\"task\":\"Install Boss Hr Agent Toolkit\",\"agent\":\"claude-code\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. 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Use Resolve, run one narrow sandbox task, then report the result.","metrics":{"totalOutcomes":0,"successfulOutcomes":0,"failedOutcomes":0,"installAttempts":0,"installSuccessRate":null,"successRate":null,"recentSuccessRate":null,"recentFailureRate":null,"riskBlocked":0,"setupRequired":0,"notRelevant":0,"avgOutputQuality":null,"avgTimeToUsefulMs":null,"productionOutcomes":0,"humanReviewRequired":0,"uniqueAgents":0,"lastOutcomeAt":null},"signals":[],"penalties":["No real agent outcome evidence yet"]},"audit":{"score":80,"risk_level":"needs_review","risk_label":"Needs review","warnings":["Low GitHub adoption signal","Quality score needs review","GitHub adoption: 19 GitHub stars","Stars/forks activity: 19 stars, 1 forks; issue activity unavailable in current metadata"]},"safety_gate":{"tier":"experimental","label":"Experimental","auto_install_policy":"review","auto_install_allowed":false,"human_review_required":true,"blocked":false,"recommended_action":"Test manually in an isolated workspace and compare against safer alternatives."},"quality":{"score":69,"label":"Promising"},"supply":{"track":"Coding and developer agents","scenario":"GitHub automation","maintenance":"18d since push","risk":"Needs review"},"alternative_skills":[],"do_not_use_when":["teams that need a vendor-supported SLA","production agents without a repository review","Low GitHub adoption signal","High-risk permission hints: Shell or command execution","Quality score needs review","GitHub adoption: 19 GitHub stars","Stars/forks activity: 19 stars, 1 forks; issue activity unavailable in current metadata","Production credentials, payments, or irreversible account changes without explicit human review"],"agent_contract":{"task_input":"Use Boss Hr Agent Toolkit in an agent workflow","recommended_action":"Test manually in an isolated workspace and compare against safer alternatives.","install_policy":"review","minimum_review_before_use":["Trust: 75/100 Strong shortlist","Audit: 80/100 Needs review","Safety: 56/100 Review before install","Review repository, license, install command, and permission surface before production use."],"expected_agent_output":{"selected_skill":"1xiaoyueryuer-boss-hr-agent-toolkit (Boss Hr Agent Toolkit)","install_command":"npx skills add 1xiaoyueryuer/boss-hr-agent-toolkit","risk_summary":"Needs review; Experimental; Review before production","verification_result":"Report the smallest successful task, files touched, warnings, and any missing setup."}},"outcome_feedback":{"endpoint":"https://www.openagentskill.com/api/agent/outcome","method":"POST","requires_resolve_event_id":true,"event_id_source":"Use install_receipt.outcome_feedback.event_id or feedback.event_id returned by /api/agent/resolve for the current task.","expected_outcomes":["success","failed","not_relevant","blocked_by_risk","setup_required"],"payload_template":{"event_id":"","skill_slug":"1xiaoyueryuer-boss-hr-agent-toolkit","task":"Use Boss Hr Agent Toolkit in an agent workflow","agent":"codex","outcome":"success","install_used":true,"risk_blocked":false,"setup_required":false,"task_success":true,"output_quality":4,"error_type":null,"human_review_required":false,"workspace":"sandbox","time_to_useful_ms":120000,"notes":"Report the smallest successful task, setup friction, files touched, and risk notes."}},"endpoints":{"web":"https://www.openagentskill.com/skills/1xiaoyueryuer-boss-hr-agent-toolkit","api":"https://www.openagentskill.com/api/agent/skills/1xiaoyueryuer-boss-hr-agent-toolkit","audit":"https://www.openagentskill.com/skills/1xiaoyueryuer-boss-hr-agent-toolkit/audit","eval":"https://www.openagentskill.com/api/agent/evals?slug=1xiaoyueryuer-boss-hr-agent-toolkit&task=Use%20Boss%20Hr%20Agent%20Toolkit%20in%20an%20agent%20workflow&max_risk=medium","resolve":"https://www.openagentskill.com/api/agent/resolve?task=Use%20Boss%20Hr%20Agent%20Toolkit%20in%20an%20agent%20workflow&agent=codex&max_risk=medium","receipt":"https://www.openagentskill.com/api/agent/receipt?task=Use%20Boss%20Hr%20Agent%20Toolkit%20in%20an%20agent%20workflow&agent=codex&max_risk=medium&format=text","install":"https://www.openagentskill.com/api/skills/1xiaoyueryuer-boss-hr-agent-toolkit/install","manifest":"https://www.openagentskill.com/api/registry/manifest/1xiaoyueryuer-boss-hr-agent-toolkit"}},"supply_profile":{"track":{"slug":"coding","label":"Coding and developer agents","shortLabel":"Coding","description":"Code review, repo analysis, testing, CI, GitHub, DevOps, and developer workflow skills."},"scenario":{"label":"GitHub automation","description":"I need my agent to triage GitHub issues, review pull requests, and summarize repository changes.","useCases":[{"slug":"github-automation","title":"GitHub automation"},{"slug":"browser-automation","title":"Browser automation"},{"slug":"workflow-automation","title":"Workflow automation"}]},"applicableAgents":["Claude Code","CLI","Codex","Cursor","Python"],"install":{"ready":true,"command":"npx skills add 1xiaoyueryuer/boss-hr-agent-toolkit","primaryTarget":"CLI","targetCount":4},"githubQuality":{"stars":19,"starsLabel":"19","forks":1,"license":"MIT","qualityScore":69,"trustScore":75,"auditScore":80},"maintenance":{"status":"fresh","label":"18d since push","daysSincePush":18,"lastPushedAt":"2026-08-05T05:08:14+00:00"},"risk":{"level":"needs_review","label":"Needs review","requiresReview":true,"notes":["Low GitHub adoption signal","Quality score needs review","GitHub adoption: 19 GitHub stars","Stars/forks activity: 19 stars, 1 forks; issue activity unavailable in current metadata","Needs review"]},"coverageTags":["Coding","GitHub automation","productivity","hr","recruitment","agent-skill","cli","python"]},"audit":{"audit_score":80,"risk_level":"needs_review","risk_label":"Needs review","quality_score":69,"trust_score":75,"maintenance_score":100,"security_score":84,"install_score":92,"warnings":["Low GitHub adoption signal","Quality score needs review","GitHub adoption: 19 GitHub stars","Stars/forks activity: 19 stars, 1 forks; issue activity unavailable in current metadata"]},"quality_signals":{"model":"v2","star_score":9.11,"usage_score":0,"review_score":11.25,"metadata_score":7,"freshness_score":15},"platforms":["Python","Claude Code"],"use_cases":[{"slug":"github-automation","title":"GitHub automation","url":"https://www.openagentskill.com/use-cases/github-automation"},{"slug":"browser-automation","title":"Browser automation","url":"https://www.openagentskill.com/use-cases/browser-automation"},{"slug":"workflow-automation","title":"Workflow automation","url":"https://www.openagentskill.com/use-cases/workflow-automation"},{"slug":"web-scraping","title":"Web scraping","url":"https://www.openagentskill.com/use-cases/web-scraping"}],"stacks":[{"slug":"browser-qa-agent","title":"Browser QA agent","url":"https://www.openagentskill.com/collections/browser-qa-agent"},{"slug":"content-growth-agent","title":"Content growth agent","url":"https://www.openagentskill.com/collections/content-growth-agent"},{"slug":"web-data-pipeline","title":"Web data pipeline","url":"https://www.openagentskill.com/collections/web-data-pipeline"}],"install":"npx skills add 1xiaoyueryuer/boss-hr-agent-toolkit","install_targets":[{"id":"openagentskill-cli","label":"CLI","title":"OpenAgentSkill CLI","kind":"command","value":"npx --yes https://github.com/Leon-Drq/openagentskill/releases/download/cli-v0.2.1/openagentskill-0.2.1.tgz install 1xiaoyueryuer-boss-hr-agent-toolkit","description":"Resolve policy, run the source installer safely, and report a verified install receipt.","copyLabel":"Copy command"},{"id":"codex","label":"Codex","title":"Codex install prompt","kind":"agent-prompt","value":"Install the \"Boss Hr Agent Toolkit\" agent skill from https://github.com/1xiaoyueryuer/boss-hr-agent-toolkit. Read its SKILL.md or equivalent instructions first, install only the files needed for this workspace, and summarize any required setup before using it. Skill purpose: A local HR agent toolkit for BOSS Zhipin that packages recruitment workflows (job parsing, candidate scoring, reporting) as an installable agent skill with CLI and SKILL.md. After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_\",\"skill_slug\":\"1xiaoyueryuer-boss-hr-agent-toolkit\",\"task\":\"Install Boss Hr Agent Toolkit\",\"agent\":\"codex\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes.","description":"Give Codex a repo-aware install prompt when the skill is not available through a local CLI.","copyLabel":"Copy prompt"},{"id":"claude-code","label":"Claude Code","title":"Claude Code skill prompt","kind":"agent-prompt","value":"Add \"Boss Hr Agent Toolkit\" as a Claude Code skill from https://github.com/1xiaoyueryuer/boss-hr-agent-toolkit. Inspect the skill instructions, place the reusable skill files in the appropriate local skills location for this project, and report the activation steps. Skill purpose: A local HR agent toolkit for BOSS Zhipin that packages recruitment workflows (job parsing, candidate scoring, reporting) as an installable agent skill with CLI and SKILL.md. After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_\",\"skill_slug\":\"1xiaoyueryuer-boss-hr-agent-toolkit\",\"task\":\"Install Boss Hr Agent Toolkit\",\"agent\":\"claude-code\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes.","description":"Use this prompt to ask Claude Code to add the skill and explain the local activation steps.","copyLabel":"Copy prompt"},{"id":"cursor","label":"Cursor","title":"Cursor rule prompt","kind":"agent-prompt","value":"Turn \"Boss Hr Agent Toolkit\" from https://github.com/1xiaoyueryuer/boss-hr-agent-toolkit into a reusable Cursor project rule or agent instruction. Preserve the core workflow, adapt paths to this repo, and keep the rule scoped to tasks where it is relevant. Skill purpose: A local HR agent toolkit for BOSS Zhipin that packages recruitment workflows (job parsing, candidate scoring, reporting) as an installable agent skill with CLI and SKILL.md. After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_\",\"skill_slug\":\"1xiaoyueryuer-boss-hr-agent-toolkit\",\"task\":\"Install Boss Hr Agent Toolkit\",\"agent\":\"cursor\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes.","description":"Use this when installing as Cursor project rules or reusable agent instructions.","copyLabel":"Copy prompt"}],"repository":"https://github.com/1xiaoyueryuer/boss-hr-agent-toolkit","github_repo":"1xiaoyueryuer/boss-hr-agent-toolkit","version":"1.0.0","license":"MIT","urls":{"web":"https://www.openagentskill.com/skills/1xiaoyueryuer-boss-hr-agent-toolkit","repository":"https://github.com/1xiaoyueryuer/boss-hr-agent-toolkit","api":"/api/agent/skills/1xiaoyueryuer-boss-hr-agent-toolkit","install_api":"/api/skills/1xiaoyueryuer-boss-hr-agent-toolkit/install"},"meta":{"created_at":"2026-08-05T05:35:52.601441+00:00","updated_at":"2026-08-18T17:22:21.819119+00:00","agent_friendly":true}}