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social-account-doctor\ndescription: \u5c0f\u7ea2\u4e66 / \u6296\u97f3 / \u5feb\u624b / \u89c6\u9891\u53f7 \u81ea\u5a92\u4f53\u300c(compose \u7d20\u6750\u6253\u5e95 \u2192) \u627e\u5bf9\u6807 \u2192 \u62c6\u7206\u6b3e \u2192 \u5957\u81ea\u5df1\u300d\u56db\u547d\u4ee4\u95ed\u73af\uff0c\u53e6\u652f\u6301\u5e26\u8d27\u8d26\u53f7\u8bca\u65ad\u3001\u5e26\u8d27\u89c6\u9891\u94fe\u63a5\u62c6\u89e3\u548c\u8bc1\u636e\u9a71\u52a8\u7684\u811a\u672c\u751f\u6210\uff08commerce\uff09\u3002\u7ed9\u8d26\u53f7 / \u5e73\u53f0\u89c6\u9891\u94fe\u63a5 / \u672c\u5730\u89c6\u9891 / \u5546\u54c1\u8be6\u60c5\u3001SKU \u4e0e\u8d44\u8d28\u6750\u6599\uff0c\u8f93\u51fa\u8d26\u53f7\u4e0e\u5bf9\u6807\u5dee\u8ddd\u3001\u5185\u5bb9\u62c6\u89e3\u3001\u5546\u54c1\u4e8b\u5b9e\u5361\u3001\u53e3\u64ad\u548c\u5206\u955c\u3002\u5f53\u7528\u6237\u8bf4\"\u627e\u5bf9\u6807\"\u3001\"\u62c6\u8fd9\u6761\u7206\u6b3e\"\u3001\"\u5bf9\u7740\u8fd9\u6761\u4eff\u5199\"\u3001\"\u4e0b\u4e00\u6761\u8be5\u5199\u4ec0\u4e48\"\u3001\"\u6211\u8fd9\u4e2a\u53f7\u7f3a\u7206\u6b3e\u9009\u9898\"\u3001\"\u5e2e\u6211\u5199\u4e00\u6761\u5bf9\u6807 XX \u7684\u7b14\u8bb0\"\u3001\"\u6211\u6709\u7d20\u6750\u5e2e\u6211\u5199\u4e00\u6761\u80fd\u7206\u7684\"\u3001\"\u8fd9\u4efd\u6587\u6863/\u8fd9\u7ec4\u56fe/\u8fd9\u6bb5\u89c6\u9891\u80fd\u51fa\u4e00\u6761\u7206\u6b3e\u5417\"\u65f6\u8c03\u7528\u3002\u8bca\u65ad\u6a21\u5f0f\uff08\"\u4e3a\u4ec0\u4e48\u4e0d\u7206\"\uff09\u8d70 references/diagnostic-mode.md\u3002\u5e26\u8d27\u89e6\u53d1\u8bcd\uff1a\u5e26\u8d27\u8d26\u53f7\u8bca\u65ad\u3001\u5e26\u8d27\u89c6\u9891\u94fe\u63a5\u3001\u5e26\u8d27\u7d20\u6750\u3001\u5546\u54c1\u8be6\u60c5\u622a\u56fe\u3001SKU \u8868\u3001\u5546\u54c1\u8d44\u8d28\u3001\u5e26\u8d27\u811a\u672c\u3001\u53e3\u64ad\u3001\u5206\u955c\u3001\u5546\u54c1\u5361\u4e00\u81f4\u6027 \u2014 \u8d70 commerce \u8def\u7531\u3002\u5546\u54c1\u94fe\u63a5\u4e0d\u7b49\u4e8e\u89c6\u9891\u94fe\u63a5\uff1b\u672c Skill \u4e0d\u89e3\u6790\u5728\u7ebf\u5546\u54c1\u9875\uff0c\u4e0d\u63d0\u4f9b\u9009\u54c1\u3001\u8d8b\u52bf\u76d1\u63a7\u6216 GMV/\u4f63\u91d1\u63a8\u65ad\u3002\n---\n\n# social-account-doctor \u2014 \u627e\u5bf9\u6807 / \u62c6\u7206\u6b3e / \u5957\u81ea\u5df1\n\n> **\u4e0d\u6316\u94a9\u5b50\u5efa\u4ed3\u5e93\uff0c\u4e0d\u5199\u8bca\u65ad\u62a5\u544a\u3002**\n> \u76f4\u63a5\u5bf9\u7740\u5177\u4f53\u7206\u6b3e \u2192 \u8f93\u51fa**\u6211\u7684\u4e0b\u4e00\u6761\u7b14\u8bb0\u521d\u7a3f**\uff08\u6807\u9898 + \u5c01\u9762\u5927\u5b57 + \u9996\u6bb5 + CTA\uff09\u3002\n\n---\n\n## 0A. \u4ea4\u4ed8\u8d28\u91cf\u786c\u89c4\u5219\uff08\u9632\u4f2a\u88c5\u5b8c\u6210\uff09\n\n\u8fd9\u4e9b\u89c4\u5219\u9002\u7528\u4e8e find / crack / adapt / diagnostic\u3002\u8fdd\u53cd\u65f6\u4e0d\u8981\u786c\u5199\u62a5\u544a\uff1b\u5728\u5bf9\u8bdd\u91cc\u660e\u8bf4\u7f3a\u54ea\u4e00\u6b65\u3001\u4e3a\u4ec0\u4e48\u7f3a\u3001\u7528\u6237\u53ef\u4ee5\u600e\u4e48\u8865\u3002\n\n**H1 \u2014 find \u5fc5\u987b\u6709\u771f\u5bf9\u6807\u641c\u7d22**\n- `find` \u6a21\u5f0f\u81f3\u5c11\u8dd1\u8fc7 1 \u6b21\u5e73\u53f0\u641c\u7d22\uff0c\u5e76\u62ff\u5230\u771f\u5b9e\u8d26\u53f7\u6216\u4f5c\u54c1\u5019\u9009\uff1a\u5c0f\u7ea2\u4e66 `xiaohongshu_app_v2_search_notes` / \u6296\u97f3\u8d26\u53f7\u641c\u7d22\u6216\u89c6\u9891\u641c\u7d22 / \u5feb\u624b `kuaishou_app_search_video_v2` / \u89c6\u9891\u53f7 `wechat_channels_v2_fetch_search_channel_videos` / B \u7ad9 `bilibili_web_fetch_general_search`\uff1b\u6216 TikHub key \u4e0d\u53ef\u7528\u65f6\u6539\u8dd1 `mc search`\uff08\u767b\u5f55\u81ea\u5df1\u8d26\u53f7\u7684 MediaCrawler \u8def\u5f84\uff0c\u89c1 \u00a77.5\uff09\u3002\n- \u53ea\u62ff\u4e86\u6211\u7684\u8d26\u53f7\u4fe1\u606f\u6216\u4f5c\u54c1\u5217\u8868\u5c31\u5199\u201c\u5bf9\u6807\u7ed3\u8bba\u201d = \u8fdd\u89c4\u3002\u6ca1\u6709\u5bf9\u6807\u641c\u7d22\uff0c\u5c31\u53ea\u80fd\u6807\u6210\u201c\u4ec5\u57fa\u4e8e\u6211\u65b9\u6570\u636e\u7684\u521d\u6b65\u5224\u65ad\u201d\u3002\n\n**H2 \u2014 \u89c6\u89c9\u5224\u65ad\u5fc5\u987b\u5148\u8dd1\u591a\u6a21\u6001**\n- \u62a5\u544a\u91cc\u53ea\u8981\u51fa\u73b0\u201c\u5c01\u9762\u6a21\u677f A/B/C/D/E\u201d\u201c\u5927\u5b57\u6bd4\u4f8b\u201d\u201c\u771f\u4eba\u51fa\u955c/\u5b9e\u7269\u5c55\u793a/\u8868\u683c\u622a\u56fe\u201d\u201c\u5c01\u9762\u516c\u5f0f\u201d\u201c\u9996\u5e27\u94a9\u5b50\u201d\u7b49\u5224\u65ad\uff0c\u5c31\u5fc5\u987b\u5148\u7528 `scripts/analyze_image.py` \u5206\u6790\u672c\u5730\u5c01\u9762/\u9996\u5e27\u3002\n- \u6211\u65b9\u8d26\u53f7\u8bca\u65ad\u4f18\u5148\u8dd1 top 3 + bottom 3\uff1b\u5b8c\u6574\u8bca\u65ad\u6700\u597d\u8986\u76d6\u8fd1 7 \u6761\u3002\u5bf9\u6807\u53ef\u53ea\u8dd1 top 3\uff0c\u4e0d\u80fd\u96f6\u8c03\u7528\u3002\n- \u62a5\u544a\u6b63\u6587\u5fc5\u987b\u5d4c\u5165\u6211\u65b9/\u5bf9\u6807\u5c01\u9762\u56fe\uff0c\u81f3\u5c11\u8ba9\u7528\u6237\u80fd\u56fe\u6587\u5bf9\u7167\u3002\u65e0\u56fe\u7684\u89c6\u89c9\u8bca\u65ad\u53ea\u80fd\u7b97\u53e3\u5934\u8bc4\u4ef7\u3002\n- \u89c6\u9891\u753b\u9762\u7ed3\u8bba\u5fc5\u987b\u4e0e\u53e3\u64ad/\u5b57\u5e55\u54c1\u7c7b\u4ea4\u53c9\u6821\u9a8c\u3002\u82e5\u53e3\u64ad\u5728\u8bb2\u98df\u54c1\u6216\u6bcd\u5a74\u5546\u54c1\uff0c\u800c\u89c6\u89c9\u7ed3\u679c\u51fa\u73b0\u65e0\u5173\u7684\u8f6f\u4ef6\u3001\u6548\u7387\u5de5\u5177\u3001\u804c\u573a\u7b49\u5185\u5bb9\uff0c\u5fc5\u987b\u5224\u4e3a\u8de8\u6a21\u6001\u51b2\u7a81\u5e76\u5f03\u7528\uff1b\u6539\u7528\u771f\u5b9e\u5173\u952e\u5e27\u590d\u6838\u6216\u91cd\u65b0\u5206\u6790\uff0c\u4e0d\u80fd\u628a\u51b2\u7a81\u7ed3\u679c\u5199\u8fdb\u62a5\u544a\u3002\n- \u5b8c\u6574\u8d26\u53f7\u62a5\u544a\u7684\u5bf9\u6807\u90e8\u5206\u4e0d\u80fd\u53ea\u5199\u201c\u8d26\u53f7\u540d + \u4e00\u53e5\u53ef\u501f\u9274\u673a\u5236\u201d\u3002\u81f3\u5c11\u4ea4\u4ee3\u5bf9\u6807\u6837\u672c\u6570\u3001\u8d26\u53f7\u5185\u5bb9\u6bcd\u9898\u3001\u4ee3\u8868\u4f5c\u54c1\u516c\u5f00\u6570\u636e\u3001\u5f00\u5934\u94a9\u5b50\u3001\u753b\u9762\u8bc1\u636e\u94fe\u3001\u6d41\u91cf/\u8f6c\u5316\u4f5c\u7528\uff0c\u4ee5\u53ca `\u8be5\u501f\u9274 / \u4e0d\u8981\u7167\u6284`\uff1b\u8be6\u7ec6\u56fe\u6587\u7248\u6bcf\u4e2a\u4ee3\u8868\u89c6\u9891\u81f3\u5c11\u653e\u5f00\u5934\u3001\u4e2d\u6bb5\u3001\u7ed3\u5c3e 3 \u5f20\u6709\u6548\u5e27\u3002\n- \u5d4c\u5165\u62a5\u544a\u524d\u5fc5\u987b\u9010\u5f20\u786e\u8ba4\u5bf9\u6807\u5e27\u4e0e\u8d26\u53f7\u3001\u4f5c\u54c1\u548c\u56fe\u6ce8\u4e00\u81f4\u3002\u81ea\u52a8\u65f6\u95f4\u70b9\u622a\u56fe\u82e5\u4e0e\u5b8c\u6574\u9010\u5e27\u63a5\u89e6\u8868\u3001\u53e3\u64ad\u6216\u5546\u54c1\u4e0d\u4e00\u81f4\uff0c\u76f4\u63a5\u5f03\u7528\u5e76\u6539\u9009\u5df2\u4eba\u5de5\u590d\u6838\u7684\u5e27\uff1b\u4e0d\u5f97\u8ba9\u4e0d\u540c\u8d26\u53f7\u590d\u7528\u4e32\u7247\u753b\u9762\u3002\n\n**H3 \u2014 \u534a\u6210\u54c1\u8981\u663e\u5f0f\u6807\u6ce8**\n- \u641c\u7d22 API \u6302\u3001tikhub \u4e0d\u901a\u3001\u5bf9\u6807\u4e0d\u8db3 3 \u6761\u3001\u622a\u56fe\u5b57\u6bb5\u4e0d\u5168\u3001\u97f3\u9891\u8f6c\u5199\u5931\u8d25\uff0c\u90fd\u4e0d\u80fd\u9759\u9ed8\u8df3\u8fc7\u3002\n- \u62a5\u544a\u5f00\u5934\u6216\u5bf9\u8bdd\u91cc\u5fc5\u987b\u6807\u6ce8\u5b8c\u6574\u5ea6\uff1a`\u5b8c\u6574` / `\u90e8\u5206\uff08\u7f3a Layer X\uff09` / `\u4ec5 L1`\u3002\n- \u5bf9\u6807\u4e3a 0 \u6761\u65f6\u5199\uff1a`\u672c\u6b21\u672a\u80fd\u83b7\u53d6\u6709\u6548\u5bf9\u6807\u6570\u636e\uff0c\u4ee5\u4e0b\u7ed3\u8bba\u4ec5\u57fa\u4e8e\u8d26\u53f7\u81ea\u8eab\u6570\u636e\uff0c\u53ef\u80fd\u4e0d\u591f\u51c6\u786e\u3002`\n\n**H4 \u2014 \u6807\u9898\u5e72\u51c0\uff0c\u72b6\u6001\u653e\u6b63\u6587**\n- \u7528\u6237\u53ef\u89c1 H1 \u4e0d\u5199 `(\u8865\u5145\u7248)`\u3001`(\u65e0\u5bf9\u6807)`\u3001`(\u6280\u672f\u5206\u6790)`\u3001`(Gemini \u5206\u6790)` \u8fd9\u7c7b\u5185\u90e8\u72b6\u6001\u8bcd\u3002\n- \u72b6\u6001\u8bf4\u660e\u653e\u5728\u6807\u9898\u4e0b\u65b9\u5f15\u7528\u5757\u6216 TL;DR \u4e0a\u65b9\u3002\n\n**H5 \u2014 \u8d26\u53f7\u5b9a\u4f4d\u4e0d\u6e05\u6670\u8981\u8b66\u544a**\n- \u8d26\u53f7\u7b80\u4ecb\u4e3a\u7a7a/\u6a21\u7cca\u3001\u8fd1 30 \u6761\u8986\u76d6 4 \u4e2a\u4ee5\u4e0a\u4e0d\u76f8\u5173\u8d5b\u9053\u3001\u4f5c\u54c1\u6570 < 10\u3001\u7b80\u4ecb\u548c\u5185\u5bb9\u660e\u663e\u4e0d\u7b26\u65f6\uff0c\u5fc5\u987b\u5728\u62a5\u544a\u5f00\u5934\u63d0\u793a\u201c\u5b9a\u4f4d\u98ce\u9669\u201d\u3002\n- \u6d89\u53ca\u8d26\u53f7\u5b9a\u4f4d\u3001\u7b80\u4ecb\u6539\u5199\u3001\u4eba\u8bbe\u5207\u6362\u3001\u7c89\u4e1d\u753b\u50cf\u3001\u53d8\u73b0\u6a21\u5f0f\u65f6\uff0c\u7f3a\u786c\u6570\u636e\u5c31\u5199\u201c\u6570\u636e\u4e0d\u8db3\uff0c\u6682\u4e0d\u4e0b\u7ed3\u8bba\u201d\uff0c\u4e0d\u8981\u51ed\u611f\u89c9\u6539\u53f7\u3002\n\n**H6 \u2014 \u62a5\u544a\u8bed\u8a00\u9762\u5411\u975e\u6280\u672f\u7528\u6237**\n- \u7528\u6237\u62a5\u544a\u91cc\u4e0d\u8981\u51fa\u73b0\u811a\u672c\u540d\u3001\u6a21\u578b\u540d\u3001API \u540d\u3001\u547d\u4ee4\u884c\u3001JSON\u3001ffmpeg\u3001OCR bbox \u7b49\u6280\u672f\u5b9e\u73b0\u7ec6\u8282\u3002\n- \u5199\u201c\u4ece\u5c01\u9762\u8bbe\u8ba1\u6765\u770b\u2026\u2026\u201d\u201c\u5728\u5e73\u53f0\u4e0a\u641c\u7d22\u540c\u8d5b\u9053\u5185\u5bb9\u53d1\u73b0\u2026\u2026\u201d\uff0c\u4e0d\u8981\u5199\u201c\u901a\u8fc7 analyze_image.py / tikhub \u63a5\u53e3 / Gemini \u5f97\u51fa\u2026\u2026\u201d\u3002\n\n**H7 \u2014 \u8bca\u65ad\u9ed8\u8ba4\u7ed9\u884c\u52a8\uff0c\u4e0d\u9ed8\u8ba4\u5199\u811a\u672c**\n- \u7528\u6237\u95ee\u201c\u4e3a\u4ec0\u4e48\u4e0d\u7206 / \u8d26\u53f7\u600e\u4e48\u8c03 / \u5b8c\u6574\u8bca\u65ad\u201d\u65f6\uff0c\u9ed8\u8ba4\u8f93\u51fa\u6f0f\u6597\u5224\u65ad\u3001\u5bf9\u6807\u5dee\u8ddd\u3001\u5185\u5bb9\u7ed3\u6784\u3001\u89c6\u89c9\u6807\u51c6\u3001\u590d\u76d8\u6307\u6807\u3001P0/P1/P2 \u884c\u52a8\u3002\n- \u8d26\u53f7\u8bca\u65ad\u5fc5\u987b\u540c\u65f6\u770b top/bottom\uff1b\u540c\u4e00\u673a\u5236\u81f3\u5c11\u5728 2 \u6761\u8d62\u5bb6\u4e2d\u91cd\u590d\u4e14\u672a\u540c\u6837\u9ad8\u9891\u51fa\u73b0\u5728 bottom\uff0c\u624d\u53eb\u8d26\u53f7\u516c\u5f0f\u3002\u8f93\u51fa `\u7ee7\u7eed\u4fdd\u6301 / \u4ece\u5bf9\u6807\u8865\u9f50 / \u4e0d\u8981\u7167\u6284` \u548c\u4e0b\u4e00\u8f6e\u5355\u53d8\u91cf\u6d4b\u8bd5\u3002\n- \u53ea\u6709\u7528\u6237\u660e\u786e\u8bf4\u201c\u4e0b\u4e00\u6761\u53d1\u4ec0\u4e48 / \u5e2e\u6211\u5199\u811a\u672c / \u7ed9\u6848\u4f8b\u201d\u65f6\uff0c\u624d\u5199\u4e0b\u4e00\u6761\u53ef\u53d1\u5e03\u521d\u7a3f\u6216\u9010\u5b57\u811a\u672c\u3002\n- \u5982\u679c\u8d26\u53f7\u5185\u5bb9\u660e\u663e\u662f AI \u89c6\u9891 / AI \u63d2\u753b / \u6570\u5b57\u4eba\u53e3\u64ad\uff0c\u5fc5\u987b\u52a0\u4e00\u8282\u201cAI \u89c6\u9891\u8868\u8fbe\u5dee\u8ddd\u201d\uff1a\u9996\u5e27\u51b2\u7a81\u3001\u4eba\u7269\u8fde\u7eed\u6027\u3001\u573a\u666f\u8fde\u7eed\u6027\u3001\u5b57\u5e55\u5b89\u5168\u533a\u3001\u6a21\u677f\u611f\u3001\u53ef\u4fe1\u5ea6\u3001\u65f6\u957f\u627f\u8f7d\u80fd\u529b\u3002\n\n**H8 \u2014 PDF \u6309\u9700\uff0c\u4f46\u6392\u7248\u8981\u81ea\u68c0**\n- \u9ed8\u8ba4\u53ea\u5199 `.md`\u3002\u7528\u6237\u660e\u786e\u8981 PDF \u65f6\u518d\u8dd1 `scripts/render_report_pdf.py`\u3002\n- PDF \u62a5\u544a\u907f\u514d\u8d85\u5bbd\u8868\u683c\u3001\u624b\u673a\u957f\u622a\u56fe\u6574\u5f20\u585e\u5165\u3001Markdown \u8868\u683c\u5305\u5728 HTML \u5bb9\u5668\u91cc\u3002\u751f\u6210\u540e\u81f3\u5c11\u68c0\u67e5\u6587\u4ef6\u5b58\u5728\u3001\u9875\u6570\u5408\u7406\u3001\u56fe\u7247\u6ca1\u6709\u660e\u663e\u4e22\u5931\u3002\n\n---\n\n## 0. \u95ed\u73af\u56fe\n\n```\n[\u6211\u7684\u539f\u59cb\u7d20\u6750\uff08\u6587\u6863 / \u56fe\u7247 / \u89c6\u9891 / \u975e\u5e73\u53f0\u94fe\u63a5\uff09]   \u2190 \u65b0\u5165\u53e3\uff08compose\uff09\n       \u2502\n       \u25bc \u24ea compose (\u591a\u6a21\u6001\u89e3\u6790 \u2192 \u6838\u5fc3\u4e8b\u5b9e/\u72ec\u5bb6\u8981\u7d20/\u91d1\u53e5\u6e05\u5355 \u2192 5 \u7ef4\u672c\u8d28 \u2192 \u4fe1\u606f\u7f3a\u53e3)\n       \u2502\n[\u6211\u7684\u8d26\u53f7 / \u9009\u9898\u65b9\u5411 / compose \u753b\u50cf]\n       \u2502\n       \u25bc \u2460 find  (\u591a\u6a21\u6001\u8bc6\u522b\u672c\u8d28 \u2192 \u77e9\u9635\u641c \u2192 \u76f8\u4f3c\u5ea6\u8fc7\u6ee4)\n[5-10 \u4e2a\u771f\u5bf9\u6807\u7206\u6b3e]\n       \u2502\n       \u25bc \u4eba\u5de5\u52fe\u9009 3-5 \u6761 \u270b\n[\u9009\u5b9a\u5bf9\u6807]\n       \u2502\n       \u25bc \u2461 crack\n[\u6bcf\u6761 4 \u7ef4\u94a9\u5b50\u62c6\u89e3\uff08\u89c6\u89c9/\u6587\u5b57/\u53e3\u64ad/\u5267\u60c5\uff09+ \u7efc\u5408\u6743\u91cd + \u9aa8\u67b6 + \u5c01\u9762 + \u6807\u7b7e]\n       \u2502\n       \u25bc \u2462 adapt  (\u6709\u7d20\u6750\u65f6\uff1a\u6bcf\u4e2a\u4ea7\u51fa\u5fc5\u987b\u6eaf\u6e90\u5230\"\u5bf9\u6807\u516c\u5f0f + \u7d20\u6750\u6761\u76ee\")\n[3 \u6807\u9898 + 3 \u5c01\u9762\u5927\u5b57 + 1 \u6bb5\u9996\u6bb5 + 1 \u4e2a CTA]  \u2192 \u53ef\u53d1\n```\n\n**\u526f\u4ea7\u54c1\uff08\u53ef\u9009\uff0c\u5fc5\u987b\u95ee\uff09**\uff1acrack \u8dd1\u5b8c\u540e**\u4e3b\u52a8\u95ee**\u7528\u6237\u300c\u8981\u628a\u8fd9\u4e9b\u94a9\u5b50\u79ef\u7d2f\u5230 `./output/assets/hooks-{platform}.md` \u5417\uff1f\u300d \u2014 \u7528\u6237\u7b54 yes \u624d\u8ffd\u52a0\u3002**\u4e0d\u4f1a\u81ea\u52a8\u5199**\u3002\u5e93\u7684\u8d28\u91cf\u7531\u4f60\u628a\u5173\uff0c\u8dd1\u591a\u4e86\u81ea\u7136\u5f62\u6210\u5f39\u836f\u5e93\u3002\n\n---\n\n## 1. \u8f93\u5165\u8def\u7531\n\n| \u7528\u6237\u8bf4\u4ec0\u4e48 | \u8d70\u54ea\u4e2a\u547d\u4ee4 |\n|---|---|\n| \"\u627e\u5bf9\u6807\" / \"\u6211\u8fd9\u4e2a\u53f7\u6709\u4ec0\u4e48\u5bf9\u6807\" / \"\u626b\u4e00\u4e0b\u540c\u8d5b\u9053\" | **find** |\n| \"\u62c6\u8fd9\u6761\u7206\u6b3e\" / \"\u8fd9\u6761\u4e3a\u4ec0\u4e48\u7206\" / \"\u63d0\u53d6\u8fd9\u6761\u7684\u94a9\u5b50\" | **crack**\uff08\u5355\u6761\uff09 |\n| \"\u5bf9\u7740\u8fd9\u6761\u4eff\u5199\" / \"\u4e0b\u4e00\u6761\u8be5\u600e\u4e48\u5199\" / \"\u5957\u8fd9\u6761\u7684\u94a9\u5b50\u5199\u4e00\u6761\" | **crack + adapt** |\n| \"\u6211\u60f3\u53d1 XX \u4e3b\u9898\uff0c\u6709\u4ec0\u4e48\u53c2\u8003\" / \"\u7f3a\u7206\u6b3e\u9009\u9898\" | **find + crack + adapt**\uff08\u5168\u95ed\u73af\uff09 |\n| \"\u6211\u6709\u7d20\u6750\u5e2e\u6211\u5199\u4e00\u6761\u80fd\u7206\u7684\" / \"\u8fd9\u4efd\u6587\u6863/\u8fd9\u7ec4\u56fe/\u8fd9\u6bb5\u89c6\u9891\u80fd\u51fa\u4e00\u6761\u7206\u6b3e\u5417\" / \"\u57fa\u4e8e\u8fd9\u4e9b\u6750\u6599\u505a\u4e00\u6761\" | **compose + find + crack + adapt**\uff08\u7d20\u6750\u6253\u5e95\u5168\u95ed\u73af\uff09 |\n| \"\u8bca\u65ad\u8fd9\u4e2a\u5e26\u8d27\u8d26\u53f7\" / \"\u5206\u6790\u8fd9\u4e2a\u5e26\u8d27\u89c6\u9891\u94fe\u63a5\u6216\u6587\u4ef6\" / \"\u6839\u636e\u5546\u54c1\u8d44\u6599\u5199\u5e26\u8d27\u811a\u672c\" | **commerce**\uff08\u8d26\u53f7\u8bca\u65ad + \u5bf9\u6807\u5185\u5bb9\u5206\u6790\uff0c\u89c1 \u00a71B\uff09 |\n---\n\n## 1A. compose \u547d\u4ee4 SOP\uff08\u7d20\u6750 \u2192 \u521d\u7a3f\u7684\u65b0\u5165\u53e3\uff09\n\n> **\u89e6\u53d1**\uff1a\u7528\u6237\u5e26\u7740**\u81ea\u5df1\u7684\u539f\u59cb\u7d20\u6750**\uff08\u672c\u5730\u6587\u6863 / \u56fe\u7247 / \u89c6\u9891 / \u975e\u5e73\u53f0\u94fe\u63a5\uff09+ \u4e00\u53e5\"\u5e2e\u6211\u5199\u4e00\u6761\u80fd\u7206\u7684\"\u3002\n> **\u4f5c\u7528**\uff1a\u8dd1\u5728 `find` \u4e4b\u524d\uff0c\u628a\u4e00\u5806\u6563\u7d20\u6750\u70bc\u6210\"5 \u7ef4\u672c\u8d28 + \u72ec\u5bb6\u8981\u7d20\u6e05\u5355 + \u4fe1\u606f\u7f3a\u53e3\"\uff0c\u8ba9\u4e0b\u6e38 find/crack/adapt \u6709\u7684\u653e\u77e2\u3001\u4e14\u4e0d\u4e71\u7f16\u7d20\u6750\u3002\n\n### \u8f93\u5165\n- **\u5fc5\u9009** 1-N \u4efd\u539f\u59cb\u7d20\u6750\uff08\u4efb\u610f\u7ec4\u5408\uff09\uff1a\n  - \u672c\u5730\u6587\u6863 `.md` / `.txt` / `.pdf` \u2192 `scripts/analyze_document.py <path>`\uff08md/txt \u4e5f\u53ef\u4ee5\u76f4\u63a5 Read\uff1bpdf \u8d70\u811a\u672c\uff09\n  - \u56fe\u7247 `.jpg` / `.png` \u2192 `scripts/analyze_image.py`\n  - \u89c6\u9891 `.mp4` / `.mov` \u2192 `scripts/analyze_video.py`\n  - \u975e\u5e73\u53f0\u94fe\u63a5\uff08\u6587\u7ae0 / \u535a\u5ba2 / \u65b0\u95fb / \u81ea\u5df1\u7684\u5b98\u7f51/\u4ea7\u54c1\u9875\uff09\u2192 `WebFetch` \u53d6\u6b63\u6587\n- **\u5fc5\u9009**\uff1a\u6211\u7684\u8d26\u53f7\u5b9a\u4f4d\uff08\u4e00\u53e5\u8bdd\uff09+ \u76ee\u6807\u5e73\u53f0\n- **\u53ef\u9009**\uff1a\u6211\u60f3\u5f3a\u8c03\u7684\u5356\u70b9 / \u60c5\u7eea / \u5fc5\u987b\u4fdd\u7559\u7684\u5173\u952e\u8bcd\n- **\u4e0d\u8d70\u672c\u547d\u4ee4**\uff1a\u5c0f\u7ea2\u4e66 / \u6296\u97f3 / \u5feb\u624b / \u89c6\u9891\u53f7 / B \u7ad9 / \u516c\u4f17\u53f7\u94fe\u63a5 \u2014 \u90a3\u4e9b\u662f\"\u522b\u4eba\u7684\u7206\u6b3e\"\uff0c\u76f4\u63a5\u8d70 `crack`\n\n### Step 1 \u9010\u4efd\u89e3\u6790\uff08\u591a\u6a21\u6001\u5fc5\u8dd1\uff0c\u8ddf find Step 1 \u5bf9\u79f0\uff09\n\n\u6bcf\u4efd\u7d20\u6750\u90fd\u8dd1\u4e00\u6b21\u5bf9\u5e94\u811a\u672c\uff0c**\u4e0d\u8981\u770b\u4e00\u4efd\u5c31\u4e0b\u7ed3\u8bba**\u3002\u6c47\u603b\u6210**\u7d20\u6750\u753b\u50cf**\uff0c5 \u4e2a\u5b57\u6bb5\uff1a\n\n| \u5b57\u6bb5 | \u8bf4\u660e | \u6765\u6e90\u8981\u6807\u5230\u5177\u4f53\u7d20\u6750 |\n|---|---|---|\n| \u6838\u5fc3\u4e8b\u5b9e | 3-5 \u6761\u539f\u5b50\u4e8b\u5b9e | \u6bcf\u6761\u6807 `[\u7d20\u6750 X \u00b7 \u6bb5\u843d/\u65f6\u95f4\u6233]` |\n| **\u72ec\u5bb6\u8981\u7d20** | \u5176\u4ed6\u4eba\u6ca1\u6709\u7684\u70b9\uff1a\u4eba\u7269 / \u6570\u636e / \u753b\u9762 / \u573a\u666f / \u91d1\u53e5 | adapt \u5f3a\u5236\u5d4c\u5165\uff0c\u5fc5\u987b\u6807\u6765\u6e90 |\n| \u89c6\u89c9\u7d20\u6750\u5019\u9009 | \u56fe\u7247 / \u89c6\u9891\u5e27 / \u6587\u6863\u914d\u56fe | adapt \u7684\u5c01\u9762\u76f4\u63a5\u4ece\u8fd9\u91cc\u6311 |\n| \u60c5\u7eea\u57fa\u8c03 | \u5168\u90e8\u7d20\u6750\u6c47\u603b\u51fa\u7684\u60c5\u7eea\u8272 | \u540e\u7eed Step 2 \u7684 5 \u7ef4\u8f93\u5165 |\n| **\u4fe1\u606f\u7f3a\u53e3** | adapt \u60f3\u6210\u7acb\u4f46\u7d20\u6750\u6ca1\u8986\u76d6\u7684\u70b9 | \u660e\u6587\u5217\uff0c**\u95ee\u7528\u6237**\u4e0d\u8981\u7f16 |\n\n### Step 2 \u70bc 5 \u7ef4\u672c\u8d28\uff08\u590d\u7528 find Step 1 \u6846\u67b6\uff09\n\n\u57fa\u4e8e\u7d20\u6750\u753b\u50cf\uff0c\u6309 `find` \u7684 5 \u7ef4\uff08\u8f7d\u4f53\u5f62\u6001 / \u60c5\u7eea\u951a\u70b9 / \u5ba1\u7f8e\u98ce\u683c / \u5185\u5bb9\u7ed3\u6784 / **\u53cd\u5dee\u70b9**\uff09\u63a8\u65ad\u8fd9\u6761\u5185\u5bb9**\u5e94\u8be5\u957f\u6210\u4ec0\u4e48\u6837**\u3002\u8f93\u51fa\u5f62\u5bb9\u8bcd\u4e09\u5143\u7ec4 + \u4e00\u53e5\u8bdd\u5b9a\u4f4d\u3002\n\n\u8fd9 5 \u7ef4\u76f4\u63a5\u5582\u7ed9 `find` \u2192 **find \u53ef\u4ee5\u8df3\u8fc7\u81ea\u5df1\u7684 Step 1**\uff08\u5df2\u7ecf\u6709 5 \u7ef4\u4e86\uff09\uff0c\u4ece Step 2 \u77e9\u9635\u641c\u7d22\u5f00\u59cb\u3002\n\n### Step 3 \u4ea4\u68d2 find \u2192 crack \u2192 adapt\uff08\u7d20\u6750\u6a21\u5f0f\uff09\n\n\u540e\u9762\u4e09\u6b65\u7684\u5dee\u5f02\uff1a\n\n- `find`\uff1a\u8df3\u8fc7 Step 1\uff0c\u76f4\u63a5\u7528 compose \u7684 5 \u7ef4\u8dd1 Step 2-5\n- `crack`\uff1a\u5b8c\u5168\u590d\u7528 SOP\n- `adapt`\uff08**\u7d20\u6750\u6a21\u5f0f\uff0c\u5f3a\u5236\u9879**\uff09\uff1a\n  1. \u6807\u9898 / \u9996\u6bb5 / CTA \u5404\u81f3\u5c11\u5d4c\u5165 **1 \u6761\u7d20\u6750\u72ec\u5bb6\u8981\u7d20**\n  2. \u5c01\u9762\u5927\u5b57**\u4f18\u5148**\u4ece\u7d20\u6750\u753b\u50cf\u7684\"\u5019\u9009\u91d1\u53e5\"\u91cc\u9009\n  3. \u6bcf\u4e2a\u4ea7\u51fa\u9664\u4e86\u73b0\u6709\u7684\"\u6284\u4e86\u5bf9\u6807\u4ec0\u4e48 + \u6539\u4e86\u4ec0\u4e48\"\uff0c**\u52a0\u4e00\u884c** `\u7528\u4e86\u7d20\u6750\uff1a[\u7d20\u6750 X \u00b7 \u5177\u4f53\u8981\u7d20]`\n  4. \u7d20\u6750\u8986\u76d6\u4e0d\u5230\u3001\u53ea\u80fd\u8d70\u901a\u7528\u8bdd\u672f\u7684\u4f4d\u7f6e\uff0c**\u5fc5\u987b \u26aa \u63a8\u65ad \u6807\u8bb0** \u2014 \u7528\u6237\u770b\u5230\u5c31\u77e5\u9053\u8fd9\u5757\u662f\u8111\u8865\n  5. \u7f3a\u53e3\u660e\u663e\u5f71\u54cd\u6210\u7a3f\u65f6\uff08\u4f8b\uff1a\u7d20\u6750\u91cc\u6ca1\u6709\u5177\u4f53\u6570\u5b57\u4f46\u5bf9\u6807\u90fd\u6709\uff09\u2192 **\u505c\u4e0b\u6765\u95ee\u7528\u6237\u8865**\uff0c\u4e0d\u8981\u7f16\u4e00\u4e2a\u5047\u6570\u5b57\n\n### compose \u7684\u8f93\u51fa\n\n\u843d\u76d8\u5230 `./output/reports/{YYYYMMDD-HHMM}-compose-{\u7d20\u6750\u77ed\u7801}.md`\uff0c\u542b\uff1a\n- \u7d20\u6750\u6e05\u5355\uff08\u6587\u4ef6\u540d + \u5b57/\u5e27/\u65f6\u957f\uff09\n- 5 \u7ef4\u672c\u8d28 + \u5f62\u5bb9\u8bcd\u4e09\u5143\u7ec4\n- \u72ec\u5bb6\u8981\u7d20\u6e05\u5355\uff08\u7f16\u53f7\uff09\n- \u5019\u9009\u91d1\u53e5 / \u89c6\u89c9\u7d20\u6750\u6e05\u5355\n- **\u4fe1\u606f\u7f3a\u53e3\u6e05\u5355 \u2192 \u7ed9\u7528\u6237\u7684\u8865\u5145\u7d20\u6750\u8bf7\u6c42**\uff08\u5982\u6709\uff09\n\n\u5b8c\u6574\u95ed\u73af\u8dd1\u5b8c\u540e\uff0cadapt \u62a5\u544a\u91cc**\u5fc5\u987b\u542b\"\u7d20\u6750\u6eaf\u6e90\u5217\"** \u2014 \u6ca1\u6709\u8fd9\u4e00\u5217\u89c6\u540c\u534a\u6210\u54c1\uff0c\u4e0d\u5199\u76d8\u3002\n\n### compose \u7684\u94c1\u5f8b\n1. **\u7d20\u6750\u5168\u5403\u5b8c\u518d\u4e0b\u7ed3\u8bba**\uff1aN \u4efd\u7d20\u6750\u5168\u8dd1\u5b8c\u89e3\u6790\u518d\u70bc 5 \u7ef4\uff0c\u4e0d\u8981\u8dd1\u5230\u7b2c 2 \u4efd\u5c31\u5f00\u5199\n2. **\u4e0d\u7f16\u72ec\u5bb6\u8981\u7d20**\uff08\u5bf9\u9f50\u5168\u5c40 feedback `\u8d26\u53f7\u8d44\u6599\u4fee\u6539\u8981\u659f\u914c` \u7684\u94c1\u5f8b \u2014 \u7d20\u6750\u6ca1\u7ed9\u7684\u4e0d\u8981\u51ed\u7a7a\u52a0\uff09\uff1aadapt \u60f3\u5199\u4f46\u7d20\u6750\u6ca1\u7ed9 \u2192 \u95ee\u7528\u6237\u6216\u6807 \u26aa \u63a8\u65ad\n3. **\u7d20\u6750\u4f18\u5148\u4e8e\u901a\u7528\u8bdd\u672f**\uff1aadapt \u7684\u6bcf\u4e00\u884c\u80fd\u4ece\u7d20\u6750\u62a0\u51fa\u6765\u7684\uff0c\u5c31\u4e0d\u8981\u7528\u901a\u7528\u516c\u5f0f\u515c\u5e95\n4. **\u6bcf\u4e00\u884c\u8981\u80fd\u53cc\u5411\u6eaf\u6e90**\uff1a\u5bf9\u6807\u516c\u5f0f\uff08\u6284\u4e86\u4ec0\u4e48\uff09+ \u7d20\u6750\u6761\u76ee\uff08\u7528\u4e86\u4ec0\u4e48\uff09\u4e24\u5934\u90fd\u6302\u5f97\u4e0a\u94a9\n\n---\n\n## 1B. commerce \u547d\u4ee4 SOP\uff08\u8d26\u53f7\u8bca\u65ad + \u5bf9\u6807\u5185\u5bb9\u5206\u6790\uff09\n\n> **\u4f5c\u7528**\uff1a\u590d\u7528\u672c Skill \u7684\u6838\u5fc3 `diagnostic/find/crack/adapt` \u94fe\u8def\uff0c\u8bca\u65ad\u5e26\u8d27\u8d26\u53f7\uff0c\u89e3\u6790\u5e73\u53f0\u5e26\u8d27\u89c6\u9891\u94fe\u63a5\u6216\u672c\u5730\u89c6\u9891\u3002\u7528\u6237\u8981\u6c42\u8bca\u65ad\u3001\u5dee\u8ddd\u6216\u6539\u8fdb\u65f6\uff0c\u5fc5\u987b\u7ed3\u5408 3-5 \u6761\u540c\u7c7b\u5bf9\u6807\uff1b\u53ea\u8981\u6c42\u5ba2\u89c2\u62c6\u89e3\u65f6\u53ef\u5148\u5b8c\u6210\u5355\u6761 `crack`\u3002\u5546\u54c1\u8be6\u60c5\u622a\u56fe\u3001SKU\u3001\u8d44\u8d28\u6587\u4ef6\u548c\u7528\u6237\u786e\u8ba4\u4e8b\u5b9e\u7528\u4e8e\u5546\u54c1\u4e00\u81f4\u6027\u68c0\u67e5\u4e0e\u811a\u672c\u751f\u6210\u3002\n> **\u4e0d\u63d0\u4f9b**\uff1a\u5728\u7ebf\u5546\u54c1\u9875\u89e3\u6790\u3001\u9009\u54c1\u3001\u8d8b\u52bf\u76d1\u63a7\u3001GMV/\u4f63\u91d1\u63a8\u65ad\u3002\u89c6\u9891\u94fe\u63a5\u4e0e\u5546\u54c1\u94fe\u63a5\u5fc5\u987b\u5206\u5f00\u5904\u7406\u3002\n\n### commerce \u8f93\u5165\u95e8\u7981\n\n\u68c0\u6d4b\u5230 commerce \u8bf7\u6c42\u540e\uff0c\u6309\u76ee\u6807\u7d22\u8981\u6750\u6599\uff1a\n\n| \u76ee\u6807 | \u5fc5\u9009\u8f93\u5165 | \u53ef\u9009\u8f93\u5165 |\n|---|---|---|\n| \u8bca\u65ad\u5e26\u8d27\u8d26\u53f7 | \u8d26\u53f7\u4e3b\u9875\u94fe\u63a5\uff1b\u5e73\u53f0 | \u540e\u53f0\u6307\u6807\u622a\u56fe/JSON\u3001\u7528\u6237\u8ba4\u53ef\u7684\u5bf9\u6807\u8d26\u53f7 |\n| \u5206\u6790\u5e26\u8d27\u5185\u5bb9 | \u5e73\u53f0\u89c6\u9891\u94fe\u63a5\u6216\u672c\u5730 `.mp4/.mov`\uff1b\u8d26\u53f7\u5b9a\u4f4d | \u5546\u54c1\u8be6\u60c5/SKU/\u8d44\u8d28\u6750\u6599\u3001\u540e\u53f0\u6307\u6807\u3001\u7528\u6237\u6307\u5b9a\u5bf9\u6807 |\n| \u751f\u6210\u5e26\u8d27\u811a\u672c | \u5546\u54c1\u540d\u79f0\uff1b\u81f3\u5c11\u4e00\u4efd\u8be6\u60c5/SKU/\u8d44\u8d28/\u54c1\u724c\u8d44\u6599\uff1b\u8d26\u53f7\u5b9a\u4f4d\uff1b\u76ee\u6807\u4eba\u7fa4 | \u672c\u5730\u53c2\u8003\u89c6\u9891\u3001\u8868\u8fbe\u98ce\u683c\u3001\u76ee\u6807\u6307\u6807 |\n\n- \u5e73\u53f0\u89c6\u9891\u94fe\u63a5\uff1a\u5148\u590d\u7528\u901a\u7528 `crack` \u7684\u94fe\u63a5\u89e3\u6790\u3001\u8be6\u60c5\u548c\u5a92\u4f53\u4e0b\u8f7d\u94fe\u8def\uff1b\u8fde\u7eed 3 \u6b21\u5931\u8d25\u540e\uff0c\u660e\u786e\u6807\u8bb0\u5de5\u5177\u4e0d\u53ef\u7528\u5e76\u8981\u6c42\u7528\u6237\u4e0a\u4f20\u672c\u5730\u89c6\u9891\uff0c\u4e0d\u80fd\u5047\u88c5\u770b\u8fc7\u753b\u9762\u3002\n- \u6296\u97f3/\u5c0f\u7ea2\u4e66/\u5feb\u624b/B \u7ad9\u53ef\u4ee5\u63a5\u6536\u5404\u81ea\u652f\u6301\u7684\u4f5c\u54c1\u94fe\u63a5\uff1b\u89c6\u9891\u53f7\u5ba2\u6237\u7aef\u6ca1\u6709\u666e\u901a\u53ef\u590d\u5236\u4f5c\u54c1 URL\uff0c\u6309\u8d26\u53f7\u540d/\u5173\u952e\u8bcd\u641c\u7d22\u6216\u7528\u6237\u4e0a\u4f20\u672c\u5730\u6587\u4ef6\u5904\u7406\u3002\n- `tikhub --health` \u548c\u5de5\u5177\u51fa\u73b0\u5728 `list` \u4e2d\u53ea\u8bc1\u660e\u5ba2\u6237\u7aef/\u76ee\u5f55\u6b63\u5e38\uff0c\u4e0d\u8bc1\u660e\u4e1a\u52a1\u63a5\u53e3\u80fd\u8fd4\u56de\u6570\u636e\uff1b\u5fc5\u987b\u4ee5\u4e00\u6b21\u771f\u5b9e\u8c03\u7528\u6210\u529f\u4f5c\u4e3a\u672c\u6b21\u4efb\u52a1\u7684\u80fd\u529b\u95e8\u7981\u3002\n- \u53ea\u6709\u5546\u54c1\u94fe\u63a5\uff1a\u8bf4\u660e\u672c Skill \u4e0d\u89e3\u6790\u5728\u7ebf\u5546\u54c1\u9875\uff0c\u8bf7\u7528\u6237\u4e0a\u4f20\u8be6\u60c5\u9875\u3001SKU\u3001\u4ef7\u683c\u6d3b\u52a8\u548c\u8d44\u8d28\u622a\u56fe\u3002\n- \u53ea\u6709\u54c1\u7c7b\u8bcd\u5e76\u8981\u6c42\u9009\u54c1/\u8d8b\u52bf\uff1a\u8bf4\u660e\u4e0d\u652f\u6301\uff0c\u4e0d\u751f\u6210\u4f2a Top10\uff0c\u4e5f\u4e0d\u63a8\u8350\u5916\u90e8\u672a\u5b89\u88c5\u80fd\u529b\u3002\n\n### commerce \u5b50\u547d\u4ee4\n\n| \u7528\u6237\u8bf4\u4ec0\u4e48 | \u8def\u7531 |\n|---|---|\n| \"\u8bca\u65ad\u8fd9\u4e2a\u5e26\u8d27\u8d26\u53f7\" / \"\u8d26\u53f7\u4e3a\u4ec0\u4e48\u4e0d\u51fa\u5355\" | **commerce-diagnostic**\uff1a\u901a\u7528\u4e09\u5c42\u8bca\u65ad + \u5e26\u8d27\u5185\u5bb9\u7ef4\u5ea6 + \u540c\u8d5b\u9053\u8d26\u53f7\u5bf9\u6807 |\n| \"\u5206\u6790\u8fd9\u4e2a\u5e26\u8d27\u89c6\u9891\u94fe\u63a5\u6216\u6587\u4ef6\" / \"\u68c0\u67e5\u8fd9\u6761\u7d20\u6750\" | **commerce-review**\uff1a\u94fe\u63a5\u89e3\u6790/\u672c\u5730\u89c6\u9891 \u2192 \u591a\u6a21\u6001\u62c6\u89e3 \u2192 \u540c\u7c7b\u5bf9\u6807\u5dee\u8ddd + \u98ce\u9669 |\n| \"\u6839\u636e\u8fd9\u4e9b\u5546\u54c1\u8d44\u6599\u5199\u5e26\u8d27\u811a\u672c\" / \"\u8fd9\u4e2a\u54c1\u600e\u4e48\u62cd\" | **commerce-adapt**\uff1a\u7528\u6237\u8bc1\u636e \u2192 ProductFactCard \u2192 \u6587\u6848 + \u5206\u955c |\n\n### commerce-diagnostic\uff1a\u8d26\u53f7\u8bca\u65ad\u53e0\u52a0\u7535\u5546\u7ef4\u5ea6\n\n\u5148\u8bfb\u53d6 `references/commerce-analysis-template.md`\u3002\u5b8c\u6574\u590d\u7528 `references/diagnostic-mode.md` \u7684\u4e09\u5c42\u8bca\u65ad\uff0c\u4e0d\u80fd\u53e6\u9020\u4e00\u5957\u8131\u79bb\u5bf9\u6807\u7684\u7535\u5546\u8bc4\u5206\uff1a\n\n1. Layer 1\uff1a\u53ea\u7528\u7528\u6237\u540e\u53f0\u6570\u636e\u5224\u65ad\u66dd\u5149\u3001\u70b9\u51fb\u3001\u5b8c\u64ad\u3001\u4e92\u52a8\u548c\u5546\u54c1\u70b9\u51fb\u6f0f\u6597\uff1b\u7f3a\u4ec0\u4e48\u5c31\u6807\u4ec0\u4e48\uff0c\u4e0d\u80fd\u4f30\u7b97\u3002\n2. Layer 2\uff1a\u7528 `find` \u641c\u7d22\u5e76\u7b5b\u51fa 3-5 \u4e2a\u540c\u5e73\u53f0\u3001\u540c\u54c1\u7c7b\u3001\u540c\u5185\u5bb9\u5f62\u6001\u3001\u4f53\u91cf\u53ef\u6bd4\u7684\u8d26\u53f7\u3002\n3. Layer 3\uff1a\u62bd\u6837\u6211\u65b9 top 3 + bottom 3\u3001\u5bf9\u6807 top 3\uff0c\u5168\u90e8\u8dd1\u591a\u6a21\u6001\u5185\u5bb9\u5206\u6790\u3002\n4. \u5728\u901a\u7528\u516d\u7ef4\u5dee\u8ddd\u4e0a\u8ffd\u52a0\uff1a\u5546\u54c1\u9732\u51fa\u3001\u5229\u76ca\u70b9\u987a\u5e8f\u3001\u8bc1\u660e\u52a8\u4f5c\u3001\u4fe1\u4efb\u5efa\u7acb\u3001CTA\u3001\u5546\u54c1\u4e00\u81f4\u6027\u548c\u5408\u89c4\u98ce\u9669\u3002\n5. \u4ece top/bottom \u4e0e\u5bf9\u6807\u6837\u672c\u5f52\u7eb3\u5185\u5bb9\u8d5b\u9053\u3001\u8d26\u53f7\u76f8\u5bf9\u8d62\u5bb6\u3001\u91cd\u590d\u94a9\u5b50\u3001\u91cd\u590d\u8bc1\u660e\u65b9\u5f0f\u3001\u8f6c\u5316\u516c\u5f0f\u548c\u590d\u523b\u95e8\u69db\uff1b\u81f3\u5c11\u51fa\u73b0 2 \u6b21\u624d\u53eb\u8d26\u53f7\u516c\u5f0f\u3002\n6. \u8f93\u51fa `\u7ee7\u7eed\u4fdd\u6301 / \u4ece\u5bf9\u6807\u8865\u9f50 / \u4e0d\u8981\u7167\u6284` \u548c\u4e0b\u4e00\u8f6e\u5355\u53d8\u91cf\u6d4b\u8bd5\uff1b\u6ca1\u6709\u6709\u6548\u5bf9\u6807\u65f6\u53ea\u80fd\u4ea4\u4ed8\u90e8\u5206\u8bca\u65ad\u3002\n\n### commerce-review\uff1a\u89c6\u9891\u94fe\u63a5/\u672c\u5730\u89c6\u9891 + \u5bf9\u6807\u5ba1\u67e5\n\n\u5148\u8bfb\u53d6 `references/commerce-analysis-template.md`\u3002\u5982\u679c\u8f93\u5165\u662f\u5e73\u53f0\u89c6\u9891\u94fe\u63a5\uff0c\u6309 \u00a77 \u7684\u901a\u7528 `crack` \u5de5\u5177\u8868\u89e3\u6790\u5206\u4eab\u94fe\u63a5\u3001\u83b7\u53d6\u8be6\u60c5\u548c\u5a92\u4f53\u5730\u5740\uff0c\u6309 \u00a75 \u7684 media \u89c4\u5219\u4e0b\u8f7d\u5230 `./output/media/{\u5e73\u53f0}-{\u4f5c\u54c1ID}.{ext}`\uff08\u5df2\u5b58\u5728\u76f4\u63a5\u590d\u7528\uff09\uff1b\u8f93\u5165\u5df2\u7ecf\u662f\u672c\u5730\u6587\u4ef6\u65f6\u76f4\u63a5\u8fdb\u5165\u591a\u6a21\u6001\u3002\u5a92\u4f53\u62ff\u4e0d\u5230\u65f6\u4e0d\u5f97\u53ea\u8bfb\u6807\u9898\u548c\u4e92\u52a8\u6570\u636e\u5192\u5145\u5b8c\u6574\u5185\u5bb9\u5206\u6790\u3002\n\n1. \u5bf9\u76ee\u6807\u89c6\u9891\u8fd0\u884c `scripts/analyze_video.py`\uff0c\u5b8c\u6210 4 \u7ef4\u94a9\u5b50\u4e0e\u7535\u5546\u7ef4\u5ea6\u62c6\u89e3\u3002\n2. \u4ece\u76ee\u6807\u89c6\u9891\u63d0\u53d6\u54c1\u7c7b\u3001\u76ee\u6807\u4eba\u7fa4\u3001\u8f7d\u4f53\u5f62\u6001\u3001\u60c5\u7eea\u951a\u70b9\u3001\u5185\u5bb9\u7ed3\u6784\u3001\u5229\u76ca\u70b9\u4e0e\u8bc1\u660e\u65b9\u5f0f\u3002\n3. \u7528\u6237\u53ea\u8981\u6c42\u201c\u62c6\u89e3\u8fd9\u6761\u201d\u65f6\uff0c\u53ef\u5728\u76ee\u6807\u89c6\u9891\u5b8c\u6574\u591a\u6a21\u6001\u5206\u6790\u540e\u4ea4\u4ed8\u5355\u6761 `crack`\uff0c\u5e76\u660e\u786e\u8fd9\u662f\u5185\u5bb9\u62c6\u89e3\u3001\u4e0d\u662f\u8d26\u53f7\u6216\u6548\u679c\u8bca\u65ad\u3002\n4. \u7528\u6237\u8981\u6c42\u201c\u4e3a\u4ec0\u4e48\u4e0d\u7206/\u4e0d\u51fa\u5355\u3001\u54ea\u91cc\u6709\u95ee\u9898\u3001\u548c\u540c\u884c\u5dee\u5728\u54ea\u3001\u600e\u4e48\u6539\u201d\u65f6\uff0c\u5fc5\u987b\u590d\u7528 `find` Step 2-5 \u641c\u7d22\u5019\u9009\uff0c\u7ecf\u591a\u6a21\u6001\u8fc7\u6ee4\u540e\u4fdd\u7559 3-5 \u6761\u540c\u7c7b\u5bf9\u6807\uff1b\u7528\u6237\u5df2\u6307\u5b9a\u5bf9\u6807\u65f6\u76f4\u63a5 `crack`\uff0c\u4f46\u4ecd\u8981\u6821\u9a8c\u662f\u5426\u540c\u7c7b\u3002\n5. \u8bca\u65ad\u578b\u8bf7\u6c42\u5fc5\u987b\u8f93\u51fa\u9010\u7ef4\u6a2a\u5411\u6bd4\u8f83\u548c\u5dee\u8ddd\u7ed3\u8bba\u3002\u5bf9\u6807\u641c\u7d22\u8fde\u7eed 3 \u6b21\u5931\u8d25\u65f6\u6807\u8bb0\u4e3a\u201c\u90e8\u5206\uff08\u7f3a\u5bf9\u6807\u5c42\uff09\u201d\uff0c\u8ba9\u7528\u6237\u8865 3-5 \u6761\u5bf9\u6807\u94fe\u63a5\uff0c\u4e0d\u80fd\u8f93\u51fa\u4f2a\u5bf9\u6807\u3002\n6. \u5355\u6761\u62a5\u544a\u5fc5\u987b\u5305\u542b\uff1a\u8bc1\u636e/\u5b8c\u6574\u5ea6\u3001\u7ed3\u679c\u6982\u89c8\u3001\u5b8c\u6574\u53e3\u64ad\u3001\u8282\u62cd\u6620\u5c04\u3001\u6d41\u91cf\u70b9\u3001\u8f6c\u5316\u70b9\u3001\u7528\u6237\u51b3\u7b56\u94fe\u3001\u54c1\u7c7b\u955c\u5934\u3001\u590d\u523b\u6846\u67b6\u5361\u3001\u98ce\u9669\u4fee\u6b63\u3002\n\n\u76ee\u6807\u89c6\u9891\u62c6\u89e3\u683c\u5f0f\uff1a\n\n```\n\u94a9\u5b50\uff084 \u7ef4\u62c6\u89e3\uff09\uff1a\n\u251c \u89c6\u89c9\u94a9\uff1a...\n\u251c \u6587\u5b57\u94a9\uff1a...\n\u251c \u53e3\u64ad\u94a9\uff1a...\n\u251c \u5267\u60c5\u94a9\uff1a...\n\u2514 \u7efc\u5408\uff1a\u89c6\u89c9 \u00d70.X + \u53e3\u64ad \u00d70.X = ...\n\n\u7535\u5546 5 \u7ef4\uff08commerce \u6a21\u5f0f\u4e13\u5c5e\uff09\uff1a\n\u251c \u5546\u54c1\u9732\u51fa\uff1a\u51fa\u73b0\u65f6\u95f4\u70b9 + \u9732\u51fa\u65b9\u5f0f\uff08\u624b\u6301/\u684c\u9762/\u5bf9\u6bd4/\u4f7f\u7528\u8fc7\u7a0b/\u5f00\u7bb1\uff09\n\u251c \u5229\u76ca\u70b9\u987a\u5e8f\uff1a[\u75db\u70b9] \u2192 [\u4ea7\u54c1\u5f15\u5165] \u2192 [\u5356\u70b91] \u2192 [\u8bc1\u660e\u52a8\u4f5c] \u2192 [\u5356\u70b92] \u2192 [CTA]\n\u251c \u8f6c\u5316\u94fe\u8def\uff1a\u5174\u8da3\u70b9\uff08\u7b2c N \u79d2\uff09\u2192 \u4fe1\u4efb\u70b9\uff08\u7b2c N \u79d2\uff09\u2192 \u884c\u52a8\u70b9\uff08\u7b2c N \u79d2\uff09\n\u251c \u5546\u54c1\u5361\u4e00\u81f4\u6027\uff1a\u4ec5\u5728\u7528\u6237\u63d0\u4f9b\u8be6\u60c5/SKU \u8bc1\u636e\u65f6\u6838\u5bf9\uff1b\u5426\u5219\u5199\u201c\u672a\u6838\u9a8c\u201d\n\u2514 \u590d\u523b\u98ce\u9669\u8bc4\u4f30\uff1a\n   \u251c\u2500 \u2705 \u53ef\u590d\u7528\uff1a\u7ed3\u6784/\u8bdd\u672f/\u955c\u5934\u8bed\u8a00\n   \u251c\u2500 \u26a0\ufe0f \u8c28\u614e\u590d\u7528\uff1a\u9700\u6388\u6743\u7d20\u6750/\u771f\u4eba\u51fa\u955c/\u54c1\u724c\u4e13\u5c5e\n   \u2514\u2500 \u274c \u4e0d\u53ef\u590d\u7528\uff1a\u7248\u6743\u5185\u5bb9/\u865a\u5047\u5ba3\u4f20/\u5e73\u53f0\u8fdd\u89c4\n\n\u5185\u5bb9\u529b\uff1a[0-10] \u524d 3 \u79d2\u94a9\u5b50\u5f3a\u5ea6\n\u8f6c\u5316\u70b9\uff1a[0-10] \u63a8\u52a8\u5546\u54c1\u5361\u70b9\u51fb\u7684\u7ed3\u6784\u8bbe\u8ba1\uff08\u4e0d\u662f\u5b9e\u9645\u8f6c\u5316\u7387\uff09\n```\n\n\u5bf9\u6807\u5dee\u8ddd\u81f3\u5c11\u8986\u76d6\uff1a\u524d 3 \u79d2\u3001\u5546\u54c1\u9996\u6b21\u9732\u51fa\u3001\u5229\u76ca\u70b9\u6570\u91cf\u4e0e\u987a\u5e8f\u3001\u8bc1\u660e\u52a8\u4f5c\u3001\u4fe1\u4efb\u70b9\u3001CTA\u3001\u8bc4\u8bba\u53cd\u9988\u548c\u590d\u523b\u6210\u672c\u3002\u6bcf\u4e2a\u7ed3\u8bba\u5fc5\u987b\u6307\u5411\u76ee\u6807\u89c6\u9891\u65f6\u95f4\u6233\u4e0e\u81f3\u5c11\u4e00\u6761\u5bf9\u6807\u8bc1\u636e\u3002\n\n\u4e0d\u5f97\u6839\u636e\u516c\u5f00\u4e92\u52a8\u6216\u89c6\u9891\u5185\u5bb9\u63a8\u65ad\u9500\u91cf\u3001GMV\u3001\u4f63\u91d1\u3001\u5546\u54c1\u70b9\u51fb\u7387\u548c\u6210\u4ea4\u8f6c\u5316\u7387\u3002\n\n### commerce-adapt\uff1a\u5f3a\u5236\u8bfb\u53d6\u5546\u54c1\u4e8b\u5b9e\u5361\n\n`adapt` \u5728 commerce \u6a21\u5f0f\u4e0b\uff0c**\u5fc5\u987b\u5148\u8bfb\u53d6\u6216\u6784\u5efa ProductFactCard**\uff0c\u4e0d\u80fd\u76f4\u63a5\u7528\u901a\u7528\u6587\u6848\u516c\u5f0f\uff1a\n\n```\nProductFactCard\uff08adapt \u7684\u524d\u7f6e\u8f93\u5165\uff09\uff1a\n\u251c\u2500 \u5546\u54c1\u540d\u79f0\uff08\u5fc5\u586b\uff09\n\u251c\u2500 \u5546\u54c1\u94fe\u63a5\uff08\u53ef\u9009\uff0c\u4ec5\u8bb0\u5f55\uff0c\u4e0d\u81ea\u52a8\u6293\u53d6\uff09\n\u251c\u2500 \u5546\u54c1\u4e8b\u5b9e\uff083-5 \u6761\u539f\u5b50\u4e8b\u5b9e\uff0c\u6bcf\u6761\u6709\u6765\u6e90\uff09\n\u251c\u2500 SKU\uff08\u540d\u79f0 / \u4ef7\u683c / \u5e93\u5b58\u72b6\u6001\uff1b\u62ff\u4e0d\u5230\u5c31\u7559\u7a7a\u5e76\u5217\u5165\u5f85\u6838\u9a8c\uff09\n\u251c\u2500 \u76ee\u6807\u4eba\u7fa4\uff08\u5e74\u9f84\u6bb5/\u6027\u522b/\u9700\u6c42\u573a\u666f\uff09\n\u251c\u2500 \u7528\u6237\u75db\u70b9\uff083 \u6761\uff0c\u6309\u5f3a\u5ea6\u6392\u5e8f\uff09\n\u251c\u2500 \u4ea7\u54c1\u5356\u70b9\uff083-5 \u6761\uff0c\u6709\u8be6\u60c5\u9875\u8bc1\u636e\uff09\n\u251c\u2500 \u7528\u6237\u4e70\u70b9\uff083 \u6761 \u2014 \u4e3a\u4ec0\u4e48\u7528\u6237\u4f1a\u4e0b\u5355\uff09\n\u251c\u2500 \u8bc1\u660e\u52a8\u4f5c\uff08\u53ef\u62cd\u6444\u7684\u6f14\u793a/\u5bf9\u6bd4/\u5b9e\u9a8c\uff09\n\u251c\u2500 \u53ef\u7528\u6587\u6848\uff08\u5df2\u6838\u9a8c\u7684\u4e8b\u5b9e \u2192 \u53ef\u76f4\u63a5\u5199\u7684\u53e5\u5b50\uff09\n\u251c\u2500 \u7981\u7528\u8868\u8fbe\uff08\u529f\u6548\u627f\u8bfa/\u7edd\u5bf9\u5316\u7528\u8bed/\u4ef7\u683c\u8bef\u5bfc/\u672a\u6388\u6743\u58f0\u79f0\uff09\n\u251c\u2500 \u4ef7\u683c\u4e0e\u6d3b\u52a8\u6761\u4ef6\uff08\u542b\u8d44\u6599\u786e\u8ba4\u65f6\u95f4\uff09\n\u251c\u2500 \u8d44\u8d28\u4e0e\u6388\u6743\u72b6\u6001\n\u2514\u2500 \u5f85\u6838\u9a8c\u9879\uff08\u9875\u9762\u6253\u4e0d\u5f00/\u77db\u76fe\u4fe1\u606f/\u7f3a\u5c11\u8bc1\u636e\u7684\u70b9\uff09\n```\n\n**commerce-adapt \u7684\u94c1\u5f8b**\uff08\u5728\u73b0\u6709 adapt \u94c1\u5f8b\u57fa\u7840\u4e0a\u8ffd\u52a0\uff09\uff1a\n- \u6587\u6848\u53ea\u80fd\u5f15\u7528 ProductFactCard \u4e2d**\u5df2\u6838\u9a8c**\u7684\u4e8b\u5b9e\n- \u6ca1\u6709\u8bc1\u636e\u7684\u529f\u6548\u3001\u6570\u91cf\u3001\u4ef7\u683c\u3001\u8d60\u54c1\u548c\u6548\u679c \u2192 **\u5fc5\u987b\u6807\u6210 `\u26a0\ufe0f \u5f85\u6838\u9a8c`**\uff0c\u4e0d\u5f97\u5199\u6210\u786e\u5b9a\u6027\u6587\u6848\n- \u6bcf\u4e2a\u5356\u70b9\u5fc5\u987b\u80fd\u56de\u6307\u5230\uff1a\u7528\u6237\u4e0a\u4f20\u7684\u8be6\u60c5\u9875\u622a\u56fe/\u8d44\u8d28\u6587\u4ef6/\u54c1\u724c\u8d44\u6599/\u7528\u6237\u786e\u8ba4\u4fe1\u606f\n- \u4ef7\u683c\u3001\u5e93\u5b58\u3001\u8d60\u54c1\u3001\u6d3b\u52a8\u671f\u9650\u5fc5\u987b\u6807\u8bb0\u8d44\u6599\u786e\u8ba4\u65f6\u95f4\n- ProductFactCard \u8bc1\u636e\u4e0d\u8db3\u65f6\u505c\u6b62\u5e76\u5217\u51fa\u9700\u8981\u8865\u5145\u7684\u6750\u6599\uff0c\u4e0d\u751f\u6210\u786e\u5b9a\u6027\u811a\u672c\n\n### commerce-adapt \u7684\u8f93\u51fa\u683c\u5f0f\n\n```markdown\n## \u6807\u9898\u5019\u9009\uff083 \u4e2a\uff0c\u6bcf\u4e2a\u6807\u6ce8\u547d\u4e2d\u54ea\u4e2a\u6807\u9898\u516c\u5f0f + \u7528\u4e86\u54ea\u4e2a\u5546\u54c1\u5229\u76ca\u70b9\uff09\n  1. \u300c[\u6587\u6848]\u300d \u2014 \u516c\u5f0f N + \u5229\u76ca\u70b9\u300cXXX\u300d+ \u6539\u4e86 XX\n  2. \u300c[\u6587\u6848]\u300d \u2014 \u516c\u5f0f N + \u5229\u76ca\u70b9\u300cXXX\u300d+ \u6539\u4e86 XX\n  3. \u300c[\u6587\u6848]\u300d \u2014 \u516c\u5f0f N + \u5229\u76ca\u70b9\u300cXXX\u300d+ \u6539\u4e86 XX\n\n## \u53e3\u64ad\u811a\u672c\uff0815s / 30s / 60s \u4e09\u6863\uff09\n  15s\uff1a\u300c[\u53e3\u64ad\u5168\u6587]\u300d\u2014 \u53ea\u6253 1 \u4e2a\u6838\u5fc3\u5229\u76ca\u70b9 + CTA\n  30s\uff1a\u300c[\u53e3\u64ad\u5168\u6587]\u300d\u2014 \u75db\u70b9 \u2192 1 \u4e2a\u5229\u76ca\u70b9 + \u8bc1\u660e + CTA\n  60s\uff1a\u300c[\u53e3\u64ad\u5168\u6587]\u300d\u2014 \u75db\u70b9 \u2192 2-3 \u4e2a\u5229\u76ca\u70b9 + \u8bc1\u660e\u52a8\u4f5c + \u4ef7\u683c/\u8d60\u54c1 + CTA\n\n## \u5206\u955c\u63d0\u793a\uff083-5 \u955c\uff09\n  \u955c1\uff1a[\u65f6\u95f4] [\u753b\u9762\u63cf\u8ff0] [\u53e3\u64ad\u5bf9\u5e94\u53e5] [\u5546\u54c1\u9732\u51fa\u65b9\u5f0f]\n  \u955c2\uff1a...\n  ...\n\n## CTA \u5019\u9009\uff082 \u4e2a\uff09\n  1. \u300c[\u6587\u6848]\u300d\u2014 \u9650\u65f6/\u9650\u91cf/\u8bc4\u8bba\u4e92\u52a8\n  2. \u300c[\u6587\u6848]\u300d\u2014 \u5f15\u5bfc\u4e3b\u9875/\u76f4\u64ad\u95f4/\u5546\u54c1\u5361\n\n## \u98ce\u9669\u6807\u6ce8\n### \u26a0\ufe0f \u5f85\u6838\u9a8c\n- [\u5217\u51fa\u6240\u6709\u672a\u6838\u5b9e\u7684\u4e8b\u5b9e\uff1b\u6ca1\u6709\u5219\u5199\u201c\u65e0\u201d]\n### \ud83d\udeab \u7981\u7528\u8868\u8fbe\n- [\u5217\u51fa ProductFactCard \u6807\u8bb0\u7684\u7981\u7528\u9879\uff1b\u6ca1\u6709\u5219\u5199\u201c\u65e0\u201d]\n\u4ef7\u683c\u786e\u8ba4\u65f6\u95f4\uff1a[\u65f6\u95f4\u6233]\n```\n\n\u843d\u76d8 JSON \u524d\u5fc5\u987b\u8fd0\u884c `build_commerce_package.py`\u3002\u811a\u672c\u8fd4\u56de `invalid` \u65f6\u4fee\u590d\u62a5\u544a\u6216\u8865\u8bc1\u636e\uff0c\u4e0d\u5f97\u4ea4\u4ed8\u65e7 JSON\uff1b\u6210\u529f\u5305\u5951\u7ea6\u7248\u672c\u4e3a `2.0.0`\u3002\n\n### commerce \u7684\u8f93\u51fa\u4f4d\u7f6e\n\ncommerce \u6a21\u5f0f\u8dd1\u5b8c\uff0c\u843d\u76d8\u5230\uff1a\n\n```\n./output/reports/\n  commerce-diagnostic-{YYYYMMDD-HHMM}.md # \u5e26\u8d27\u8d26\u53f7\u4e09\u5c42\u8bca\u65ad + \u5bf9\u6807\u5dee\u8ddd\n  commerce-review-{YYYYMMDD-HHMM}.md     # \u89c6\u9891\u94fe\u63a5/\u672c\u5730\u89c6\u9891\u62c6\u89e3\uff1b\u8bca\u65ad\u578b\u8bf7\u6c42\u542b\u5bf9\u6807\u5dee\u8ddd\n  commerce-adapt-{YYYYMMDD-HHMM}.md      # \u5e26\u8d27\u6587\u6848+\u5206\u955c+\u98ce\u9669\u6807\u6ce8\n  product-fact-{YYYYMMDD-HHMM}.md        # \u5546\u54c1\u4e8b\u5b9e\u5361\n```\n\n### commerce \u7684\u94c1\u5f8b\n1. **\u4e0d\u7f16\u5546\u54c1\u4e8b\u5b9e**\uff1a\u7528\u6237\u6ca1\u6709\u4e0a\u4f20\u8bc1\u636e\u5c31\u4e0d\u80fd\u731c\uff1b\u6750\u6599\u5185\u90e8\u77db\u76fe\u65f6\u5148\u5217\u51b2\u7a81\uff0c\u4e0d\u751f\u6210\u6587\u6848\n2. **\u6bcf\u4e2a\u5356\u70b9\u53ef\u6eaf\u6e90**\uff1a\u5fc5\u987b\u80fd\u56de\u6307\u5230\u7528\u6237\u4e0a\u4f20\u6750\u6599\u7684\u6587\u4ef6\u540d + \u9875\u7801/\u622a\u56fe/\u884c\u53f7\n3. **\u7981\u7528\u8868\u8fbe\u524d\u7f6e**\uff1a\u6587\u6848\u751f\u6210\u524d\u5148\u5217\u51fa\u54ea\u4e9b\u8bdd\u4e0d\u80fd\u8bf4\uff08\u529f\u6548\u627f\u8bfa/\u7edd\u5bf9\u5316/\u4ef7\u683c\u8bef\u5bfc\uff09\n4. **\u4ef7\u683c\u6709\u65f6\u6548**\uff1a\u4ef7\u683c\u3001\u5e93\u5b58\u3001\u8d60\u54c1\u3001\u6d3b\u52a8\u671f\u9650\u5fc5\u987b\u6807\u8bb0\u8d44\u6599\u786e\u8ba4\u65f6\u95f4\n5. **\u5408\u89c4\u4e0d\u662f\u53ef\u9009\u9879**\uff1a\u5e26\u8d27\u6587\u6848\u5fc5\u987b\u6807\u6ce8\u98ce\u9669\u9879\uff0c\u7981\u6b62\u628a\"\u5f85\u6838\u9a8c\"\u5199\u6210\u786e\u5b9a\u6027\u8868\u8fbe\n\n---\n\n## 2. find \u547d\u4ee4 SOP\uff085 \u6b65\u94c1\u5f8b\uff09\n\n### \u8f93\u5165\n\u6211\u7684\u8d26\u53f7\u94fe\u63a5 / \u6211\u7684\u67d0\u6761\u7b14\u8bb0\u94fe\u63a5 / \u4e00\u4e2a\u9009\u9898\u65b9\u5411\uff08\"\u6211\u60f3\u53d1 XX\"\uff09\n\n### \u8f93\u51fa\n5-10 \u4e2a\u5bf9\u6807\u7206\u6b3e\u94fe\u63a5 \u2014 **\u4e0d\u662f\u5173\u952e\u8bcd\u641c\u51fa\u6765\u7684\uff0c\u662f\u6309\u5185\u5bb9\u672c\u8d28\u8fc7\u6ee4\u8fc7\u7684**\u3002\n\n### 5 \u6b65\uff08\u6bcf\u4e00\u6b65\u90fd\u4e0d\u80fd\u7701\uff09\n\n#### Step 1 \u5185\u5bb9\u672c\u8d28\u8bc6\u522b\uff08\u5fc5\u8dd1\u591a\u6a21\u6001\uff09\n\n\u8f93\u5165\u662f\u6211\u7684\u8d26\u53f7 / \u7b14\u8bb0 \u2192 \u8c03 `analyze_image.py`\uff08\u5c01\u9762\uff09+ `analyze_video.py`\uff08\u89c6\u9891\uff09\u2192 \u63d0\u53d6 **5 \u4e2a\u672c\u8d28\u7ef4\u5ea6**\uff1a\n\n| \u7ef4\u5ea6 | \u4f8b\u5b50\uff08\u6a58\u732b\u505a\u5927\u9171\u90a3\u6761\uff09 |\n|---|---|\n| \u8f7d\u4f53\u5f62\u6001 | AI \u62df\u4eba\u5316\u5c0f\u52a8\u7269\uff08\u4e0d\u662f\u771f\u4eba / \u771f\u5ba0\u7269\uff09 |\n| \u60c5\u7eea\u951a\u70b9 | \u6000\u65e7 / \u5bb6\u4e61\u5473\u9053 / \u7ae5\u5e74\u8bb0\u5fc6 |\n| \u5ba1\u7f8e\u98ce\u683c | \u6696\u9633 + \u6162\u955c\u5934 + \u70df\u706b\u6c14 |\n| \u5185\u5bb9\u7ed3\u6784 | \u6559\u7a0b\u7c7b\uff08\u539f\u6599 \u2192 \u6210\u54c1\u5168\u6d41\u7a0b\uff09 |\n| **\u53cd\u5dee\u70b9** | **\u53ef\u7231\u89d2\u8272 \u00d7 \u786c\u6838\u519c\u6d3b**\uff08\u6838\u5fc3\u7206\u70b9\uff09 |\n\n**\u8f93\u51fa**\uff1a5 \u4e2a\u7ef4\u5ea6\u7684\u63cf\u8ff0\uff08\u6bcf\u4e2a 1 \u53e5\u8bdd\uff09+ \u5f62\u5bb9\u8bcd\u4e09\u5143\u7ec4\uff08\u5982\uff1aAI \u840c\u5ba0 / \u6000\u65e7 / \u53cd\u5dee\u6559\u7a0b\uff09\u3002\n\n#### Step 2 \u751f\u6210\u641c\u7d22\u8bcd\u77e9\u9635\n\n5 \u4e2a\u672c\u8d28\u7ef4\u5ea6\u4ea4\u53c9\u7ec4\u5408 \u2192 **4-6 \u4e2a\u641c\u7d22\u8bcd**\uff1a\n\n```\n\u7ef4\u5ea61\uff1a\u300cAI\u840c\u5ba0\u300d  / \u300c\u62df\u4eba\u732b\u300d  / \u300c\u840c\u5ba0\u6210\u7cbe\u300d\n\u7ef4\u5ea62\uff1a\u300c\u4e61\u6751\u7f8e\u98df\u300d/ \u300c\u8001\u5bb6\u5473\u9053\u300d/ \u300c\u7ae5\u5e74\u56de\u5fc6\u300d\n\u7ef4\u5ea63\uff1a\u300c\u6cbb\u6108\u300d    / \u300c\u70df\u706b\u6c14\u300d\n\u7ef4\u5ea64\uff1a\u300c\u6559\u7a0b\u300d    / \u300c\u624b\u4f5c\u300d\n\u7ef4\u5ea65\uff1a\u300c\u53cd\u5dee\u840c\u300d  / \u300c\u732b\u5e08\u5085\u300d\n```\n\n\u26a0\ufe0f **\u94c1\u5f8b**\uff1a\u641c\u7d22\u8bcd = **\u5355\u4e00 2-4 \u5b57\u672c\u8d28\u7ef4\u5ea6\u8bcd**\u3002\n- \u4e0d\u8981\u7528\u5bbd\u6cdb\u9009\u9898\u8bcd\uff08\"\u4e1c\u5317\u5927\u9171\"\u4f1a\u641c\u51fa\u771f\u4eba\u5047\u5bf9\u6807\uff09\n- \u4e0d\u8981\u5e26\u7a7a\u683c\u7ec4\u5408\uff08\"\u732b\u5e08\u5085 \u7f8e\u98df\" \u5728 V1/V2 \u63a5\u53e3\u4f1a HTTPStatusError\uff0c\u8981\u62c6\u6210 4-6 \u4e2a\u5355\u8bcd\u5206\u6b21\u641c\uff09\n\n#### Step 3 \u77e9\u9635\u8bcd\u5e76\u884c\u641c\u7d22\n\n\u6bcf\u4e2a\u77e9\u9635\u8bcd\u8c03\u4e00\u6b21 search \u2192 \u6309\u4e92\u52a8\u91cf\u5012\u5e8f\u53d6 top 10 \u2192 \u6c47\u603b\u5230\u5019\u9009\u6c60\uff0820-50 \u6761\uff0c\u53bb\u91cd\uff09\u3002\n\n\u5de5\u5177\uff1a\n- \u5c0f\u7ea2\u4e66 `xiaohongshu_app_v2_search_notes`\n- \u6296\u97f3\u4f18\u5148 `douyin_billboard_fetch_hot_account_search_list --cursor 0` \u627e\u8d26\u53f7\uff1b\u518d\u7528 `douyin_search_fetch_challenge_search_v2` \u2192 `douyin_app_v3_fetch_hashtag_video_list` \u53cd\u67e5\u4f5c\u8005\uff1b`douyin_search_fetch_video_search_v2` \u53ea\u505a\u8865\u5145\u4e14\u5fc5\u987b\u52a0\u8d85\u65f6\n- \u5feb\u624b `kuaishou_app_search_video_v2`\n- \u89c6\u9891\u53f7 `wechat_channels_v2_fetch_search_channel_videos`\n\n**\u63a5\u53e3\u5931\u8d25\u515c\u5e95**\uff1a\u5ba2\u6237\u7aef\u5b8c\u6210 3 \u6b21\u9000\u907f\u91cd\u8bd5\u4ecd\u5931\u8d25 \u2192 \u4e0d\u518d\u91cd\u590d\u8ba1\u8d39\u8c03\u7528\uff0c\u8ba9\u7528\u6237\u63d0\u4f9b 3-5 \u4e2a\u5bf9\u6807\u94fe\u63a5\u6216\u672c\u5730\u7d20\u6750 \u2192 \u76f4\u63a5\u8d70\u4f5c\u54c1\u8be6\u60c5 \u2192 \u8df3\u5230 crack\u3002\n\n**\u89c6\u9891\u53f7\u7279\u6b8a\u94c1\u5f8b**\uff1a\u89c6\u9891\u53f7\u5ba2\u6237\u7aef**\u4e0d\u8f93\u51fa\u53ef\u590d\u5236\u7684\u94fe\u63a5 / \u89c6\u9891 ID**\uff08\u5206\u4eab\u51fa\u53bb\u662f\u5361\u7247\uff09\u3002**\u552f\u4e00\u5165\u53e3\u662f\u8d26\u53f7\u540d/\u5173\u952e\u8bcd\u641c\u7d22 \u2192 \u9501\u5b9a\u672c\u53f7\u89c6\u9891 \u2192 \u62ff id**\u3002\u4e0d\u8981\u8ba9\u7528\u6237\u63d0\u4f9b\"\u89c6\u9891\u53f7\u94fe\u63a5\"\uff0c\u4ed6\u7ed9\u4e0d\u51fa\u3002\n\n#### Step 4 \u591a\u6a21\u6001\u76f8\u4f3c\u5ea6\u8fc7\u6ee4\uff08\u5fc5\u8dd1\u591a\u6a21\u6001\uff09\n\n\u5019\u9009\u6c60\u6bcf\u6761\u62bd\u9996\u56fe \u2192 `analyze_image.py` \u2192 \u6309 5 \u7ef4\u6253\u5206\uff080-1\uff09\u2192 **\u2265 3 \u7ef4\u76f8\u4f3c\u624d\u7559**\u3002\n\n\u26a0\ufe0f **\u4ee3\u4ef7\u8b66\u544a**\uff1a\u8fd9\u4e00\u6b65 20-50 \u6b21 multimodal \u8c03\u7528\uff0c**token \u4e0d\u4fbf\u5b9c\uff0c\u4f46\u4e0d\u80fd\u7701** \u2014 \u5426\u5219 find \u51fa\u6765\u7684\u5168\u662f\u8868\u9762\u5047\u5bf9\u6807\uff0c\u540e\u9762 crack/adapt \u5168\u767d\u505a\u3002\n\n#### Step 5 \u4f53\u91cf + \u6d3b\u8dc3\u5ea6\u8fc7\u6ee4\n\n| \u6761\u4ef6 | \u6807\u51c6 |\n|---|---|\n| \u7c89\u4e1d\u91cf | \u6211 \u00d71 ~ \u00d710\uff08\u4f19\u4f34/\u699c\u6837\u6863\uff0c\u5220\u5927\u4f6c\u7ea7\u548c\u5c0f\u767d\u7ea7\uff09 |\n| \u8fd1 30 \u5929\u53d1\u6587 | \u2265 8 \u6761\uff08\u4e0d\u6d3b\u8dc3\u5220\uff09 |\n| \u5355\u6761\u4e92\u52a8 | \u2265 \u8be5\u53f7\u8fd1 30 \u5929\u5747\u503c \u00d7 3\uff08\u7206\u6b3e\u4e0d\u662f\u65e5\u5e38\uff09 |\n| \u6392\u9664 | \u5b98\u65b9\u84dd V / \u5355\u6761 100w+ \u5f02\u5e38\u7206\uff08\u4e0d\u53ef\u590d\u5236\uff09 |\n\n\u2192 **\u8f93\u51fa 5-10 \u4e2a\u771f\u5bf9\u6807 + \u6bcf\u4e2a\u8d34\u4e00\u53e5\"\u4e3a\u4ec0\u4e48\u662f\u771f\u5bf9\u6807\"**\uff085 \u7ef4\u76f8\u4f3c\u5ea6\u547d\u4e2d\u54ea\u51e0\u7ef4\uff09\u3002\n\n### find \u7684\u4eba\u5de5\u5361\u70b9\n\n\u6700\u540e\u4e00\u6b65**\u5fc5\u987b**\u7ed9\u7528\u6237\u770b\u6e05\u5355 \u2192 \u7528\u6237\u52fe\u9009 3-5 \u6761 \u2192 \u6ca1\u52fe\u7684\u4e0d\u8fdb crack\u3002\n\n---\n\n## 3. crack \u547d\u4ee4 SOP\n\n### \u8f93\u5165\n1 \u4e2a\u6216 N \u4e2a\u5bf9\u6807\u7206\u6b3e\u94fe\u63a5\uff08\u4e00\u822c\u662f find \u52fe\u9009\u51fa\u6765\u7684\uff09\u3002\n\n### \u8f93\u51fa\n\u5bf9\u6bcf\u6761\u5410 **4 \u7ef4\u94a9\u5b50\u62c6\u89e3 + 3 \u884c\u7ed3\u6784\u5143\u7d20**\uff08\u4e0d\u5199\u8bca\u65ad\u62a5\u544a\uff0c\u4e0d\u6253\u5206\uff0c\u53ea\u7f57\u5217**\u53ef\u6284\u5143\u7d20**\uff09\uff1a\n\n```\n\u5bf9\u6807\uff1a@xxx \u7684\u300c\u4e1c\u5317\u6a58\u732b\u505a\u5927\u9171\u300d(50w \u8d5e / 1.2k \u8bc4 / 30s)\n\n\u94a9\u5b50\uff084 \u7ef4\u62c6\u89e3\uff09\uff1a\n\u251c \u89c6\u89c9\u94a9\uff1a\u62df\u4eba\u732b\u8138\u5927\u7279\u5199 + \u7530\u95f4\u80cc\u666f\uff0c0.5s \u5185\u51fa\"\u732b\u770b\u7740\u4f60\"\u7684\u76ee\u5149\n\u251c \u6587\u5b57\u94a9\uff1a\u5c01\u9762\u4e2d\u90e8\u4e00\u884c\u5b57\uff08OCR bbox 366,604,546x71\uff09+ \u6807\u9898\u300c\u4eba\uff01\u300d\u611f\u53f9\u53f7\n\u251c \u53e3\u64ad\u94a9\uff1a\u300c\u4eba\uff01\u5176\u5b9e\u5feb\u4e50\u5f88\u7b80\u5355\uff0c\u8ddfme\u4e0b\u4e61\u5427\uff01\u300d\u2014 \u62df\u4eba\u732b\"\u5bf9\u4eba\u558a\u8bdd\"\u7684\u53cd\u5dee\n\u251c \u5267\u60c5\u94a9\uff1a\u7b2c\u4e00\u79d2\u5c31\u7834\u58c1\uff08\u732b\u5f20\u5634\u8bf4\"\u4eba\uff01\"\uff09\u2014 \u628a\"\u732b\"\u548c\"\u89c2\u4f17\"\u7684\u5c42\u7ea7\u5012\u8fc7\u6765\n\u2514 \u7efc\u5408\uff1a\u89c6\u89c9 \u00d70.4 + \u53e3\u64ad \u00d70.6 = \u6cbb\u6108\u7cfb\u53cd\u5dee\u94a9  \u2190 \u4e3b\u9a71\u52a8\u529b\n\n\u9aa8\u67b6\uff1a\u539f\u6599\u5c55\u793a \u2192 \u5de5\u827a\u8fc7\u7a0b \u2192 \u6210\u54c1 \u2192 \u60c5\u7eea\u5347\u534e\uff084 \u6bb5\uff0c\u547d\u4e2d\u9aa8\u67b6 A \u573a\u666f+\u51b2\u7a81+\u89e3\u51b3\uff09\n\u5c01\u9762\u516c\u5f0f\uff1aD \u5b9e\u7269\u5c55\u793a + \u6696\u8272\u9ad8\u5bf9\u6bd4 + \u4e3b\u4f53\u5c45\u4e2d\uff08\u65e0\u5927\u5b57\uff09  [\ud83d\udfe2 \u8dd1\u4e86 multimodal / \u26aa \u63a8\u65ad]\n\u6807\u7b7e\u7ec4\u5408\uff1a#AI\u840c\u5ba0 #\u4e1c\u5317\u7f8e\u98df #\u6000\u65e7 #\u53cd\u5dee\u840c\uff084-5 \u4e2a\uff09\n\u590d\u7528\u63d0\u793a\uff1a[\u4e00\u53e5\u8bdd \u2014 \u8fd9\u6761\u6700\u503c\u5f97\u6284\u7684\u4e00\u4e2a\u5177\u4f53\u52a8\u4f5c]\n```\n\n**\u4e3a\u4ec0\u4e48 4 \u7ef4**\uff1a\u94a9\u5b50\u4e0d\u662f\"\u90a3\u4e00\u53e5\u6807\u9898\"\uff0c\u800c\u662f\u89c6\u89c9+\u6587\u5b57+\u53e3\u64ad+\u5267\u60c5\u7684\u6574\u4f53\u5f00\u573a\u8bbe\u8ba1\u3002\u7efc\u5408\u6743\u91cd\u51b3\u5b9a\u4eff\u5199\u65f6\u7684\u7cbe\u529b\u5206\u914d\u65b9\u5411\uff08\u54ea\u4e00\u7ef4\u5360\u6bd4 \u2265 0.5 = \u6b7b\u78d5\u90a3\u4e00\u7ef4\uff09\u3002\n\n### \u94a9\u5b50\u79ef\u7d2f\uff08\u53ef\u9009\uff0c\u5fc5\u987b\u95ee \u2014 \u4e0d\u8981\u81ea\u52a8\u5b58\uff09\n\ncrack \u8dd1\u5b8c\u6240\u6709\u5bf9\u6807\u540e\uff0c\u628a**\u5b8c\u6574 4 \u7ef4\u94a9\u5b50\u5355\u5143**\uff08\u4e0d\u662f\u5355\u53e5\uff09\u6c47\u603b\u6253\u7ed9\u7528\u6237\u770b\uff0c\u4e3b\u52a8\u95ee\uff1a\n\n```\n\u672c\u6b21 crack \u63d0\u53d6\u4e86 N \u6761 4 \u7ef4\u94a9\u5b50\u5355\u5143\uff1a\n  1. @xxx\u300c\u8ddfme\u4e0b\u4e61\u300d(9k \u8d5e, \u6cbb\u6108\u7cfb\u53cd\u5dee\u94a9, \u4e3b\u9a71\u52a8\u529b=\u53e3\u64ad 0.6)\n  2. @yyy\u300c\u6bd4\u718a\u6c42\u804c\u300d(13k \u8d5e, \u5171\u9e23\u578b\u53cd\u5dee\u94a9, \u4e3b\u9a71\u52a8\u529b=\u6587\u5b57 0.7)\n  ...\n\n\u8981\u79ef\u7d2f\u5230 ./output/assets/hooks-{platform}.md \u5417\uff1f\n  - yes\uff1a4 \u7ef4\u62c6\u89e3\u683c\u5f0f\u5168\u5b58\n  - \"1,3\"\uff1a\u53ea\u5b58\u6307\u5b9a\u6761\n  - no\uff1a\u672c\u6b21\u4e0d\u5b58\uff08\u9ed8\u8ba4\uff09\n```\n\n**\u53ea\u6709\u7528\u6237\u660e\u786e\u8bf4\u8981\u5b58**\uff0c\u624d `mkdir -p ./output/assets` + \u8ffd\u52a0\uff08\u6309**\u60c5\u7eea\u951a\u70b9**\u5206\u7c7b\uff0c\u518d\u6309**\u4e3b\u9a71\u52a8\u529b**\u4e8c\u7ea7\u7d22\u5f15\uff1b\u8ffd\u52a0\u4e0d\u8986\u76d6\uff1b\u9996\u6b21\u521b\u5efa\u65f6\u5efa\u597d\"\u7d22\u5f15 + \u901f\u67e5\"\u9aa8\u67b6\uff09\u3002\n**\u4e0d\u8981\u9ed8\u8ba4\u5b58** \u2014 \u81ea\u52a8\u5806\u51fa\u6765\u7684\u94a9\u5b50\u5e93\u90fd\u662f\u5783\u573e\uff0c\u5e93\u7684\u4ef7\u503c\u5728\u4e8e\u4eba\u5de5\u628a\u5173\u3002\n\n### crack \u7528\u5230\u7684\u672f\u8bed\n\u5c01\u9762 ABCDE / \u6807\u9898 1-10 / \u9aa8\u67b6 ABC / \u94a9\u5b50 1-7 \u2192 \u5168\u90e8\u5bf9\u9f50 `references/scoring-vocab.md`\u3002\n\n---\n\n## 4. adapt \u547d\u4ee4 SOP\n\n### \u8f93\u5165\n- \u6211\u7684\u8d26\u53f7\u5b9a\u4f4d\uff08\u4e00\u53e5\u8bdd\uff0c\u5fc5\u987b\uff09\n- crack \u8f93\u51fa\uff081-N \u4e2a\u5bf9\u6807\u7684\u5143\u7d20\u6e05\u5355\uff0c\u5fc5\u987b\uff09\n- \u6211\u60f3\u53d1\u7684\u65b9\u5411\uff08\u53ef\u9009\uff0c\u6ca1\u6709\u5c31\u57fa\u4e8e crack \u63a8\u8350\uff09\n\n### \u8f93\u51fa\n**\u76f4\u63a5\u7ed9\u53ef\u53d1\u7684**\uff1a\n\n```\n\u6807\u9898\u5019\u9009\uff083 \u4e2a\uff0c\u6bcf\u4e2a\u6807\u6ce8\u547d\u4e2d\u54ea\u4e2a\u516c\u5f0f\uff09\uff1a\n  1. \u300c[\u6587\u6848]\u300d \u2014 \u516c\u5f0f 4 \u6015\u9519\u907f\u5751 + \u6539\u4e86 XX\n  2. \u300c[\u6587\u6848]\u300d \u2014 \u516c\u5f0f 2 \u53cd\u8ba4\u77e5 + \u6539\u4e86 XX\n  3. \u300c[\u6587\u6848]\u300d \u2014 \u516c\u5f0f 6 \u8eab\u4efd\u5171\u9e23 + \u6539\u4e86 XX\n\n\u5c01\u9762\u5927\u5b57\uff083 \u4e2a\uff0c4 \u5b57\u4ee5\u5185\uff09\uff1a\n  1. \u300c[\u5927\u5b57]\u300d \u2014 \u5957\u5bf9\u6807\u7684 D \u6a21\u677f\uff0c\u52a0\u5927\u5b57\u5347\u7ea7\u5230 A+D \u6df7\u5408\n  2. ...\n  3. ...\n\n\u9996\u6bb5\u6587\u6848\uff08\u2264 50 \u5b57\uff0c\u547d\u4e2d\u94a9\u5b50\u6a21\u677f N \u53f7\uff09\uff1a\n  \u300c[\u6587\u6848]\u300d \u2014 \u6284\u4e86\u5bf9\u6807\u7684 XX\uff0c\u6211\u505a\u4e86 YY \u6539\u52a8\n\nCTA\uff08\u547d\u4e2d\u4e92\u52a8\u94a9\u5b50\u6a21\u677f\uff09\uff1a\n  \u300c[\u6587\u6848]\u300d \u2014 \u5957\u5bf9\u6807\u7684\"\u8bc4\u8bba\u6263 X \u9001 Y\"\u7ed3\u6784\n```\n\n### adapt \u7684\u94c1\u5f8b\n- \u6807\u9898 / \u5c01\u9762 / \u9996\u6bb5 / CTA **\u5fc5\u987b\u547d\u4e2d** `references/scoring-vocab.md` \u91cc\u7684\u81f3\u5c11 1 \u4e2a\u516c\u5f0f\n- \u6bcf\u4e2a\u4ea7\u51fa**\u5fc5\u987b\u6807\u6ce8**\u300c\u6284\u4e86\u5bf9\u6807\u4ec0\u4e48 + \u6211\u505a\u4e86\u4ec0\u4e48\u6539\u52a8\u300d \u2014 \u9632\u6b62\u6284\u5230\u4e0d\u53ef\u590d\u5236\u7684\u90e8\u5206\n- \u4e0d\u8981 4 \u4e2a\u5019\u9009\uff0c**\u5c31 3 \u4e2a**\uff08\u591a\u4e86\u7528\u6237\u9009\u4e0d\u52a8\uff09\n\n---\n\n## 5. \u8f93\u51fa\u4f4d\u7f6e\u94c1\u5f8b\n\n**\u7edf\u4e00\u8f93\u51fa\u6839\uff1a\u5f53\u524d\u5de5\u4f5c\u76ee\u5f55\u4e0b\u7684 `./output/`\uff0c\u6240\u6709\u4ea7\u7269\u90fd\u6536\u5728\u8fd9\u4e00\u68f5\u6811\u91cc**\uff08\u5df2\u5185\u7f6e gitignore\uff1b\u5199\u76d8\u524d `mkdir -p ./output/reports ./output/assets`\uff09\uff1a\n\n```\n./output/\n  reports/                                     # \u4ea4\u4ed8\u7269\uff08\u4eba\u770b\u7684\u62a5\u544a\uff0cmd \u4e3a\u4e3b\uff09\n    {YYYYMMDD-HHMM}-compose-{\u7d20\u6750\u77ed\u7801}.md      # compose \u6a21\u5f0f\u624d\u6709\uff1a\u7d20\u6750\u753b\u50cf + 5 \u7ef4 + \u7f3a\u53e3\u6e05\u5355\n    {YYYYMMDD-HHMM}-find-{\u6211\u7684\u8d26\u53f7\u672b8\u4f4d}.md    # 5-10 \u5bf9\u6807 + \u4e3a\u4ec0\u4e48\u662f\u771f\u5bf9\u6807\n    {YYYYMMDD-HHMM}-crack-{\u5bf9\u6807\u672b8\u4f4d}.md       # \u6bcf\u6761 4 \u884c\u6e05\u5355\n    {YYYYMMDD-HHMM}-adapt-{\u9009\u9898\u77ed\u7801}.md        # \u6807\u9898 + \u5c01\u9762 + \u9996\u6bb5 + CTA\uff08compose \u6a21\u5f0f\u5fc5\u987b\u542b\"\u7d20\u6750\u6eaf\u6e90\u5217\"\uff09\n    commerce-diagnostic-{YYYYMMDD-HHMM}.md     # commerce \u6a21\u5f0f\uff1a\u5e26\u8d27\u8d26\u53f7\u8bca\u65ad + \u5bf9\u6807\u5dee\u8ddd\n    commerce-review-{YYYYMMDD-HHMM}.md         # commerce \u6a21\u5f0f\uff1a\u89c6\u9891\u94fe\u63a5/\u672c\u5730\u89c6\u9891 + \u5bf9\u6807\u5ba1\u67e5\n    commerce-adapt-{YYYYMMDD-HHMM}.md          # commerce \u6a21\u5f0f\uff1a\u5e26\u8d27\u6587\u6848+\u5206\u955c+\u98ce\u9669\u6807\u6ce8\n    product-fact-{YYYYMMDD-HHMM}.md            # commerce \u6a21\u5f0f\uff1a\u5546\u54c1\u4e8b\u5b9e\u5361\n  assets/                                      # \u526f\u4ea7\u54c1\uff0c\u8de8\u4efb\u52a1\u7d2f\u79ef\n    hooks-xhs.md / hooks-douyin.md / hooks-kuaishou.md\n  cache/                                       # \u5e73\u53f0\u6570\u636e\u7f13\u5b58\uff0824h \u590d\u7528\uff1b\u53ef\u968f\u65f6\u6e05\u7a7a\uff0c\u4f1a\u518d\u751f\uff09\n    mc-data/{\u5e73\u53f0}/json/                       # mc \u6293\u53d6\u539f\u59cb JSON\uff08\u9ed8\u8ba4\u81ea\u52a8\u843d\u8fd9\u91cc\uff09\n    tikhub/*.json                              # TikHub \u54cd\u5e94\u7f13\u5b58\uff08\u9ed8\u8ba4\u5f00\u542f\uff0c--no-cache / TIKHUB_CACHE=0 \u5173\uff09\n  media/                                       # \u4e0b\u8f7d\u7684\u5e73\u53f0\u5a92\u4f53\n    {\u5e73\u53f0}-{\u4f5c\u54c1ID}.{mp4|webp|jpg}             # \u4f8b\uff1adouyin-7428xxxx.mp4\u3001xhs-661fxxxx-0.webp\n```\n\n**media \u843d\u76d8\u89c4\u5219**\uff1a\u4e0b\u8f7d\u89c6\u9891/\u5c01\u9762\u65f6\u6309 `{\u5e73\u53f0}-{\u4f5c\u54c1ID}.{ext}` \u547d\u540d\u5199\u8fdb `./output/media/`\uff1b\u6587\u4ef6\u5df2\u5b58\u5728\u5c31\u76f4\u63a5\u590d\u7528\uff0c**\u4e0d\u8981\u91cd\u590d\u4e0b\u8f7d**\u3002\u591a\u56fe\u7b14\u8bb0\u7528 `-0/-1/-2` \u540e\u7f00\u3002\u5206\u6790\u4e2d\u95f4\u4ea7\u7269\uff08\u89c6\u9891\u5207\u7247/\u5173\u952e\u5e27/\u97f3\u9891\uff09\u7ee7\u7eed\u8d70\u7cfb\u7edf\u4e34\u65f6\u76ee\u5f55\u7528\u5b8c\u5373\u5220\uff0c\u4e0d\u8fdb `./output/`\u3002\n\n\u65e7\u7248\u4f4d\u7f6e\uff08`./reports/`\u3001`./assets/`\u3001`vendor/mc-data`\uff09\u7684\u5b58\u91cf\u4e0d\u81ea\u52a8\u8fc1\u79fb\uff1b\u7528\u6237\u95ee\u5230\u65f6\u63d0\u793a\u53ef\u624b\u52a8\u632a\u8fdb `./output/` \u5bf9\u5e94\u5b50\u76ee\u5f55\u3002\n\n**\u53ea\u8dd1\u4e86 1 \u4e2a\u547d\u4ee4\u3001\u534a\u6210\u54c1\u3001\u63a5\u53e3\u5931\u8d25 \u2192 \u4e0d\u5199\u76d8**\uff0c\u53ea\u5728\u5bf9\u8bdd\u91cc\u8bf4\u3002\n\n### 5.1 PDF \u8f93\u51fa\uff08\u6309\u9700\uff0c\u4e0d\u9ed8\u8ba4\uff09\n\n**\u94c1\u5f8b**\uff1a\u9ed8\u8ba4\u53ea\u8f93\u51fa `.md`\uff0c**\u4e0d\u8981\u4e3b\u52a8\u751f\u6210 PDF**\u3002\u53ea\u6709\u7528\u6237**\u660e\u786e\u8bf4**\u300c\u6574\u7406\u6210 PDF / \u51fa PDF / \u51fa\u4e00\u4efd pdf \u7248\u300d\u7b49\u624d\u8dd1\uff1a\n\n```bash\npython3 ~/.claude/skills/social-account-doctor/scripts/render_report_pdf.py \\\n  ./output/reports/{report}.md\n# \u8f93\u51fa ./output/reports/{report}.pdf \uff08\u540c\u540d\u540c\u4f4d\uff09\n```\n\n\u811a\u672c\u7279\u6027\uff1a\n- A4 + \u601d\u6e90\u9ed1\u4f53 (CJK \u5fc5\u88c5 Source Han Sans SC) + \u7c89\u8272\u8bca\u65ad\u4e3b\u9898\n- md \u4e2d\u672c\u5730\u56fe\u7247 `![](path)` \u81ea\u52a8 base64 \u5185\u5d4c\uff08PDF \u81ea\u5305\u542b\uff0c\u53ef\u5355\u6587\u4ef6\u4f20\u64ad\uff09\n- \u7ed3\u6784\u5316 fallback \u540c\u6837\u652f\u6301\u672c\u5730\u5173\u952e\u5e27\u753b\u5eca\uff1b\u540c\u4e00\u6bb5\u8fde\u7eed\u653e 1-3 \u5f20 Markdown \u56fe\u7247\u65f6\u81ea\u52a8\u6a2a\u5411\u6392\u7248\u5e76\u4fdd\u7559\u56fe\u7247 alt \u4f5c\u4e3a\u56fe\u6ce8\n- \u5bcc\u6392\u7248\uff08\u5361\u7247\u5f0f top N \u5bf9\u6807 / TL;DR \u7ea2\u6846 / \u4e09\u56fe\u6a2a\u6392\uff09\u9700\u5728 md \u91cc**\u76f4\u63a5\u5199 inline HTML**\uff0cCSS \u5df2\u7ecf\u51c6\u5907\u597d\u5bf9\u5e94 class\uff1a\n  - `<div class=\"tldr\"><div class=\"verdict\">...</div>...</div>` \u2014 TL;DR \u9ad8\u4eae\u6846\n  - `<div class=\"card\"><div class=\"card-img\"><img/></div><div class=\"card-body\">...</div></div>` \u2014 \u5bf9\u6807\u5361\u7247\n  - `<div class=\"user-img\"><img/><div class=\"caption\">...</div></div>` \u2014 \u4e09\u56fe\u6a2a\u6392\n- \u60f3\u4fdd\u7559\u4e2d\u95f4 HTML \u81ea\u5df1\u6539\u6837\u5f0f\uff1a\u52a0 `--keep-html`\n\n**\u5ba2\u6237\u7248 PDF \u5185\u5bb9\u94c1\u5f8b**\uff1a\n- PDF \u662f\u5206\u6790\u4ea4\u4ed8\uff0c\u4e0d\u662f\u8fd0\u884c\u65e5\u5fd7\u3002\u4e0d\u5f97\u51fa\u73b0\u6267\u884c\u547d\u4ee4\u3001\u811a\u672c/API/\u6a21\u578b\u540d\u3001\u7edd\u5bf9\u8def\u5f84\u3001JSON/TXT \u6587\u4ef6\u540d\u3001\u4e34\u65f6\u76ee\u5f55\u3001\u6280\u672f\u72b6\u6001\u7801\u6216\u201c\u7d20\u6750\u8bc1\u636e\u5305\u201d\u3002\n- \u6807\u9898\u540e\u76f4\u63a5\u8fdb\u5165\u201c\u4e00\u9875\u7ed3\u8bba\u201d\u3002\u4e0d\u8981\u5199\u201c\u57fa\u4e8e X \u79d2\u539f\u89c6\u9891\u590d\u6838\u201d\u201c\u672c\u62a5\u544a\u5206\u6790\u7684\u662f\u2026\u2026\u201d\u201c\u4e0d\u628a\u9500\u91cf\u5f52\u56e0\u4e8e\u672c\u89c6\u9891\u201d\u201c\u4ec5\u4f9b\u53c2\u8003\u201d\u201c\u4e0d\u80fd\u66ff\u4ee3\u4e13\u4e1a\u4f9d\u636e\u201d\u7b49\u65b9\u6cd5\u3001\u6765\u6e90\u6216\u514d\u8d23\u58f0\u660e\u524d\u8a00\u3002\n- \u8bc1\u636e\u8fb9\u754c\u4e0d\u8981\u96c6\u4e2d\u5199\u6210\u5f00\u573a\u58f0\u660e\u3002\u53ea\u5728\u53d7\u5f71\u54cd\u7684\u5177\u4f53\u7ed3\u8bba\u65c1\u8bf4\u660e\uff0c\u4f8b\u5982\u7ecf\u8425\u6570\u636e\u6765\u6e90\u653e\u5728\u7ecf\u8425\u5224\u65ad\u4e2d\uff0c\u6bcd\u5a74\u5b89\u5168/\u529f\u6548\u8fb9\u754c\u653e\u5728\u98ce\u9669\u4e0e\u201c\u4e0d\u8981\u7167\u6284\u201d\u4e2d\uff1b\u5185\u90e8 Markdown \u7ee7\u7eed\u4fdd\u7559\u5b8c\u6574\u8bc1\u636e\u72b6\u6001\u3002\n- \u5355\u6761\u89c6\u9891\u81f3\u5c11\u9009 4-6 \u5f20\u8986\u76d6\u5f00\u5934\u3001\u4e2d\u6bb5\u548c\u7ed3\u5c3e\u7684\u5173\u952e\u5e27\u3002\u6bcf\u5f20\u56fe\u6ce8\u5fc5\u987b\u5199\u201c\u65f6\u95f4\u70b9 + \u753b\u9762\u4efb\u52a1\u201d\uff0c\u5e76\u5728\u76f8\u90bb\u6b63\u6587\u8bf4\u660e\u5b83\u670d\u52a1\u4e8e\u94a9\u5b50\u3001\u5356\u70b9\u3001\u8bc1\u660e\u3001\u573a\u666f\u8fd8\u662f CTA\uff1b\u4e0d\u80fd\u53ea\u5806\u622a\u56fe\u3002\n- \u9ed8\u8ba4\u7ed3\u6784\uff1a\u4e00\u9875\u7ed3\u8bba \u2192 \u5173\u952e\u753b\u9762\u94fe \u2192 \u8282\u62cd/\u6587\u6848\u903b\u8f91 \u2192 \u6d41\u91cf\u903b\u8f91 \u2192 \u8f6c\u5316\u903b\u8f91 \u2192 \u53ef\u590d\u523b\u8def\u5f84 \u2192 \u98ce\u9669\u4e0e\u5355\u53d8\u91cf\u5b9e\u9a8c\u3002\n- \u9ed8\u8ba4\u4e0d\u653e\u5b8c\u6574\u9010\u5b57\u7a3f\uff0c\u53ea\u6458\u4e0e\u7ed3\u6784\u5224\u65ad\u76f8\u5173\u7684\u5173\u952e\u53e5\u3002\u7528\u6237\u660e\u786e\u8981\u9010\u5b57\u7a3f\u65f6\u518d\u653e\u9644\u5f55\u3002\n- \u6280\u672f\u8bc1\u636e\u548c\u4ea7\u7269\u8def\u5f84\u7559\u5728\u5185\u90e8 `.md`/\u8fd0\u884c\u76ee\u5f55\uff1bPDF \u53ea\u5448\u73b0\u7528\u6237\u505a\u5185\u5bb9\u51b3\u7b56\u6240\u9700\u7684\u4fe1\u606f\u3002\n\n**\u4f55\u65f6\u4e3b\u52a8\u8be2\u95ee PDF**\uff1a\u7528\u6237\u8bf4\u300c\u5206\u4eab\u7ed9\u5ba2\u6237\u300d\u300c\u6253\u5370\u300d\u300c\u5b58\u6863\u300d\u300c\u53d1\u51fa\u53bb\u300d\u7b49\u9700\u8981\u53ef\u643a\u5e26\u7248\u672c\u7684\u8bed\u4e49\u65f6\uff0c\u53ef\u4ee5**\u4e3b\u52a8\u95ee\u4e00\u53e5**\u300c\u8981\u4e0d\u8981\u987a\u4fbf\u51fa\u4e00\u4efd PDF\uff1f\u300d \u2014 \u4e0d\u8981\u4e0d\u95ee\u5c31\u51fa\u3002\n\n---\n\n## 6. L2 \u8bca\u65ad\u6a21\u5f0f\uff08\u6309\u9700\uff0c\u4e0d\u4e3b\u63a8\uff09\n\n\u53ea\u5728\u7528\u6237**\u660e\u786e\u8bf4**\u8fd9\u4e9b\u8bdd\u65f6\u89e6\u53d1 \u2192 \u8c03 `references/diagnostic-mode.md`\uff1a\n\n- \"\u8fd9\u6761\u4e3a\u4ec0\u4e48\u4e0d\u7206\"\n- \"\u5b8c\u6574\u8bca\u65ad\"\n- \"\u6211\u8fd9\u4e2a\u53f7\u8be5\u5f80\u54ea\u8c03\"\n- \"\u5361\u5728\u54ea\u4e00\u5c42\"\n\n\u2192 \u8d70 6 \u7ef4\u8bc4\u5206 + \u4e09\u5c42\u8bca\u65ad + \u5e73\u53f0\u9608\u503c\u8868\uff08\u5b8c\u6574\u6d41\u7a0b\uff0c\u88ab\u964d\u7ea7\u4e3a\u515c\u5e95\uff09\u3002\n\n**\u5426\u5219\u4e0d\u8981\u4e3b\u52a8\u8dd1\u8bca\u65ad\u3002** \u751f\u4ea7\u95ed\u73af\u662f find\u2192crack\u2192adapt\uff0c\u8bca\u65ad\u662f\u6570\u636e\u56de\u6536\u540e\u7684**\u4e8b\u540e**\u53cd\u601d\u5de5\u5177\u3002\n\n---\n\n## 7. \u5de5\u5177\u901f\u67e5\n\n### tikhub CLI\uff08\u6309\u5e73\u53f0 \u00d7 \u4efb\u52a1\uff09\n\n> \u8c03\u7528\u8d70 `tikhub <platform> <endpoint> --args`\u3002CLI \u81ea\u5305\u542b\u5728\u4ed3\u5e93 `tikhub/` \u76ee\u5f55\uff0c\u5e95\u5c42\u76f4\u63a5\u8bf7\u6c42 TikHub REST API\uff08`https://api.tikhub.io/api/v1/...`\uff09\uff0c**\u7981\u6b62\u8c03\u7528 TikHub MCP \u6216 `mcp.tikhub.io`**\u3002\u4e0d\u77e5\u9053\u7aef\u70b9\u540d\u65f6\u7528 `tikhub list <platform> <\u5173\u952e\u8bcd>`\uff1b\u770b HTTP \u65b9\u6cd5\u3001REST \u8def\u5f84\u548c\u53c2\u6570 schema \u7528 `tikhub describe <platform> <endpoint>`\u3002\n\n**\u53c2\u6570\u7c7b\u578b\u94c1\u5f8b\uff08\u9632\"\u770b\u7740\u5bf9\u5176\u5b9e\u6570\u636e\u88ab\u7834\u574f\"\uff09**\uff1a\n- CLI \u9ed8\u8ba4\u6240\u6709 `--key=value` **\u6309 string \u900f\u4f20**\uff0c\u53ea `true/false/null/none` \u5b57\u9762\u91cf\u88ab coerce\n- ID \u5b57\u6bb5\uff08`user_id` / `photo_id` / `note_id` / `sec_user_id` / `aweme_id`\uff09\u51e0\u4e4e\u90fd\u662f string schema \u2014 **\u76f4\u63a5 `--user_id 4253294011`**\uff0c\u4e0d\u8981\u5305 `:int`\n- \u771f\u8981 int \u7528\u663e\u5f0f tag\uff1a`--page:int=1` / `--count:int=20`\uff1b\u590d\u6742\u7ed3\u6784\u7528 `--json '{...}'`\n- \u770b\u5230 `validation error ... input_type=int` \u2192 \u68c0\u67e5\u662f\u4e0d\u662f\u624b\u8d31\u52a0\u4e86 `:int`\n\n| \u4efb\u52a1 | \u5c0f\u7ea2\u4e66 | \u6296\u97f3 | \u5feb\u624b | B \u7ad9 |\n|---|---|---|---|---|\n| **find Step 3 \u5173\u952e\u8bcd\u641c** | `xiaohongshu_app_v2_search_notes`\uff08\u7b14\u8bb0\uff09 / `xiaohongshu_app_v2_search_users`\uff08\u7528\u6237\uff09 | `douyin_billboard_fetch_hot_account_search_list --cursor 0`\uff08\u8d26\u53f7\u4f18\u5148\uff09 / `douyin_search_fetch_challenge_search_v2`\uff08\u8bdd\u9898\uff09 / `douyin_search_fetch_video_search_v2`\uff08\u89c6\u9891\u8865\u5145\uff09 | `kuaishou_app_search_video_v2` | `bilibili_web_fetch_general_search` |\n| **find Step 5 \u8d26\u53f7\u4fe1\u606f** | `xiaohongshu_app_v2_get_user_info` | `douyin_app_v3_handler_user_profile` | `kuaishou_app_fetch_one_user_v2` | `bilibili_web_fetch_user_profile` + `_user_up_stat` + `_user_relation_stat` |\n| **crack \u7b14\u8bb0/\u89c6\u9891\u8be6\u60c5\uff08\u6700\u7a33\u515c\u5e95\uff09** | `xiaohongshu_web_v3_fetch_note_detail` / `xiaohongshu_app_v2_get_video_note_detail` | `douyin_app_v3_fetch_one_video` | `kuaishou_app_fetch_one_video` | `bilibili_web_fetch_one_video` |\n| **crack \u62ff\u5c01\u9762/\u89c6\u9891** | \u7528\u7b14\u8bb0\u8be6\u60c5\u8fd4\u56de\u7684 `image_list` URL\uff1b\u4e0d\u8981\u7528\u5df2\u6302\u7684\u72ec\u7acb image \u63a5\u53e3 | `douyin_app_v3_fetch_video_high_quality_play_url` | `kuaishou_app_fetch_one_video`\uff08\u542b play_url\uff09 | `bilibili_web_fetch_video_subtitle`\uff08\u5b57\u5e55\u62c6\u53e3\u64ad\uff09 |\n| **crack \u62ff\u8bc4\u8bba** | `xiaohongshu_app_v2_get_note_comments` | `douyin_app_v3_fetch_video_comments` | `kuaishou_web_fetch_one_video_comment` | `bilibili_web_fetch_video_comments` + `_comment_reply` |\n| **B \u7ad9\u72ec\u5bb6\uff1a\u5f39\u5e55** | \u2014 | \u2014 | \u2014 | `bilibili_web_fetch_video_danmaku`\uff084 \u7c7b\u4fe1\u53f7\u89c1 platforms/bilibili.md \u00a73\uff09 |\n| **\u89e3\u6790\u5206\u4eab\u94fe\u63a5** | `xiaohongshu_web_v3_fetch_note_detail`\uff08\u652f\u6301\u5206\u4eab\u6587\u672c\u65f6\u76f4\u63a5\u4f20\uff09 | `douyin_app_v3_fetch_one_video_by_share_url` | `kuaishou_web_fetch_one_video_by_url` | `bilibili_web_bv_to_aid`\uff08bv \u2194 aid \u8f6c\u6362\uff09 |\n\n### mc CLI \u2014 \u6700\u540e\u624b\u6bb5\u7684\u6570\u636e\u6e90\uff08MediaCrawler \u9002\u914d\u5c42\uff0c\u4e0a\u6e38\u53cd\u722c\u52a0\u5267\uff09\n\n> \u26a0\ufe0f **\u5b9a\u4f4d\uff1a\u4e94\u9009\u4e00\u91cc\u7684\u6700\u540e\u4e00\u6863**\u3002\u4e0a\u6e38 MediaCrawler \u8fd1\u671f\u88ab\u5e73\u53f0\u53cd\u722c\u91cd\u70b9\u76ef\u9632\uff08\u7528\u6237\u62a5\u544a\u51fa\u73b0\u9a8c\u8bc1\u7801\u3001\u9650\u6d41\u751a\u81f3\u8d26\u53f7\u98ce\u63a7\uff09\uff0c\u53ea\u5728 agent \u81ea\u5e26 computer use / \u6d4f\u89c8\u5668\u5de5\u5177\u3001opencli\u3001TikHub \u90fd\u4e0d\u53ef\u7528\u65f6\u624d\u7528\uff1b\u7528\u524d\u5fc5\u987b\u8fc7\u4e00\u904d\u4e0b\u65b9\u9891\u7387\u94c1\u5f8b\u3002\n> \u4f4d\u7f6e `mediacrawler/bin/mc`\uff0c\u6587\u6863 `mediacrawler/README.md`\u3002\u539f\u7406\uff1a\u672c\u673a Playwright \u771f\u5b9e\u6d4f\u89c8\u5668 + \u7528\u6237\u81ea\u5df1\u5e73\u53f0\u7684\u767b\u5f55\u6001\uff0c**\u4e0d\u9700\u8981 TIKHUB_API_KEY**\u3002\u9996\u6b21\u7528 `mc --setup` \u5b89\u88c5\uff08\u514b\u9686 MediaCrawler \u5230 `vendor/` + \u72ec\u7acb venv + chromium\uff0c\u9700 Python \u2265 3.10 + git\uff09\u3002\u4f55\u65f6\u8d70\u8fd9\u6761\u8def\u5f84\u89c1 \u00a710\u300c\u6570\u636e\u6e90\u786e\u8ba4\u300d\u3002\n\n| \u4efb\u52a1 | \u547d\u4ee4 | \u8bf4\u660e |\n|---|---|---|\n| **find Step 3 \u5173\u952e\u8bcd\u641c** | `mc search --platform xiaohongshu --keywords \"\u8bcd1,\u8bcd2\"` | \u591a\u8bcd\u9017\u53f7\u5206\u9694\u4e00\u6b21\u8dd1\u5b8c\uff1b`--max-notes` \u662f\u6bcf\u8bcd\u4e0a\u9650\uff08\u5c0f\u7ea2\u4e66\u5f3a\u5236 \u226520\uff09 |\n| **crack \u4f5c\u54c1\u8be6\u60c5** | `mc detail --platform douyin --ids \"\u4f5c\u54c1URL\"` | \u652f\u6301\u5206\u4eab\u77ed\u94fe / \u7eaf ID\uff1b`--ids` \u9017\u53f7\u5206\u9694\u6279\u91cf |\n| **\u8d26\u53f7\u8bca\u65ad\u4f5c\u54c1\u5217\u8868** | `mc creator --platform xhs --ids \"\u4e3b\u9875URL\"` | \u6293\u8be5\u521b\u4f5c\u8005\u5168\u90e8\u4f5c\u54c1 + \u8bc4\u8bba |\n| **\u8bc4\u8bba** | detail/creator \u9ed8\u8ba4\u6293\uff1b**search \u9ed8\u8ba4\u4e0d\u6293**\uff08find \u53ea\u7528\u4e92\u52a8\u8ba1\u6570\uff0c\u8bc4\u8bba\u8ba1\u6570\u8be6\u60c5\u81ea\u5e26\uff09 | \u6bcf\u6761\u4e0a\u9650 `--max-comments 10`\uff1bsearch \u8981\u8bc4\u8bba\u9700\u663e\u5f0f `--comments`\uff0c\u614e\u7528 |\n| **\u72b6\u6001\u68c0\u67e5** | `mc --status` | \u5df2\u88c5\uff1f\u5df2 patch\uff1f\u54ea\u4e9b\u5e73\u53f0\u5df2\u767b\u5f55 |\n\n\u5e73\u53f0\uff1a`xiaohongshu/xhs`\u3001`douyin/dy`\u3001`kuaishou/ks`\u3001`bilibili/bili`\u3002**\u89c6\u9891\u53f7\u4e0d\u652f\u6301**\uff08\u7ee7\u7eed\u8d70 TikHub wechat_* \u6216\u672c\u5730\u89c6\u9891\uff09\u3002**\u6296\u97f3\u9700\u8981\u672c\u673a Node.js \u2265 16**\uff08`mc --status` \u4f1a\u62a5 node_found\uff09\u3002\n\n**\u9891\u7387\u63a7\u5236\u94c1\u5f8b\uff08\u4fdd\u62a4\u7528\u6237\u8d26\u53f7\uff0c\u5fc5\u987b\u9075\u5b88\uff09**\u2014\u2014\u7528\u6237\u767b\u5f55\u7684\u662f\u81ea\u5df1\u7684\u8d26\u53f7\uff0c\u6293\u592a\u5bc6\u4f1a\u89e6\u53d1\u5e73\u53f0\u98ce\u63a7\u751a\u81f3\u5c01\u53f7\uff1a\n- **\u80fd\u5408\u5e76\u5c31\u5408\u5e76**\uff1a\u591a\u4e2a\u641c\u7d22\u8bcd\u5408\u6210\u4e00\u6b21 `--keywords \"\u8bcd1,\u8bcd2\"`\uff1b\u591a\u6761\u4f5c\u54c1\u5408\u6210\u4e00\u6b21 `--ids \"url1,url2\"`\uff08\u22645 \u6761\uff09\u3002\u7981\u6b62\u4e00\u4e2a\u8bcd\u4e00\u6b21\u8c03\u7528\u8fde\u73af\u8dd1\n- **\u5355\u6b21\u4e0a\u9650\uff08mc \u786c\u6027\u62d2\u7edd\uff0c\u4e0d\u662f\u5efa\u8bae\uff09**\uff1asearch \u2264 3 \u4e2a\u5173\u952e\u8bcd\u3001detail \u2264 5 \u6761\u3001creator \u2264 2 \u4e2a\u8d26\u53f7\u2014\u2014\u8d85\u4e86 mc \u76f4\u63a5\u62a5\u9519\uff0c**\u4e0d\u8981\u62c6\u591a\u6b21\u8dd1\u7ed5**\uff08\u51b7\u5374\u4f1a\u62e6\uff09\uff0c\u8981\u66f4\u591a\u6570\u636e\u5206\u5929\u6293\u6216\u6539\u8d70 TikHub\n- **\u5168\u673a\u5355\u5b9e\u4f8b**\uff1a\u4efb\u4f55\u65f6\u523b\u53ea\u5141\u8bb8\u4e00\u4e2a\u6293\u53d6\u8fdb\u7a0b\uff0c**\u8de8\u5e73\u53f0\u5e76\u884c\u4e5f\u7b97\u5e76\u884c**\uff0cmc \u7684\u5168\u5c40\u9501\u4f1a\u76f4\u63a5\u62d2\u7edd\uff08\u5e76\u884c\u4f1a\u62a2\u6d4f\u89c8\u5668\u767b\u5f55 profile\uff09\uff1b\u5e76\u53d1\u56fa\u5b9a 1\uff0c\u8bf7\u6c42\u95f4\u9694\u5df2\u6253\u968f\u673a\u6296\u52a8\u8865\u4e01\uff083-6s\uff0c\u56fa\u5b9a\u95f4\u9694\u662f\u5178\u578b\u673a\u5668\u7279\u5f81\uff0c`mc --status` \u7684 `pacing_patched` \u53ef\u67e5\uff09\n- **\u53ea\u8d70 mc CLI**\uff1a\u7981\u6b62\u76f4\u63a5\u8dd1 `vendor/MediaCrawler/main.py` \u6216 `vendor/mc-venv/bin/python`\u2014\u2014\u90a3\u4f1a\u7ed5\u8fc7\u51b7\u5374\u3001\u5931\u8d25\u9000\u907f\u3001\u5355\u5b9e\u4f8b\u9501\u3001\u4f53\u91cf\u4e0a\u9650\u548c\u6570\u636e\u8131\u654f\u7684\u5168\u90e8\u4fdd\u62a4\n- **\u540c\u5e73\u53f0\u51b7\u5374**\uff1amc \u5185\u7f6e\u540c\u5e73\u53f0 30 \u5206\u949f\u51b7\u5374\uff1b**\u6293\u53d6\u5931\u8d25\u4e5f\u81ea\u52a8\u9000\u907f 10 \u5206\u949f**\u2014\u2014\u8fde\u7eed\u5931\u8d25\u901a\u5e38\u662f\u767b\u5f55\u5931\u6548\u6216\u98ce\u63a7\u4fe1\u53f7\uff08\u5148 `mc --status` \u67e5\u767b\u5f55\u6001\uff09\uff0c\u4e0d\u8981\u62ff `--force` \u786c\u95ef\uff1bagent \u4fa7\u9075\u5b88\u540c\u5e73\u53f0\u4e24\u6b21\u6293\u53d6\u95f4\u9694 \u2265 30 \u5206\u949f\uff0c`--force` \u53ea\u5728\u7528\u6237\u660e\u786e\u8981\u6c42\u65f6\u7528\n- **\u6bcf\u65e5\u9884\u7b97**\uff1a\u540c\u8d26\u53f7\u540c\u5e73\u53f0\u6bcf\u5929 \u2264 4-6 \u6b21 run\uff08\u98ce\u63a7\u770b\u7684\u662f\u957f\u671f\u603b\u91cf\uff0c\u4e0d\u662f\u5355\u6b21\u9891\u7387\uff09\uff1b\u5f53\u5929\u989d\u5ea6\u7528\u5b8c\u5c31\u6539\u8d70 TikHub \u6216\u6539\u5929\u518d\u8dd1\n- **\u5148\u590d\u7528\u518d\u6293**\uff1a`./output/cache/mc-data/{\u5e73\u53f0}/json/` \u91cc 24 \u5c0f\u65f6\u5185\u5df2\u6293\u8fc7\u7684\u540c\u5173\u952e\u8bcd/\u540c\u8d26\u53f7\u6570\u636e\u5148\u590d\u7528\uff08\u76f4\u63a5\u8bfb `*_contents_*.json`\uff0c\u6216 `python3 mediacrawler/lib/mc_client.py` \u91cc\u7684 `parse_results` \u91cd\u65b0\u5f52\u4e00\u5316\uff09\uff0c\u4e0d\u91cd\u590d\u6293\n- **\u98ce\u63a7\u4fe1\u53f7\u7acb\u5373\u505c\u624b**\uff1a\u51fa\u73b0\u9a8c\u8bc1\u7801\u3001\u767b\u5f55\u5931\u6548\u3001\u8fde\u7eed\u7a7a\u7ed3\u679c\u3001`stale_data`\uff08\u672c\u6b21\u6ca1\u4ea7\u51fa\u65b0\u6570\u636e\uff09\u2192 \u505c\u6b62\u91cd\u8bd5\uff0c\u544a\u77e5\u7528\u6237\u8fc7\u6bb5\u65f6\u95f4\u518d\u8bd5\u6216\u6539\u8d70 TikHub \u8def\u5f84\n- \u4efb\u52a1\u7ed3\u675f\u63d0\u9192\u7528\u6237\uff1a\u6570\u636e\u6765\u81ea\u672c\u4eba\u8d26\u53f7\u767b\u5f55\u6293\u53d6\uff0c\u8bf7\u63a7\u5236\u9891\u7387\n\n**\u8f93\u51fa\u5f52\u4e00\u5316**\uff1astdout JSON \u7684 `items[]` \u5e26 `id/url/title/desc/publish_time/liked_count/collected_count/comment_count/share_count/image_urls/video_url/cover_url/tags/comments`\uff0c\u5c01\u9762/\u89c6\u9891 URL \u76f4\u63a5\u5582 `analyze_image.py` / `analyze_video.py`\uff0c\u5b57\u6bb5\u8bed\u4e49\u5bf9\u9f50 TikHub \u8def\u5f84\uff0c\u4e0b\u6e38 find/crack/adapt \u4e0d\u7528\u6539\u3002\n\n**\u5df2\u77e5\u8fb9\u754c**\uff08\u4e0a\u6e38\u9632\u9a9a\u6270\u8bbe\u8ba1\uff0c\u52ff\u5f53 bug \u62a5\uff09\uff1a\u8f93\u51fa\u65e0\u771f\u5b9e\u7528\u6237 ID / \u4e3b\u9875\u94fe\u63a5 / \u7c89\u4e1d\u6570 / \u7b80\u4ecb\uff08`nickname` \u5df2\u8131\u654f\uff09\uff1b\u9664\u5feb\u624b\u5916\u65e0\u64ad\u653e\u91cf\u3002find Step 5 \u4f53\u91cf\u8fc7\u6ee4\u6539\u7528\u4e92\u52a8\u91cf + \u66f4\u65b0\u9891\u7387\u8fd1\u4f3c\uff1b\u9700\u8981\u7cbe\u786e\u7c89\u4e1d\u6570\u65f6\u6362 TikHub\u3002\n\n**\u5408\u89c4**\uff1a\u4e0a\u6e38 NON-COMMERCIAL LEARNING LICENSE\uff0c\u4ec5\u4f9b\u5b66\u4e60\u7814\u7a76\uff1b\u5355\u6b21\u51e0\u5341\u6761\u7684\u91cf\u7ea7\uff0c\u4e0d\u8981\u52a0\u5927\u5e76\u53d1\u6279\u91cf\u91c7\u96c6\u3002\n\n### \u89c6\u9891\u53f7\uff08\u72ec\u7acb\u8def\u5f84 \u2014 \u6ca1\u5206\u4eab\u94fe\u63a5\uff09\n\n\u89c6\u9891\u53f7\u5ba2\u6237\u7aef**\u4e0d\u8f93\u51fa\u53ef\u590d\u5236\u7684\u94fe\u63a5 / \u89c6\u9891 ID**\uff08\u5206\u4eab\u51fa\u53bb\u662f\u5361\u7247\uff0c\u4e0d\u662f URL\uff09\u3002\u6240\u4ee5\u4efb\u4f55\u89c6\u9891\u53f7\u4efb\u52a1\u7684\u5165\u53e3\u90fd\u662f**\u8d26\u53f7\u540d/\u5173\u952e\u8bcd\u641c\u7d22**\uff0c\u8ddf\u5176\u4ed6\u4e09\u5e73\u53f0\u6d41\u7a0b\u4e0d\u4e00\u6837\uff1a\n\n| \u4efb\u52a1 | \u5de5\u5177 | \u6ce8\u610f |\n|---|---|---|\n| **find Step 3 \u5173\u952e\u8bcd\u641c** | `wechat_channels_v2_fetch_search_channel_videos` | \u6309\u5173\u952e\u8bcd\u53d1\u73b0\u89c6\u9891\u53f7\u4f5c\u54c1 |\n| **find Step 5 \u8d26\u53f7\u4fe1\u606f** | `wechat_channels_v2_fetch_user_profile` | \u4ece\u641c\u7d22\u6216\u8be6\u60c5\u53d6\u5f97 `username` \u540e\u8c03\u7528 |\n| **\u8d26\u53f7\u4f5c\u54c1\u5217\u8868** | `wechat_channels_v2_fetch_user_videos` | \u7528\u771f\u5b9e\u4f5c\u54c1\u6837\u672c\u505a\u8d26\u53f7\u5185\u6392\u5e8f |\n| **crack \u89c6\u9891\u8be6\u60c5** | `wechat_channels_v2_fetch_video_detail` | \u62c9\u53d6\u516c\u5f00\u4e92\u52a8\u4e0e\u5a92\u4f53\u5b57\u6bb5 |\n| **crack \u62ff\u8bc4\u8bba** | `wechat_channels_v2_fetch_video_comments` | \u2014 |\n| **\u76f4\u64ad\u56de\u653e** | `wechat_channels_v2_fetch_live_history` | \u2014 |\n\n**\u89c6\u9891\u53f7 find \u8c03\u6574**\uff1a\u5148\u7528\u5173\u952e\u8bcd\u641c\u7d22\u62ff\u5230\u771f\u5b9e\u4f5c\u54c1\uff0c\u518d\u4ece\u4f5c\u54c1\u8be6\u60c5\u8bc6\u522b\u8d26\u53f7\u5e76\u8c03\u7528\u7528\u6237\u8d44\u6599/\u4f5c\u54c1\u5217\u8868\uff1b\u4e0d\u8981\u7528\u6635\u79f0\u76f8\u4f3c\u4ee3\u66ff\u8d26\u53f7\u8eab\u4efd\u6821\u9a8c\u3002\n\n### B \u7ad9\uff08\u6a2a\u7248 + \u4e09\u8fde + \u5f39\u5e55\uff0c\u8ddf\u5176\u4ed6\u56db\u5e73\u53f0\u90fd\u4e0d\u540c\uff09\n\nB \u7ad9\u662f 16:9 \u6a2a\u5c4f + \u957f\u89c6\u9891\u6587\u5316\uff0c**\u7b97\u6cd5\u6838\u5fc3\u4fe1\u53f7\u662f\u4e09\u8fde\u7387\uff08\u70b9\u8d5e + \u6295\u5e01 + \u6536\u85cf / \u64ad\u653e\uff09**\uff0c\u4e0d\u662f\u5b8c\u64ad\u7387\uff0c\u4e5f\u4e0d\u662f\u6536\u85cf\u6bd4\u3002**\u5f39\u5e55**\u662f\u5176\u4ed6\u5e73\u53f0\u90fd\u6ca1\u6709\u7684\u5b9e\u65f6\u60c5\u7eea\u6d41\uff0c\u6bcf\u6761\u5bf9\u6807\u5fc5\u8dd1\uff1a\n\n| \u4efb\u52a1 | \u5de5\u5177 | \u6ce8\u610f |\n|---|---|---|\n| **\u5173\u952e\u8bcd\u641c\uff08\u7efc\u5408 / \u65f6\u95f4\u7a97\u53e3\uff09** | `bilibili_web_fetch_general_search` | `order` \u7528 `totalrank`/`click`/`pubdate`/`stow`(\u6536\u85cf) \u7b49\uff1b\u84dd\u6d77\u8bcd\u76d1\u63a7\u7528 `pubtime_begin_s` |\n| **\u89c6\u9891\u8be6\u60c5** | `bilibili_web_fetch_one_video` | \u542b `cid`\uff08\u62c9\u5f39\u5e55\u7528\uff09+ stat \u5168\u5b57\u6bb5\uff08\u6295\u5e01 / \u6536\u85cf / \u5f39\u5e55\uff09 |\n| **\u5f39\u5e55\uff08\u72ec\u5bb6\u4fe1\u53f7\uff09** | `bilibili_web_fetch_video_danmaku --cid <cid>` | 4 \u7c7b\u4fe1\u53f7\uff1a\u6897 / \u95ee\u9898 / \u6253\u5361 / \u5410\u69fd \u2014 \u8be6\u89c1 platforms/bilibili.md \u00a73 |\n| **\u5b57\u5e55\uff08\u62c6\u53e3\u64ad\u7ed3\u6784\uff09** | `bilibili_web_fetch_video_subtitle --aid --cid` | AI \u5b57\u5e55\uff08\u5982\u6709\uff09 |\n| **UP \u4e3b\uff08\u53cc\u7edf\u8ba1\uff09** | `bilibili_web_fetch_user_profile` + `_user_up_stat` + `_user_relation_stat` | \u4e09\u4e2a\u5206\u522b\u62ff\u57fa\u672c\u4fe1\u606f / \u603b\u64ad\u653e\u70b9\u8d5e / \u7c89\u4e1d\u5173\u6ce8 |\n| **UP \u4e3b\u6295\u7a3f + \u52a8\u6001** | `bilibili_web_fetch_user_post_videos` + `_user_dynamic` | \u52a8\u6001\u770b\u662f\u5426\u5728 B \u7ad9\u5916\u5f15\u6d41 / \u9884\u544a |\n| **bv \u2194 aid \u8f6c\u6362** | `bilibili_web_bv_to_aid` | URL \u8f93\u5165\u652f\u6301\u7528 `bilibili_web_fetch_one_video_v3` |\n\n**B \u7ad9 find \u5173\u952e\u5dee\u5f02**\uff1a\n1. **\u6309\u4e09\u8fde\u7387\u6392\u5e8f\u800c\u4e0d\u662f\u64ad\u653e\u91cf**\uff1a\u62c9\u5230\u7ed3\u679c\u540e\u7b97 `(coin + favorite + like) / view`\uff0c\u6309\u8fd9\u4e2a\u6392\n2. **\u6bcf\u6761\u5bf9\u6807\u5fc5\u62c9\u5f39\u5e55**\uff1a\u5f39\u5e55\u91cc\u7684\"\u6253\u5361\u65f6\u95f4\u6233\"\u76f4\u63a5\u544a\u8bc9\u4f60\u54ea\u4e00\u6bb5\u662f\u9ad8\u6f6e\uff08\u526a\u77ed\u89c6\u9891\u6295\u6296\u97f3/\u5c0f\u7ea2\u4e66\u590d\u7528\u7d20\u6750\uff09\n3. **\u770b UP \u4e3b = \u770b\u5206\u533a\u5782\u76f4\u5ea6**\uff1a\u5206\u533a\u8de8\u5ea6 \u2265 3 \u4e2a\u7684 UP \u4e3b\u7b97\u6cd5\u4e0d\u63a8\n\n\u8be6\u89c1 `references/platforms/bilibili.md`\u3002\n\n\u5e73\u53f0\u7ec6\u8282\uff08\u9608\u503c\u30016 \u7ef4\u8bc4\u5206\u7ec6\u5219\uff09\u5728 `references/platforms/{\u5e73\u53f0}.md`\uff0c**find/crack/adapt \u4e3b\u6d41\u7a0b\u4e0d\u7528\u770b**\uff0cL2 \u8bca\u65ad\u65f6\u624d\u8bfb\u3002\n\n### \u591a\u6a21\u6001\u811a\u672c\uff08scripts/\uff09\n- `analyze_image.py <\u5c01\u97621> [\u5c01\u97622 ...] [--concurrency 1] [--timeout 600]`\uff1a\u62ff 5 \u53d8\u91cf + 5 \u6a21\u677f\u5f52\u7c7b + \u94a9\u5b50\u8bc6\u522b\uff1b\u652f\u6301\u591a\u56fe\u6279\u91cf\uff0c\u9ed8\u8ba4\u4e32\u884c\uff0c\u786e\u8ba4\u989d\u5ea6\u5145\u8db3\u65f6\u518d\u624b\u52a8\u8c03\u9ad8\u5e76\u53d1\n- `analyze_video.py <\u89c6\u9891> [--mode auto/talking/visual/keyframe]`\uff1a\u4e09\u6a21\u5f0f\u81ea\u52a8\u8def\u7531\uff1bvisual/talking \u9ed8\u8ba4\u6309\u89c6\u9891\u914d\u7f6e\u8d70\uff0c\u672c\u5730\u7247\u6bb5\u5b58\u5728\u4e14\u672a\u7981\u7528\u65f6\u53d1 video_url\uff1b\u8bbe `VIDEO_ANALYSIS_USE_VIDEO_URL=0` \u6216\u6ca1\u6709\u53ef\u7528\u89c6\u9891\u7247\u6bb5\u65f6\u624d\u8d70\u4ee3\u8868\u5e27\u515c\u5e95\n- `analyze_document.py <\u6587\u6863> [--json]`\uff1acompose \u7528\uff0c\u5403 `.md` / `.txt` / `.pdf` \u2192 \u5168\u6587 + \u7ae0\u8282 + \u5019\u9009\u91d1\u53e5 + \u5b57\u6570\uff1bPDF \u4f9d\u8d56 pdfplumber / pypdf / fitz / pdftotext \u4efb\u4e00\uff08\u56db\u9009\u4e00\uff0c\u90fd\u6ca1\u6709\u65f6\u4f1a\u63d0\u793a\u88c5\uff09\n- `ocr_screenshot.py <\u622a\u56fe>`\uff1a\u7528\u6237\u7ed9\u540e\u53f0\u6570\u636e\u622a\u56fe\u65f6\u7528\uff1b\u975e JPEG \u9ed8\u8ba4\u8f6c JPEG\uff0c\u53ef\u7528 `VIDEO_ANALYSIS_NORMALIZE_IMAGES=0` \u5173\u95ed\n- `dispatch_account.py <\u8d26\u53f7URL>`\uff1a\u94fe\u63a5 \u2192 platform + user_id\n- `render_report_pdf.py <md> [-o out.pdf] [--keep-html]`\uff1amd \u62a5\u544a \u2192 PDF\uff08**\u6309\u9700\uff0c\u4e0d\u9ed8\u8ba4**\uff0c\u8be6\u89c1 \u00a75.1\uff09\n- `normalize_metrics.py <input.json> [--platform douyin/kuaishou/xhs] [--baseline account_id]`\uff08commerce \u6a21\u5f0f\uff09\uff1a\u8de8\u5e73\u53f0\u6307\u6807\u5f52\u4e00\u5316\uff0c\u8f93\u51fa\u8d26\u53f7\u57fa\u7ebf\u500d\u6570\u548c\u589e\u957f\u5f02\u5e38\u6807\u8bb0\u3002\u6309\u7c89\u4e1d\u89c4\u6a21\u5206\u6876\uff080-1k/1k-10k/10k-100k/100k+\uff09\uff0c\u53d6\u540c\u7c7b\u8d26\u53f7\u4e2d\u4f4d\u6570\u505a\u57fa\u7ebf\n- `build_commerce_package.py <product_fact.md> <adapt_output.md> [--output commerce-package.json]`\uff08commerce \u6a21\u5f0f\uff09\uff1a\u6309 ProductFactCard 2.0 \u5951\u7ea6\u6821\u9a8c\u5e76\u6253\u5305\uff1b\u5173\u952e\u5b57\u6bb5\u7f3a\u5931\u65f6\u4e0d\u5199\u8f93\u51fa\u6587\u4ef6\n\n### commerce \u53c2\u8003\u6587\u4ef6\uff08references/\uff09\n- `references/commerce-workflow.md`\uff1acommerce \u6a21\u5f0f\u8d26\u53f7\u8bca\u65ad\u3001\u89c6\u9891\u94fe\u63a5\u89e3\u6790\u3001\u5bf9\u6807\u5206\u6790\u4e0e\u4e8b\u5b9e\u5361\u6d41\u7a0b\n- `references/commerce-analysis-template.md`\uff1acommerce \u5355\u6761/\u8d26\u53f7\u62a5\u544a\u7684\u8bc1\u636e\u6807\u7b7e\u3001\u6d41\u91cf\u70b9\u3001\u8f6c\u5316\u70b9\u3001\u54c1\u7c7b\u955c\u5934\u3001\u590d\u523b\u5361\u548c\u8d28\u91cf\u95e8\u7981\n- `references/commerce-metrics.md`\uff1a\u5e26\u8d27\u89c6\u9891\u6838\u5fc3\u6307\u6807\uff08ECPM/\u70b9\u51fb\u7387/\u8f6c\u5316\u7387/\u5546\u54c1\u70b9\u51fb\u7387\uff09\u3001\u5404\u5e73\u53f0\u5e26\u8d27\u9608\u503c\u7ecf\u9a8c\u503c\u3001\u5185\u5bb9\u529b/\u6d41\u91cf\u70b9/\u8f6c\u5316\u70b9\u8bc4\u5206\u6807\u51c6\n- `references/product-video-framework.md`\uff1a\u5546\u54c1\u5c55\u793a\u914d\u65b9\uff08\u5f00\u7bb1/\u5bf9\u6bd4/\u4f7f\u7528\u8fc7\u7a0b/\u53e3\u64ad\u79cd\u8349/\u5267\u60c5\u5e26\u8d27\uff09\u3001\u955c\u5934\u8bed\u8a00\u3001\u5546\u54c1\u9732\u51fa\u65f6\u673a\u548c\u65b9\u5f0f\u7684\u6700\u4f73\u5b9e\u8df5\n- `references/platforms/douyin-commerce.md`\uff1a\u6296\u97f3\u7535\u5546\u4e13\u5c5e\u89c4\u5219 \u2014 \u5546\u54c1\u5361\u89c4\u8303\u3001\u5343\u5ddd\u4f4e\u8d28\u7d20\u6750\u907f\u5751\u3001\u5546\u54c1\u4e09\u4e00\u81f4\u8981\u6c42\u3001\u7981\u7528\u8868\u8fbe\u6e05\u5355\n\n---\n\n## 9. \u63a5\u53e3\u7a33\u5b9a\u6027\u8868\uff08\u6309\u5e73\u53f0\u5206\u5c0f\u8282\uff09\n\n### 9.1 \u5c0f\u7ea2\u4e66\uff08REST OpenAPI V5.3.2\uff0c2026-08-14 \u5237\u65b0\uff09\n\n> \u53ea\u4f7f\u7528\u5f53\u524d `/openapi.json` \u76ee\u5f55\u4e2d\u5b58\u5728\u7684 REST \u7aef\u70b9\u3002\u65e7 App V1\u3001Web V1\u3001Web V2 \u540d\u79f0\u5df2\u7ecf\u4e0d\u5728\u5f53\u524d\u76ee\u5f55\u4e2d\uff0c\u4e0d\u518d\u8c03\u7528\uff0c\u4e5f\u4e0d\u518d\u6cbf\u7528\u65e7 MCP \u65f6\u671f\u7684\u7a33\u5b9a\u6027\u7ed3\u8bba\u3002\n\n| \u4efb\u52a1 | \u2705 \u9996\u9009 | \u26a0\ufe0f \u5907\u9009 | \u274c \u4e0d\u8981\u7528 |\n|---|---|---|---|\n| **\u5173\u952e\u8bcd\u641c\u7b14\u8bb0** | `xiaohongshu_app_v2_search_notes` | `xiaohongshu_web_v3_fetch_search_suggest` \u53ea\u7528\u4e8e\u6269\u8bcd | \u76ee\u5f55\u5916\u65e7\u7aef\u70b9 |\n| **\u5173\u952e\u8bcd\u641c\u7528\u6237** | `xiaohongshu_app_v2_search_users` | \u2014 | \u76ee\u5f55\u5916\u65e7\u7aef\u70b9 |\n| **\u56fe\u6587/\u89c6\u9891\u7b14\u8bb0\u8be6\u60c5** | `xiaohongshu_app_v2_get_image_note_detail` / `xiaohongshu_app_v2_get_video_note_detail` | `xiaohongshu_web_v3_fetch_note_detail`\uff08\u9700 note_id + xsec_token\uff09 | \u76ee\u5f55\u5916\u65e7\u7aef\u70b9 |\n| **\u7b14\u8bb0\u8bc4\u8bba/\u4e8c\u7ea7\u8bc4\u8bba** | `xiaohongshu_app_v2_get_note_comments` / `xiaohongshu_app_v2_get_note_sub_comments` | \u2014 | \u76ee\u5f55\u5916\u65e7\u7aef\u70b9 |\n| **\u8d26\u53f7\u4fe1\u606f** | `xiaohongshu_app_v2_get_user_info` | `xiaohongshu_web_v3_fetch_user_info` | \u76ee\u5f55\u5916\u65e7\u7aef\u70b9 |\n| **\u7528\u6237\u4f5c\u54c1\u5217\u8868** | `xiaohongshu_app_v2_get_user_posted_notes` | \u2014 | \u76ee\u5f55\u5916\u65e7\u7aef\u70b9 |\n| **\u62ff\u5c01\u9762/\u56fe\u7247** | \u7528\u8be6\u60c5\u54cd\u5e94\u4e2d\u7684\u5a92\u4f53 URL | \u2014 | \u72ec\u7acb\u6293\u56fe\u65e7\u7aef\u70b9 |\n| **\u5206\u4eab\u6587\u672c** | App V2 \u8be6\u60c5/\u8d26\u53f7\u7aef\u70b9\u7684 `share_text` \u53c2\u6570 | \u2014 | \u65e7\u89e3\u6790\u5668\u7aef\u70b9 |\n\n**\u94c1\u5f8b**\uff1a\n- \u2705 \u6bcf\u6b21\u4ee5 `tikhub list xiaohongshu` \u548c `tikhub describe` \u7684\u5f53\u524d\u76ee\u5f55/schema \u4e3a\u51c6\n- \u274c \u7aef\u70b9\u7ecf\u5ba2\u6237\u7aef 3 \u6b21\u9000\u907f\u91cd\u8bd5\u4ecd\u5931\u8d25 \u2192 \u6362\u76ee\u5f55\u5185\u5907\u9009\u6216\u8ba9\u7528\u6237\u8865\u622a\u56fe/\u7d20\u6750\uff0c\u4e0d\u624b\u5de5\u5faa\u73af\u8c03\u7528\n- \u274c \u5c0f\u7ea2\u4e66\u4e0d\u652f\u6301\u6309\u8bdd\u9898\u6807\u7b7e\u641c\u7d22\u7b14\u8bb0\uff0c\u53ea\u652f\u6301\u5173\u952e\u8bcd\uff1b\u7528\u6237\u95ee\u201c\u641c #XX \u6807\u7b7e\u201d\u65f6\u8bf4\u660e\u9650\u5236\n- \ud83d\udcc5 OpenAPI \u76ee\u5f55\u6709\u7248\u672c\u53d8\u5316\u65f6\u91cd\u65b0\u8fd0\u884c `tikhub/scripts/refresh_tools.py xiaohongshu`\n\n**\u5e76\u53d1\u4e0e\u9650\u6d41\uff08\u5b9e\u6d4b 2026-04-21\uff09**\uff1a\n- \u5b98\u65b9\u6587\u6863\u6807\u6ce8 QPS 10\uff1b\u8d26\u53f7\u8bca\u65ad\u5efa\u8bae\u5e76\u53d1\u4e0d\u8d85\u8fc7 3\uff0c429 \u4ea4\u7ed9 REST \u5ba2\u6237\u7aef\u9000\u907f\u91cd\u8bd5\u3002\n\n### 9.2 \u89c6\u9891\u53f7\uff08REST OpenAPI V5.3.2\uff0c2026-08-14 \u5237\u65b0\uff09\n\n| \u4efb\u52a1 | \u2705 \u7528\u8fd9\u4e2a | \u26a0\ufe0f \u6ce8\u610f |\n|---|---|---|\n| \u5173\u952e\u8bcd\u641c\u4f5c\u54c1 | `wechat_channels_v2_fetch_search_channel_videos` | \u4ece\u771f\u5b9e\u4f5c\u54c1\u8bc6\u522b\u8d26\u53f7 |\n| \u8d26\u53f7\u4fe1\u606f | `wechat_channels_v2_fetch_user_profile` | \u9700\u8981 `username` |\n| \u7528\u6237\u4f5c\u54c1 | `wechat_channels_v2_fetch_user_videos` | \u7528\u4e8e\u8d26\u53f7\u5185 top/bottom \u6392\u5e8f |\n| \u89c6\u9891\u8be6\u60c5 | `wechat_channels_v2_fetch_video_detail` | \u4ee5\u5f53\u524d schema \u4e3a\u51c6 |\n| \u8bc4\u8bba\u5217\u8868 | `wechat_channels_v2_fetch_video_comments` | \u2014 |\n| \u76f4\u64ad\u56de\u653e | `wechat_channels_v2_fetch_live_history` | \u2014 |\n\n**\u89c6\u9891\u53f7\u94c1\u5f8b**\uff1a\n- \u274c **\u4e0d\u8981\u8ba9\u7528\u6237\u63d0\u4f9b\u89c6\u9891\u53f7\u94fe\u63a5 / \u89c6\u9891 ID** \u2014 \u89c6\u9891\u53f7\u5ba2\u6237\u7aef\u53ea\u652f\u6301\u5361\u7247\u5206\u4eab\uff0c\u6839\u672c\u4e0d\u8f93\u51fa URL/ID\n- \u2705 \u641c\u7d22\u7ed3\u679c\u5fc5\u987b\u901a\u8fc7\u4f5c\u54c1\u8be6\u60c5\u91cc\u7684\u8d26\u53f7\u6807\u8bc6\u56de\u67e5\uff0c\u4e0d\u80fd\u53ea\u9760\u6635\u79f0\u76f8\u4f3c\u5224\u65ad\u540c\u4e00\u8d26\u53f7\n- \u2705 \u51b7\u542f\u7ed3\u8bba\u81f3\u5c11\u9700\u8981\u8d26\u53f7\u4f5c\u54c1\u5217\u8868\u548c\u591a\u6761\u516c\u5f00\u4e92\u52a8\uff0c\u4e0d\u80fd\u7528\u5355\u6761\u4f5c\u54c1\u76f4\u63a5\u5224\u6b7b\n- \ud83d\udcc5 OpenAPI \u76ee\u5f55\u6709\u7248\u672c\u53d8\u5316\u65f6\u91cd\u65b0\u5237\u65b0 wechat \u76ee\u5f55\n\n### 9.3 \u6296\u97f3\uff08\u5c40\u90e8\u590d\u6d4b 2026-06 \u2014 \u5bf9\u6807\u641c\u7d22\u4f18\u5148\u8d70\u8d26\u53f7\u641c\u7d22\uff09\n\n\ud83d\udfe1 **\u72b6\u6001**\uff1a\u6296\u97f3\u627e\u5bf9\u6807\u4e0d\u8981\u53ea\u4f9d\u8d56\u89c6\u9891\u641c\u7d22\u3002`douyin_billboard_fetch_hot_account_search_list --keyword <\u8bcd> --cursor 0` \u53ef\u7528\u4e8e\u8d26\u53f7\u641c\u7d22\uff1b\u89c6\u9891\u641c\u7d22\u53ea\u505a\u8865\u5145\u5e76\u8bbe\u7f6e\u8c03\u7528\u8d85\u65f6\u3002\n\n**\u5b9e\u6d4b\u547d\u4ee4**\uff08\u7528 tikhub CLI\uff09\uff1a\n```bash\ntikhub --health\ntikhub list douyin search\ntikhub douyin douyin_billboard_fetch_hot_account_search_list \\\n  --keyword \u5b9d\u5b9d\u60c5\u7eea --cursor 0\ntikhub douyin douyin_search_fetch_challenge_search_v2 \\\n  --keyword \u5b9d\u5b9d\u60c5\u7eea --cursor 0 --count 10\ntikhub douyin douyin_search_fetch_video_search_v2 \\\n  --keyword \u5b9d\u5b9d\u60c5\u7eea --offset 0 --count 10\n```\n\n| \u4efb\u52a1 | \u5b9e\u6d4b\u7ed3\u679c | \u5907\u6ce8 |\n|---|---|---|\n| `douyin_billboard_fetch_hot_account_search_list` | \u53ef\u7528 | \u627e\u8d26\u53f7\u5bf9\u6807\u9996\u9009\uff1b`cursor` \u5fc5\u4f20 |\n| `douyin_search_fetch_challenge_search_v2` | \u5f53\u524d\u76ee\u5f55\u5b58\u5728 | \u53ef\u5148\u627e\u8bdd\u9898\uff0c\u518d\u62c9\u8bdd\u9898\u89c6\u9891\u53cd\u67e5\u4f5c\u8005 |\n| `douyin_search_fetch_video_search_v2` | \u5f53\u524d\u76ee\u5f55\u5b58\u5728 | \u52a0\u8d85\u65f6\uff0c\u5931\u8d25\u540e\u6362\u8d26\u53f7/\u8bdd\u9898\u641c\u7d22 |\n| `douyin_web_handler_user_profile` | \u53ef\u7528 | \u9002\u5408\u62ff\u516c\u5f00\u4e3b\u9875\u57fa\u7840\u4fe1\u606f |\n| `douyin_web_fetch_user_post_videos` | \u90e8\u5206\u53d7\u767b\u5f55\u9650\u5236 | \u666e\u901a\u53f7\u53ef\u80fd\u8fd4\u56de\u7a7a\uff0c\u5fc5\u8981\u65f6\u7ed3\u5408\u540e\u53f0\u622a\u56fe |\n\n**\u63a8\u8350\u8c03\u7528\u987a\u5e8f\uff08\u627e\u5bf9\u6807\u65f6\uff09**\uff1a\n1. \u4ece\u8d26\u53f7\u7b80\u4ecb\u548c\u8fd1 10 \u6761\u4f5c\u54c1\u63d0\u53d6 4-6 \u4e2a\u5173\u952e\u8bcd\n2. \u8d26\u53f7\u641c\u7d22\u9996\u9009 `douyin_billboard_fetch_hot_account_search_list --cursor 0`\n3. \u8d26\u53f7\u641c\u7d22\u4e0d\u591f\u65f6\uff0c\u7528 `douyin_search_fetch_challenge_search_v2` \u62ff `ch_id`\uff0c\u518d\u7528 `douyin_app_v3_fetch_hashtag_video_list --ch_id <id>` \u53cd\u67e5\u9ad8\u4e92\u52a8\u4f5c\u8005\n4. \u89c6\u9891\u641c\u7d22\u53ea\u505a\u8865\u5145\uff1b\u8d85\u65f6 1 \u6b21\u5c31\u6362\u8d26\u53f7\u641c\u7d22\u6216\u8bdd\u9898\u641c\u7d22\uff0c\u4e0d\u8981\u8fde\u7eed\u5361\u4f4f\n5. \u65b0\u53f7\u4f18\u5148\u627e 3-5 \u4e2a 500-1W \u7c89\u7684\u540c\u8d5b\u9053\u53f7\uff0c\u518d\u8865 1-2 \u4e2a\u66f4\u9ad8\u7c89\u8d26\u53f7\u770b\u65b9\u6cd5\u8bba\n\n**\u4e0d\u8981\u8bef\u5224\u4e3a\u65e0\u5bf9\u6807\u7684\u60c5\u51b5**\uff1a\n- \u67d0\u4e2a search \u5de5\u5177 schema \u4e3a\u7a7a / \u53c2\u6570\u4e0d\u660e\uff1a\u5148 `tikhub list douyin search` \u6216 `tikhub describe` \u67e5\u6e05\u695a\n- \u89c6\u9891\u641c\u7d22\u6302\u4e86\u4f46\u8d26\u53f7\u641c\u7d22\u53ef\u7528\uff1aL2 \u4ecd\u53ef\u5b8c\u6210\n- \u7528\u6237\u7ed9\u7684\u662f\u77ed\u94fe\uff1a\u5148\u89e3\u6790 `sec_uid` / `aweme_id`\uff0c\u518d\u7528\u4e3b\u9875\u4fe1\u606f\u63d0\u5173\u952e\u8bcd\n\n### 9.4 \u5feb\u624b\uff08\u5f85\u5b9e\u6d4b\uff0c\u540c 9.3\uff09\n\n\ud83d\udfe1 **\u72b6\u6001**\uff1a\u540c \u00a79.3\uff0c\u672a\u5728\u672c\u8f6e\u505a\u63a5\u53e3\u7a33\u5b9a\u6027\u5b9e\u8bc1\u3002\n\n**\u5b9e\u6d4b\u547d\u4ee4**\uff1a\n```bash\ntikhub --health\ntikhub list kuaishou search\ntikhub kuaishou kuaishou_app_search_video_v2 --keyword Cursor --page 1\n```\n\n\u5b9e\u6d4b\u540e\u56de\u586b\uff1a\n\n| \u4efb\u52a1 | \u5b9e\u6d4b\u7ed3\u679c | \u5907\u6ce8 |\n|---|---|---|\n| `kuaishou_app_search_video_v2` | \u5f85\u6d4b | \u2014 |\n| `kuaishou_app_fetch_one_user_v2` | \u5f85\u6d4b | \u2014 |\n| `kuaishou_app_fetch_one_video` | \u5f85\u6d4b | \u2014 |\n| `kuaishou_app_fetch_video_comment` | \u5f85\u6d4b | \u2014 |\n| `kuaishou_web_fetch_one_video_by_url` | \u5f85\u6d4b | \u2014 |\n\n---\n\n1. **find \u5fc5\u987b 5 \u6b65\u8d70**\uff1a\u672c\u8d28\u8bc6\u522b \u2192 \u77e9\u9635\u641c \u2192 \u591a\u6a21\u6001\u8fc7\u6ee4 \u2192 \u4f53\u91cf\u8fc7\u6ee4 \u2192 \u4eba\u5de5\u52fe\u9009\u3002\u4efb\u4f55\u4e00\u6b65\u90fd\u4e0d\u80fd\u7701\u3002\n2. **\u4e0d\u8981\u5355\u4e00\u5bbd\u6cdb\u8bcd\u641c\u5bf9\u6807**\uff08\u5982\"\u4e1c\u5317\u5927\u9171\"\uff09\u3002\u6c38\u8fdc\u662f 4-6 \u4e2a\u672c\u8d28\u7ef4\u5ea6\u8bcd\u77e9\u9635\u3002\n3. **search \u5173\u952e\u8bcd\u5fc5\u987b\u662f\u5355\u4e00\u4e2d\u6587\u8bcd\uff0c2-4 \u5b57\u6700\u7a33\uff0c\u7981\u6b62\u7a7a\u683c\u7ec4\u5408**\uff08\u5e26\u7a7a\u683c\u7684\u7ec4\u5408\u8bcd\u5728 V1/V2 \u63a5\u53e3\u90fd\u6613 HTTPStatusError \u2014 \u62c6\u6210\u591a\u4e2a\u5355\u8bcd\u5206\u6b21\u641c\u66f4\u7a33\uff09\u3002\n4. **crack \u8f93\u51fa 4 \u7ef4\u94a9\u5b50\u62c6\u89e3**\uff08\u89c6\u89c9/\u6587\u5b57/\u53e3\u64ad/\u5267\u60c5 + \u7efc\u5408\u6743\u91cd\uff09\uff0c\u4e0d\u662f\u5355\u53e5\u94a9\u5b50\u3002\u7efc\u5408\u6743\u91cd\u51b3\u5b9a\u4eff\u5199\u65f6\u7684\u7cbe\u529b\u5206\u914d\u3002\n5. **adapt \u5fc5\u987b\u547d\u4e2d scoring-vocab.md \u516c\u5f0f**\uff0c\u4e14\u5fc5\u987b\u6807\u6ce8\"\u6284\u4e86\u4ec0\u4e48 + \u6539\u4e86\u4ec0\u4e48\"\u3002\n6. **\u8bca\u65ad\u4e0d\u4e3b\u63a8**\u3002\u9664\u975e\u7528\u6237\u660e\u786e\u8bf4\"\u4e3a\u4ec0\u4e48\u4e0d\u7206\"\uff0c\u5426\u5219\u4e0d\u8981\u8d70 L2\u3002\n7. **multimodal \u4e0d\u7701**\uff1afind Step 1 \u770b\u6211\u7684\u3001find Step 4 \u770b\u5019\u9009 \u2014 \u90fd\u8981\u8c03\u3002token \u8d35\u4f46\u4e0d\u80fd\u7701\u3002\n   - \u9000\u5316\u515c\u5e95\uff1a\u5a92\u4f53 URL \u4e0d\u53ef\u7528\u65f6\uff0c\u53ea\u80fd\u7528\u8be6\u60c5\u8fd4\u56de\u7684\u6807\u9898\u3001\u63cf\u8ff0\u3001\u6807\u7b7e\u505a\u6587\u672c\u5c42\u63a8\u65ad\uff0c**\u5fc5\u987b\u660e\u6587\u6807\u6ce8\u201c\u672a\u5b8c\u6210\u89c6\u89c9\u9a8c\u8bc1\u201d**\uff0c\u4e0d\u80fd\u8f93\u51fa\u5c01\u9762\u6a21\u677f\u7ed3\u8bba\u3002\n8. **\u5b8c\u6574\u95ed\u73af\u8dd1\u5b8c\u624d\u843d\u76d8**\uff0c\u534a\u6210\u54c1\u53ea\u5728\u5bf9\u8bdd\u91cc\u8bf4\u3002\n9. **\u94a9\u5b50\u5e93\u8981\u95ee\u8fc7\u7528\u6237\u624d\u8ffd\u52a0**\u3002crack \u5b8c\u6210\u540e\u4e3b\u52a8\u95ee\"\u8981\u5b58\u5417\"\uff0c\u7528\u6237\u7b54 yes \u624d\u5199 `./output/assets/hooks-{platform}.md`\uff0c\u6309 4 \u7ef4\u62c6\u89e3\u683c\u5f0f\u5b58\uff08\u4e0d\u662f\u5355\u53e5\uff09\u3002**\u7981\u6b62\u81ea\u52a8\u8ffd\u52a0**\u3002\n10. **\u73af\u5883\u81ea\u68c0 + \u7f3a\u5931\u900f\u660e**\uff08\u6700\u91cd\u8981\u7684\u4e00\u6761 \u2014 \u9632\"\u4f2a\u88c5\u5b8c\u6210\"\uff09\uff1a\n\n   **\u5f00\u5e72\u524d\u5fc5\u505a**\uff1a\u5217\u51fa\u672c\u6b21\u4efb\u52a1\u4f9d\u8d56\u7684\u5de5\u5177\uff0c\u9010\u4e2a ping\u3002\n   - `find` \u4f9d\u8d56\uff1a\u6570\u636e\u6e90\uff08`tikhub --health`\uff0c\u6216\u514d key \u7684 `mc --status`\uff09+ analyze_image.py + analyze_video.py\n   - `crack` \u4f9d\u8d56\uff1a\u6570\u636e\u6e90\uff08tikhub CLI \u4f5c\u54c1\u8be6\u60c5\uff0c\u6216 `mc detail`\uff09+ multimodal \u811a\u672c\n   - `adapt` \u4f9d\u8d56\uff1a\u7eaf LLM\uff08\u65e0\u5916\u90e8\u4f9d\u8d56\uff09\n   - L2 \u5b8c\u6574\u8bca\u65ad\u4f9d\u8d56\uff1a\u6570\u636e\u6e90\uff08\u641c\u5bf9\u6807 + \u8d26\u53f7\u4f5c\u54c1\uff09+ multimodal\n\n   **\u6570\u636e\u6e90\u786e\u8ba4\uff08\u6309\u4f18\u5148\u7ea7\u81ea\u4e0a\u800c\u4e0b\uff0c\u5148\u81ea\u68c0\u518d\u95ee\u4eba\uff09**\uff1a\n   - \u5e73\u53f0\u6570\u636e\u53d6\u6cd5\u6309\u56fa\u5b9a\u4f18\u5148\u7ea7\u9009\uff0c**\u8d8a\u9ad8\u8d8a\u50cf\u771f\u4eba\u3001\u8d8a\u5b89\u5168**\uff1a\n     ```\n     \u2460 agent \u81ea\u5e26 computer use \u2014\u2014 \u7528\u5bbf\u4e3b\u7684\u5c4f\u5e55/\u6d4f\u89c8\u5668\u64cd\u63a7\u80fd\u529b\uff0c\u50cf\u771f\u4eba\u4e00\u6837\u6253\u5f00\n        \u5e73\u53f0\u9875\u9762\u8bfb\u641c\u7d22\u7ed3\u679c/\u4f5c\u54c1\u8be6\u60c5\uff08\u6700\u5b89\u5168\uff1a\u771f\u5b9e\u4ea4\u4e92\u6d4f\u89c8\u5668\uff0c\u65e0\u989d\u5916\u5de5\u5177\u548c\u8d26\u53f7\u98ce\u9669\uff09\n     \u2461 agent \u81ea\u5e26\u6d4f\u89c8\u5668\u5de5\u5177\uff08browser use / MCP \u6d4f\u89c8\u5668\u7b49\u5bbf\u4e3b\u5185\u7f6e\u80fd\u529b\uff09\n     \u2462 opencli\n     \u2463 TikHub API \u2014\u2014 \u4ed8\u8d39\u4f46\u7a33\u5b9a\uff0c\u7ed3\u6784\u5316 JSON\uff0c\u4e94\u5e73\u53f0\u5168\u652f\u6301\uff08\u542b\u89c6\u9891\u53f7\uff09\n     \u2464 mc \u626b\u7801\u767b\u5f55\uff08MediaCrawler\uff09\u2014\u2014 \u6700\u540e\u624b\u6bb5\uff1a\u4e0a\u6e38\u88ab\u53cd\u722c\u91cd\u70b9\u76ef\u9632\uff0c\u8d26\u53f7\u98ce\u63a7\n        \u98ce\u9669\u6700\u9ad8\uff1b\u53ea\u6709 \u2460-\u2463 \u90fd\u4e0d\u53ef\u7528\u65f6\u624d\u7528\uff08\u89c1 mediacrawler \u7ae0\u8282\u7684\u9891\u7387\u94c1\u5f8b\uff09\n     ```\n   - **\u81ea\u68c0\u4f18\u5148\uff0c\u4e0d\u6253\u6270\u7528\u6237**\uff1a\u2460\u2461 \u662f\u5bbf\u4e3b\u81ea\u5e26\u80fd\u529b\uff0cagent \u81ea\u5df1\u5c31\u77e5\u9053\u6709\u6ca1\u6709\u2014\u2014\u6709\u5c31\u76f4\u63a5\u7528\u5e76\u544a\u77e5\u7528\u6237\u4e00\u53e5\"\u6211\u7528\u81ea\u5e26\u6d4f\u89c8\u5668\u53bb\u770b\u5e73\u53f0\u9875\u9762\"\uff1b\u7528 \u2460\u2461 \u6293\u5230\u7684\u9875\u9762\u6570\u636e\uff08\u6807\u9898/\u4e92\u52a8\u6570/\u4f5c\u8005/\u5c01\u9762\u622a\u56fe\uff09\u76f4\u63a5\u8fdb find/crack \u6d41\u7a0b\uff0c\u5b57\u6bb5\u4e0d\u591f\u65f6\u7ed3\u5408\u9875\u9762\u76ee\u6d4b\u8865\u9f50\n   - \u5bbf\u4e3b\u6ca1\u6709 \u2460\u2461\uff08\u6216\u5e73\u53f0\u9875\u9762\u7ed3\u6784\u8bfb\u4e0d\u51fa\u6765\uff09\u2192 **\u8fd9\u65f6\u624d\u95ee\u7528\u6237**\uff0c\u5728 \u2462\u2463\u2464 \u548c\u624b\u52a8\u7ed9\u6750\u6599\u91cc\u9009\uff1a\n     ```\n     \u6211\u8fd9\u8fb9\u7684\u6d4f\u89c8\u5668\u80fd\u529b\u6293\u4e0d\u5230\u5e73\u53f0\u6570\u636e\uff0c\u51e0\u4e2a\u9009\u62e9\uff1a\n     \u2462 opencli\uff08\u5982\u679c\u88c5\u4e86\uff09\n     \u2463 TikHub API\uff08\u4ed8\u8d39\uff0c\u7a33\u5b9a\uff0c\u4e94\u5e73\u53f0\u5168\u652f\u6301\u542b\u89c6\u9891\u53f7\uff1b\u5df2\u6709 key \u7684\u8bdd\u6211\u76f4\u63a5\u7528\uff09\n     \u2464 mc \u626b\u7801\u767b\u5f55\uff08\u514d\u8d39\u4f46\u6700\u540e\u624b\u6bb5\uff1a\u7528\u4f60\u81ea\u5df1\u7684\u8d26\u53f7\uff0c\u4e0a\u6e38\u53cd\u722c\u52a0\u5267\u6709\u98ce\u63a7\u98ce\u9669\uff09\n     \u2465 \u4f60\u76f4\u63a5\u7ed9\u6211 N \u4e2a\u5bf9\u6807\u94fe\u63a5 / \u622a\u56fe\uff0c\u6211\u8df3\u8fc7\u641c\u7d22\u4ece crack \u5f00\u59cb\n     \uff08\u4e5f\u53ef\u4ee5\u76f4\u63a5\u8bf4\"\u4ee5\u540e\u90fd\u7528 X\"\uff0c\u6211\u8bb0\u4f4f\u4e0d\u518d\u95ee\uff09\n     ```\n   - \u6d89\u53ca\u82b1\u94b1\uff08TikHub \u6309\u8c03\u7528\u8ba1\u8d39\uff09\u5fc5\u987b\u5148\u5f81\u5f97\u7528\u6237\u540c\u610f\u518d\u7528\n   - \u7528\u6237\u5df2\u8868\u8fbe\u8fc7\u660e\u786e\u504f\u597d\uff08\"\u6ca1\u6709 key\"\u201c\u522b\u7528\u6211\u8d26\u53f7\u201d\u201c\u4ee5\u540e\u90fd\u7528 X\"\uff09\u2192 \u4e0d\u518d\u91cd\u590d\u95ee\uff0c\u76f4\u63a5\u8d70\u5bf9\u5e94\u8def\u5f84\n   - \u7528\u6237\u7ed9\u4e86\u672c\u5730\u89c6\u9891 / \u622a\u56fe / \u81ea\u5df1\u4e0a\u4f20\u7684\u6750\u6599\u65f6\u4e0d\u9700\u8981\u4efb\u4f55\u6570\u636e\u6e90 \u2192 \u4e0d\u95ee\n\n   **\u7f3a\u54ea\u4e2a\u660e\u8bf4\u54ea\u4e2a**\uff08\u5728\u7b2c\u4e00\u53e5\u8bdd\u5c31\u8bf4\uff0c\u4e0d\u8981\u9ed8\u9ed8\u7f29\u8303\u56f4\uff09\uff1a\n\n   ```\n   \u26a0\ufe0f \u672c\u6b21\u9700\u8981\u5e73\u53f0\u6570\u636e\uff0c\u5f53\u524d\u8def\u5f84\u4e0d\u53ef\u7528\uff08\u8bf4\u660e\u5177\u4f53\u539f\u56e0\uff1a\n      \u5bbf\u4e3b\u65e0\u6d4f\u89c8\u5668\u80fd\u529b / \u9875\u9762\u8bfb\u4e0d\u51fa / opencli \u672a\u88c5 / tikhub --health \u4e0d\u901a /\n      mc \u767b\u5f55\u5931\u6548\u7b49\uff09\n\n   \u6309\u4f18\u5148\u7ea7\u8fd8\u80fd\u9009\uff1a\n   \u2460 \u6362\u7528 agent \u81ea\u5e26 computer use / \u6d4f\u89c8\u5668\u5de5\u5177\u76f4\u63a5\u8bbf\u95ee\u5e73\u53f0\u9875\u9762\uff08\u5982\u679c\u521a\u624d\u6ca1\u7528\uff09\n   \u2461 opencli\uff08\u672a\u88c5\u65f6\u7ed9\u51fa\u5b89\u88c5\u63d0\u793a\uff09\n   \u2462 TikHub\uff1a\u914d TIKHUB_API_KEY\uff08\u8be6\u89c1\u4ed3\u5e93 `tikhub/README.md`\uff09\u2014\u2014\u4ed8\u8d39\uff0c\u9700\u89c6\u9891\u53f7\n      \u6216\u6279\u91cf\u7ed3\u6784\u5316\u6570\u636e\u65f6\u6700\u7a33\n   \u2463 mc\uff1a`mc --setup` + \u626b\u7801\u767b\u5f55\uff08\u6700\u540e\u624b\u6bb5\uff0c\u4e0a\u6e38\u53cd\u722c\u52a0\u5267\uff0c\u5148\u8bfb\u9891\u7387\u94c1\u5f8b\uff09\n   \u2464 \u4f60\u76f4\u63a5\u7ed9\u6211 N \u4e2a\u5bf9\u6807\u94fe\u63a5 / \u622a\u56fe \u2014 \u6211\u8df3\u8fc7\u641c\u7d22\u9636\u6bb5\uff0c\u4ece crack \u5f00\u59cb\n   ```\n\n   **\u7981\u6b62\u5077\u5de5**\uff1a\n   - \u8dd1\u4e86 1/3 \u4e0d\u80fd\u8bf4\"\u8bca\u65ad\u5b8c\u6210\"\n   - \u8dd1\u5b8c\u540e\u5fc5\u987b\u660e\u6587\u6807\u6ce8\uff1a\u300c\u672c\u6b21\u53ea\u5b8c\u6210 Layer X\uff0c\u56e0\u4e3a Y \u5de5\u5177\u4e0d\u53ef\u7528 / Y \u6570\u636e\u7f3a\u5931\u300d\n   - **\u534a\u6210\u54c1\u4e0d\u5199\u76d8**\uff08\u4e0d\u6c61\u67d3 ./output/reports/ \u76ee\u5f55\uff09\n   - \u63a5\u53e3\u8fde\u7eed 3 \u6b21 retry \u5931\u8d25 \u2192 \u89c6\u540c\u5de5\u5177\u4e0d\u53ef\u7528 \u2192 \u8fdb\u5165\u4e0a\u9762\u7684\u8bdd\u672f\n\n11. **TikHub \u53ea\u8d70\u76f4\u63a5 REST API\uff0c\u4e0d\u8d70 MCP**\uff1a\u6240\u6709\u6570\u636e\u6293\u53d6\u901a\u8fc7 `tikhub <platform> <endpoint> --args` CLI \u8c03\u7528\uff1bCLI \u76f4\u63a5\u8bf7\u6c42 `https://api.tikhub.io/api/v1/...`\uff0c\u4f7f\u7528 Bearer API key\u3002**\u7981\u6b62\u8bf7\u6c42 `mcp.tikhub.io`\uff0c\u7981\u6b62 `claude mcp add tikhub-*`\uff0c\u7981\u6b62\u4efb\u4f55 TikHub MCP \u5de5\u5177\u8c03\u7528**\u3002\n\n    - \u975e\u4e2d\u56fd\u5927\u9646\u9ed8\u8ba4\u57fa\u7840\u57df\u540d\uff1a`https://api.tikhub.io`\n    - \u4e2d\u56fd\u5927\u9646\u53ef\u8bbe\u7f6e\uff1a`TIKHUB_API_BASE_URL=https://api.tikhub.dev`\n    - REST \u7aef\u70b9\u76ee\u5f55\u6765\u81ea\u516c\u5f00 `openapi.json`\uff0c\u7528 `python3 tikhub/scripts/refresh_tools.py` \u5237\u65b0\n    - \u4e0d\u9700\u8981 MCP session\u3001\u521d\u59cb\u5316\u63e1\u624b\u6216 session \u7f13\u5b58\n\n    **\u73af\u5883\u81ea\u68c0**\uff1a\n    ```bash\n    tikhub --health                              # {\"status\":\"healthy\",...} \u2192 OK\n    tikhub list xiaohongshu search               # \u5de5\u5177\u76ee\u5f55\u53ef\u8bfb\n    ls ~/.claude/.env                            # API key \u5b58\u8fd9\u91cc\uff08chmod 600\uff09\n    ```\n\n    \u65b0\u673a\u5668\u521d\u59cb\u5316\uff08`git clone` \u4e4b\u540e\u4e00\u6b21\u6027\uff09\uff1a\n    ```bash\n    cd ~/.claude/skills/social-account-doctor\n    ln -sf \"$(pwd)/tikhub/bin/tikhub\" ~/.local/bin/tikhub   # \u8ba9 tikhub \u547d\u4ee4\u5728 PATH\n    echo \"TIKHUB_API_KEY=YOUR_KEY\" >> ~/.claude/.env\n    chmod 600 ~/.claude/.env\n    ```\n    \u8be6\u89c1 `tikhub/README.md`\u3002\n\n---\n\n## 9. \u6570\u636e\u65f6\u6548\u6027\u8bf4\u660e\n\n`references/platforms/*.md` \u91cc\u6240\u6709\u5e73\u53f0\u9608\u503c\uff08\u5b8c\u64ad\u7387 / CTR / CES \u7b49\uff09\u5747\u4e3a**\u884c\u4e1a\u7ecf\u9a8c\u503c**\uff08\u8749\u5988\u5988 / \u5343\u74dc / \u65b0\u7ea2 / COO \u516c\u5f00\u53d1\u8a00\u7b49\u591a\u6e90\uff09\uff0c**\u975e\u5e73\u53f0\u5b98\u65b9\u516c\u544a**\u3002\n\n\ud83d\udcc5 **\u91c7\u96c6\u65e5\u671f\uff1a2026-04**\uff5c**\u5efa\u8bae\u590d\u6838\uff1a\u6bcf 6 \u4e2a\u6708**\n\n\u8bca\u65ad\u65f6\u7528\u4f5c\"\u65b9\u5411\u5224\u65ad\"\uff0c**\u4e0d\u662f\"\u7edd\u5bf9\u6b7b\u7ebf\"**\u3002\u751f\u4ea7\u95ed\u73af\uff08find/crack/adapt\uff09\u4e0d\u4f9d\u8d56\u8fd9\u4e9b\u6570\u5b57\u3002\n","usage":"\u8bfb\u53d6 SKILL.md\uff0c\u5e76\u6309\u9700\u8bfb\u53d6\u914d\u5957\u6587\u4ef6\uff1b\u4e0b\u8f7d ZIP \u83b7\u53d6\u5b8c\u6574\u5305\u3002\u6280\u80fd\u662f\u4efb\u52a1\u65b9\u6cd5\uff0c\u4e0d\u6388\u4e88\u65b0\u589e\u8d26\u6237\u3001\u4ed8\u8d39\u6216\u7cfb\u7edf\u6743\u9650\u3002"}