{"id":68407,"date":"2026-01-30T05:05:14","date_gmt":"2026-01-29T21:05:14","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/68407.html"},"modified":"2026-01-30T05:05:14","modified_gmt":"2026-01-29T21:05:14","slug":"anthropic-%e5%ae%98%e6%96%b9%e6%8f%ad%e7%a7%98%ef%bc%9a%e8%ae%a9-agent-%e8%b0%83%e7%94%a8%e4%b8%8a%e5%8d%83%e5%b7%a5%e5%85%b7%e5%8d%b4%e4%b8%8d%e7%88%86%e4%b8%8a%e4%b8%8b%e6%96%87%e7%9a%84%e7%a7%98","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/68407.html","title":{"rendered":"Anthropic \u5b98\u65b9\u63ed\u79d8\uff1a\u8ba9 Agent \u8c03\u7528\u4e0a\u5343\u5de5\u5177\u5374\u4e0d\u7206\u4e0a\u4e0b\u6587\u7684\u79d8\u8bc0"},"content":{"rendered":"<p>\u539f\u6587&#xff1a;Anthropic \u5b98\u65b9\u63ed\u79d8&#xff1a;\u8ba9 Agent \u8c03\u7528\u4e0a\u5343\u5de5\u5177\u5374\u4e0d\u7206\u4e0a\u4e0b\u6587\u7684\u79d8\u8bc0<\/p>\n<p>\u60f3\u8c61\u4e00\u4e0b\u8fd9\u6837\u7684\u573a\u666f&#xff1a;\u4f60\u7684 AI \u52a9\u624b\u540c\u65f6\u8fde\u63a5\u4e86 GitHub\u3001Slack\u3001Jira\u3001Google Drive&#xff0c;\u8fd8\u6709\u516c\u53f8\u5185\u90e8\u7684\u5341\u51e0\u4e2a MCP \u670d\u52a1\u5668\u3002<\/p>\n<p>\u542c\u8d77\u6765\u5f88\u7f8e\u597d\u5bf9\u5427&#xff1f;<\/p>\n<p>\u4f46\u73b0\u5b9e\u662f\u2014\u2014\u5149\u662f\u8fd9\u4e9b\u5de5\u5177\u7684\u5b9a\u4e49&#xff0c;\u5c31\u80fd\u5403\u6389 10 \u4e07\u4e2a Token\u3002\u5bf9\u8bdd\u8fd8\u6ca1\u5f00\u59cb&#xff0c;\u4e0a\u4e0b\u6587\u7a97\u53e3\u5df2\u7ecf\u6240\u5269\u65e0\u51e0\u3002<\/p>\n<p>\u8fd9\u5c31\u662f\u5f53\u524d Agent \u5f00\u53d1\u7684\u6838\u5fc3\u56f0\u5883&#xff1a;\u5de5\u5177\u8d8a\u591a&#xff0c;\u80fd\u529b\u8d8a\u5f3a&#xff0c;\u4f46\u4e0a\u4e0b\u6587\u4e5f\u8d8a\u5bb9\u6613\u88ab\u6491\u7206\u3002<\/p>\n<p>Anthropic \u6700\u8fd1\u653e\u51fa\u4e86\u4e09\u4e2a\u5927\u62db&#xff0c;\u6b63\u662f\u4e3a\u4e86\u89e3\u51b3\u8fd9\u4e2a\u95ee\u9898\u3002\u6211\u7814\u7a76\u4e86\u4e00\u756a&#xff0c;\u53d1\u73b0\u8fd9\u5957\u7ec4\u5408\u62f3\u7684\u601d\u8def\u975e\u5e38\u503c\u5f97\u501f\u9274\u3002<\/p>\n<hr \/>\n<h4>\u4e00\u3001\u95ee\u9898\u5230\u5e95\u6709\u591a\u4e25\u91cd&#xff1f;<\/h4>\n<p>\u5148\u770b\u4e00\u7ec4\u771f\u5b9e\u6570\u636e\u3002\u5047\u8bbe\u4f60\u7684\u7cfb\u7edf\u63a5\u5165\u4e86\u4e94\u4e2a\u5e38\u89c1\u670d\u52a1&#xff1a;<\/p>\n<table>\n<tr>\u670d\u52a1\u5de5\u5177\u6570\u91cfToken \u6d88\u8017<\/tr>\n<tbody>\n<tr>\n<td>GitHub<\/td>\n<td>35 \u4e2a<\/td>\n<td>~26K<\/td>\n<\/tr>\n<tr>\n<td>Slack<\/td>\n<td>11 \u4e2a<\/td>\n<td>~21K<\/td>\n<\/tr>\n<tr>\n<td>Sentry<\/td>\n<td>5 \u4e2a<\/td>\n<td>~3K<\/td>\n<\/tr>\n<tr>\n<td>Grafana<\/td>\n<td>5 \u4e2a<\/td>\n<td>~3K<\/td>\n<\/tr>\n<tr>\n<td>Splunk<\/td>\n<td>2 \u4e2a<\/td>\n<td>~2K<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>58 \u4e2a\u5de5\u5177&#xff0c;55K Token&#xff0c;\u5bf9\u8bdd\u8fd8\u6ca1\u5f00\u59cb\u3002<\/p>\n<p>\u518d\u52a0\u4e2a Jira&#xff08;17K Token&#xff09;&#xff0c;\u8f7b\u677e\u7a81\u7834 100K\u3002Anthropic \u5185\u90e8\u4f18\u5316\u524d&#xff0c;\u5de5\u5177\u5b9a\u4e49\u751a\u81f3\u5403\u6389\u4e86 134K Token\u3002<\/p>\n<p>Token \u6d88\u8017\u8fd8\u4e0d\u662f\u552f\u4e00\u7684\u95ee\u9898\u3002<\/p>\n<p>\u5f53\u5de5\u5177\u592a\u591a\u65f6&#xff0c;\u6a21\u578b\u5bb9\u6613\u9009\u9519\u5de5\u5177\u3001\u586b\u9519\u53c2\u6570\u3002\u5c24\u5176\u662f\u540d\u5b57\u76f8\u4f3c\u7684\u5de5\u5177&#xff0c;\u6bd4\u5982 notification-send-user \u548c notification-send-channel&#xff0c;\u4e00\u4e0d\u5c0f\u5fc3\u5c31\u53d1\u9519\u5730\u65b9\u4e86\u3002<\/p>\n<hr \/>\n<h4>\u4e8c\u3001\u5de5\u5177\u641c\u7d22\u5de5\u5177&#xff1a;\u7528&#034;\u641c\u7d22&#034;\u4ee3\u66ff&#034;\u5168\u52a0\u8f7d&#034;<\/h4>\n<p>\u8fd9\u540d\u5b57\u6709\u70b9\u7ed5\u2014\u2014\u5de5\u5177\u641c\u7d22\u5de5\u5177&#xff0c;\u672c\u8d28\u4e0a\u662f\u4e00\u4e2a\u7528\u6765\u641c\u7d22\u5176\u4ed6\u5de5\u5177\u7684\u5de5\u5177\u3002<\/p>\n<h5>\u6838\u5fc3\u601d\u8def<\/h5>\n<p>\u4f20\u7edf\u505a\u6cd5\u662f\u628a\u6240\u6709\u5de5\u5177\u5b9a\u4e49\u9884\u5148\u585e\u8fdb\u4e0a\u4e0b\u6587\u3002\u65b0\u65b9\u6848\u662f&#xff1a;\u53ea\u52a0\u8f7d\u4e00\u4e2a\u641c\u7d22\u5de5\u5177&#xff0c;\u5176\u4ed6\u5de5\u5177\u6309\u9700\u53d1\u73b0\u3002<\/p>\n<p>Claude \u9700\u8981\u4ec0\u4e48\u80fd\u529b&#xff0c;\u5c31\u641c\u4ec0\u4e48\u5de5\u5177\u3002\u641c\u5230\u4e86\u518d\u52a0\u8f7d\u5b8c\u6574\u5b9a\u4e49\u3002<\/p>\n<p>\u6548\u679c\u6709\u591a\u660e\u663e&#xff1f;\u76f4\u63a5\u770b\u5bf9\u6bd4&#xff1a;<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/01\/20260129210512-697bcb8876b07.png\" alt=\"\" \/><\/p>\n<table>\n<tr>\u6307\u6807\u4f20\u7edf\u65b9\u6cd5\u5de5\u5177\u641c\u7d22\u5de5\u5177<\/tr>\n<tbody>\n<tr>\n<td>\u9884\u52a0\u8f7d\u6d88\u8017<\/td>\n<td>~72K Token<\/td>\n<td>~500 Token<\/td>\n<\/tr>\n<tr>\n<td>\u5b9e\u9645\u5de5\u4f5c\u65f6<\/td>\n<td>~77K Token<\/td>\n<td>~8.7K Token<\/td>\n<\/tr>\n<tr>\n<td>\u53ef\u7528\u4e0a\u4e0b\u6587<\/td>\n<td>\u5269\u4f59 ~60%<\/td>\n<td>\u5269\u4f59 ~95%<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>Token \u4f7f\u7528\u91cf\u51cf\u5c11\u4e86 85%&#xff0c;\u540c\u65f6\u4fdd\u7559\u5b8c\u6574\u7684\u5de5\u5177\u5e93\u8bbf\u95ee\u6743\u9650\u3002<\/p>\n<p>\u66f4\u60ca\u559c\u7684\u662f\u51c6\u786e\u7387\u63d0\u5347&#xff1a;Opus 4 \u4ece 49% \u63d0\u5347\u5230 74%&#xff0c;Opus 4.5 \u4ece 79.5% \u63d0\u5347\u81f3 88.1%\u3002<\/p>\n<h5>\u600e\u4e48\u7528&#xff1f;<\/h5>\n<p>\u7ed9\u5de5\u5177\u52a0\u4e00\u4e2a\u6807\u8bb0 defer_loading: true&#xff0c;\u8868\u793a&#034;\u5ef6\u8fdf\u52a0\u8f7d&#034;&#xff1a;<\/p>\n<p><span class=\"token punctuation\">{<\/span><br \/>\n  <span class=\"token string-property property\">&#034;tools&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token punctuation\">[<\/span><br \/>\n    <span class=\"token punctuation\">{<\/span><span class=\"token string-property property\">&#034;type&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token string\">&#034;tool_search_tool_regex_20251119&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string-property property\">&#034;name&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token string\">&#034;tool_search_tool_regex&#034;<\/span><span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">,<\/span><br \/>\n    <span class=\"token punctuation\">{<\/span><br \/>\n      <span class=\"token string-property property\">&#034;name&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token string\">&#034;github.createPullRequest&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n      <span class=\"token string-property property\">&#034;description&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token string\">&#034;Create a pull request&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n      <span class=\"token string-property property\">&#034;input_schema&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token punctuation\">{<\/span><span class=\"token operator\">&#8230;<\/span><span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">,<\/span><br \/>\n      <span class=\"token string-property property\">&#034;defer_loading&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token boolean\">true<\/span>  <span class=\"token comment\">\/\/ \u6309\u9700\u52a0\u8f7d<\/span><br \/>\n    <span class=\"token punctuation\">}<\/span><br \/>\n  <span class=\"token punctuation\">]<\/span><br \/>\n<span class=\"token punctuation\">}<\/span><\/p>\n<p>\u5bf9\u4e8e MCP \u670d\u52a1&#xff0c;\u53ef\u4ee5\u6574\u4e2a\u670d\u52a1\u5ef6\u8fdf\u52a0\u8f7d&#xff0c;\u4f46\u4fdd\u7559\u6700\u5e38\u7528\u7684\u90a3\u51e0\u4e2a&#xff1a;<\/p>\n<p><span class=\"token punctuation\">{<\/span><br \/>\n  <span class=\"token string-property property\">&#034;type&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token string\">&#034;mcp_toolset&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n  <span class=\"token string-property property\">&#034;mcp_server_name&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token string\">&#034;google-drive&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n  <span class=\"token string-property property\">&#034;default_config&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token punctuation\">{<\/span><span class=\"token string-property property\">&#034;defer_loading&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token boolean\">true<\/span><span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">,<\/span><br \/>\n  <span class=\"token string-property property\">&#034;configs&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n    <span class=\"token string-property property\">&#034;search_files&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token punctuation\">{<\/span><span class=\"token string-property property\">&#034;defer_loading&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token boolean\">false<\/span><span class=\"token punctuation\">}<\/span>  <span class=\"token comment\">\/\/ \u9ad8\u9891\u5de5\u5177\u4fdd\u6301\u52a0\u8f7d<\/span><br \/>\n  <span class=\"token punctuation\">}<\/span><br \/>\n<span class=\"token punctuation\">}<\/span><\/p>\n<p>\u63d0\u793a\u8bcd\u7f13\u5b58\u4e0d\u53d7\u5f71\u54cd\u2014\u2014\u5ef6\u8fdf\u52a0\u8f7d\u7684\u5de5\u5177\u672c\u6765\u5c31\u4e0d\u5728\u521d\u59cb\u63d0\u793a\u8bcd\u91cc&#xff0c;\u53ea\u6709\u88ab\u641c\u5230\u624d\u4f1a\u52a0\u5165\u4e0a\u4e0b\u6587\u3002<\/p>\n<h5>\u4ec0\u4e48\u65f6\u5019\u8be5\u7528&#xff1f;<\/h5>\n<p>\u63a8\u8350\u4f7f\u7528&#xff1a;<\/p>\n<ul>\n<li>\u5de5\u5177\u5b9a\u4e49\u8d85\u8fc7 10K Token<\/li>\n<li>\u5de5\u5177\u9009\u62e9\u51c6\u786e\u7387\u4e0d\u9ad8<\/li>\n<li>\u63a5\u5165\u591a\u4e2a MCP \u670d\u52a1<\/li>\n<li>\u5de5\u5177\u6570\u91cf\u8d85\u8fc7 10 \u4e2a<\/li>\n<\/ul>\n<p>\u53ef\u4ee5\u4e0d\u7528&#xff1a;<\/p>\n<ul>\n<li>\u5de5\u5177\u5c11\u4e8e 10 \u4e2a<\/li>\n<li>\u6240\u6709\u5de5\u5177\u90fd\u9ad8\u9891\u4f7f\u7528<\/li>\n<li>\u5de5\u5177\u5b9a\u4e49\u672c\u8eab\u5c31\u5f88\u7cbe\u7b80<\/li>\n<\/ul>\n<hr \/>\n<h4>\u4e09\u3001\u7a0b\u5e8f\u5316\u5de5\u5177\u8c03\u7528&#xff1a;\u8ba9 Claude \u5199\u4ee3\u7801\u6765\u7f16\u6392\u5de5\u5177<\/h4>\n<p>\u4f20\u7edf\u5de5\u5177\u8c03\u7528\u6709\u4e24\u4e2a\u75db\u70b9&#xff1a;<\/p>\n<p>\u75db\u70b9\u4e00&#xff1a;\u4e2d\u95f4\u7ed3\u679c\u6c61\u67d3\u4e0a\u4e0b\u6587<\/p>\n<p>\u5206\u6790\u4e00\u4e2a 10MB \u7684\u65e5\u5fd7\u6587\u4ef6&#xff0c;Claude \u53ea\u9700\u8981&#034;\u9519\u8bef\u9891\u7387\u7edf\u8ba1&#034;&#xff0c;\u4f46\u4f20\u7edf\u65b9\u5f0f\u4f1a\u628a\u6574\u4e2a\u6587\u4ef6\u585e\u8fdb\u4e0a\u4e0b\u6587\u3002\u8de8\u8868\u67e5\u8be2\u5ba2\u6237\u6570\u636e&#xff1f;\u6bcf\u6761\u8bb0\u5f55\u90fd\u4f1a\u7d2f\u79ef\u8fdb\u6765\u3002<\/p>\n<p>\u75db\u70b9\u4e8c&#xff1a;\u63a8\u7406\u5f00\u9500\u592a\u5927<\/p>\n<p>\u6bcf\u6b21\u5de5\u5177\u8c03\u7528\u90fd\u8981\u8d70\u4e00\u904d\u5b8c\u6574\u7684\u6a21\u578b\u63a8\u7406\u3002\u4e94\u4e2a\u5de5\u5177\u4e32\u8054&#xff0c;\u5c31\u662f\u4e94\u6b21\u63a8\u7406&#xff0c;\u8fd8\u8981\u7528\u81ea\u7136\u8bed\u8a00\u6765&#034;\u5bf9\u8d26&#034;\u548c&#034;\u6c47\u603b&#034;\u3002\u53c8\u6162\u53c8\u5bb9\u6613\u51fa\u9519\u3002<\/p>\n<h5>\u89e3\u51b3\u65b9\u6848&#xff1a;\u7528 Python \u7f16\u6392&#xff0c;\u800c\u4e0d\u662f\u81ea\u7136\u8bed\u8a00\u63a8\u7406<\/h5>\n<p>\u7a0b\u5e8f\u5316\u5de5\u5177\u8c03\u7528\u8ba9 Claude \u5199\u4e00\u6bb5 Python \u811a\u672c&#xff0c;\u5728\u6c99\u7bb1\u73af\u5883\u4e2d\u6267\u884c\u3002\u4e2d\u95f4\u7ed3\u679c\u5728\u4ee3\u7801\u91cc\u5904\u7406&#xff0c;\u53ea\u6709\u6700\u7ec8\u7ed3\u679c\u8fdb\u5165\u4e0a\u4e0b\u6587\u3002<\/p>\n<p>\u4e3e\u4e2a\u4f8b\u5b50&#xff1a;\u67e5\u8be2\u54ea\u4e9b\u5458\u5de5\u8d85\u51fa\u4e86 Q3 \u5dee\u65c5\u9884\u7b97\u3002<\/p>\n<p>\u4f20\u7edf\u65b9\u6cd5&#xff1a;<\/p>\n<li>\u83b7\u53d6\u56e2\u961f\u6210\u5458 \u2192 20 \u4eba<\/li>\n<li>\u9010\u4e2a\u67e5\u5f00\u9500 \u2192 20 \u6b21\u5de5\u5177\u8c03\u7528&#xff0c;\u6bcf\u4eba 50-100 \u6761\u660e\u7ec6<\/li>\n<li>\u67e5\u9884\u7b97\u9650\u989d<\/li>\n<li>\u6240\u6709 2000&#043; \u6761\u8d39\u7528\u660e\u7ec6\u8fdb\u5165\u4e0a\u4e0b\u6587&#xff08;50KB&#043;&#xff09;<\/li>\n<li>Claude \u624b\u52a8\u6c47\u603b\u3001\u5bf9\u6bd4\u3001\u5224\u65ad<\/li>\n<p>\u7a0b\u5e8f\u5316\u5de5\u5177\u8c03\u7528&#xff1a;<\/p>\n<p>team <span class=\"token operator\">&#061;<\/span> <span class=\"token keyword\">await<\/span> get_team_members<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;engineering&#034;<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p><span class=\"token comment\"># \u5e76\u884c\u83b7\u53d6\u6bcf\u4e2a\u7ea7\u522b\u7684\u9884\u7b97<\/span><br \/>\nlevels <span class=\"token operator\">&#061;<\/span> <span class=\"token builtin\">list<\/span><span class=\"token punctuation\">(<\/span><span class=\"token builtin\">set<\/span><span class=\"token punctuation\">(<\/span>m<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;level&#034;<\/span><span class=\"token punctuation\">]<\/span> <span class=\"token keyword\">for<\/span> m <span class=\"token keyword\">in<\/span> team<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><br \/>\nbudget_results <span class=\"token operator\">&#061;<\/span> <span class=\"token keyword\">await<\/span> asyncio<span class=\"token punctuation\">.<\/span>gather<span class=\"token punctuation\">(<\/span><span class=\"token operator\">*<\/span><span class=\"token punctuation\">[<\/span><br \/>\n    get_budget_by_level<span class=\"token punctuation\">(<\/span>level<span class=\"token punctuation\">)<\/span> <span class=\"token keyword\">for<\/span> level <span class=\"token keyword\">in<\/span> levels<br \/>\n<span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">)<\/span><br \/>\nbudgets <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">{<\/span>level<span class=\"token punctuation\">:<\/span> budget <span class=\"token keyword\">for<\/span> level<span class=\"token punctuation\">,<\/span> budget <span class=\"token keyword\">in<\/span> <span class=\"token builtin\">zip<\/span><span class=\"token punctuation\">(<\/span>levels<span class=\"token punctuation\">,<\/span> budget_results<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">}<\/span><\/p>\n<p><span class=\"token comment\"># \u5e76\u884c\u83b7\u53d6\u6240\u6709\u4eba\u7684\u5f00\u9500<\/span><br \/>\nexpenses <span class=\"token operator\">&#061;<\/span> <span class=\"token keyword\">await<\/span> asyncio<span class=\"token punctuation\">.<\/span>gather<span class=\"token punctuation\">(<\/span><span class=\"token operator\">*<\/span><span class=\"token punctuation\">[<\/span><br \/>\n    get_expenses<span class=\"token punctuation\">(<\/span>m<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;id&#034;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;Q3&#034;<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token keyword\">for<\/span> m <span class=\"token keyword\">in<\/span> team<br \/>\n<span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p><span class=\"token comment\"># \u7b5b\u9009\u8d85\u9884\u7b97\u7684\u5458\u5de5<\/span><br \/>\nexceeded <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">[<\/span><span class=\"token punctuation\">]<\/span><br \/>\n<span class=\"token keyword\">for<\/span> member<span class=\"token punctuation\">,<\/span> exp <span class=\"token keyword\">in<\/span> <span class=\"token builtin\">zip<\/span><span class=\"token punctuation\">(<\/span>team<span class=\"token punctuation\">,<\/span> expenses<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    budget <span class=\"token operator\">&#061;<\/span> budgets<span class=\"token punctuation\">[<\/span>member<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;level&#034;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">]<\/span><br \/>\n    total <span class=\"token operator\">&#061;<\/span> <span class=\"token builtin\">sum<\/span><span class=\"token punctuation\">(<\/span>e<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;amount&#034;<\/span><span class=\"token punctuation\">]<\/span> <span class=\"token keyword\">for<\/span> e <span class=\"token keyword\">in<\/span> exp<span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token keyword\">if<\/span> total <span class=\"token operator\">&gt;<\/span> budget<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;travel_limit&#034;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        exceeded<span class=\"token punctuation\">.<\/span>append<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">{<\/span><br \/>\n            <span class=\"token string\">&#034;name&#034;<\/span><span class=\"token punctuation\">:<\/span> member<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;name&#034;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">,<\/span><br \/>\n            <span class=\"token string\">&#034;spent&#034;<\/span><span class=\"token punctuation\">:<\/span> total<span class=\"token punctuation\">,<\/span><br \/>\n            <span class=\"token string\">&#034;limit&#034;<\/span><span class=\"token punctuation\">:<\/span> budget<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;travel_limit&#034;<\/span><span class=\"token punctuation\">]<\/span><br \/>\n        <span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p><span class=\"token keyword\">print<\/span><span class=\"token punctuation\">(<\/span>json<span class=\"token punctuation\">.<\/span>dumps<span class=\"token punctuation\">(<\/span>exceeded<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>Claude \u6700\u7ec8\u53ea\u770b\u5230\u51e0\u4e2a\u8d85\u9884\u7b97\u5458\u5de5\u7684\u540d\u5b57\u548c\u6570\u5b57&#xff0c;200KB \u6570\u636e\u538b\u7f29\u5230 1KB\u3002<\/p>\n<h5>\u6548\u679c\u6570\u636e<\/h5>\n<table>\n<tr>\u6307\u6807\u63d0\u5347\u5e45\u5ea6<\/tr>\n<tbody>\n<tr>\n<td>Token \u6d88\u8017<\/td>\n<td>\u964d\u4f4e 37%&#xff08;43588 \u2192 27297&#xff09;<\/td>\n<\/tr>\n<tr>\n<td>\u5ef6\u8fdf<\/td>\n<td>\u6d88\u9664 19&#043; \u6b21\u63a8\u7406\u5f00\u9500<\/td>\n<\/tr>\n<tr>\n<td>\u51c6\u786e\u7387<\/td>\n<td>\u77e5\u8bc6\u68c0\u7d22 25.6% \u2192 28.5%&#xff0c;GIA \u57fa\u51c6 46.5% \u2192 51.2%<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h5>\u9002\u7528\u573a\u666f<\/h5>\n<p>\u63a8\u8350\u4f7f\u7528&#xff1a;<\/p>\n<ul>\n<li>\u5904\u7406\u5927\u6570\u636e\u96c6&#xff0c;\u53ea\u9700\u8981\u805a\u5408\u7ed3\u679c<\/li>\n<li>\u591a\u6b65\u9aa4\u5de5\u4f5c\u6d41&#xff08;3 \u4e2a\u4ee5\u4e0a\u4f9d\u8d56\u8c03\u7528&#xff09;<\/li>\n<li>\u9700\u8981\u5bf9\u5de5\u5177\u7ed3\u679c\u8fdb\u884c\u7b5b\u9009\u3001\u6392\u5e8f\u3001\u8f6c\u6362<\/li>\n<li>\u4e2d\u95f4\u6570\u636e\u4e0d\u5e94\u5f71\u54cd Claude \u7684\u63a8\u7406\u5224\u65ad<\/li>\n<li>\u591a\u4efb\u52a1\u5e76\u884c\u6267\u884c<\/li>\n<\/ul>\n<p>\u53ef\u4ee5\u4e0d\u7528&#xff1a;<\/p>\n<ul>\n<li>\u7b80\u5355\u7684\u5355\u5de5\u5177\u8c03\u7528<\/li>\n<li>Claude \u9700\u8981\u770b\u5230\u5e76\u63a8\u7406\u6240\u6709\u4e2d\u95f4\u7ed3\u679c<\/li>\n<li>\u5feb\u901f\u67e5\u8be2&#xff0c;\u54cd\u5e94\u6570\u636e\u91cf\u5c0f<\/li>\n<\/ul>\n<hr \/>\n<h4>\u56db\u3001\u5de5\u5177\u4f7f\u7528\u793a\u4f8b&#xff1a;Schema \u5b9a\u4e49\u7ed3\u6784&#xff0c;\u793a\u4f8b\u6559\u4f1a\u7528\u6cd5<\/h4>\n<p>JSON Schema \u5f88\u64c5\u957f\u5b9a\u4e49&#034;\u4ec0\u4e48\u662f\u5408\u6cd5\u7684&#034;&#xff0c;\u4f46\u4e0d\u64c5\u957f\u8868\u8fbe&#034;\u600e\u4e48\u7528\u624d\u5bf9&#034;\u3002<\/p>\n<p>\u770b\u8fd9\u4e2a\u5de5\u5355 API \u7684 Schema&#xff1a;<\/p>\n<p><span class=\"token punctuation\">{<\/span><br \/>\n  <span class=\"token string-property property\">&#034;name&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token string\">&#034;create_ticket&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n  <span class=\"token string-property property\">&#034;input_schema&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n    <span class=\"token string-property property\">&#034;properties&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n      <span class=\"token string-property property\">&#034;title&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token punctuation\">{<\/span><span class=\"token string-property property\">&#034;type&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token string\">&#034;string&#034;<\/span><span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">,<\/span><br \/>\n      <span class=\"token string-property property\">&#034;priority&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token punctuation\">{<\/span><span class=\"token string-property property\">&#034;enum&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;low&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;medium&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;high&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;critical&#034;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">,<\/span><br \/>\n      <span class=\"token string-property property\">&#034;due_date&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token punctuation\">{<\/span><span class=\"token string-property property\">&#034;type&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token string\">&#034;string&#034;<\/span><span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">,<\/span><br \/>\n      <span class=\"token string-property property\">&#034;reporter&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n        <span class=\"token string-property property\">&#034;type&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token string\">&#034;object&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n        <span class=\"token string-property property\">&#034;properties&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n          <span class=\"token string-property property\">&#034;id&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token punctuation\">{<\/span><span class=\"token string-property property\">&#034;type&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token string\">&#034;string&#034;<\/span><span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">,<\/span><br \/>\n          <span class=\"token string-property property\">&#034;contact&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token punctuation\">{<\/span><span class=\"token string-property property\">&#034;type&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token string\">&#034;object&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string-property property\">&#034;properties&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token punctuation\">{<\/span><span class=\"token operator\">&#8230;<\/span><span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">}<\/span><br \/>\n        <span class=\"token punctuation\">}<\/span><br \/>\n      <span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">,<\/span><br \/>\n      <span class=\"token string-property property\">&#034;escalation&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token punctuation\">{<\/span><span class=\"token string-property property\">&#034;type&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token string\">&#034;object&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string-property property\">&#034;properties&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token punctuation\">{<\/span><span class=\"token operator\">&#8230;<\/span><span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">}<\/span><br \/>\n    <span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">,<\/span><br \/>\n    <span class=\"token string-property property\">&#034;required&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;title&#034;<\/span><span class=\"token punctuation\">]<\/span><br \/>\n  <span class=\"token punctuation\">}<\/span><br \/>\n<span class=\"token punctuation\">}<\/span><\/p>\n<p>Schema \u6ca1\u544a\u8bc9\u4f60&#xff1a;<\/p>\n<ul>\n<li>due_date \u8be5\u7528 2026-01-23 \u8fd8\u662f Jan 23, 2026&#xff1f;<\/li>\n<li>reporter.id \u662f UUID \u8fd8\u662f USR-12345 \u683c\u5f0f&#xff1f;<\/li>\n<li>\u4ec0\u4e48\u65f6\u5019\u9700\u8981\u586b contact \u4fe1\u606f&#xff1f;<\/li>\n<li>escalation \u53c2\u6570\u548c priority \u6709\u4ec0\u4e48\u5173\u8054&#xff1f;<\/li>\n<\/ul>\n<h5>\u89e3\u51b3\u65b9\u6848&#xff1a;\u76f4\u63a5\u7ed9\u793a\u4f8b<\/h5>\n<p><span class=\"token punctuation\">{<\/span><br \/>\n  <span class=\"token string-property property\">&#034;name&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token string\">&#034;create_ticket&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n  <span class=\"token string-property property\">&#034;input_schema&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token punctuation\">{<\/span><span class=\"token operator\">&#8230;<\/span><span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">,<\/span><br \/>\n  <span class=\"token string-property property\">&#034;input_examples&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token punctuation\">[<\/span><br \/>\n    <span class=\"token punctuation\">{<\/span><br \/>\n      <span class=\"token string-property property\">&#034;title&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token string\">&#034;Login page returns 500 error&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n      <span class=\"token string-property property\">&#034;priority&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token string\">&#034;critical&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n      <span class=\"token string-property property\">&#034;labels&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;bug&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;authentication&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;production&#034;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">,<\/span><br \/>\n      <span class=\"token string-property property\">&#034;reporter&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token punctuation\">{<\/span><span class=\"token string-property property\">&#034;id&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token string\">&#034;USR-12345&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string-property property\">&#034;name&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token string\">&#034;Jane Smith&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string-property property\">&#034;contact&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token punctuation\">{<\/span><span class=\"token operator\">&#8230;<\/span><span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">,<\/span><br \/>\n      <span class=\"token string-property property\">&#034;due_date&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token string\">&#034;2026-01-23&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n      <span class=\"token string-property property\">&#034;escalation&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token punctuation\">{<\/span><span class=\"token string-property property\">&#034;level&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token number\">2<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string-property property\">&#034;notify_manager&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token boolean\">true<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string-property property\">&#034;sla_hours&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token number\">4<\/span><span class=\"token punctuation\">}<\/span><br \/>\n    <span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">,<\/span><br \/>\n    <span class=\"token punctuation\">{<\/span><br \/>\n      <span class=\"token string-property property\">&#034;title&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token string\">&#034;Add dark mode support&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n      <span class=\"token string-property property\">&#034;labels&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;feature-request&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;ui&#034;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">,<\/span><br \/>\n      <span class=\"token string-property property\">&#034;reporter&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token punctuation\">{<\/span><span class=\"token string-property property\">&#034;id&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token string\">&#034;USR-67890&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string-property property\">&#034;name&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token string\">&#034;Alex Chen&#034;<\/span><span class=\"token punctuation\">}<\/span><br \/>\n    <span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">,<\/span><br \/>\n    <span class=\"token punctuation\">{<\/span><br \/>\n      <span class=\"token string-property property\">&#034;title&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token string\">&#034;Update API documentation&#034;<\/span><br \/>\n    <span class=\"token punctuation\">}<\/span><br \/>\n  <span class=\"token punctuation\">]<\/span><br \/>\n<span class=\"token punctuation\">}<\/span><\/p>\n<p>\u4e09\u4e2a\u793a\u4f8b\u6559\u4f1a\u4e86 Claude&#xff1a;<\/p>\n<ul>\n<li>\u683c\u5f0f\u89c4\u8303&#xff1a;\u65e5\u671f\u7528 YYYY-MM-DD&#xff0c;\u7528\u6237 ID \u7528 USR-XXXXX&#xff0c;\u6807\u7b7e\u7528\u77ed\u6a2a\u7ebf\u547d\u540d<\/li>\n<li>\u5d4c\u5957\u7ed3\u6784&#xff1a;reporter \u91cc\u9762\u6709 contact&#xff0c;\u600e\u4e48\u6784\u5efa<\/li>\n<li>\u53c2\u6570\u5173\u8054&#xff1a;\n<ul>\n<li>critical \u7ea7\u522b\u7684 bug \u2192 \u5b8c\u6574\u8054\u7cfb\u4fe1\u606f &#043; \u4e25\u683c SLA<\/li>\n<li>feature-request \u2192 \u6709\u63d0\u4ea4\u8005&#xff0c;\u4f46\u4e0d\u9700\u8981\u8054\u7cfb\u4fe1\u606f\u548c\u5347\u7ea7\u673a\u5236<\/li>\n<li>\u5185\u90e8\u4efb\u52a1 \u2192 \u53ea\u586b\u6807\u9898\u5c31\u591f\u4e86<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<p>\u5185\u90e8\u6d4b\u8bd5\u663e\u793a&#xff0c;\u590d\u6742\u53c2\u6570\u5904\u7406\u7684\u51c6\u786e\u7387\u4ece 72% \u63d0\u5347\u5230 90%\u3002<\/p>\n<hr 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