{"id":25,"date":"2026-06-09T10:26:23","date_gmt":"2026-06-09T02:26:23","guid":{"rendered":"http:\/\/tantan.ink\/?p=25"},"modified":"2026-06-09T10:26:23","modified_gmt":"2026-06-09T02:26:23","slug":"hf-cli-for-agents-2026","status":"publish","type":"post","link":"https:\/\/www.tantan.ink\/index.php\/2026\/06\/09\/hf-cli-for-agents-2026\/","title":{"rendered":"Hugging Face \u63a8\u51fa Agent \u4f18\u5316\u7684 hf CLI\uff1aCLI \u5de5\u5177\u5168\u9762\u91cd\u6784\uff0ctoken \u6d88\u8017\u964d\u4f4e 6 \u500d"},"content":{"rendered":"<h2>\u53d1\u751f\u4e86\u4ec0\u4e48\uff1f<\/h2>\n<p>Hugging Face \u5728 6 \u6708 4 \u65e5\u53d1\u5e03\u4e86\u4e00\u7bc7\u5f88\u6709\u610f\u601d\u7684\u535a\u6587\uff1a\u4ed6\u4eec\u628a\u5b98\u65b9\u7684 <code>hf<\/code> \u547d\u4ee4\u884c\u5de5\u5177\u5f7b\u5e95\u91cd\u6784\u4e86\uff0c\u76ee\u6807\u662f\u8ba9<strong>\u7f16\u7a0b\u4ee3\u7406\uff08coding agent\uff09<\/strong>\u7528\u8d77\u6765\u66f4\u987a\u624b\u3002<\/p>\n<p>\u5177\u4f53\u6765\u8bf4\u2014\u2014Claude Code\u3001Codex\u3001Cursor \u8fd9\u7c7b AI \u7f16\u7a0b\u5de5\u5177\u73b0\u5728\u5df2\u7ecf\u6210\u4e86 Hugging Face Hub \u7684\u91cd\u8981\u7528\u6237\u3002\u5b98\u65b9\u7edf\u8ba1\u663e\u793a\uff0c\u4ec5 2026 \u5e74 4 \u6708\u81f3\u4eca\uff0cClaude Code \u8d21\u732e\u4e86\u7ea6 40k \u72ec\u7acb\u7528\u6237\u548c 49M \u6b21\u8bf7\u6c42\uff0cCodex \u7d27\u968f\u5176\u540e\uff0835k \u7528\u6237\u300136M \u8bf7\u6c42\uff09\u3002\u9762\u5bf9\u8fd9\u4e48\u5927\u7684 agent \u6d41\u91cf\uff0c\u539f\u6765\u7684 CLI \u8bbe\u8ba1\u504f\u4eba\u7c7b\u89c6\u89d2\uff0cagent \u7528\u8d77\u6765\u5404\u79cd\u522b\u626d\u3002<\/p>\n<p>\u6240\u4ee5 Hugging Face \u505a\u4e86\u4e00\u4ef6\u633a\u806a\u660e\u7684\u4e8b\uff1a\u8ba9\u540c\u4e00\u4e2a <code>hf<\/code> \u547d\u4ee4\u80fd\u81ea\u52a8\u8bc6\u522b\u300c\u8c01\u5728\u7528\u300d\uff0c\u7136\u540e\u8f93\u51fa\u4e0d\u540c\u7684\u683c\u5f0f\u3002<\/p>\n<h2>\u81ea\u52a8\u5207\u6362\u8f93\u51fa\u6a21\u5f0f\uff1a\u4eba\u548c agent \u5404\u53d6\u6240\u9700<\/h2>\n<p>\u8fd9\u662f\u6700\u6838\u5fc3\u7684\u53d8\u5316\u3002<\/p>\n<p>\u4f60\uff08\u4eba\u7c7b\uff09\u5728\u7ec8\u7aef\u91cc\u6572 <code>hf models ls --author Qwen --sort downloads --limit 3<\/code>\uff0c\u770b\u5230\u7684\u662f\u6f02\u4eae\u7684\u8868\u683c\u3001\u989c\u8272\u6807\u8bc6\u3001\u5bf9\u9f50\u6392\u7248\u2014\u2014\u6570\u636e\u592a\u957f\u8fd8\u4f1a\u88ab\u88c1\u6389\u4ee5\u9002\u5e94\u5c4f\u5e55\u5bbd\u5ea6\uff0c\u5e95\u90e8\u8fd8\u8d34\u5fc3\u5730\u63d0\u793a\u300c\u7528 <code>--no-truncate<\/code> \u6216 <code>--format json<\/code> \u770b\u5b8c\u6574\u6570\u636e\u300d\u3002<\/p>\n<p>\u4f46\u5982\u679c\u662f agent \u5728\u8c03\u7528\u540c\u4e00\u4e2a\u547d\u4ee4\uff0c\u8f93\u51fa\u5c31\u5b8c\u5168\u53d8\u4e86\u6837\uff1a<\/p>\n<ul>\n<li>\u6ca1\u6709 ANSI \u989c\u8272\u8f6c\u4e49\u7801<\/li>\n<li>\u4e0d\u505a\u4efb\u4f55\u622a\u65ad\uff0c\u6bcf\u4e2a\u5b57\u6bb5\u90fd\u662f\u5b8c\u6574\u503c<\/li>\n<li>\u65f6\u95f4\u6233\u7528 ISO 8601 \u683c\u5f0f<\/li>\n<li>\u6807\u7b7e\u7528 Python \u5217\u8868\u539f\u6837\u8f93\u51fa<\/li>\n<li>\u683c\u5f0f\u4ece\u8868\u683c\u53d8\u4e3a TSV\uff0c\u65b9\u4fbf agent \u9010\u884c parse<\/li>\n<\/ul>\n<p>\u600e\u4e48\u8bc6\u522b\u7684\uff1f<code>hf<\/code> \u4f1a\u8bfb\u53d6\u73af\u5883\u53d8\u91cf\u3002Claude Code \u8bbe <code>CLAUDECODE<\/code> \/ <code>CLAUDE_CODE<\/code>\uff0cCodex \u8bbe <code>CODEX_SANDBOX<\/code>\uff0cCursor \u4e5f\u6709\u81ea\u5df1\u7684\u6807\u8bc6\u3002\u8fd8\u6709\u4e00\u4e2a\u901a\u7528\u7684 <code>AI_AGENT<\/code> \u53d8\u91cf\u515c\u5e95\u3002<\/p>\n<p>\u8fd9\u79cd\u8bbe\u8ba1\u601d\u8def\u633a\u503c\u5f97\u5b66\u4e60\u7684\u2014\u2014<strong>\u540c\u4e00\u5957 API\uff0c\u6839\u636e\u8c03\u7528\u65b9\u81ea\u52a8\u8c03\u6574\u6e32\u67d3\u7b56\u7565<\/strong>\u3002\u4e0d\u9700\u8981\u7528\u6237\u64cd\u5fc3\u4f20\u4ec0\u4e48\u989d\u5916\u53c2\u6570\uff0c\u4e5f\u4e0d\u9700\u8981 agent \u5f00\u53d1\u8005\u505a\u4efb\u4f55\u9002\u914d\u3002<\/p>\n<p style=\"text-align:center;\"><img decoding=\"async\" class=\"alignnone size-full\" src=\"http:\/\/tantan.ink\/wp-content\/uploads\/2026\/06\/hf-cli-agent-mode-flow.svg\" alt=\"hf CLI Agent \u6a21\u5f0f\u81ea\u52a8\u68c0\u6d4b\u4e0e\u8f93\u51fa\u5207\u6362\u6d41\u7a0b\" width=\"800\" \/><br \/><em>hf CLI \u81ea\u52a8\u68c0\u6d4b\u4eba\u7c7b\u7ec8\u7aef vs AI Agent \u73af\u5883\uff0c\u8f93\u51fa\u4e0d\u540c\u683c\u5f0f\uff08\u6765\u6e90\uff1aHugging Face Blog\uff09<\/em><\/p>\n<h2>\u51e0\u4e2a\u4f53\u8d34\u7684\u5c0f\u8bbe\u8ba1<\/h2>\n<h3>\u4e0b\u4e00\u6b65\u63d0\u793a<\/h3>\n<p>\u5f88\u591a CLI \u547d\u4ee4\u4e0d\u662f\u5b64\u7acb\u6267\u884c\u7684\u2014\u2014\u4f60\u5efa\u4e86\u4e00\u4e2a repo\uff0c\u4e0b\u4e00\u6b65\u5927\u6982\u7387\u8981\u4e0a\u4f20\u6587\u4ef6\u3002<code>hf<\/code> \u73b0\u5728\u4f1a\u5728\u547d\u4ee4\u8f93\u51fa\u7684\u672b\u5c3e\u9644\u52a0\u4e00\u4e2a Hint \u63d0\u793a\uff0c\u7cbe\u786e\u544a\u8bc9\u4f60\u4e0b\u4e00\u6b65\u8be5\u6267\u884c\u4ec0\u4e48\u547d\u4ee4\u3001\u7528\u4ec0\u4e48\u53c2\u6570\uff1a<\/p>\n<pre>\n$ hf jobs run --detach python:3.12 python train.py\n\u2713 Job started\n  id: 6f3a1c2e9b\n  url: https:\/\/huggingface.co\/jobs\/celinah\/6f3a1c2e9b\nHint: Use `hf jobs logs 6f3a1c2e9b` to fetch the logs.\n<\/pre>\n<p>\u5bf9 agent \u6765\u8bf4\u8fd9\u5f88\u91cd\u8981\u2014\u2014\u6709\u4e86\u7cbe\u786e\u7684\u4e0b\u4e00\u6b65\u6307\u4ee4\uff0c\u5c31\u4e0d\u7528\u81ea\u5df1\u53bb\u731c API \u8def\u5f84\u548c\u53c2\u6570\u4e86\u3002Hint \u548c\u9519\u8bef\u63d0\u793a\u90fd\u8f93\u51fa\u5230 stderr\uff0c\u4e0d\u4f1a\u6c61\u67d3 stdout \u7684\u4e3b\u8981\u6570\u636e\u6d41\u3002<\/p>\n<h3>\u5b89\u5168\u91cd\u8bd5<\/h3>\n<p>Agent \u7ecf\u5e38\u56e0\u4e3a\u8d85\u65f6\u6216\u4e0a\u4e0b\u6587\u4e22\u5931\u800c\u91cd\u8bd5\u547d\u4ee4\u3002<code>hf<\/code> \u5728\u8fd9\u65b9\u9762\u505a\u4e86\u5e42\u7b49\u8bbe\u8ba1\uff1a<\/p>\n<ul>\n<li><code>hf repos create --exist-ok<\/code> \u2014 repo \u5df2\u5b58\u5728\u5c31\u76f4\u63a5\u8fd4\u56de\u6210\u529f<\/li>\n<li>\u91cd\u65b0\u4e0a\u4f20\u6587\u4ef6\u4e5f\u662f\u5e72\u51c0\u5730\u63d0\u4ea4\u65b0\u7248\u672c<\/li>\n<li>\u6240\u6709\u5199\u64cd\u4f5c\u90fd\u652f\u6301 <code>--dry-run<\/code> \u5148\u9884\u89c8<\/li>\n<\/ul>\n<pre>\n$ hf repos delete my-org\/old-model\nError: You are about to permanently delete model 'my-org\/old-model'. Proceed? Use --yes to skip confirmation.\n<\/pre>\n<p>Agent \u6a21\u5f0f\u4e0b\u7684\u7834\u574f\u6027\u64cd\u4f5c\u76f4\u63a5 fail fast \u5e76\u7ed9\u51fa\u4fee\u590d\u6307\u4ee4\u2014\u2014\u4e0d\u4f1a\u505c\u5728\u4ea4\u4e92\u5f0f\u786e\u8ba4\u754c\u9762\u7b49\u7528\u6237\u6309\u952e\u3002<\/p>\n<h3>\u547d\u4ee4\u6811\u4e00\u81f4\u6027<\/h3>\n<p>\u5168\u90e8\u662f <code>resource + verb<\/code> \u7ed3\u6784\uff1a<code>hf models ls<\/code>\u3001<code>hf repos create<\/code>\u3001<code>hf jobs ps<\/code>\u3001<code>hf collections delete<\/code>\u3002\u540c\u4e49\u8bcd\u4e5f\u652f\u6301\uff08<code>list<\/code> \/ <code>ls<\/code>\u3001<code>remove<\/code> \/ <code>rm<\/code>\uff09\u3002\u6bcf\u4e2a <code>--help<\/code> \u672b\u5c3e\u90fd\u5e26\u771f\u5b9e\u53ef\u590d\u5236\u7684\u793a\u4f8b\u3002<\/p>\n<h2>\u57fa\u51c6\u6d4b\u8bd5\uff1aagent \u7528 CLI \u6bd4\u624b\u5199 curl \u7701 2-6 \u500d token<\/h2>\n<p style=\"text-align:center;\"><img decoding=\"async\" class=\"alignnone size-full\" src=\"http:\/\/tantan.ink\/wp-content\/uploads\/2026\/06\/hf-cli-benchmark-comparison.svg\" alt=\"hf CLI vs curl\/Python SDK Agent \u57fa\u51c6\u6d4b\u8bd5\u5bf9\u6bd4\" width=\"800\" \/><br \/><em>hf CLI \u5728\u4efb\u52a1\u6210\u529f\u7387\u548c token \u6548\u7387\u4e0a\u5168\u9762\u4f18\u4e8e curl\/SDK\uff08\u6570\u636e\u6765\u6e90\uff1aHugging Face Blog\uff09<\/em><\/p>\n<p>Hugging Face \u505a\u4e86\u76f8\u5f53\u624e\u5b9e\u7684 Benchmark\u3002<\/p>\n<p>\u4ed6\u4eec\u5b9a\u4e49\u4e86 18 \u4e2a\u5178\u578b Hub \u64cd\u4f5c\u4efb\u52a1\uff08\u4e0d\u662f\u300c\u4e0b\u8f7d\u4e00\u4e2a\u6587\u4ef6\u300d\u8fd9\u79cd trivial \u4efb\u52a1\uff0c\u800c\u662f\u300c\u6574\u7406\u67d0\u7ec4\u7ec7\u7684 trending \u6a21\u578b\u300d\u300c\u8de8\u4ed3\u5e93\u590d\u5236\u6587\u4ef6\u300d\u300c\u521b\u5efa\u5e26\u5206\u652f\u548c\u6807\u7b7e\u7684 repo\u300d\u300c\u540c\u6b65\u5e76\u6e05\u7406 bucket\u300d\u8fd9\u7c7b\u771f\u5b9e\u573a\u666f\uff09\uff0c\u6bcf\u4e2a\u4efb\u52a1\u5728 Claude Code (Sonnet 4.6) \u548c Codex (GPT-5.5) \u4e0a\u5404\u8dd1 10 \u6b21\uff0c\u7136\u540e\u518d\u53bb\u67e5\u8be2 Hub \u771f\u5b9e\u72b6\u6001\u6765\u9a8c\u8bc1\u2014\u2014\u4e0d\u4fe1\u4efb agent \u7684 &#8220;TASK_COMPLETE&#8221; \u81ea\u62a5\u544a\u3002<\/p>\n<p>\u7ed3\u679c\uff1a<\/p>\n<table>\n<tr>\n<th>\u7ef4\u5ea6<\/th>\n<th><code>hf<\/code> CLI<\/th>\n<th>curl \/ Python SDK<\/th>\n<\/tr>\n<tr>\n<td>Claude Code \u6210\u529f\u7387<\/td>\n<td><strong>94%<\/strong><\/td>\n<td>84%<\/td>\n<\/tr>\n<tr>\n<td>Codex \u6210\u529f\u7387<\/td>\n<td><strong>93%<\/strong><\/td>\n<td>92%<\/td>\n<\/tr>\n<tr>\n<td>Claude Code \u81ea\u62a5\u544a\u9519\u8bef\u6570<\/td>\n<td><strong>2 \/ 163<\/strong><\/td>\n<td>11 \/ 163<\/td>\n<\/tr>\n<tr>\n<td>Codex \u81ea\u62a5\u544a\u9519\u8bef\u6570<\/td>\n<td><strong>3 \/ 163<\/strong><\/td>\n<td>10 \/ 163<\/td>\n<\/tr>\n<tr>\n<td>\u591a\u6b65\u9aa4\u4efb\u52a1 token \u6d88\u8017<\/td>\n<td>baseline<\/td>\n<td><strong>2\u00d7 ~ 6\u00d7<\/strong><\/td>\n<\/tr>\n<\/table>\n<p style=\"text-align:center;\"><img decoding=\"async\" class=\"alignnone size-full\" src=\"http:\/\/tantan.ink\/wp-content\/uploads\/2026\/06\/hf-agent-success-chart.png\" alt=\"hf CLI vs curl\/SDK \u4efb\u52a1\u6210\u529f\u7387\u5bf9\u6bd4\" width=\"800\" \/><br \/><em>Claude Code \u4e0a hf CLI \u6210\u529f\u7387 94%\uff0ccurl\/SDK \u4ec5 84%\uff08\u6765\u6e90\uff1aHugging Face Blog\uff09<\/em><\/p>\n<p style=\"text-align:center;\"><img decoding=\"async\" class=\"alignnone size-full\" src=\"http:\/\/tantan.ink\/wp-content\/uploads\/2026\/06\/hf-agent-tokens-chart.png\" alt=\"\u591a\u6b65\u9aa4\u4efb\u52a1 token \u6d88\u8017\u6bd4\u503c\u5bf9\u6bd4\" width=\"800\" \/><br \/><em>\u591a\u6b65\u9aa4\u4efb\u52a1\u4e2d curl\/SDK \u7684 token \u6d88\u8017\u662f hf CLI \u7684 2-6 \u500d\uff08\u6765\u6e90\uff1aHugging Face Blog\uff09<\/em><\/p>\n<p>\u6570\u636e\u5f88\u6e05\u695a\u3002\u7b80\u5355\u8bfb\u53d6\u64cd\u4f5c\uff08\u67e5\u6570\u636e\u884c\u6570\u3001\u6279\u91cf\u83b7\u53d6\u6a21\u578b\u4fe1\u606f\uff09\u7528 curl \u548c CLI \u533a\u522b\u4e0d\u5927\uff0c\u751a\u81f3\u6709\u65f6 curl \u66f4\u8f7b\u91cf\u3002\u4f46\u4e00\u65e6\u6d89\u53ca\u591a\u6b65\u9aa4\u64cd\u4f5c\u2014\u2014\u5efa bucket + \u540c\u6b65 + \u6e05\u7406 6\u00d7\u3001\u6309\u7ec4\u7ec7\u6392\u5e8f trending \u6a21\u578b 4.1\u00d7\u3001\u5efa repo + \u5206\u652f + \u6807\u7b7e 2.4\u00d7\u2014\u2014\u624b\u5199 REST \u8c03\u7528\u94fe\u7684\u4ee3\u4ef7\u5c31\u66b4\u9732\u65e0\u9057\u4e86\u3002<strong><code>hf<\/code> CLI \u628a\u4e00\u6574\u4e32 REST \u8c03\u7528\u538b\u7f29\u6210\u51e0\u6761\u9ad8\u5c42\u547d\u4ee4\u3002<\/strong> \u8fd9\u79cd\u5dee\u8ddd\u5728 LLM \u4e0a\u4e0b\u6587\u7a97\u53e3\u5b9d\u8d35\u3001token \u8981\u94b1\u7684\u80cc\u666f\u4e0b\u5c24\u5176\u663e\u8457\u3002<\/p>\n<p>\u8bf4\u5b9e\u8bdd\uff0c\u6211\u4e2a\u4eba\u7684\u53cd\u5e94\u662f\uff1a\u8fd9\u4e2a benchmark \u7684\u8bbe\u8ba1\u8d28\u91cf\u548c\u900f\u660e\u5ea6\u503c\u5f97\u70b9\u4e2a\u8d5e\u300218 \u4e2a\u4efb\u52a1 \u00d7 3 \u79cd\u5de5\u5177 \u00d7 10 \u6b21\u91cd\u590d \u00d7 2 \u4e2a agent = \u7ea6 1000 \u6b21\u8bc4\u5206\u8fd0\u884c\uff0c\u6bcf\u6b21\u90fd\u9760\u9a8c\u8bc1 Hub \u771f\u5b9e\u72b6\u6001\u800c\u4e0d\u662f\u76f8\u4fe1 agent \u7684\u81ea\u6211\u62a5\u544a\u3002\u6d4b\u8bd5\u4ee3\u7801\u4e5f\u516c\u5f00\u4e86\u3002<\/p>\n<h2>\u5185\u7f6e skill \u673a\u5236\uff1a\u8ba9 agent \u5c11\u731c 30% \u7684\u6307\u4ee4<\/h2>\n<p><code>hf<\/code> \u8fd8\u81ea\u5e26\u4e00\u4e2a skill\uff08\u6280\u80fd\u6587\u4ef6\uff09\u2014\u2014\u81ea\u52a8\u4ece <code>hf<\/code> \u547d\u4ee4\u6811\u751f\u6210\u7684\u7d27\u51d1\u53c2\u8003\u6587\u6863\uff0c\u6bcf\u4e2a\u547d\u4ee4\u4e00\u884c\uff08\u7b7e\u540d + \u4e00\u53e5\u8bdd\u63cf\u8ff0 + \u5173\u952e flags\uff09\uff0c\u6309\u8d44\u6e90\u5206\u7ec4\u3002\u8fd0\u884c <code>hf skills preview<\/code> \u5373\u53ef\u67e5\u770b\u3002<\/p>\n<p>\u5b89\u88c5\u4e86 skill \u4e4b\u540e\uff0cagent \u5e73\u5747\u5de5\u5177\u8c03\u7528\u6b21\u6570\u4ece\u7ea6 10 \u6b21\u964d\u5230\u7ea6 7 \u6b21\uff0c\u5c11\u4e86 30%\u3002\u4e0d\u662f\u7701 token\uff08skill \u672c\u8eab\u4e5f\u8981\u5360\u4e0a\u4e0b\u6587\u957f\u5ea6\uff09\uff0c\u4f46\u7701\u4e86\u6765\u56de\u63a2\u6d4b <code>--help<\/code> \u7684\u529f\u592b\u3002<\/p>\n<p>\u5bf9\u4f7f\u7528\u672c\u5730\u6a21\u578b\u8fd0\u884c\u7684 agent \u6765\u8bf4\u8fd9\u4e2a\u529f\u80fd\u7279\u522b\u6709\u7528\u2014\u2014\u672c\u5730\u6a21\u578b\u63a8\u7406\u6210\u672c\u9ad8\uff0c\u80fd\u5c11\u51e0\u6b21\u5de5\u5177\u8c03\u7528\u5c31\u5c11\u51e0\u6b21\u3002<\/p>\n<p>\u5b89\u88c5\u65b9\u5f0f\uff1a<\/p>\n<pre>\n# Codex\u3001Cursor\u3001OpenCode\u3001Pi \u7b49\nhf skills add\n\n# \u4ee5\u4e0a + Claude Code\nhf skills add --claude\n<\/pre>\n<h2>\u503c\u5f97\u5173\u6ce8\u7684\u662f\u4ec0\u4e48\uff1f<\/h2>\n<ol>\n<li><strong>Agent \u5df2\u7ecf\u662f Hub \u7684\u771f\u5b9e\u7528\u6237\u4e86<\/strong>\u300240k Claude Code \u7528\u6237 \u00d7 49M \u8bf7\u6c42\u4e0d\u662f\u5c0f\u6570\u5b57\u3002Hugging Face \u9009\u62e9\u4e3b\u52a8\u9002\u914d agent\uff0c\u800c\u4e0d\u662f\u4fdd\u6301\u300c\u4eba\u7c7b\u4f18\u5148\u300d\u7684\u8bbe\u8ba1\u60ef\u6027\u2014\u2014\u8fd9\u4e2a\u4fe1\u53f7\u672c\u8eab\u5c31\u6709\u4e00\u5b9a\u5206\u91cf\u3002<\/li>\n<li><strong>CLI \u8bbe\u8ba1\u7406\u5ff5\u503c\u5f97\u53c2\u8003<\/strong>\u3002\u540c\u4e00\u5957\u547d\u4ee4\u3001\u4e24\u5957\u8f93\u51fa\u6e32\u67d3\u3001\u5e42\u7b49\u64cd\u4f5c\u3001\u4e0b\u4e00\u6b65\u63d0\u793a\u2014\u2014\u8fd9\u4e9b\u8bbe\u8ba1\u601d\u8def\u4e0d\u9650\u4e8e Hugging Face\uff0c\u4efb\u4f55\u9762\u5411 agent \u7684\u5de5\u5177\u90fd\u53ef\u4ee5\u501f\u9274\u3002<\/li>\n<li><strong>Skill \u673a\u5236\u7684\u601d\u8def\u6709\u610f\u601d<\/strong>\u3002\u81ea\u52a8\u751f\u6210 <code>--help<\/code> \u7684\u538b\u7f29\u6458\u8981\u4f5c\u4e3a agent \u53ef\u4ee5\u52a0\u8f7d\u7684\u53c2\u8003\u6587\u6863\uff0c\u5176\u5b9e\u89e3\u7b54\u4e86\u300c\u600e\u4e48\u8ba9 agent \u77e5\u9053\u6211\u7684\u5de5\u5177\u600e\u4e48\u7528\u300d\u8fd9\u4e2a\u95ee\u9898\u2014\u2014\u4e0d\u662f\u9760\u4eba\u5199\u6587\u6863\uff0c\u800c\u662f\u9760\u5de5\u5177\u81ea\u5df1\u751f\u6210 agent \u53ef\u8bfb\u7684\u5143\u6570\u636e\u3002<\/li>\n<\/ol>\n<h2>\u6ce8\u610f<\/h2>\n<p>\u6211\u4e0d\u592a\u786e\u5b9a <code>hf<\/code> \u5728\u975e IDE \u73af\u5883\u4e2d\u662f\u5426\u80fd\u6b63\u786e\u8bc6\u522b agent \u6a21\u5f0f\u2014\u2014\u5982\u679c\u4f60\u7528 Codex CLI \u6216\u8005 Cursor headless \u6a21\u5f0f\uff0c\u53ef\u80fd\u9700\u8981\u68c0\u67e5\u4e00\u4e0b\u662f\u5426\u8bbe\u4e86\u5bf9\u5e94\u7684\u73af\u5883\u53d8\u91cf\u3002\u5177\u4f53\u7684\u8bc6\u522b\u89c4\u5219\u6587\u6863\u91cc\u5217\u5f97\u4e0d\u5b8c\u6574\uff0c\u5efa\u8bae\u8dd1\u4e00\u4e0b <code>hf --version<\/code> \u786e\u8ba4\u7248\u672c\u4e0d\u4f4e\u4e8e 1.9.0\uff0c\u7136\u540e\u7528 <code>AI_AGENT=1<\/code> \u73af\u5883\u53d8\u91cf\u8dd1\u4e2a\u7b80\u5355\u547d\u4ee4\u6d4b\u4e00\u4e0b\u8f93\u51fa\u3002<\/p>\n<h2>\u60f3\u8bd5\u8bd5\uff1f<\/h2>\n<p>\u5982\u679c\u4f60\u5df2\u7ecf\u5728\u7528 Hugging Face Hub\uff0c\u88c5\u4e00\u4e2a <code>hf<\/code> \u6ca1\u4ec0\u4e48\u574f\u5904\uff1a<\/p>\n<pre>\ncurl -LsSf https:\/\/hf.co\/cli\/install.sh | bash\n<\/pre>\n<p>\u7136\u540e\u767b\u5f55\uff1a<\/p>\n<pre>\nhf auth login\n<\/pre>\n<p>\u6700\u540e\u88c5\u4e2a skill\uff0c\u8ba9\u4f60\u7684 agent \u81ea\u5df1\u77e5\u9053\u600e\u4e48\u7528\uff1a<\/p>\n<pre>\nhf skills add\n<\/pre>\n<p>\u4e0b\u6b21\u8ba9 agent \u53bb Hub \u4e0a\u627e\u4e2a\u6a21\u578b\u6216\u8005\u4e0a\u4f20\u4e2a\u6587\u4ef6\uff0c\u5b83\u5e94\u8be5\u80fd\u81ea\u5df1\u641e\u5b9a\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Hugging Face \u5728 6 \u6708 4 \u65e5\u53d1\u5e03\u535a\u6587\uff0c\u5c06\u5b98\u65b9 hf CLI \u91cd\u6784\u4e3a\u540c\u65f6\u9762\u5411\u4eba\u7c7b\u548c AI \u7f16\u7a0b\u4ee3\u7406\u7684\u547d\u4ee4\u884c\u5de5\u5177\uff0c\u5173\u952e\u6570\u636e\uff1aagent \u81ea\u52a8\u8bc6\u522b\u3001token \u6548\u7387\u63d0\u5347 2-6 \u500d\u3001\u5185\u7f6e skill \u673a\u5236\u3002<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[],"tags":[],"class_list":["post-25","post","type-post","status-publish","format-standard","hentry"],"_links":{"self":[{"href":"https:\/\/www.tantan.ink\/index.php\/wp-json\/wp\/v2\/posts\/25","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.tantan.ink\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.tantan.ink\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.tantan.ink\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.tantan.ink\/index.php\/wp-json\/wp\/v2\/comments?post=25"}],"version-history":[{"count":0,"href":"https:\/\/www.tantan.ink\/index.php\/wp-json\/wp\/v2\/posts\/25\/revisions"}],"wp:attachment":[{"href":"https:\/\/www.tantan.ink\/index.php\/wp-json\/wp\/v2\/media?parent=25"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.tantan.ink\/index.php\/wp-json\/wp\/v2\/categories?post=25"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.tantan.ink\/index.php\/wp-json\/wp\/v2\/tags?post=25"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}