{"id":1306,"date":"2026-07-05T21:43:07","date_gmt":"2026-07-05T13:43:07","guid":{"rendered":"https:\/\/khsci.com\/khQuant\/khquant-skill\/"},"modified":"2026-07-05T21:43:07","modified_gmt":"2026-07-05T13:43:07","slug":"khquant-skill","status":"publish","type":"page","link":"https:\/\/khsci.com\/khQuant\/khquant-skill\/","title":{"rendered":"khQuant Skill \u4f7f\u7528\u624b\u518c"},"content":{"rendered":"<style>\n.khq-skill-manual{max-width:920px;margin:0 auto;padding:8px 0 32px;line-height:1.82;font-size:16px;color:#243042;}\n.khq-skill-manual h1{font-size:2.05rem;line-height:1.25;margin:0 0 18px;color:#10213f;}\n.khq-skill-manual h2{font-size:1.45rem;margin:38px 0 14px;padding-top:8px;color:#12345f;border-top:1px solid #e7edf5;}\n.khq-skill-manual h3{font-size:1.16rem;margin:24px 0 10px;color:#163b68;}\n.khq-skill-manual blockquote{margin:18px 0;padding:14px 18px;border-left:4px solid #1e88e5;background:#f4f9ff;color:#36506f;border-radius:0 10px 10px 0;}\n.khq-skill-manual code{background:#f3f6fa;border:1px solid #e6edf5;border-radius:5px;padding:.12em .36em;font-size:.92em;}\n.khq-skill-manual pre{background:#0f172a;color:#e5edf7;border-radius:12px;padding:16px;overflow:auto;line-height:1.65;border:1px solid #24324a;}\n.khq-skill-manual pre code{background:transparent;border:0;color:inherit;padding:0;font-size:.93em;}\n.khq-skill-manual table{width:100%;border-collapse:collapse;margin:16px 0 22px;font-size:.96em;display:block;overflow-x:auto;}\n.khq-skill-manual th,.khq-skill-manual td{border:1px solid #e2e8f0;padding:10px 12px;vertical-align:top;}\n.khq-skill-manual th{background:#f7fafc;color:#173b63;font-weight:600;}\n.khq-skill-manual a{color:#1167b1;text-decoration:none;border-bottom:1px solid rgba(17,103,177,.25);}\n.khq-skill-manual a:hover{border-bottom-color:rgba(17,103,177,.8);}\n@media (max-width: 768px){.khq-skill-manual{font-size:15px;padding:0 2px 24px}.khq-skill-manual h1{font-size:1.65rem}.khq-skill-manual h2{font-size:1.28rem}.khq-skill-manual pre{padding:13px;border-radius:10px}}\n<\/style>\n<div class=\"khq-skill-manual\">\n<h1 id=\"khquant-skill\">khQuant Skill \u4f7f\u7528\u624b\u518c<\/h1>\n<blockquote><p>\n\u672c\u6587\u9762\u5411\u5e0c\u671b\u5728 Claude Code\u3001Cursor \u7b49 AI \u7f16\u7a0b\u5de5\u5177\u4e2d\u4f7f\u7528\u770b\u6d77\u91cf\u5316\u56de\u6d4b\u5e73\u53f0\u7684\u7528\u6237\u3002<br \/>\nkhQuant Skill \u7684\u4f5c\u7528\uff0c\u662f\u8ba9 AI \u66f4\u61c2 <code>kh<\/code> \u547d\u4ee4\u3001\u7b56\u7565\u6587\u4ef6\u3001<code>.kh<\/code> \u914d\u7f6e\u3001\u6570\u636e\u7ba1\u7406\u3001\u56de\u6d4b\u6267\u884c\u548c\u7ed3\u679c\u5206\u6790\uff0c\u4ece\u800c\u628a\u81ea\u7136\u8bed\u8a00\u9700\u6c42\u66f4\u7a33\u5b9a\u5730\u8f6c\u6210\u53ef\u6267\u884c\u7684\u91cf\u5316\u7814\u7a76\u6d41\u7a0b\u3002\n<\/p><\/blockquote>\n<p>\u4ed3\u5e93\u5730\u5740\uff1a<br \/>\n<a href=\"https:\/\/github.com\/khscience\/khquant-skill\" rel=\"noopener\" target=\"_blank\">https:\/\/github.com\/khscience\/khquant-skill<\/a><\/p>\n<h2 id=\"khquant-skill_1\">\u4e00\u3001khQuant Skill \u662f\u4ec0\u4e48<\/h2>\n<p>khQuant Skill \u662f\u4e00\u4efd\u4e3a\u770b\u6d77\u91cf\u5316\u56de\u6d4b\u5e73\u53f0\u51c6\u5907\u7684 AI \u6280\u80fd\u5305\u3002\u5b83\u4e0d\u662f\u4e00\u4e2a\u65b0\u7684\u56de\u6d4b\u7a0b\u5e8f\uff0c\u4e5f\u4e0d\u662f\u72ec\u7acb\u8fd0\u884c\u7684\u8f6f\u4ef6\uff0c\u800c\u662f\u4e00\u7ec4\u7ed9 AI \u7f16\u7a0b\u5de5\u5177\u8bfb\u53d6\u7684\u8bf4\u660e\u6587\u4ef6\u3002<br \/>\n\u5b89\u88c5\u540e\uff0c\u5f53\u4f60\u5728 Claude Code \u6216 Cursor \u4e2d\u63d0\u51fa\u7c7b\u4f3c\u4e0b\u9762\u7684\u95ee\u9898\u65f6\uff0cAI \u53ef\u4ee5\u6309 khQuant \u7684\u771f\u5b9e\u7528\u6cd5\u6765\u56de\u7b54\u548c\u64cd\u4f5c\uff1a<\/p>\n<pre class=\"khq-skill-code\"><code class=\"language-text\">\/khQuant \u5e2e\u6211\u521b\u5efa\u4e00\u4e2a\u53cc\u5747\u7ebf\u7b56\u7565\n\/khQuant \u4e0b\u8f7d\u6caa\u6df1300\u65e5\u7ebf\u6570\u636e\n\/khQuant \u89e3\u91ca\u4e00\u4e0b kh run \u7684\u53c2\u6570\n\/khQuant \u5e2e\u6211\u5199\u4e00\u4e2a MACD \u7b56\u7565\u548c\u5bf9\u5e94\u7684 .kh \u914d\u7f6e\u6587\u4ef6\n\/khQuant \u6211\u7684\u56de\u6d4b\u7ed3\u679c\u600e\u4e48\u770b\uff1f\n<\/code><\/pre>\n<p>\u5b83\u4e3b\u8981\u89e3\u51b3\u4e09\u4e2a\u95ee\u9898\uff1a<\/p>\n<ol>\n<li>\n<strong>\u51cf\u5c11 AI \u80e1\u7f16 API \u7684\u6982\u7387<\/strong><br \/>\n   Skill \u4e2d\u6574\u7406\u4e86 khQuant \u7684\u547d\u4ee4\u3001\u7b56\u7565\u56de\u8c03\u51fd\u6570\u3001\u5e38\u7528 API\u3001<code>.kh<\/code> \u914d\u7f6e\u7ed3\u6784\u548c\u6392\u9519\u65b9\u6cd5\uff0cAI \u4e0d\u9700\u8981\u51ed\u7a7a\u731c\u3002\n<\/li>\n<li>\n<strong>\u6309\u9700\u52a0\u8f7d\u77e5\u8bc6\uff0c\u800c\u4e0d\u662f\u4e00\u6b21\u585e\u6ee1\u4e0a\u4e0b\u6587<\/strong><br \/>\n   \u666e\u901a\u957f\u63d0\u793a\u8bcd\u901a\u5e38\u9700\u8981\u6bcf\u6b21\u91cd\u65b0\u590d\u5236\uff0c\u6210\u672c\u9ad8\u3001\u4e5f\u5bb9\u6613\u5e72\u6270\u6a21\u578b\u3002Skill \u4f1a\u5148\u52a0\u8f7d\u5165\u53e3\u8bf4\u660e\uff0c\u518d\u6839\u636e\u95ee\u9898\u8bfb\u53d6\u5bf9\u5e94\u7684\u53c2\u8003\u6587\u6863\u3002\n<\/li>\n<li>\n<strong>\u628a\u64cd\u4f5c\u8fb9\u754c\u5199\u6e05\u695a<\/strong><br \/>\n   \u67e5\u8be2\u7c7b\u547d\u4ee4\u3001\u4fee\u6539\u7c7b\u547d\u4ee4\u3001\u5371\u9669\u7c7b\u547d\u4ee4\u6709\u4e0d\u540c\u7684\u5b89\u5168\u7b49\u7ea7\u3002AI \u5728\u6267\u884c\u6d89\u53ca\u6570\u636e\u4e0b\u8f7d\u3001\u56de\u6d4b\u8fd0\u884c\u3001\u6e05\u7406\u7ed3\u679c\u7b49\u64cd\u4f5c\u524d\uff0c\u4f1a\u6309\u89c4\u5219\u63d0\u793a\u6216\u8bf7\u6c42\u786e\u8ba4\u3002\n<\/li>\n<\/ol>\n<h2 id=\"_1\">\u4e8c\u3001\u9002\u7528\u7248\u672c\u4e0e\u524d\u63d0\u6761\u4ef6<\/h2>\n<p>\u5f53\u524d\u516c\u5f00\u7248\u672c\u4fe1\u606f\uff1a<\/p>\n<ul>\n<li><strong>Skill \u7248\u672c<\/strong>\uff1av1.0.1<\/li>\n<li><strong>\u4e3b\u8981\u5339\u914d\u8f6f\u4ef6\u7248\u672c<\/strong>\uff1akhQuant v3.3.6.1<\/li>\n<li><strong>\u57fa\u7840\u517c\u5bb9\u8303\u56f4<\/strong>\uff1akhQuant v3.x<\/li>\n<li><strong>\u4e0d\u652f\u6301<\/strong>\uff1akhQuant v2<\/li>\n<\/ul>\n<p>v1.0.1 \u5df2\u8865\u5145 khQuant v3.3.6+ \u7684\u65b0\u80fd\u529b\u8bf4\u660e\uff0c\u5305\u62ec\uff1a<\/p>\n<ul>\n<li><code>performance_preset<\/code> \u4e09\u6863\u6027\u80fd\u9884\u8bbe<\/li>\n<li><code>kh run --memory-profile<\/code><\/li>\n<li><code>performance_framework_history_preload_days<\/code><\/li>\n<li><code>kh tool parquet-cache<\/code><\/li>\n<li><code>kh bridge serve\/status<\/code><\/li>\n<li><code>kh data download\/sync --source http<\/code><\/li>\n<\/ul>\n<p>\u5982\u679c\u4f60\u7684 khQuant \u7248\u672c\u4f4e\u4e8e v3.3.6\uff0cSkill \u4ecd\u53ef\u7528\u4e8e\u57fa\u7840\u914d\u7f6e\u3001\u6570\u636e\u7ba1\u7406\u3001\u7b56\u7565\u5f00\u53d1\u548c\u666e\u901a\u56de\u6d4b\uff1b\u4f46\u6d89\u53ca\u4e0a\u8ff0\u65b0\u53c2\u6570\u65f6\uff0c\u5efa\u8bae\u5148\u8fd0\u884c\uff1a<\/p>\n<pre class=\"khq-skill-code\"><code class=\"language-bash\">kh version\nkh run --help\nkh tool parquet-cache --help\nkh bridge --help\n<\/code><\/pre>\n<p>\u786e\u8ba4\u672c\u673a\u7248\u672c\u662f\u5426\u652f\u6301\u5bf9\u5e94\u547d\u4ee4\u3002<br \/>\n\u4f7f\u7528\u524d\u8bf7\u786e\u4fdd\uff1a<\/p>\n<ul>\n<li>\u5df2\u5b89\u88c5 Claude Code\u3001Cursor \u6216\u5176\u4ed6\u652f\u6301 Skill\/\u89c4\u5219\u6587\u4ef6\u7684 AI \u7f16\u7a0b\u5de5\u5177\uff1b<\/li>\n<li>\u5df2\u5b89\u88c5 khQuant v3.x\uff1b<\/li>\n<li>\u547d\u4ee4\u884c\u4e2d\u53ef\u4ee5\u6b63\u5e38\u8fd0\u884c <code>kh version<\/code>\uff1b<\/li>\n<li>Python \u7248\u672c\u4e0d\u4f4e\u4e8e 3.8\uff1b<\/li>\n<li>\u80fd\u8fd0\u884c <code>kh doctor<\/code> \u68c0\u67e5\u73af\u5883\u3002<\/li>\n<\/ul>\n<h2 id=\"_2\">\u4e09\u3001\u5b89\u88c5\u4e0e\u4f7f\u7528<\/h2>\n<h3 id=\"31-khquant-skill\">3.1 \u4e0b\u8f7d khQuant Skill<\/h3>\n<p>\u63a8\u8350\u4f7f\u7528 git clone\uff0c\u540e\u7eed\u66f4\u65b0\u6700\u65b9\u4fbf\uff1a<\/p>\n<pre class=\"khq-skill-code\"><code class=\"language-bash\">git clone https:\/\/github.com\/khscience\/khquant-skill.git\ncd khquant-skill\n<\/code><\/pre>\n<p>\u5982\u679c\u6ca1\u6709\u5b89\u88c5 Git\uff0c\u4e5f\u53ef\u4ee5\u76f4\u63a5\u4e0b\u8f7d ZIP\uff1a<\/p>\n<ol>\n<li>\u6253\u5f00 <a href=\"https:\/\/github.com\/khscience\/khquant-skill\" rel=\"noopener\" target=\"_blank\">https:\/\/github.com\/khscience\/khquant-skill<\/a><\/li>\n<li>\u70b9\u51fb\u7eff\u8272 <strong>Code<\/strong> \u6309\u94ae<\/li>\n<li>\u9009\u62e9 <strong>Download ZIP<\/strong><\/li>\n<li>\u89e3\u538b\u5230\u672c\u5730\u76ee\u5f55<\/li>\n<\/ol>\n<h3 id=\"32-agent\">3.2 \u4ea4\u7ed9 Agent \u5b89\u88c5\uff08\u63a8\u8350\uff09<\/h3>\n<p>\u65e2\u7136 Skill \u672c\u8eab\u5c31\u662f\u7ed9 AI \u7f16\u7a0b\u5de5\u5177\u7528\u7684\uff0c\u6700\u7701\u4e8b\u7684\u5b89\u88c5\u65b9\u5f0f\u4e0d\u662f\u624b\u52a8\u6572\u590d\u5236\u547d\u4ee4\uff0c\u800c\u662f\u628a\u4ed3\u5e93\u5730\u5740\u76f4\u63a5\u4ea4\u7ed9 Agent\uff0c\u8ba9\u5b83\u6839\u636e\u4f60\u7684\u7cfb\u7edf\u73af\u5883\u5b89\u88c5\u3002<br \/>\n\u4f60\u53ef\u4ee5\u5728 Claude Code\u3001Cursor \u6216\u5176\u4ed6\u652f\u6301\u6587\u4ef6\u64cd\u4f5c\u7684 Agent \u91cc\u8f93\u5165\uff1a<\/p>\n<pre class=\"khq-skill-code\"><code class=\"language-text\">\u8bf7\u5e2e\u6211\u5b89\u88c5 khQuant Skill\u3002\n\u4ed3\u5e93\u5730\u5740\u662f\uff1ahttps:\/\/github.com\/khscience\/khquant-skill.git\n\n\u5982\u679c\u5f53\u524d\u73af\u5883\u662f Claude Code\uff0c\u8bf7\u628a\u4ed3\u5e93\u91cc\u7684 skills\/khquant \u76ee\u5f55\u5b89\u88c5\u5230\u6211\u7684 Claude Code \u5168\u5c40 skills \u76ee\u5f55\uff1b\n\u5982\u679c\u5f53\u524d\u73af\u5883\u662f Cursor\uff0c\u8bf7\u5b89\u88c5\u5230 Cursor \u7684 skills \u76ee\u5f55\u3002\n\u5b89\u88c5\u5b8c\u6210\u540e\uff0c\u8bf7\u544a\u8bc9\u6211\u662f\u5426\u9700\u8981\u91cd\u542f\u5ba2\u6237\u7aef\u3002\n<\/code><\/pre>\n<p>Agent \u901a\u5e38\u4f1a\u81ea\u52a8\u5b8c\u6210\u8fd9\u4e9b\u6b65\u9aa4\uff1a<\/p>\n<ol>\n<li>\u68c0\u67e5\u672c\u673a\u662f\u5426\u5b89\u88c5\u4e86 git\uff1b<\/li>\n<li>clone \u6216\u66f4\u65b0 <code>khquant-skill<\/code> \u4ed3\u5e93\uff1b<\/li>\n<li>\u5224\u65ad\u5f53\u524d\u7cfb\u7edf\u662f Windows\u3001macOS \u8fd8\u662f Linux\uff1b<\/li>\n<li>\u628a <code>skills\/khquant<\/code> \u590d\u5236\u5230\u5bf9\u5e94\u7684 Skill \u76ee\u5f55\uff1b<\/li>\n<li>\u63d0\u9192\u4f60\u91cd\u542f Claude Code \u6216 Cursor\u3002<\/li>\n<\/ol>\n<p>\u5e38\u89c1\u76ee\u6807\u76ee\u5f55\u5982\u4e0b\uff0c\u4f9b\u4f60\u68c0\u67e5\uff1a<\/p>\n<table class=\"khq-skill-table\">\n<thead>\n<tr>\n<th>\u5de5\u5177<\/th>\n<th>macOS \/ Linux<\/th>\n<th>Windows<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>Claude Code<\/td>\n<td><code>~\/.claude\/skills\/khquant<\/code><\/td>\n<td><code>%USERPROFILE%\\.claude\\skills\\khquant<\/code><\/td>\n<\/tr>\n<tr>\n<td>Cursor<\/td>\n<td><code>~\/.cursor\/skills\/khquant<\/code><\/td>\n<td><code>%USERPROFILE%\\.cursor\\skills\\khquant<\/code><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u5982\u679c\u5b89\u88c5\u5931\u8d25\uff0c\u53ef\u4ee5\u628a\u62a5\u9519\u4fe1\u606f\u7ee7\u7eed\u53d1\u7ed9 Agent\uff0c\u8ba9\u5b83\u4fee\u6b63\u8def\u5f84\u3001\u6743\u9650\u6216 git \u73af\u5883\u95ee\u9898\u3002<\/p>\n<h3 id=\"33\">3.3 \u9879\u76ee\u7ea7\u5b89\u88c5\uff08\u53ef\u9009\uff09<\/h3>\n<p>\u5982\u679c\u4f60\u53ea\u60f3\u5728\u67d0\u4e00\u4e2a\u9879\u76ee\u91cc\u4f7f\u7528 khQuant Skill\uff0c\u800c\u4e0d\u662f\u5168\u5c40\u542f\u7528\uff0c\u53ef\u4ee5\u8ba9 Agent \u6267\u884c\u9879\u76ee\u7ea7\u5b89\u88c5\uff1a<\/p>\n<pre class=\"khq-skill-code\"><code class=\"language-text\">\u8bf7\u628a khquant-skill \u4ed3\u5e93\u91cc\u7684 skills\/khquant\/SKILL.md \u6574\u7406\u5230\u5f53\u524d\u9879\u76ee\u7684 AGENTS.md \u4e2d\uff0c\n\u5e76\u628a references \u76ee\u5f55\u590d\u5236\u5230\u9879\u76ee\u5185\u5408\u9002\u7684\u4f4d\u7f6e\uff0c\u65b9\u4fbf\u540e\u7eed\u6309\u9700\u8bfb\u53d6\u3002\n<\/code><\/pre>\n<p>\u8fd9\u79cd\u65b9\u5f0f\u9002\u5408\u56e2\u961f\u9879\u76ee\u3001\u8bfe\u7a0b\u793a\u4f8b\u6216\u4f60\u5e0c\u671b\u628a\u89c4\u5219\u968f\u9879\u76ee\u4e00\u8d77\u7248\u672c\u7ba1\u7406\u7684\u573a\u666f\u3002\u5bf9\u4e8e\u666e\u901a\u7528\u6237\uff0c\u4f18\u5148\u4f7f\u7528\u4e0a\u4e00\u8282\u7684\u5168\u5c40\u5b89\u88c5\u65b9\u5f0f\u5373\u53ef\u3002<\/p>\n<h3 id=\"34-khquant\">3.4 \u63a8\u8350\u89e6\u53d1\u65b9\u5f0f\uff1a<code>\/khQuant<\/code><\/h3>\n<p>\u6700\u76f4\u63a5\u3001\u6700\u7a33\u5b9a\u7684\u8c03\u7528\u65b9\u5f0f\uff0c\u662f\u5728\u5bf9\u8bdd\u5f00\u5934\u4f7f\u7528\uff1a<\/p>\n<pre class=\"khq-skill-code\"><code class=\"language-text\">\/khQuant\n<\/code><\/pre>\n<p>\u4f8b\u5982\uff1a<\/p>\n<pre class=\"khq-skill-code\"><code class=\"language-text\">\/khQuant \u5e2e\u6211\u68c0\u67e5\u5f53\u524d\u73af\u5883\uff0c\u770b\u770b khQuant \u662f\u5426\u914d\u7f6e\u6b63\u5e38\n<\/code><\/pre>\n<pre class=\"khq-skill-code\"><code class=\"language-text\">\/khQuant \u5e2e\u6211\u5199\u4e00\u4e2a RSI \u7b56\u7565\uff0c\u5e76\u751f\u6210\u5bf9\u5e94\u7684 .kh \u914d\u7f6e\u6587\u4ef6\n<\/code><\/pre>\n<pre class=\"khq-skill-code\"><code class=\"language-text\">\/khQuant \u6211\u60f3\u4e0b\u8f7d\u6caa\u6df1300\u6210\u5206\u80a1\u7684\u65e5\u7ebf\u6570\u636e\uff0c\u5e94\u8be5\u600e\u4e48\u505a\uff1f\n<\/code><\/pre>\n<pre class=\"khq-skill-code\"><code class=\"language-text\">\/khQuant \u89e3\u91ca\u4e00\u4e0b\u4e0a\u4e00\u6b21\u56de\u6d4b\u7ed3\u679c\u91cc\u7684\u5e74\u5316\u6536\u76ca\u7387\u548c\u6700\u5927\u56de\u64a4\n<\/code><\/pre>\n<p>\u4f7f\u7528 <code>\/khQuant<\/code> \u7684\u597d\u5904\u662f\uff1a\u4e0d\u9700\u8981\u7b49\u5f85 AI \u6839\u636e\u5173\u952e\u8bcd\u731c\u6d4b\u662f\u5426\u8981\u542f\u7528 Skill\uff0c\u610f\u56fe\u66f4\u660e\u786e\u3002<br \/>\n\u9664\u4e86\u663e\u5f0f\u8c03\u7528\u5916\uff0c\u5f53\u4f60\u63d0\u5230\u201c\u56de\u6d4b\u201d\u201c\u770b\u6d77\u91cf\u5316\u201d\u201ckh \u547d\u4ee4\u201d\u201c\u53cc\u5747\u7ebf\u201d\u201cMACD\u201d\u201cRSI\u201d\u201c<code>.kh<\/code> \u914d\u7f6e\u6587\u4ef6\u201d\u7b49\u5173\u952e\u8bcd\u65f6\uff0c\u652f\u6301 Skill \u7684\u5de5\u5177\u4e5f\u53ef\u80fd\u81ea\u52a8\u6fc0\u6d3b\u5b83\u3002\u4f46\u5728\u6b63\u5f0f\u4f7f\u7528\u4e2d\uff0c\u4ecd\u5efa\u8bae\u4f18\u5148\u4f7f\u7528 <code>\/khQuant<\/code>\u3002<\/p>\n<h3 id=\"35-skill\">3.5 \u66f4\u65b0 Skill<\/h3>\n<p>\u540e\u7eed\u4ed3\u5e93\u6709\u66f4\u65b0\u65f6\uff0c\u4e5f\u5efa\u8bae\u76f4\u63a5\u4ea4\u7ed9 Agent \u5904\u7406\u3002\u53ef\u4ee5\u8f93\u5165\uff1a<\/p>\n<pre class=\"khq-skill-code\"><code class=\"language-text\">\u8bf7\u5e2e\u6211\u66f4\u65b0 khQuant Skill\uff1a\n1. \u8fdb\u5165\u4e4b\u524d clone \u7684 khquant-skill \u4ed3\u5e93\uff0c\u6267\u884c git pull\uff1b\n2. \u628a\u6700\u65b0\u7684 skills\/khquant \u540c\u6b65\u5230\u6211\u5f53\u524d\u4f7f\u7528\u7684 AI \u5de5\u5177 Skill \u76ee\u5f55\uff1b\n3. \u5982\u679c\u627e\u4e0d\u5230\u65e7\u4ed3\u5e93\uff0c\u5c31\u91cd\u65b0\u4ece https:\/\/github.com\/khscience\/khquant-skill.git clone\uff1b\n4. \u5b8c\u6210\u540e\u544a\u8bc9\u6211\u662f\u5426\u9700\u8981\u91cd\u542f Claude Code \u6216 Cursor\u3002\n<\/code><\/pre>\n<p>\u8fd9\u6837\u53ef\u4ee5\u907f\u514d\u624b\u52a8\u5904\u7406\u4e0d\u540c\u7cfb\u7edf\u4e0b\u7684\u8def\u5f84\u5dee\u5f02\u3002\u66f4\u65b0\u5b8c\u6210\u540e\uff0c\u5efa\u8bae\u91cd\u542f AI \u7f16\u7a0b\u5de5\u5177\uff0c\u8ba9\u65b0\u7684 Skill \u5185\u5bb9\u751f\u6548\u3002<\/p>\n<hr\/>\n<h2 id=\"_3\">\u540e\u7eed\u5185\u5bb9\u8bf4\u660e<\/h2>\n<p>\u5230\u8fd9\u91cc\uff0c\u4f60\u5df2\u7ecf\u77e5\u9053 khQuant Skill \u662f\u4ec0\u4e48\u3001\u9002\u914d\u4ec0\u4e48\u7248\u672c\u3001\u5982\u4f55\u5b89\u88c5\uff0c\u4ee5\u53ca\u5982\u4f55\u7528 <code>\/khQuant<\/code> \u8c03\u7528\u3002<br \/>\n\u5982\u679c\u4f60\u7684\u76ee\u6807\u53ea\u662f\u4f7f\u7528\u8f6f\u4ef6\uff0c\u4e0a\u9762\u7684\u5185\u5bb9\u5df2\u7ecf\u8db3\u591f\uff0c\u540e\u9762\u53ef\u4ee5\u4e0d\u770b\u3002<br \/>\n\u540e\u7eed\u7ae0\u8282\u4f5c\u4e3a\u6559\u7a0b\u9644\u5f55\uff0c\u4e3b\u8981\u9762\u5411\u611f\u5174\u8da3\u7684\u8bfb\u8005\uff1a\u5b83\u4f1a\u89e3\u91ca Skill \u7684\u76ee\u5f55\u7ed3\u6784\u3001\u5185\u90e8\u8def\u7531\u3001\u5b89\u5168\u5206\u7ea7\u3001\u5404 reference \u6587\u6863\u5206\u522b\u89e3\u51b3\u4ec0\u4e48\u95ee\u9898\uff0c\u4ee5\u53ca\u4e3a\u4ec0\u4e48\u8fd9\u6837\u8bbe\u8ba1\u3002\u60f3\u4e86\u89e3\u539f\u7406\u3001\u4e8c\u6b21\u4fee\u6539\u6216\u53c2\u4e0e\u6269\u5c55\u7684\u7528\u6237\uff0c\u53ef\u4ee5\u7ee7\u7eed\u9605\u8bfb\u3002<\/p>\n<hr\/>\n<h2 id=\"_4\">\u9644\u5f55\u4e00\uff1a\u76ee\u5f55\u7ed3\u6784<\/h2>\n<p>\u4ed3\u5e93\u7ed3\u6784\u5982\u4e0b\uff1a<\/p>\n<pre class=\"khq-skill-code\"><code class=\"language-text\">khquant-skill\/\n\u251c\u2500\u2500 README.md\n\u251c\u2500\u2500 LICENSE\n\u2514\u2500\u2500 skills\/\n    \u2514\u2500\u2500 khquant\/\n        \u251c\u2500\u2500 SKILL.md\n        \u2514\u2500\u2500 references\/\n            \u251c\u2500\u2500 setup.md\n            \u251c\u2500\u2500 data-management.md\n            \u251c\u2500\u2500 strategy-development.md\n            \u251c\u2500\u2500 backtesting.md\n            \u251c\u2500\u2500 results-analysis.md\n            \u251c\u2500\u2500 troubleshooting.md\n            \u251c\u2500\u2500 command-reference.md\n            \u2514\u2500\u2500 pools-and-codes.md\n<\/code><\/pre>\n<p>\u5176\u4e2d\uff1a<\/p>\n<table class=\"khq-skill-table\">\n<thead>\n<tr>\n<th>\u6587\u4ef6<\/th>\n<th>\u4f5c\u7528<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td><code>SKILL.md<\/code><\/td>\n<td>\u6280\u80fd\u5165\u53e3\uff0c\u5305\u542b\u89e6\u53d1\u8bf4\u660e\u3001\u6267\u884c\u539f\u5219\u3001\u573a\u666f\u8def\u7531\u548c\u5b89\u5168\u89c4\u5219<\/td>\n<\/tr>\n<tr>\n<td><code>setup.md<\/code><\/td>\n<td>\u9996\u6b21\u914d\u7f6e\u3001<code>kh init<\/code>\u3001<code>kh config<\/code><\/td>\n<\/tr>\n<tr>\n<td><code>data-management.md<\/code><\/td>\n<td>\u6570\u636e\u6e90\u9009\u62e9\u3001\u6570\u636e\u4e0b\u8f7d\u3001\u626b\u63cf\u3001\u4fee\u590d\u3001\u540c\u6b65<\/td>\n<\/tr>\n<tr>\n<td><code>strategy-development.md<\/code><\/td>\n<td>\u7b56\u7565\u5f00\u53d1\u3001\u56de\u8c03\u51fd\u6570\u3001API\u3001MyTT\u3001<code>.kh<\/code> \u914d\u7f6e<\/td>\n<\/tr>\n<tr>\n<td><code>backtesting.md<\/code><\/td>\n<td>\u56de\u6d4b\u8fd0\u884c\u3001\u53c2\u6570\u8986\u76d6\u3001\u62a5\u544a\u751f\u6210\u3001\u6027\u80fd\u6a21\u5f0f<\/td>\n<\/tr>\n<tr>\n<td><code>results-analysis.md<\/code><\/td>\n<td>\u56de\u6d4b\u7ed3\u679c\u67e5\u770b\u3001\u7ee9\u6548\u6307\u6807\u89e3\u91ca\u3001\u591a\u6b21\u7ed3\u679c\u5bf9\u6bd4<\/td>\n<\/tr>\n<tr>\n<td><code>troubleshooting.md<\/code><\/td>\n<td>\u5e38\u89c1\u9519\u8bef\u4e0e\u4fee\u590d\u65b9\u6cd5<\/td>\n<\/tr>\n<tr>\n<td><code>command-reference.md<\/code><\/td>\n<td><code>kh<\/code> \u547d\u4ee4\u901f\u67e5<\/td>\n<\/tr>\n<tr>\n<td><code>pools-and-codes.md<\/code><\/td>\n<td>\u80a1\u7968\u4ee3\u7801\u683c\u5f0f\u3001\u80a1\u7968\u6c60\u7b80\u79f0\u3001\u5e02\u573a\u540e\u7f00<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>Skill \u7684\u6838\u5fc3\u601d\u60f3\u662f\u4e09\u5c42\u52a0\u8f7d\uff1a<\/p>\n<table class=\"khq-skill-table\">\n<thead>\n<tr>\n<th>\u5c42\u7ea7<\/th>\n<th>\u6587\u4ef6<\/th>\n<th>\u4f5c\u7528<\/th>\n<th>\u52a0\u8f7d\u65f6\u673a<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>L1 \u89e6\u53d1\u5c42<\/td>\n<td><code>SKILL.md<\/code> \u9876\u90e8\u5143\u6570\u636e<\/td>\n<td>\u544a\u8bc9 AI \u4ec0\u4e48\u65f6\u5019\u542f\u7528 Skill<\/td>\n<td>\u5de5\u5177\u5224\u65ad\u9636\u6bb5<\/td>\n<\/tr>\n<tr>\n<td>L2 \u8def\u7531\u5c42<\/td>\n<td><code>SKILL.md<\/code> \u4e3b\u4f53<\/td>\n<td>\u5224\u65ad\u7528\u6237\u95ee\u9898\u5c5e\u4e8e\u54ea\u4e2a\u573a\u666f<\/td>\n<td>Skill \u6fc0\u6d3b\u540e<\/td>\n<\/tr>\n<tr>\n<td>L3 \u77e5\u8bc6\u5c42<\/td>\n<td><code>references\/*.md<\/code><\/td>\n<td>\u5404\u573a\u666f\u7684\u8be6\u7ec6\u8bf4\u660e<\/td>\n<td>\u6309\u9700\u52a0\u8f7d<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u4f8b\u5982\u7528\u6237\u95ee\uff1a<\/p>\n<pre class=\"khq-skill-code\"><code class=\"language-text\">\/khQuant \u600e\u4e48\u4e0b\u8f7d\u6caa\u6df1300\u65e5\u7ebf\u6570\u636e\uff1f\n<\/code><\/pre>\n<p>AI \u901a\u5e38\u53ea\u9700\u8981\u8bfb\u53d6 <code>data-management.md<\/code> \u548c\u5fc5\u8981\u7684\u547d\u4ee4\u8bf4\u660e\uff0c\u4e0d\u9700\u8981\u628a\u7b56\u7565\u5f00\u53d1\u3001\u7ed3\u679c\u5206\u6790\u3001\u6392\u9519\u6587\u6863\u5168\u90e8\u585e\u8fdb\u4e0a\u4e0b\u6587\u3002<\/p>\n<h2 id=\"skillmd\">\u9644\u5f55\u4e8c\uff1aSKILL.md \u7684\u5173\u952e\u5185\u5bb9<\/h2>\n<p><code>SKILL.md<\/code> \u662f\u5165\u53e3\u6587\u4ef6\uff0c\u4e3b\u8981\u5305\u542b\u56db\u7c7b\u5185\u5bb9\uff1a<\/p>\n<ol>\n<li>\u5143\u6570\u636e<\/li>\n<li>\u6267\u884c\u539f\u5219<\/li>\n<li>\u5b89\u5168\u5206\u7ea7<\/li>\n<li>\u573a\u666f\u8def\u7531<\/li>\n<\/ol>\n<h3 id=\"21\">2.1 \u5143\u6570\u636e<\/h3>\n<p>\u5143\u6570\u636e\u63cf\u8ff0 Skill \u7684\u540d\u79f0\u3001\u89e6\u53d1\u6761\u4ef6\u548c\u5141\u8bb8\u4f7f\u7528\u7684\u5de5\u5177\u3002\u5178\u578b\u5185\u5bb9\u5305\u62ec\uff1a<\/p>\n<pre class=\"khq-skill-code\"><code class=\"language-yaml\">name: khquant\ndescription: \u5f53\u7528\u6237\u63d0\u5230\u201c\u56de\u6d4b\u201d\u201c\u770b\u6d77\u91cf\u5316\u201d\u201ckh\u547d\u4ee4\u201d\u201c\u8dd1\u7b56\u7565\u201d\u201c\u4e0b\u8f7d\u80a1\u7968\u6570\u636e\u201d\u201c\u53cc\u5747\u7ebf\u201d\u201cMACD\u201d\u201cRSI\u7b56\u7565\u201d\u201c.kh\u914d\u7f6e\u6587\u4ef6\u201d\u7b49\u573a\u666f\u65f6\u4f7f\u7528\u3002\nversion: 1.0.1\nallowed-tools: [Bash, Read, Write, Edit, Glob, Grep, AskUserQuestion]\n<\/code><\/pre>\n<p>\u8fd9\u4e9b\u5173\u952e\u8bcd\u7528\u4e8e\u5e2e\u52a9 AI \u5224\u65ad\u662f\u5426\u9700\u8981\u542f\u7528 khQuant Skill\u3002<\/p>\n<h3 id=\"22\">2.2 \u5b89\u5168\u5206\u7ea7<\/h3>\n<p>Skill \u5bf9 <code>kh<\/code> \u547d\u4ee4\u6309\u98ce\u9669\u5206\u4e3a\u4e09\u7c7b\uff1a<\/p>\n<table class=\"khq-skill-table\">\n<thead>\n<tr>\n<th>\u7ea7\u522b<\/th>\n<th>\u547d\u4ee4\u7c7b\u578b<\/th>\n<th>\u884c\u4e3a<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u81ea\u52a8\u6267\u884c<\/td>\n<td>\u67e5\u8be2\u7c7b\u547d\u4ee4\uff0c\u5982 <code>kh version<\/code>\u3001<code>kh doctor<\/code>\u3001<code>kh config show<\/code>\u3001<code>kh data info<\/code>\u3001<code>kh result list\/show<\/code>\u3001<code>kh strategy list\/info\/validate<\/code><\/td>\n<td>\u53ef\u4ee5\u76f4\u63a5\u8fd0\u884c\u5e76\u89e3\u91ca\u7ed3\u679c<\/td>\n<\/tr>\n<tr>\n<td>\u786e\u8ba4\u540e\u6267\u884c<\/td>\n<td>\u4fee\u6539\u6216\u751f\u6210\u7c7b\u547d\u4ee4\uff0c\u5982 <code>kh data download<\/code>\u3001<code>kh run<\/code>\u3001<code>kh result report\/compare<\/code>\u3001<code>kh strategy create<\/code>\u3001<code>kh config set\/reset<\/code>\u3001<code>kh tool parquet-cache build<\/code><\/td>\n<td>\u5148\u5c55\u793a\u5c06\u8981\u6267\u884c\u7684\u547d\u4ee4\uff0c\u518d\u5f81\u6c42\u786e\u8ba4<\/td>\n<\/tr>\n<tr>\n<td>\u5fc5\u987b\u660e\u786e\u6388\u6743<\/td>\n<td>\u5371\u9669\u7c7b\u547d\u4ee4\uff0c\u5982 <code>kh result clean<\/code>\u3001<code>kh tool parquet-cache clean<\/code>\u3001<code>kh data repair<\/code>\u3001\u53ef\u80fd\u8986\u76d6\u914d\u7f6e\u7684 <code>kh init<\/code><\/td>\n<td>\u5fc5\u987b\u8bf4\u660e\u98ce\u9669\u5e76\u83b7\u5f97\u660e\u786e\u6388\u6743<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u8fd9\u6837\u53ef\u4ee5\u907f\u514d AI \u628a\u6e05\u7406\u3001\u4fee\u590d\u3001\u91cd\u7f6e\u7b49\u9ad8\u98ce\u9669\u52a8\u4f5c\u5f53\u6210\u666e\u901a\u67e5\u8be2\u76f4\u63a5\u6267\u884c\u3002<\/p>\n<h3 id=\"23\">2.3 \u547d\u4ee4\u56de\u663e<\/h3>\n<p>Skill \u8981\u6c42\u6bcf\u6b21\u6267\u884c\u547d\u4ee4\u524d\u5148\u5c55\u793a\u547d\u4ee4\uff0c\u4f8b\u5982\uff1a<\/p>\n<pre class=\"khq-skill-code\"><code class=\"language-bash\">$ kh data info 000001.SZ\n<\/code><\/pre>\n<p>\u8fd9\u6837\u7528\u6237\u53ef\u4ee5\u6e05\u695a\u77e5\u9053 AI \u5b9e\u9645\u51c6\u5907\u505a\u4ec0\u4e48\uff0c\u4fbf\u4e8e\u5b66\u4e60\u548c\u590d\u6838\u3002<\/p>\n<h3 id=\"24\">2.4 \u654f\u611f\u4fe1\u606f\u5904\u7406<\/h3>\n<p>Tushare Token \u7b49\u51ed\u8bc1\u4e0d\u5e94\u7531 AI \u76f4\u63a5\u4ee3\u586b\u6216\u4ee3\u7ba1\u3002\u9700\u8981\u914d\u7f6e\u65f6\uff0cAI \u5e94\u5f15\u5bfc\u7528\u6237\u81ea\u5df1\u6267\u884c\uff1a<\/p>\n<pre class=\"khq-skill-code\"><code class=\"language-bash\">kh config set tushare_token <token>\n<\/code><\/pre>\n<p>\u4e0d\u8981\u5728\u516c\u5f00\u5bf9\u8bdd\u3001\u65e5\u5fd7\u6216\u622a\u56fe\u91cc\u66b4\u9732\u771f\u5b9e token\u3002<\/p>\n<h2 id=\"_5\">\u9644\u5f55\u4e09\uff1a\u573a\u666f\u8def\u7531<\/h2>\n<p><code>SKILL.md<\/code> \u4f1a\u6839\u636e\u7528\u6237\u610f\u56fe\u9009\u62e9\u5bf9\u5e94 reference \u6587\u6863\uff1a<\/p>\n<table class=\"khq-skill-table\">\n<thead>\n<tr>\n<th>\u7528\u6237\u610f\u56fe<\/th>\n<th>\u5178\u578b\u5173\u952e\u8bcd<\/th>\n<th>\u53c2\u8003\u6587\u6863<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u9996\u6b21\u914d\u7f6e<\/td>\n<td>\u7b2c\u4e00\u6b21\u7528\u3001\u600e\u4e48\u5f00\u59cb\u3001\u521d\u59cb\u5316\u3001\u914d\u7f6e<\/td>\n<td><code>references\/setup.md<\/code><\/td>\n<\/tr>\n<tr>\n<td>\u6570\u636e\u7ba1\u7406<\/td>\n<td>\u4e0b\u8f7d\u6570\u636e\u3001\u80a1\u7968\u6c60\u3001\u6570\u636e\u6e90\u3001\u540c\u6b65\u3001\u6570\u636e\u7f3a\u53e3\u3001BaoStock\u3001Tushare<\/td>\n<td><code>references\/data-management.md<\/code><\/td>\n<\/tr>\n<tr>\n<td>\u7b56\u7565\u5f00\u53d1<\/td>\n<td>\u5199\u7b56\u7565\u3001\u521b\u5efa\u7b56\u7565\u3001khHandlebar\u3001khGet\u3001khPrice\u3001khIndex\u3001MACD\u3001RSI\u3001<code>.kh<\/code><\/td>\n<td><code>references\/strategy-development.md<\/code><\/td>\n<\/tr>\n<tr>\n<td>\u56de\u6d4b\u6267\u884c<\/td>\n<td>\u8dd1\u56de\u6d4b\u3001\u8fd0\u884c\u7b56\u7565\u3001<code>kh run<\/code>\u3001\u56de\u6d4b\u53c2\u6570\u3001\u6027\u80fd\u8bbe\u7f6e<\/td>\n<td><code>references\/backtesting.md<\/code><\/td>\n<\/tr>\n<tr>\n<td>\u7ed3\u679c\u5206\u6790<\/td>\n<td>\u56de\u6d4b\u7ed3\u679c\u3001\u6536\u76ca\u7387\u3001\u62a5\u544a\u3001\u5bf9\u6bd4\u3001\u6700\u5927\u56de\u64a4<\/td>\n<td><code>references\/results-analysis.md<\/code><\/td>\n<\/tr>\n<tr>\n<td>\u6545\u969c\u6392\u67e5<\/td>\n<td>\u62a5\u9519\u3001ERR\u3001\u5931\u8d25\u3001\u627e\u4e0d\u5230\u3001\u8fde\u4e0d\u4e0a<\/td>\n<td><code>references\/troubleshooting.md<\/code><\/td>\n<\/tr>\n<tr>\n<td>\u547d\u4ee4\u67e5\u8be2<\/td>\n<td>\u4ec0\u4e48\u547d\u4ee4\u3001\u53c2\u6570\u3001\u7528\u6cd5\u3001\u5e2e\u52a9<\/td>\n<td><code>references\/command-reference.md<\/code><\/td>\n<\/tr>\n<tr>\n<td>\u80a1\u7968\u4ee3\u7801<\/td>\n<td>\u80a1\u7968\u4ee3\u7801\u3001\u6caa\u6df1300\u3001\u5e02\u573a\u540e\u7f00\u3001\u80a1\u7968\u6c60<\/td>\n<td><code>references\/pools-and-codes.md<\/code><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u5982\u679c\u65e0\u6cd5\u5224\u65ad\u7528\u6237\u610f\u56fe\uff0c\u901a\u5e38\u5148\u8fd0\u884c\uff1a<\/p>\n<pre class=\"khq-skill-code\"><code class=\"language-bash\">kh doctor\n<\/code><\/pre>\n<p>\u4e86\u89e3\u73af\u5883\u72b6\u6001\uff0c\u518d\u8ffd\u95ee\u7528\u6237\u60f3\u505a\u4ec0\u4e48\u3002<\/p>\n<h2 id=\"_6\">\u9644\u5f55\u56db\uff1a\u5e38\u89c1\u5de5\u4f5c\u6d41<\/h2>\n<h3 id=\"41\">4.1 \u65b0\u7528\u6237\u4e0a\u624b<\/h3>\n<p>\u4e00\u4e2a\u5178\u578b\u7684\u65b0\u7528\u6237\u6d41\u7a0b\uff1a<\/p>\n<pre class=\"khq-skill-code\"><code class=\"language-bash\">kh version\nkh doctor\nkh init\nkh data download --source baostock --stocks 000001.SZ --period 1d\nkh strategy list\nkh run <\u7b56\u7565\u914d\u7f6e\u6587\u4ef6.kh> --report\n<\/code><\/pre>\n<p>AI \u4e0d\u53ea\u662f\u6267\u884c\u547d\u4ee4\uff0c\u8fd8\u4f1a\u89e3\u91ca\u6bcf\u4e00\u6b65\u5728\u505a\u4ec0\u4e48\uff0c\u4ee5\u53ca\u8f93\u51fa\u7ed3\u679c\u610f\u5473\u7740\u4ec0\u4e48\u3002<\/p>\n<h3 id=\"42\">4.2 \u65e5\u5e38\u56de\u6d4b<\/h3>\n<p>\u5e38\u89c1\u6d41\u7a0b\uff1a<\/p>\n<pre class=\"khq-skill-code\"><code class=\"language-bash\">kh data info 000001.SZ\nkh data download --source baostock --stocks 000001.SZ --period 1d\nkh run my_strategy.kh --report\nkh result show\n<\/code><\/pre>\n<p>\u5982\u679c\u9700\u8981\u5bf9\u6bd4\u591a\u6b21\u56de\u6d4b\uff1a<\/p>\n<pre class=\"khq-skill-code\"><code class=\"language-bash\">kh result compare\nkh result compare --last 5\n<\/code><\/pre>\n<h3 id=\"43\">4.3 \u6570\u636e\u7ba1\u7406<\/h3>\n<p>\u5e38\u89c1\u4e0b\u8f7d\u547d\u4ee4\uff1a<\/p>\n<pre class=\"khq-skill-code\"><code class=\"language-bash\">kh data download --source baostock --stocks 000001.SZ\nkh data download --source baostock --stocks 000001.SZ,600000.SH\nkh data download --source baostock --pool hs300 --period 1d\nkh data download --source baostock --pool hs300 --period 1d --start 20100101 --adj front --workers 4\n<\/code><\/pre>\n<p>\u626b\u63cf\u548c\u4fee\u590d\u6570\u636e\u7f3a\u53e3\uff1a<\/p>\n<pre class=\"khq-skill-code\"><code class=\"language-bash\">kh data scan --period 1d\nkh data scan --period 1d --fix --source baostock\n<\/code><\/pre>\n<p>v3.3.6+ \u8fd8\u652f\u6301\u6865\u63a5\u6570\u636e\u6e90\uff1a<\/p>\n<pre class=\"khq-skill-code\"><code class=\"language-bash\">kh bridge serve\nkh bridge status\nkh data download --source http --stocks 000001.SZ --period 1d\nkh data sync --source http\n<\/code><\/pre>\n<h3 id=\"44\">4.4 \u7b56\u7565\u5f00\u53d1<\/h3>\n<p>\u7b56\u7565\u5f00\u53d1\u6587\u6863\u91cd\u70b9\u8bf4\u660e\uff1a<\/p>\n<ul>\n<li><code>init(stock_list, data)<\/code><\/li>\n<li><code>khHandlebar(data)<\/code><\/li>\n<li><code>khPreMarket(data)<\/code><\/li>\n<li><code>khPostMarket(data)<\/code><\/li>\n<li><code>khGet<\/code><\/li>\n<li><code>khPrice<\/code><\/li>\n<li><code>khIndex<\/code><\/li>\n<li><code>khHistory<\/code><\/li>\n<li><code>khDuckDB<\/code><\/li>\n<li><code>khMA<\/code><\/li>\n<li><code>khAddExtraFields<\/code><\/li>\n<li><code>generate_signal<\/code><\/li>\n<\/ul>\n<p>\u4e00\u4e2a\u5178\u578b\u7b56\u7565\u81f3\u5c11\u9700\u8981\uff1a<\/p>\n<pre class=\"khq-skill-code\"><code class=\"language-python\">def khHandlebar(data):\n    signals = []\n    # \u8bfb\u53d6\u884c\u60c5\u3001\u5224\u65ad\u6761\u4ef6\u3001\u751f\u6210\u4fe1\u53f7\n    return signals\n<\/code><\/pre>\n<p>\u4ea4\u6613\u4fe1\u53f7\u901a\u5e38\u5f62\u5982\uff1a<\/p>\n<pre class=\"khq-skill-code\"><code class=\"language-python\">{\n    \"code\": \"000001.SZ\",\n    \"action\": \"buy\",\n    \"price\": 10.50,\n    \"volume\": 100,\n    \"reason\": \"\u91d1\u53c9\u4e70\u5165\"\n}\n<\/code><\/pre>\n<p>\u5b9e\u9645\u5f00\u53d1\u4e2d\u5efa\u8bae\u4f18\u5148\u4f7f\u7528 <code>generate_signal<\/code> \u6765\u751f\u6210\u6807\u51c6\u4fe1\u53f7\u3002<\/p>\n<h3 id=\"45\">4.5 \u6027\u80fd\u6a21\u5f0f\u4e0e\u7f13\u5b58<\/h3>\n<p>v3.3.6+ \u8865\u5145\u4e86\u66f4\u591a\u6027\u80fd\u76f8\u5173\u80fd\u529b\u3002<br \/>\n\u56de\u6d4b\u65f6\u53ef\u4f7f\u7528\uff1a<\/p>\n<pre class=\"khq-skill-code\"><code class=\"language-bash\">kh run my_strategy.kh --memory-profile low\nkh run my_strategy.kh --memory-profile balanced\nkh run my_strategy.kh --memory-profile high\n<\/code><\/pre>\n<p><code>.kh<\/code> \u914d\u7f6e\u4e2d\u53ef\u4f7f\u7528\u6027\u80fd\u9884\u8bbe\uff1a<\/p>\n<pre class=\"khq-skill-code\"><code class=\"language-json\">{\n  \"backtest\": {\n    \"performance_preset\": \"balanced\",\n    \"performance_framework_history_preload_days\": 300\n  }\n}\n<\/code><\/pre>\n<p>Parquet \u7f13\u5b58\u5305\u76f8\u5173\u547d\u4ee4\uff1a<\/p>\n<pre class=\"khq-skill-code\"><code class=\"language-bash\">kh tool parquet-cache stats\nkh tool parquet-cache list\nkh tool parquet-cache check\nkh tool parquet-cache build\nkh tool parquet-cache use-readonly\nkh tool parquet-cache clean\n<\/code><\/pre>\n<p>\u5176\u4e2d <code>clean<\/code> \u5c5e\u4e8e\u5371\u9669\u64cd\u4f5c\uff0c\u5e94\u660e\u786e\u786e\u8ba4\u540e\u518d\u6267\u884c\u3002<\/p>\n<h2 id=\"reference\">\u9644\u5f55\u4e94\uff1areference \u6587\u6863\u6982\u89c8<\/h2>\n<h3 id=\"51-setupmd\">5.1 setup.md<\/h3>\n<p>\u8986\u76d6\uff1a<\/p>\n<ul>\n<li><code>kh init<\/code> \u4e94\u6b65\u521d\u59cb\u5316<\/li>\n<li>\u6570\u636e\u6e90\u9009\u62e9<\/li>\n<li>\u6570\u636e\u8def\u5f84\u8bbe\u7f6e<\/li>\n<li>\u7b56\u7565\u76ee\u5f55\u8bbe\u7f6e<\/li>\n<li>Tushare \/ BaoStock \u914d\u7f6e<\/li>\n<li><code>kh config show\/set\/reset<\/code><\/li>\n<\/ul>\n<p>\u914d\u7f6e\u6587\u4ef6\u901a\u5e38\u4f4d\u4e8e\uff1a<\/p>\n<pre class=\"khq-skill-code\"><code class=\"language-text\">~\/.khquant\/settings.json\n<\/code><\/pre>\n<h3 id=\"52-data-managementmd\">5.2 data-management.md<\/h3>\n<p>\u8986\u76d6\uff1a<\/p>\n<ul>\n<li>xtdata \/ BaoStock \/ Tushare \u80fd\u529b\u5dee\u5f02<\/li>\n<li>\u65e5\u7ebf\u3001\u5206\u949f\u7ebf\u3001Tick \u6570\u636e\u652f\u6301\u60c5\u51b5<\/li>\n<li>\u524d\u590d\u6743\u3001\u540e\u590d\u6743\u3001\u6bd4\u4f8b\u590d\u6743\u652f\u6301\u60c5\u51b5<\/li>\n<li>\u6570\u636e\u4e0b\u8f7d\u3001\u626b\u63cf\u3001\u4fee\u590d\u548c\u540c\u6b65<\/li>\n<li>DuckDB \u6570\u636e\u5e93\u5f02\u5e38\u5904\u7406<\/li>\n<li>http \u6865\u63a5\u6570\u636e\u6e90<\/li>\n<\/ul>\n<h3 id=\"53-strategy-developmentmd\">5.3 strategy-development.md<\/h3>\n<p>\u8fd9\u662f\u6700\u91cd\u8981\u3001\u4e5f\u6700\u957f\u7684\u4e00\u4efd\u53c2\u8003\u6587\u6863\uff0c\u8986\u76d6\uff1a<\/p>\n<ul>\n<li>\u7b56\u7565\u6587\u4ef6\u7ed3\u6784<\/li>\n<li>\u56de\u8c03\u51fd\u6570<\/li>\n<li>data \u5b57\u5178\u7ed3\u6784<\/li>\n<li>\u5e38\u7528 API<\/li>\n<li>\u4fe1\u53f7\u683c\u5f0f<\/li>\n<li>MyTT \u6307\u6807\u5e93<\/li>\n<li><code>.kh<\/code> \u914d\u7f6e\u7ed3\u6784<\/li>\n<li>\u5e38\u89c1\u7b56\u7565\u9519\u8bef<\/li>\n<li>\u9ad8\u6027\u80fd\u6307\u6807\u9884\u52a0\u8f7d\u6a21\u5f0f<\/li>\n<\/ul>\n<p>\u5b83\u76f4\u63a5\u51b3\u5b9a AI \u80fd\u4e0d\u80fd\u5199\u51fa\u66f4\u63a5\u8fd1\u771f\u5b9e\u53ef\u8fd0\u884c\u7ed3\u6784\u7684\u7b56\u7565\u3002<\/p>\n<h3 id=\"54-backtestingmd\">5.4 backtesting.md<\/h3>\n<p>\u8986\u76d6\uff1a<\/p>\n<ul>\n<li><code>kh run<\/code> \u7684\u53c2\u6570\u8986\u76d6\u89c4\u5219<\/li>\n<li><code>--report<\/code><\/li>\n<li><code>--json<\/code><\/li>\n<li><code>--quiet<\/code><\/li>\n<li><code>--verbose<\/code><\/li>\n<li><code>--no-open<\/code><\/li>\n<li>\u56de\u6d4b\u4ea7\u7269\u76ee\u5f55<\/li>\n<li>HTML \u62a5\u544a<\/li>\n<li>\u6027\u80fd\u9884\u8bbe\u4e0e\u5185\u5b58\u6a21\u5f0f<\/li>\n<\/ul>\n<h3 id=\"55-results-analysismd\">5.5 results-analysis.md<\/h3>\n<p>\u8986\u76d6\uff1a<\/p>\n<ul>\n<li>\u603b\u6536\u76ca\u7387<\/li>\n<li>\u5e74\u5316\u6536\u76ca\u7387<\/li>\n<li>\u6700\u5927\u56de\u64a4<\/li>\n<li>\u4ea4\u6613\u5929\u6570<\/li>\n<li>\u6708\u5ea6\u6536\u76ca<\/li>\n<li>\u7ed3\u679c\u5bf9\u6bd4<\/li>\n<li>\u65e7\u7ed3\u679c\u6e05\u7406<\/li>\n<\/ul>\n<p>\u5176\u4e2d <code>kh result clean<\/code> \u5c5e\u4e8e\u4e0d\u53ef\u9006\u6e05\u7406\u64cd\u4f5c\uff0c\u5e94\u5148 <code>--dry-run<\/code> \u9884\u89c8\u3002<\/p>\n<h3 id=\"56-troubleshootingmd\">5.6 troubleshooting.md<\/h3>\n<p>\u8986\u76d6\u5e38\u89c1\u9519\u8bef\uff0c\u4f8b\u5982\uff1a<\/p>\n<ul>\n<li>\u627e\u4e0d\u5230 <code>kh<\/code> \u547d\u4ee4<\/li>\n<li>PowerShell \u53c2\u6570\u6b67\u4e49<\/li>\n<li>xtquant \u65e0\u6cd5\u8fde\u63a5<\/li>\n<li>DuckDB \u88ab\u5360\u7528<\/li>\n<li>\u6570\u636e\u5e93\u635f\u574f<\/li>\n<li>BaoStock \u672a\u5b89\u88c5<\/li>\n<li>Tushare Token \u672a\u914d\u7f6e<\/li>\n<li>\u56de\u6d4b\u8fdb\u7a0b\u5361\u4f4f<\/li>\n<\/ul>\n<h3 id=\"57-command-referencemd\">5.7 command-reference.md<\/h3>\n<p>\u6309\u547d\u4ee4\u5927\u7c7b\u6574\u7406\uff1a<\/p>\n<pre class=\"khq-skill-code\"><code class=\"language-bash\">kh init\nkh config\nkh run\nkh data\nkh result\nkh strategy\nkh tool\nkh doctor\nkh version\nkh gui\nkh bridge\n<\/code><\/pre>\n<p>\u9002\u5408\u5728\u7528\u6237\u95ee\u201c\u67d0\u4e2a\u547d\u4ee4\u600e\u4e48\u7528\u201d\u201c\u6709\u54ea\u4e9b\u53c2\u6570\u201d\u65f6\u52a0\u8f7d\u3002<\/p>\n<h3 id=\"58-pools-and-codesmd\">5.8 pools-and-codes.md<\/h3>\n<p>\u8986\u76d6\uff1a<\/p>\n<ul>\n<li><code>.SH<\/code> \/ <code>.SZ<\/code> \/ <code>.BJ<\/code> \u540e\u7f00<\/li>\n<li>\u7eaf\u6570\u5b57\u4ee3\u7801\u81ea\u52a8\u8865\u5168\u89c4\u5219<\/li>\n<li>BaoStock \u5185\u90e8\u4ee3\u7801\u683c\u5f0f\u8f6c\u6362<\/li>\n<li>\u9884\u8bbe\u80a1\u7968\u6c60\u7b80\u79f0<\/li>\n<\/ul>\n<p>\u5e38\u89c1\u9884\u8bbe\u6c60\u5305\u62ec\uff1a<\/p>\n<pre class=\"khq-skill-code\"><code class=\"language-text\">a       \u6caa\u6df1A\u80a1\u5168\u90e8\nsha     \u4e0a\u8bc1A\u80a1\nsza     \u6df1\u8bc1A\u80a1\nhs300   \u6caa\u6df1300\nsz50    \u4e0a\u8bc150\nzz500   \u4e2d\u8bc1500\ngem     \u521b\u4e1a\u677f\nstar    \u79d1\u521b\u677f\netf     \u6caa\u6df1ETF\nt0etf   T0\u578bETF\nt0stock T0\u80a1\u7968\u578bETF\nbond    \u6caa\u6df1\u8f6c\u503a\nindex   \u5e38\u7528\u6307\u6570\n<\/code><\/pre>\n<h2 id=\"skill\">\u9644\u5f55\u516d\uff1aSkill \u4e0e\u957f\u63d0\u793a\u8bcd\u7684\u533a\u522b<\/h2>\n<table class=\"khq-skill-table\">\n<thead>\n<tr>\n<th>\u7ef4\u5ea6<\/th>\n<th>\u957f\u63d0\u793a\u8bcd<\/th>\n<th>Skill<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u52a0\u8f7d\u65b9\u5f0f<\/td>\n<td>\u6bcf\u6b21\u624b\u52a8\u590d\u5236<\/td>\n<td>\u6309\u89e6\u53d1\u6761\u4ef6\u542f\u7528<\/td>\n<\/tr>\n<tr>\n<td>\u4e0a\u4e0b\u6587\u6210\u672c<\/td>\n<td>\u6bcf\u6b21\u90fd\u8981\u5360\u7528\u5927\u91cf\u4e0a\u4e0b\u6587<\/td>\n<td>\u6309\u9700\u52a0\u8f7d\u76f8\u5173 reference<\/td>\n<\/tr>\n<tr>\n<td>\u7ef4\u62a4\u65b9\u5f0f<\/td>\n<td>\u6539\u5b8c\u540e\u8981\u91cd\u65b0\u590d\u5236<\/td>\n<td>\u4fee\u6539 markdown \u6587\u4ef6\u5373\u53ef<\/td>\n<\/tr>\n<tr>\n<td>\u5de5\u5177\u8c03\u7528<\/td>\n<td>\u901a\u5e38\u53ea\u63d0\u4f9b\u6587\u5b57\u6307\u5bfc<\/td>\n<td>\u53ef\u914d\u5408 Bash\u3001Read\u3001Write\u3001Edit \u7b49\u5de5\u5177<\/td>\n<\/tr>\n<tr>\n<td>\u5b89\u5168\u8fb9\u754c<\/td>\n<td>\u4f9d\u8d56\u63d0\u793a\u8bcd\u7ea6\u675f<\/td>\n<td>\u53ef\u4ee5\u660e\u786e\u547d\u4ee4\u5206\u7ea7\u548c\u786e\u8ba4\u6d41\u7a0b<\/td>\n<\/tr>\n<tr>\n<td>\u9002\u5408\u573a\u666f<\/td>\n<td>\u4e00\u6b21\u6027\u4efb\u52a1<\/td>\n<td>\u957f\u671f\u7ef4\u62a4\u7684\u9886\u57df\u77e5\u8bc6\u4e0e\u5de5\u4f5c\u6d41<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u5bf9 khQuant \u8fd9\u79cd\u5305\u542b\u547d\u4ee4\u884c\u3001\u7b56\u7565\u4ee3\u7801\u3001\u914d\u7f6e\u6587\u4ef6\u3001\u6570\u636e\u6e90\u3001\u56de\u6d4b\u7ed3\u679c\u548c\u6392\u9519\u6d41\u7a0b\u7684\u7cfb\u7edf\u6765\u8bf4\uff0cSkill \u6bd4\u4e00\u6bb5\u957f\u63d0\u793a\u8bcd\u66f4\u9002\u5408\u957f\u671f\u7ef4\u62a4\u3002<\/p>\n<h2 id=\"_7\">\u9644\u5f55\u4e03\uff1a\u4e8c\u6b21\u5f00\u53d1<\/h2>\n<p>khQuant Skill \u4f7f\u7528 MIT \u534f\u8bae\u5f00\u6e90\u3002\u4f60\u53ef\u4ee5\uff1a<\/p>\n<ul>\n<li>\u4fee\u6539 <code>SKILL.md<\/code> \u7684\u89e6\u53d1\u5173\u952e\u8bcd\uff1b<\/li>\n<li>\u8c03\u6574\u5b89\u5168\u5206\u7ea7\uff1b<\/li>\n<li>\u589e\u52a0\u81ea\u5df1\u56e2\u961f\u5e38\u7528\u7684\u5de5\u4f5c\u6d41\uff1b<\/li>\n<li>\u5728 <code>references\/<\/code> \u4e2d\u8865\u5145\u65b0\u7684\u4e13\u9898\uff1b<\/li>\n<li>\u589e\u52a0\u65b0\u7684\u8def\u7531\u573a\u666f\uff0c\u4f8b\u5982\u56e0\u5b50\u5e93\u3001\u673a\u5668\u5b66\u4e60\u6a21\u578b\u3001\u5b9e\u76d8\u63a5\u53e3\u8bf4\u660e\u7b49\u3002<\/li>\n<\/ul>\n<p>\u5982\u679c\u4f60\u505a\u4e86\u901a\u7528\u6027\u8f83\u5f3a\u7684\u6539\u8fdb\uff0c\u6b22\u8fce\u63d0\u4ea4 Issue \u6216 Pull Request\uff1a<br \/>\n<a href=\"https:\/\/github.com\/khscience\/khquant-skill\" rel=\"noopener\" target=\"_blank\">https:\/\/github.com\/khscience\/khquant-skill<\/a>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>khQuant Skill \u4f7f\u7528\u624b\u518c \u672c\u6587\u9762\u5411\u5e0c\u671b\u5728 Claude Code\u3001Cursor \u7b49 AI \u7f16\u7a0b\u5de5\u5177 [&hellip;]<\/p>\n","protected":false},"author":0,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"template\/caidan.php","meta":{"_acf_changed":false,"footnotes":""},"class_list":["post-1306","page","type-page","status-publish","hentry"],"acf":[],"_links":{"self":[{"href":"https:\/\/khsci.com\/khQuant\/wp-json\/wp\/v2\/pages\/1306","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/khsci.com\/khQuant\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/khsci.com\/khQuant\/wp-json\/wp\/v2\/types\/page"}],"replies":[{"embeddable":true,"href":"https:\/\/khsci.com\/khQuant\/wp-json\/wp\/v2\/comments?post=1306"}],"version-history":[{"count":0,"href":"https:\/\/khsci.com\/khQuant\/wp-json\/wp\/v2\/pages\/1306\/revisions"}],"wp:attachment":[{"href":"https:\/\/khsci.com\/khQuant\/wp-json\/wp\/v2\/media?parent=1306"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}