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å AI Agent çæ¬å°å·¥ä½åºæç´¢ã</p><div class="zvec-actions"><a class="zvec-button zvec-button-primary" href="/zh/docs/">å¼å§ä½¿ç¨<svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-arrow-right" aria-hidden="true"><path d="M5 12h14"></path><path d="m12 5 7 7-7 7"></path></svg></a><a class="zvec-button zvec-button-secondary" href="https://github.com/alibaba/zvec" target="_blank" rel="noreferrer"><svg stroke="currentColor" fill="currentColor" stroke-width="0" viewBox="0 0 496 512" aria-hidden="true" height="1em" width="1em" xmlns="http://www.w3.org/2000/svg"><path d="M165.9 397.4c0 2-2.3 3.6-5.2 3.6-3.3.3-5.6-1.3-5.6-3.6 0-2 2.3-3.6 5.2-3.6 3-.3 5.6 1.3 5.6 3.6zm-31.1-4.5c-.7 2 1.3 4.3 4.3 4.9 2.6 1 5.6 0 6.2-2s-1.3-4.3-4.3-5.2c-2.6-.7-5.5.3-6.2 2.3zm44.2-1.7c-2.9.7-4.9 2.6-4.6 4.9.3 2 2.9 3.3 5.9 2.6 2.9-.7 4.9-2.6 4.6-4.6-.3-1.9-3-3.2-5.9-2.9zM244.8 8C106.1 8 0 113.3 0 252c0 110.9 69.8 205.8 169.5 239.2 12.8 2.3 17.3-5.6 17.3-12.1 0-6.2-.3-40.4-.3-61.4 0 0-70 15-84.7-29.8 0 0-11.4-29.1-27.8-36.6 0 0-22.9-15.7 1.6-15.4 0 0 24.9 2 38.6 25.8 21.9 38.6 58.6 27.5 72.9 20.9 2.3-16 8.8-27.1 16-33.7-55.9-6.2-112.3-14.3-112.3-110.5 0-27.5 7.6-41.3 23.6-58.9-2.6-6.5-11.1-33.3 2.6-67.9 20.9-6.5 69 27 69 27 20-5.6 41.5-8.5 62.8-8.5s42.8 2.9 62.8 8.5c0 0 48.1-33.6 69-27 13.7 34.7 5.2 61.4 2.6 67.9 16 17.7 25.8 31.5 25.8 58.9 0 96.5-58.9 104.2-114.8 110.5 9.2 7.9 17 22.9 17 46.4 0 33.7-.3 75.4-.3 83.6 0 6.5 4.6 14.4 17.3 12.1C428.2 457.8 496 362.9 496 252 496 113.3 383.5 8 244.8 8zM97.2 352.9c-1.3 1-1 3.3.7 5.2 1.6 1.6 3.9 2.3 5.2 1 1.3-1 1-3.3-.7-5.2-1.6-1.6-3.9-2.3-5.2-1zm-10.8-8.1c-.7 1.3.3 2.9 2.3 3.9 1.6 1 3.6.7 4.3-.7.7-1.3-.3-2.9-2.3-3.9-2-.6-3.6-.3-4.3.7zm32.4 35.6c-1.6 1.3-1 4.3 1.3 6.2 2.3 2.3 5.2 2.6 6.5 1 1.3-1.3.7-4.3-1.3-6.2-2.2-2.3-5.2-2.6-6.5-1zm-11.4-14.7c-1.6 1-1.6 3.6 0 5.9 1.6 2.3 4.3 3.3 5.6 2.3 1.6-1.3 1.6-3.9 0-6.2-1.4-2.3-4-3.3-5.6-2z"></path></svg>GitHub</a></div></div><div class="zvec-search-card" aria-label="Zvec 示ä¾"><div class="zvec-hero-product-tabs" role="tablist" aria-label="éæ©äº§å示ä¾"><button type="button" role="tab" class="active" aria-selected="true"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-database" aria-hidden="true"><ellipse cx="12" cy="5" rx="9" ry="3"></ellipse><path d="M3 5V19A9 3 0 0 0 21 19V5"></path><path d="M3 12A9 3 0 0 0 21 12"></path></svg><span><strong>Zvec</strong><small>åµå
¥å¼æ£ç´¢</small></span></button><button type="button" role="tab" class="" aria-selected="false"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-search-code" aria-hidden="true"><path d="m13 13.5 2-2.5-2-2.5"></path><path d="m21 21-4.3-4.3"></path><path d="M9 8.5 7 11l2 2.5"></path><circle cx="11" cy="11" r="8"></circle></svg><span><strong>Zvec-Grep</strong><small>å·¥ä½åºæç´¢</small></span></button></div><div class="zvec-hero-example-bar"><span>
1PYTHON SDK</span><div class="zvec-hero-code-tabs" role="tablist" aria-label="Zvec 示ä¾"><button type="button" role="tab" class="active" aria-selected="true">Create</button><button type="button" role="tab" class="" aria-selected="false">Insert</button><button type="button" role="tab" class="" aria-selected="false">Query</button></div></div><pre class="zvec-hero-code"><code><span class="zvec-syntax-param">schema</span> <span class="zvec-syntax-punctuation">=</span> <span class="zvec-syntax-module">zvec</span><span class="zvec-syntax-punctuation">.</span><span class="zvec-syntax-type">CollectionSchema</span><span class="zvec-syntax-punctuation">(</span> 2<!-- --> <span class="zvec-syntax-param">name</span><span class="zvec-syntax-punctuation">=</span><span class="zvec-syntax-string">"docs"</span><span class="zvec-syntax-punctuation">,</span> 3<!-- --> <span class="zvec-syntax-param">vectors</span><span class="zvec-syntax-punctuation">=</span><span class="zvec-syntax-module">zvec</span><span class="zvec-syntax-punctuation">.</span><span class="zvec-syntax-type">VectorSchema</span><span class="zvec-syntax-punctuation">(</span> 4<!-- --> <span class="zvec-syntax-string">"embedding"</span><span class="zvec-syntax-punctuation">,</span> <span class="zvec-syntax-module">zvec</span><span class="zvec-syntax-punctuation">.</span><span class="zvec-syntax-type">DataType</span><span class="zvec-syntax-punctuation">.</span>VECTOR_FP32<span class="zvec-syntax-punctuation">,</span> <span class="zvec-syntax-number">768</span> 5<!-- --> <span class="zvec-syntax-punctuation">)</span><span class="zvec-syntax-punctuation">,</span> 6<span class="zvec-syntax-punctuation">)</span> 7<!-- -->collection <span class="zvec-syntax-punctuation">=</span> <span class="zvec-syntax-module">zvec</span><span class="zvec-syntax-punctuation">.</span><span class="zvec-syntax-call">create_and_open</span><span class="zvec-syntax-punctuation">(</span> 8<!-- --> <span class="zvec-syntax-param">path</span><span class="zvec-syntax-punctuation">=</span><span class="zvec-syntax-string">"./zvec_data"</span><span class="zvec-syntax-punctuation">,</span> <span class="zvec-syntax-param">schema</span><span class="zvec-syntax-punctuation">=</span><span class="zvec-syntax-param">schema</span> 9<span class="zvec-syntax-punctuation">)</span></code></pre></div></div></section><section class="zvec-section" id="products"><div class="zvec-container"><div class="zvec-section-heading" style="width:100%;max-width:none;margin-inline:auto;text-align:center"><h2>è¦çä¸åæ£ç´¢å·¥ä½æµç产å</h2><p>Zvec å°æ£ç´¢åµå ¥åºç¨ï¼Zvec-Grep 为å¼åè ä¸ AI Agent æä¾æ¬å°å·¥ä½åºæç´¢ã</p></div><div class="zvec-product-story-list"><section class="zvec-product-story zvec-product-story-engine" aria-labelledby="zvec-product-title"><div class="zvec-product-story-intro"><div class="zvec-product-story-kicker"><span class="zvec-icon-box"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-database" aria-hidden="true"><ellipse cx="12" cy="5" rx="9" ry="3"></ellipse><path d="M3 5V19A9 3 0 0 0 21 19V5"></path><path d="M3 12A9 3 0 0 0 21 12"></path></svg></span><small>åµå ¥å¼å¼æ</small></div><h3 id="zvec-product-title">Zvec</h3><p>å°ç¨ å¯ãç¨çãå ¨æä¸æ··åæ£ç´¢ç´æ¥åµå ¥åºç¨è¿ç¨ã</p><div class="zvec-surround-tag-list"><span>ç§æ</span><span>弿º</span></div><a class="zvec-product-story-link" href="/zh/docs/db/">äºè§£ Zvec<svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-arrow-right" aria-hidden="true"><path d="M5 12h14"></path><path d="m12 5 7 7-7 7"></path></svg></a></div><div class="zvec-product-story-body" aria-label="ZVEC æ ¸å¿è½å"><div class="zvec-architecture-layout"><div class="zvec-architecture-stack">
9<article class="zvec-architecture-layer zvec-architecture-layer-sdk"><div class="zvec-architecture-layer-head"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-braces" aria-hidden="true"><path d="M8 3H7a2 2 0 0 0-2 2v5a2 2 0 0 1-2 2 2 2 0 0 1 2 2v5c0 1.1.9 2 2 2h1"></path><path d="M16 21h1a2 2 0 0 0 2-2v-5c0-1.1.9-2 2-2a2 2 0 0 1-2-2V5a2 2 0 0 0-2-2h-1"></path></svg><h3>SDK ä¸ API</h3></div><div class="zvec-architecture-sdk-list"><a href="https://pypi.org/project/zvec/" target="_blank" rel="noreferrer"><span><svg stroke="currentColor" fill="currentColor" stroke-width="0" role="img" viewBox="0 0 24 24" aria-hidden="true" height="1em" width="1em" xmlns="http://www.w3.org/2000/svg"><path d="M14.25.18l.9.2.73.26.59.3.45.32.34.34.25.34.16.33.1.3.04.26.02.2-.01.13V8.5l-.05.63-.13.55-.21.46-.26.38-.3.31-.33.25-.35.19-.35.14-.33.1-.3.07-.26.04-.21.02H8.77l-.69.05-.59.14-.5.22-.41.27-.33.32-.27.35-.2.36-.15.37-.1.35-.07.32-.04.27-.02.21v3.06H3.17l-.21-.03-.28-.07-.32-.12-.35-.18-.36-.26-.36-.36-.35-.46-.32-.59-.28-.73-.21-.88-.14-1.05-.05-1.23.06-1.22.16-1.04.24-.87.32-.71.36-.57.4-.44.42-.33.42-.24.4-.16.36-.1.32-.05.24-.01h.16l.06.01h8.16v-.83H6.18l-.01-2.75-.02-.37.05-.34.11-.31.17-.28.25-.26.31-.23.38-.2.44-.18.51-.15.58-.12.64-.1.71-.06.77-.04.84-.02 1.27.05zm-6.3 1.98l-.23.33-.08.41.08.41.23.34.33.22.41.09.41-.09.33-.22.23-.34.08-.41-.08-.41-.23-.33-.33-.22-.41-.09-.41.09zm13.09 3.95l.28.06.32.12.35.18.36.27.36.35.35.47.32.59.28.73.21.88.14 1.04.05 1.23-.06 1.23-.16 1.04-.24.86-.32.71-.36.57-.4.45-.42.33-.42.24-.4.16-.36.09-.32.05-.24.02-.16-.01h-8.22v.82h5.84l.01 2.76.02.36-.05.34-.11.31-.17.29-.25.25-.31.24-.38.2-.44.17-.51.15-.58.13-.64.09-.71.07-.77.04-.84.01-1.27-.04-1.07-.14-.9-.2-.73-.25-.59-.3-.45-.33-.34-.34-.25-.34-.16-.33-.1-.3-.04-.25-.02-.2.01-.13v-5.34l.05-.64.13-.54.21-.46.26-.38.3-.32.33-.24.35-.2.35-.14.33-.1.3-.06.26-.04.21-.02.13-.01h5.84l.69-.05.59-.14.5-.21.41-.28.33-.32.27-.35.2-.36.15-.36.1-.35.07-.32.04-.28.02-.21V6.07h2.09l.14.01zm-6.47 14.25l-.23.33-.08.41.08.41.23.33.33.23.41.08.41-.08.33-.23.23-.33.08-.41-.08-.41-.23-.33-.33-.23-.41-.08-.41.08z"></path></svg></span>Python</a><a href="https://github.com/zvec-ai/zvec-node" target="_blank" rel="noreferrer"><span><svg stroke="currentColor" fill="currentColor" stroke-width="0" role="img" viewBox="0 0 24 24" aria-hidden="true" height="1em" width="1em" xmlns="http://www.w3.org/2000/svg"><path d="M11.998,24c-0.321,0-0.641-0.084-0.922-0.247l-2.936-1.737c-0.438-0.245-0.224-0.332-0.08-0.383 c0.585-0.203,0.703-0.25,1.328-0.604c0.065-0.037,0.151-0.023,0.218,0.017l2.256,1.339c0.082,0.045,0.197,0.045,0.272,0l8.795-5.076 c0.082-0.047,0.134-0.141,0.134-0.238V6.921c0-0.099-0.053-0.192-0.137-0.242l-8.791-5.072c-0.081-0.047-0.189-0.047-0.271,0 L3.075,6.68C2.99,6.729,2.936,6.825,2.936,6.921v10.15c0,0.097,0.054,0.189,0.139,0.235l2.409,1.392 c1.307,0.654,2.108-0.116,2.108-0.89V7.787c0-0.142,0.114-0.253,0.256-0.253h1.115c0.139,0,0.255,0.112,0.255,0.253v10.021 c0,1.745-0.95,2.745-2.604,2.745c-0.508,0-0.909,0-2.026-0.551L2.28,18.675c-0.57-0.329-0.922-0.945-0.922-1.604V6.921 c0-0.659,0.353-1.275,0.922-1.603l8.795-5.082c0.557-0.315,1.296-0.315,1.848,0l8.794,5.082c0.57,0.329,0.924,0.944,0.924,1.603 v10.15c0,0.659-0.354,1.273-0.924,1.604l-8.794,5.078C12.643,23.916,12.324,24,11.998,24z M19.099,13.993 c0-1.9-1.284-2.406-3.987-2.763c-2.731-0.361-3.009-0.548-3.009-1.187c0-0.528,0.235-1.233,2.258-1.233 c1.807,0,2.473,0.389,2.747,1.607c0.024,0.115,0.129,0.199,0.247,0.199h1.141c0.071,0,0.138-0.031,0.186-0.081 c0.048-0.054,0.074-0.123,0.067-0.196c-0.177-2.098-1.571-3.076-4.388-3.076c-2.508,0-4.004,1.058-4.004,2.833 c0,1.925,1.488,2.457,3.895,2.695c2.88,0.282,3.103,0.703,3.103,1.269c0,0.983-0.789,1.402-2.642,1.402 c-2.327,0-2.839-0.584-3.011-1.742c-0.02-0.124-0.126-0.215-0.253-0.215h-1.137c-0.141,0-0.254,0.112-0.254,0.253 c0,1.482,0.806,3.248,4.655,3.248C17.501,17.007,19.099,15.91,19.099,13.993z"></path></svg></span>Node.js</a><a href="https://github.com/zvec-ai/zvec-go" target="_blank" rel="noreferrer"><span><svg stroke="currentColor" fill="currentColor" stroke-width="0" role="img" viewBox="0 0 24 24" aria-hidden="true" height="1em" width="1em" xmlns="http://www.w3.org/2000/svg"><path d="M1.811 10.231c-.047 0-.058-.023-.035-.059l.246-.315c.023-.035.081-.058.128-.058h4.172c.046 0 .058.035.035.07l-.199.303c-.023.036-.082.07-.117.07zM.047 11.306c-.047 0-.059-.023-.035-.058l.245-.316c.023-.035.082-.058.129-.058h5.328c.047 0 .07.035.058.07l-.093.28
9c-.012.047-.058.07-.105.07zm2.828 1.075c-.047 0-.059-.035-.035-.07l.163-.292c.023-.035.07-.07.117-.07h2.337c.047 0 .07.035.07.082l-.023.28c0 .047-.047.082-.082.082zm12.129-2.36c-.736.187-1.239.327-1.963.514-.176.046-.187.058-.34-.117-.174-.199-.303-.327-.548-.444-.737-.362-1.45-.257-2.115.175-.795.514-1.204 1.274-1.192 2.22.011.935.654 1.706 1.577 1.835.795.105 1.46-.175 1.987-.77.105-.13.198-.27.315-.434H10.47c-.245 0-.304-.152-.222-.35.152-.362.432-.97.596-1.274a.315.315 0 01.292-.187h4.253c-.023.316-.023.631-.07.947a4.983 4.983 0 01-.958 2.29c-.841 1.11-1.94 1.8-3.33 1.986-1.145.152-2.209-.07-3.143-.77-.865-.655-1.356-1.52-1.484-2.595-.152-1.274.222-2.419.993-3.424.83-1.086 1.928-1.776 3.272-2.02 1.098-.2 2.15-.07 3.096.571.62.41 1.063.97 1.356 1.648.07.105.023.164-.117.2m3.868 6.461c-1.064-.024-2.034-.328-2.852-1.029a3.665 3.665 0 01-1.262-2.255c-.21-1.32.152-2.489.947-3.529.853-1.122 1.881-1.706 3.272-1.95 1.192-.21 2.314-.095 3.33.595.923.63 1.496 1.484 1.648 2.605.198 1.578-.257 2.863-1.344 3.962-.771.783-1.718 1.273-2.805 1.495-.315.06-.63.07-.934.106zm2.78-4.72c-.011-.153-.011-.27-.034-.387-.21-1.157-1.274-1.81-2.384-1.554-1.087.245-1.788.935-2.045 2.033-.21.912.234 1.835 1.075 2.21.643.28 1.285.244 1.905-.07.923-.48 1.425-1.228 1.484-2.233z"></path></svg></span>Go</a><a href="https://github.com/zvec-ai/zvec-rust" target="_blank" rel="noreferrer"><span><svg stroke="currentColor" fill="currentColor" stroke-width="0" role="img" viewBox="0 0 24 24" aria-hidden="true" height="1em" width="1em" xmlns="http://www.w3.org/2000/svg"><path d="M23.8346 11.7033l-1.0073-.6236a13.7268 13.7268 0 00-.0283-.2936l.8656-.8069a.3483.3483 0 00-.1154-.578l-1.1066-.414a8.4958 8.4958 0 00-.087-.2856l.6904-.9587a.3462.3462 0 00-.2257-.5446l-1.1663-.1894a9.3574 9.3574 0 00-.1407-.2622l.49-1.0761a.3437.3437 0 00-.0274-.3361.3486.3486 0 00-.3006-.154l-1.1845.0416a6.7444 6.7444 0 00-.1873-.2268l.2723-1.153a.3472.3472 0 00-.417-.4172l-1.1532.2724a14.0183 14.0183 0 00-.2278-.1873l.0415-1.1845a.3442.3442 0 00-.49-.328l-1.076.491c-.0872-.0476-.1742-.0952-.2623-.1407l-.1903-1.1673A.3483.3483 0 0016.256.955l-.9597.6905a8.4867 8.4867 0 00-.2855-.086l-.414-1.1066a.3483.3483 0 00-.5781-.1154l-.8069.8666a9.2936 9.2936 0 00-.2936-.0284L12.2946.1683a.3462.3462 0 00-.5892 0l-.6236 1.0073a13.7383 13.7383 0 00-.2936.0284L9.9803.3374a.3462.3462 0 00-.578.1154l-.4141 1.1065c-.0962.0274-.1903.0567-.2855.086L7.744.955a.3483.3483 0 00-.5447.2258L7.009 2.348a9.3574 9.3574 0 00-.2622.1407l-1.0762-.491a.3462.3462 0 00-.49.328l.0416 1.1845a7.9826 7.9826 0 00-.2278.1873L3.8413 3.425a.3472.3472 0 00-.4171.4171l.2713 1.1531c-.0628.075-.1255.1509-.1863.2268l-1.1845-.0415a.3462.3462 0 00-.328.49l.491 1.0761a9.167 9.167 0 00-.1407.2622l-1.1662.1894a.3483.3483 0 00-.2258.5446l.6904.9587a13.303 13.303 0 00-.087.2855l-1.1065.414a.3483.3483 0 00-.1155.5781l.8656.807a9.2936 9.2936 0 00-.0283.2935l-1.0073.6236a.3442.3442 0 000 .5892l1.0073.6236c.008.0982.0182.1964.0283.2936l-.8656.8079a.3462.3462 0 00.1155.578l1.1065.4141c.0273.0962.0567.1914.087.2855l-.6904.9587a.3452.3452 0 00.2268.5447l1.1662.1893c.0456.088.0922.1751.1408.2622l-.491 1.0762a.3462.3462 0 00.328.49l1.1834-.0415c.0618.0769.1235.1528.1873.2277l-.2713 1.1541a.3462.3462 0 00.4171.4161l1.153-.2713c.075.0638.151.1255.2279.1863l-.0415 1.1845a.3442.3442 0 00.49.327l1.0761-.49c.087.0486.1741.0951.2622.1407l.1903 1.1662a.3483.3483 0 00.5447.2268l.9587-.6904a9.299 9.299 0 00.2855.087l.414 1.1066a.3452.3452 0 00.5781.1154l.8079-.8656c.0972.0111.1954.0203.2936.0294l.6236 1.0073a.3472.3472 0 00.5892 0l.6236-1.0073c.0982-.0091.1964-.0183.2936-.0294l.8069.8656a.3483.3483 0 00.578-.1154l.4141-1.1066a8.4626 8.4626 0 00.2855-.087l.9587.6904a.3452.3452 0 00.5447-.2268l.1903-1.1662c.088-.0456.1751-.0931.2622-.1407l1.0762.49a.3472.3472 0 00.49-.327l-.0415-1.1845a6.7267 6.7267 0 00.2267-.1863l1.1531.2713a.3472.3472 0 00.4171-.416l-.2713-1.1542c.0628-.0749.1255-.1508.1863-.2278l1.1845.0415a.3442.3442 0 00.328-.49l-.49-1.076c.0475-.0872.0951-.1742.1407-.2623l1.1662-.1893a.3483.3483 0 00.2258-.5447l-.6904-.9587.087-.2855 1.1066-.414a.3462.3462 0 00.1154-.5781l-.8656-.8079c.0101-.0972.0202-.1954.0283-.2936l1.0073-.6236a.3442.3442 0 000-.5892zm-6.7413 8.3551a.7138.7138 0 01.2986-1.39
96.714.714 0 11-.2997 1.396zm-.3422-2.3142a.649.649 0 00-.7715.5l-.3573 1.6685c-1.1035.501-2.3285.7795-3.6193.7795a8.7368 8.7368 0 01-3.6951-.814l-.3574-1.6684a.648.648 0 00-.7714-.499l-1.473.3158a8.7216 8.7216 0 01-.7613-.898h7.1676c.081 0 .1356-.0141.1356-.088v-2.536c0-.074-.0536-.0881-.1356-.0881h-2.0966v-1.6077h2.2677c.2065 0 1.1065.0587 1.394 1.2088.0901.3533.2875 1.5044.4232 1.8729.1346.413.6833 1.2381 1.2685 1.2381h3.5716a.7492.7492 0 00.1296-.0131 8.7874 8.7874 0 01-.8119.9526zM6.8369 20.024a.714.714 0 11-.2997-1.396.714.714 0 01.2997 1.396zM4.1177 8.9972a.7137.7137 0 11-1.304.5791.7137.7137 0 011.304-.579zm-.8352 1.9813l1.5347-.6824a.65.65 0 00.33-.8585l-.3158-.7147h1.2432v5.6025H3.5669a8.7753 8.7753 0 01-.2834-3.348zm6.7343-.5437V8.7836h2.9601c.153 0 1.0792.1772 1.0792.8697 0 .575-.7107.7815-1.2948.7815zm10.7574 1.4862c0 .2187-.008.4363-.0243.651h-.9c-.09 0-.1265.0586-.1265.1477v.413c0 .973-.5487 1.1846-1.0296 1.2382-.4576.0517-.9648-.1913-1.0275-.4717-.2704-1.5186-.7198-1.8436-1.4305-2.4034.8817-.5599 1.799-1.386 1.799-2.4915 0-1.1936-.819-1.9458-1.3769-2.3153-.7825-.5163-1.6491-.6195-1.883-.6195H5.4682a8.7651 8.7651 0 014.907-2.7699l1.0974 1.151a.648.648 0 00.9182.0213l1.227-1.1743a8.7753 8.7753 0 016.0044 4.2762l-.8403 1.8982a.652.652 0 00.33.8585l1.6178.7188c.0283.2875.0425.577.0425.8717zm-9.3006-9.5993a.7128.7128 0 11.984 1.0316.7137.7137 0 01-.984-1.0316zm8.3389 6.71a.7107.7107 0 01.9395-.3625.7137.7137 0 11-.9405.3635z"></path></svg></span>Rust</a><a href="https://github.com/zvec-ai/zvec-dart" target="_blank" rel="noreferrer"><span><svg stroke="currentColor" fill="currentColor" stroke-width="0" role="img" viewBox="0 0 24 24" aria-hidden="true" height="1em" width="1em" xmlns="http://www.w3.org/2000/svg"><path d="M4.105 4.105S9.158 1.58 11.684.316a3.079 3.079 0 0 1 1.481-.315c.766.047 1.677.788 1.677.788L24 9.948v9.789h-4.263V24H9.789l-9-9C.303 14.5 0 13.795 0 13.105c0-.319.18-.818.316-1.105l3.789-7.895zm.679.679v11.787c.002.543.021 1.024.498 1.508L10.204 23h8.533v-4.263L4.784 4.784zm12.055-.678c-.899-.896-1.809-1.78-2.74-2.643-.302-.267-.567-.468-1.07-.462-.37.014-.87.195-.87.195L6.341 4.105l10.498.001z"></path></svg></span>Dart</a><a href="https://github.com/alibaba/zvec" target="_blank" rel="noreferrer"><span><svg stroke="currentColor" fill="currentColor" stroke-width="0" role="img" viewBox="0 0 24 24" aria-hidden="true" height="1em" width="1em" xmlns="http://www.w3.org/2000/svg"><path d="M22.394 6c-.167-.29-.398-.543-.652-.69L12.926.22c-.509-.294-1.34-.294-1.848 0L2.26 5.31c-.508.293-.923 1.013-.923 1.6v10.18c0 .294.104.62.271.91.167.29.398.543.652.69l8.816 5.09c.508.293 1.34.293 1.848 0l8.816-5.09c.254-.147.485-.4.652-.69.167-.29.27-.616.27-.91V6.91c.003-.294-.1-.62-.268-.91zM12 19.11c-3.92 0-7.109-3.19-7.109-7.11 0-3.92 3.19-7.11 7.11-7.11a7.133 7.133 0 016.156 3.553l-3.076 1.78a3.567 3.567 0 00-3.08-1.78A3.56 3.56 0 008.444 12 3.56 3.56 0 0012 15.555a3.57 3.57 0 003.08-1.778l3.078 1.78A7.135 7.135 0 0112 19.11zm7.11-6.715h-.79v.79h-.79v-.79h-.79v-.79h.79v-.79h.79v.79h.79zm2.962 0h-.79v.79h-.79v-.79h-.79v-.79h.79v-.79h.79v.79h.79z"></path></svg></span>C / C++</a></div></article><article class="zvec-architecture-layer zvec-architecture-layer-search"><div class="zvec-architecture-layer-head"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-search-code" aria-hidden="true"><path d="m13 13.5 2-2.5-2-2.5"></path><path d="m21 21-4.3-4.3"></path><path d="M9 8.5 7 11l2 2.5"></path><circle cx="11" cy="11" r="8"></circle></svg><h3>æ£ç´¢ä¸ç´¢å¼</h3></div><div class="zvec-architecture-search-grid"><div><small>æ£ç´¢è½å</small><div class="zvec-surround-tag-list"><span>ç¨ å¯åé</span><span>ç¨çåé</span><span>å
¨ææ£ç´¢ · BM25</span><span>æ··åæ£ç´¢</span><span>åç»æç´¢</span><span>æ éè¿æ»¤</span></div></div><div><small>ç´¢å¼ç±»å</small><div class="zvec-surround-tag-list"><span>Flat</span><span>HNSW</span><span>IVF</span><span>DiskANN</span></div></div><div><small>åééå</small><div class="zvec-surround-tag-list"><span>FP16</span><span>INT8</span><span>INT4</span><span>RaBitQ</span><span>PQ</span></div></div></div></article>
9<article class="zvec-architecture-layer zvec-architecture-layer-platform"><div class="zvec-architecture-layer-head"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-monitor-cog" aria-hidden="true"><path d="M12 17v4"></path><path d="m14.305 7.53.923-.382"></path><path d="m15.228 4.852-.923-.383"></path><path d="m16.852 3.228-.383-.924"></path><path d="m16.852 8.772-.383.923"></path><path d="m19.148 3.228.383-.924"></path><path d="m19.53 9.696-.382-.924"></path><path d="m20.772 4.852.924-.383"></path><path d="m20.772 7.148.924.383"></path><path d="M22 13v2a2 2 0 0 1-2 2H4a2 2 0 0 1-2-2V5a2 2 0 0 1 2-2h7"></path><path d="M8 21h8"></path><circle cx="18" cy="6" r="3"></circle></svg><h3>è¿è¡æ¶ä¸å¹³å°</h3></div><div class="zvec-architecture-platform-grid"><div><small>åºç¡è®¾æ½</small><div class="zvec-surround-tag-list"><span>SIMD</span><span>MMAP</span><span>Buffer Pool</span><span>çº¿ç¨æ± </span></div></div><div><small>è¿è¡å¹³å°</small><div class="zvec-architecture-runtime-list"><span><svg stroke="currentColor" fill="currentColor" stroke-width="0" role="img" viewBox="0 0 24 24" aria-hidden="true" height="1em" width="1em" xmlns="http://www.w3.org/2000/svg"><path d="M12.504 0c-.155 0-.315.008-.48.021-4.226.333-3.105 4.807-3.17 6.298-.076 1.092-.3 1.953-1.05 3.02-.885 1.051-2.127 2.75-2.716 4.521-.278.832-.41 1.684-.287 2.489a.424.424 0 00-.11.135c-.26.268-.45.6-.663.839-.199.199-.485.267-.797.4-.313.136-.658.269-.864.68-.09.189-.136.394-.132.602 0 .199.027.4.055.536.058.399.116.728.04.97-.249.68-.28 1.145-.106 1.484.174.334.535.47.94.601.81.2 1.91.135 2.774.6.926.466 1.866.67 2.616.47.526-.116.97-.464 1.208-.946.587-.003 1.23-.269 2.26-.334.699-.058 1.574.267 2.577.2.025.134.063.198.114.333l.003.003c.391.778 1.113 1.132 1.884 1.071.771-.06 1.592-.536 2.257-1.306.631-.765 1.683-1.084 2.378-1.503.348-.199.629-.469.649-.853.023-.4-.2-.811-.714-1.376v-.097l-.003-.003c-.17-.2-.25-.535-.338-.926-.085-.401-.182-.786-.492-1.046h-.003c-.059-.054-.123-.067-.188-.135a.357.357 0 00-.19-.064c.431-1.278.264-2.55-.173-3.694-.533-1.41-1.465-2.638-2.175-3.483-.796-1.005-1.576-1.957-1.56-3.368.026-2.152.236-6.133-3.544-6.139zm.529 3.405h.013c.213 0 .396.062.584.198.19.135.33.332.438.533.105.259.158.459.166.724 0-.02.006-.04.006-.06v.105a.086.086 0 01-.004-.021l-.004-.024a1.807 1.807 0 01-.15.706.953.953 0 01-.213.335.71.71 0 00-.088-.042c-.104-.045-.198-.064-.284-.133a1.312 1.312 0 00-.22-.066c.05-.06.146-.133.183-.198.053-.128.082-.264.088-.402v-.02a1.21 1.21 0 00-.061-.4c-.045-.134-.101-.2-.183-.333-.084-.066-.167-.132-.267-.132h-.016c-.093 0-.176.03-.262.132a.8.8 0 00-.205.334 1.18 1.18 0 00-.09.4v.019c.002.089.008.179.02.267-.193-.067-.438-.135-.607-.202a1.635 1.635 0 01-.018-.2v-.02a1.772 1.772 0 01.15-.768c.082-.22.232-.406.43-.533a.985.985 0 01.594-.2zm-2.962.059h.036c.142 0 .27.048.399.135.146.129.264.288.344.465.09.199.14.4.153.667v.004c.007.134.006.2-.002.266v.08c-.03.007-.056.018-.083.024-.152.055-.274.135-.393.2.012-.09.013-.18.003-.267v-.015c-.012-.133-.04-.2-.082-.333a.613.613 0 00-.166-.267.248.248 0 00-.183-.064h-.021c-.071.006-.13.04-.186.132a.552.552 0 00-.12.27.944.944 0 00-.023.33v.015c.012.135.037.2.08.334.046.134.098.2.166.268.01.009.02.018.034.024-.07.057-.117.07-.176.136a.304.304 0 01-.131.068 2.62 2.62 0 01-.275-.402 1.772 1.772 0 01-.155-.667 1.759 1.759 0 01.08-.668 1.43 1.43 0 01.283-.535c.128-.133.26-.2.418-.2zm1.37 1.706c.332 0 .733.065 1.216.399.293.2.523.269 1.052.468h.003c.255.136.405.266.478.399v-.131a.571.571 0 01.016.47c-.123.31-.516.643-1.063.842v.002c-.268.135-.501.333-.775.465-.276.135-.588.292-1.012.267a1.139 1.139 0 01-.448-.067 3.566 3.566 0 01-.322-.198c-.195-.135-.363-.332-.612-.465v-.005h-.005c-.4-.246-.616-.512-.686-.71-.07-.268-.005-.47.193-.6.224-.135.38-.271.483-.336.104-.074.143-.102.176-.131h.002v-.003c.169-.202.436-.47.839-.601.139-.036.294-.065.466-.065zm2.8 2.142c.358 1.417 1.196 3.475 1.735 4.473.286.534.855 1.659 1.102 3.024.156-.005.33.018.513.064.646-1.671-.546-3.467-1.089-3.966-.22-.2-.232-.335-.123-.335.59.534 1.365 1.572 1.646 2.757.13.535.16 1.104.021 1.67.067.028.135.06.205.067 1.032.534 1.413.938 1.23 1.537v-.043c-.06-.003-.12 0-.18 0h-.016c.151-.467-.182-.825-1.065-1.224-.915-.4-1.646-.336-1.77.465-.008.043-.013.066-.018.135-.
9068.023-.139.053-.209.064-.43.268-.662.669-.793 1.187-.13.533-.17 1.156-.205 1.869v.003c-.02.334-.17.838-.319 1.35-1.5 1.072-3.58 1.538-5.348.334a2.645 2.645 0 00-.402-.533 1.45 1.45 0 00-.275-.333c.182 0 .338-.03.465-.067a.615.615 0 00.314-.334c.108-.267 0-.697-.345-1.163-.345-.467-.931-.995-1.788-1.521-.63-.4-.986-.87-1.15-1.396-.165-.534-.143-1.085-.015-1.645.245-1.07.873-2.11 1.274-2.763.107-.065.037.135-.408.974-.396.751-1.14 2.497-.122 3.854a8.123 8.123 0 01.647-2.876c.564-1.278 1.743-3.504 1.836-5.268.048.036.217.135.289.202.218.133.38.333.59.465.21.201.477.335.876.335.039.003.075.006.11.006.412 0 .73-.134.997-.268.29-.134.52-.334.74-.4h.005c.467-.135.835-.402 1.044-.7zm2.185 8.958c.037.6.343 1.245.882 1.377.588.134 1.434-.333 1.791-.765l.211-.01c.315-.007.577.01.847.268l.003.003c.208.199.305.53.391.876.085.4.154.78.409 1.066.486.527.645.906.636 1.14l.003-.007v.018l-.003-.012c-.015.262-.185.396-.498.595-.63.401-1.746.712-2.457 1.57-.618.737-1.37 1.14-2.036 1.191-.664.053-1.237-.2-1.574-.898l-.005-.003c-.21-.4-.12-1.025.056-1.69.176-.668.428-1.344.463-1.897.037-.714.076-1.335.195-1.814.12-.465.308-.797.641-.984l.045-.022zm-10.814.049h.01c.053 0 .105.005.157.014.376.055.706.333 1.023.752l.91 1.664.003.003c.243.533.754 1.064 1.189 1.637.434.598.77 1.131.729 1.57v.006c-.057.744-.48 1.148-1.
9125 1.294-.645.135-1.52.002-2.395-.464-.968-.536-2.118-.469-2.857-.602-.369-.066-.61-.2-.723-.4-.11-.2-.113-.602.123-1.23v-.004l.002-.003c.117-.334.03-.752-.027-1.118-.055-.401-.083-.71.043-.94.16-.334.396-.4.69-.533.294-.135.64-.202.915-.47h.002v-.002c.256-.268.445-.601.668-.838.19-.201.38-.336.663-.336zm7.159-9.074c-.435.201-.945.535-1.488.535-.542 0-.97-.267-1.28-.466-.154-.134-.28-.268-.373-.335-.164-.134-.144-.333-.074-.333.109.016.129.134.199.2.096.066.215.2.36.333.292.2.68.467 1.167.467.485 0 1.053-.267 1.398-.466.195-.135.445-.334.648-.467.156-.136.149-.267.279-.267.128.016.034.134-.147.332a8.097 8.097 0 01-.69.468zm-1.082-1.583V5.64c-.006-.02.013-.042.029-.05.074-.043.18-.027.26.004.063 0 .16.067.15.135-.006.049-.085.066-.135.066-.055 0-.092-.043-.141-.068-.052-.018-.146-.008-.163-.065zm-.551 0c-.02.058-.113.049-.166.066-.047.025-.086.068-.14.068-.05 0-.13-.02-.136-.068-.01-.066.088-.133.15-.133.08-.031.184-.047.259-.005.019.009.036.03.03.05v.02h.003z"></path></svg>Linux</span><span><svg stroke="currentColor" fill="currentColor" stroke-width="0" role="img" viewBox="0 0 24 24" aria-hidden="true" height="1em" width="1em" xmlns="http://www.w3.org/2000/svg"><path d="M12.152 6.896c-.948 0-2.415-1.078-3.96-1.04-2.04.027-3.91 1.183-4.961 3.014-2.117 3.675-.546 9.103 1.519 12.09 1.013 1.454 2.208 3.09 3.792 3.039 1.52-.065 2.09-.987 3.935-.987 1.831 0 2.35.987 3.96.948 1.637-.026 2.676-1.48 3.676-2.948 1.156-1.688 1.636-3.325 1.662-3.415-.039-.013-3.182-1.221-3.22-4.857-.026-3.04 2.48-4.494 2.597-4.559-1.429-2.09-3.623-2.324-4.39-2.376-2-.156-3.675 1.09-4.61 1.09zM15.53 3.83c.843-1.012 1.4-2.427 1.245-3.83-1.207.052-2.662.805-3.532 1.818-.78.896-1.454 2.338-1.273 3.714 1.338.104 2.715-.688 3.559-1.701"></path></svg>macOS</span><span><svg stroke="currentColor" fill="currentColor" stroke-width="0" viewBox="0 0 448 512" aria-hidden="true" height="1em" width="1em" xmlns="http://www.w3.org/2000/svg"><path d="M0 93.7l183.6-25.3v177.4H0V93.7zm0 324.6l183.6 25.3V268.4H0v149.9zm203.8 28L448 480V268.4H203.8v177.9zm0-380.6v180.1H448V32L203.8 65.7z"></path></svg>Windows</span><span><svg stroke="currentColor" fill="currentColor" stroke-width="0" role="img" viewBox="0 0 24 24" aria-hidden="true" height="1em" width="1em" xmlns="http://www.w3.org/2000/svg"><path d="M18.4395 5.5586c-.675 1.1664-1.352 2.3318-2.0274 3.498-.0366-.0155-.0742-.0286-.1113-.043-1.8249-.6957-3.484-.8-4.42-.787-1.8551.0185-3.3544.4643-4.2597.8203-.084-.1494-1.7526-3.021-2.0215-3.4864a1.1451 1.1451 0 0 0-.1406-.1914c-.3312-.364-.9054-.4859-1.379-.203-.475.282-.7136.9361-.3886 1.5019 1.9466 3.3696-.0966-.2158 1.9473 3.3593.0172.031-.4946.2642-1.3926 1.0177C2.8987 12.176.452 14.772 0 18.9902h24c-.119-1.1108-.3686-2.099-.7461-3.0683-.7438-1.9118-1.8435-3.2928-2.7402-4.1836a12.1048 12.1048 0 0 0-2.1309-1.6875c.6594-1.122 1.312-2.2559 1.9649-3.3848.2077-.3615.1886-.7956-.0079-1.1191a1.1001 1.1001 0 0 0-.8515-.5332c-.5225-.0536-.9392.3128-1.0488.5449zm-.0391 8.461c.3944.5926.324 1.3306-.1563 1.6503-.4799.3197-1.188.0985-1.582-.4941-.3944-.5927-.324-1.3307.1563-1.6504.4727-.315 1.1812-.1086 1.582.4941zM7.207 13.5273c.4803.3197.5506 1.0577.1563 1.6504-.394.5926-1.1038.8138-1.584.4941-.48-.3197-.5503-1.0577-.1563-1.6504.4008-.6021 1.1087-.8106 1.584-.4941z"></path></svg>Android</span><span><svg stroke="currentColor" fill="currentColor" stroke-width="0" role="img" viewBox="0 0 24 24" aria-hidden="true" height="1em" width="1em" xmlns="http://www.w3.org/2000/svg"><path d="M1.1 6.05C.486 6.05 0 6.53 0 7.13A1.08 1.08 0 0 0 1.1 8.21C1.72 8.21 2.21 7.73 2.21 7.13C2.21 6.53 1.72 6.05 1.1 6.05M8.71 6.07C5.35 6.07 3.25 8.36 3.25 12C3.25 15.67 5.35 17.95 8.71 17.95C12.05 17.95 14.16 15.67 14.16 12C14.16 8.36 12.05 6.07 8.71 6.07M19.55 6.07C17.05 6.07 15.27 7.45 15.27 9.5C15.27 11.13 16.28 12.15 18.4 12.64L19.89 13C21.34 13.33 21.93 13.81 21.93 14.64C21.93 15.6 20.96 16.28 19.58 16.28C18.17 16.28 17.11 15.59 17 14.53H15C15.08 16.65 16.82 17.95 19.46 17.95C22.25 17.95 24 16.58 24 14.4C24 12.69 23 11.72 20.68 11.19L19.35 10.89C17.94 10.55 17.36 10.1 17.36 9.34C17.36 8.38 18.24 7.74 19.54 7.74C20.85 7.74 21.75 8.39 21.85 9.46H23.81C23.76 7.44 22.09 6.07 19.55 6.07M8.71 7.82C10.75 7.82 12.06 9.45 12.06 12C12.06 14.57 10.75 16.2 8.71 16.2C6.65 16.2 5.35 14.57 5.35 12C5.35 9.45 6.65 7.82 8.71 7.82M.111 9.31V17.76H2.1V9.31H.11Z"></path></svg>iOS</span></div></div></div></article></div><aside class="zvec-architecture-side"><a class="zvec-architecture-performance" href="/zh/docs/db/benchmarks/">
9<div class="zvec-architecture-layer-head"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-gauge" aria-hidden="true"><path d="m12 14 4-4"></path><path d="M3.34 19a10 10 0 1 1 17.32 0"></path></svg><h3>æ§è½è¡¨ç°</h3><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-arrow-up-right zvec-architecture-card-arrow" aria-hidden="true"><path d="M7 7h10v10"></path><path d="M7 17 17 7"></path></svg></div><p class="zvec-surround-performance-note">Cohere 1000 ä¸ Â· VectorDBBench</p><p class="zvec-surround-performance-conditions">16 vCPU · 64 GiB · INT8 · æé« 20 å¹¶å</p><div class="zvec-surround-stat-list"><span><strong>1000 ä¸</strong><small>åé</small></span><span><strong>8,500+</strong><small>QPS</small></span><span><strong>约 1 å°æ¶</strong><small>æå»º</small></span></div></a><section class="zvec-architecture-tools"><div class="zvec-architecture-layer-head"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-layers" aria-hidden="true"><path d="M12.83 2.18a2 2 0 0 0-1.66 0L2.6 6.08a1 1 0 0 0 0 1.83l8.58 3.91a2 2 0 0 0 1.66 0l8.58-3.9a1 1 0 0 0 0-1.83z"></path><path d="M2 12a1 1 0 0 0 .58.91l8.6 3.91a2 2 0 0 0 1.65 0l8.58-3.9A1 1 0 0 0 22 12"></path><path d="M2 17a1 1 0 0 0 .58.91l8.6 3.91a2 2 0 0 0 1.65 0l8.58-3.9A1 1 0 0 0 22 17"></path></svg><h3>å·¥å
·ä¸ Agent</h3></div><div class="zvec-architecture-tool-list"><a href="https://github.com/zvec-ai/zvec-studio" target="_blank" rel="noreferrer"><span><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-monitor-cog" aria-hidden="true"><path d="M12 17v4"></path><path d="m14.305 7.53.923-.382"></path><path d="m15.228 4.852-.923-.383"></path><path d="m16.852 3.228-.383-.924"></path><path d="m16.852 8.772-.383.923"></path><path d="m19.148 3.228.383-.924"></path><path d="m19.53 9.696-.382-.924"></path><path d="m20.772 4.852.924-.383"></path><path d="m20.772 7.148.924.383"></path><path d="M22 13v2a2 2 0 0 1-2 2H4a2 2 0 0 1-2-2V5a2 2 0 0 1 2-2h7"></path><path d="M8 21h8"></path><circle cx="18" cy="6" r="3"></circle></svg></span><div><strong>Zvec Studio</strong><small>å¯è§åå·¥ä½å°</small></div><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-arrow-up-right" aria-hidden="true"><path d="M7 7h10v10"></path><path d="M7 17 17 7"></path></svg></a><a href="https://github.com/zvec-ai/zvec-mcp-server" target="_blank" rel="noreferrer"><span><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-server-cog" aria-hidden="true"><path d="m10.852 14.772-.383.923"></path><path d="M13.148 14.772a3 3 0 1 0-2.296-5.544l-.383-.923"></path><path d="m13.148 9.228.383-.923"></path><path d="m13.53 15.696-.382-.924a3 3 0 1 1-2.296-5.544"></path><path d="m14.772 10.852.923-.383"></path><path d="m14.772 13.148.923.383"></path><path d="M4.5 10H4a2 2 0 0 1-2-2V4a2 2 0 0 1 2-2h16a2 2 0 0 1 2 2v4a2 2 0 0 1-2 2h-.5"></path><path d="M4.5 14H4a2 2 0 0 0-2 2v4a2 2 0 0 0 2 2h16a2 2 0 0 0 2-2v-4a2 2 0 0 0-2-2h-.5"></path><path d="M6 18h.01"></path><path d="M6 6h.01"></path><path d="m9.228 10.852-.923-.383"></path><path d="m9.228 13.148-.923.383"></path></svg></span><div><strong>MCP Server</strong><small>é¢å Agent ç Zvec å·¥å
·</small></div><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-arrow-up-right" aria-hidden="true"><path d="M7 7h10v10"></path><path d="M7 17 17 7"></path></svg></a><a href="https://github.com/zvec-ai/zvec-agent-skills" target="_blank" rel="noreferrer"><span><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-bot" aria-hidden="true"><path d="M12 8V4H8"></path><rect width="16" height="12" x="4" y="8" rx="2"></rect><path d="M2 14h2"></path><path d="M20 14h2"></path><path d="M15 13v2"></path><path d="M9 13v2"></path></svg></span><div><strong>Agent Skills</strong><small>å¯å¤ç¨çæ£ç´¢æå¯¼</small></div><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-arrow-up-right" aria-hidden="true"><path d="M7 7h10v10"></path><path d="M7 17 17 7"></path></svg></a></div></section></aside></div></div></section><section class="zvec-product-story zvec-product-story-grep" aria-labelledby="zvec-grep-product-title"><div class="zvec-product-story-intro"><div class="zvec-product-story-kicker"><span class="zvec-icon-box"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-search-code" aria-hidden="true"><path d="m13 13.5 2-2.5-2-2.5"></path><path d="m21 21-4.3-4.3"></path><path d="M9 8.5 7 11l2 2.5"></path><circle cx="11" cy="11" r="8"></circle></svg></span><small>CLI & MCP</small></div><h3 id="zvec-grep-product-title">Zvec-Grep</h3><p>䏿¢äºå
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ä¸ AI Agent åå¯ä½¿ç¨ã</p><div class="zvec-product-story-powered">åºäº Zvec</div><a class="zvec-product-story-link" href="/zh/docs/zvec-grep/">äºè§£ Zvec-Grep<svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-arrow-right" aria-hidden="true"><path d="M5 12h14"></path><path d="m12 5 7 7-7 7"></path></svg></a></div><div class="zvec-product-story-body"><div class="zvec-grep-workflow"><div class="zvec-grep-diagram" aria-label="代ç ãææ¡£ä¸æ°æ®éè¿ Zvec-Grep æµåå¼åè
ä¸ AI Agent"><div class="zvec-grep-diagram-main"><div class="zvec-grep-diagram-sources"><span><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-file-code" aria-hidden="true"><path d="M6 22a2 2 0 0 1-2-2V4a2 2 0 0 1 2-2h8a2.4 2.4 0 0 1 1.704.706l3.588 3.588A2.4 2.4 0 0 1 20 8v12a2 2 0 0 1-2 2z"></path><path d="M14 2v5a1 1 0 0 0 1 1h5"></path><path d="M10 12.5 8 15l2 2.5"></path><path d="m14 12.5 2 2.5-2 2.5"></path></svg><small>代ç </small></span><span><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-file-text" aria-hidden="true"><path d="M6 22a2 2 0 0 1-2-2V4a2 2 0 0 1 2-2h8a2.4 2.4 0 0 1 1.704.706l3.588 3.588A2.4 2.4 0 0 1 20 8v12a2 2 0 0 1-2 2z"></path><path d="M14 2v5a1 1 0 0 0 1 1h5"></path><path d="M10 9H8"></path><path d="M16 13H8"></path><path d="M16 17H8"></path></svg><small>MD</small></span><span><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-file-type" aria-hidden="true"><path d="M6 22a2 2 0 0 1-2-2V4a2 2 0 0 1 2-2h8a2.4 2.4 0 0 1 1.704.706l3.588 3.588A2.4 2.4 0 0 1 20 8v12a2 2 0 0 1-2 2z"></path><path d="M14 2v5a1 1 0 0 0 1 1h5"></path><path d="M11 18h2"></path><path d="M12 12v6"></path><path d="M9 13v-.5a.5.5 0 0 1 .5-.5h5a.5.5 0 0 1 .5.5v.5"></path></svg><small>ææ¬</small></span><span><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-braces" aria-hidden="true"><path d="M8 3H7a2 2 0 0 0-2 2v5a2 2 0 0 1-2 2 2 2 0 0 1 2 2v5c0 1.1.9 2 2 2h1"></path><path d="M16 21h1a2 2 0 0 0 2-2v-5c0-1.1.9-2 2-2a2 2 0 0 1-2-2V5a2 2 0 0 0-2-2h-1"></path></svg><small>æ°æ®</small></span></div><svg class="zvec-grep-diagram-source-lines" viewBox="0 0 72 200" preserveAspectRatio="none" aria-hidden="true"><path d="M0 28 C28 28 38 88 72 100"></path><path d="M0 76 C30 76 40 96 72 100"></path><path d="M0 124 C30 124 40 104 72 100"></path><path d="M0 172 C28 172 38 112 72 100"></path></svg><a class="zvec-grep-diagram-command" href="/zh/docs/zvec-grep/"><div><span class="zvec-grep-diagram-command-icon"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-square-terminal" aria-hidden="true"><path d="m7 11 2-2-2-2"></path><path d="M11 13h4"></path><rect width="18" height="18" x="3" y="3" rx="2" ry="2"></rect></svg></span><strong><b aria-hidden="true">âº</b>zg</strong><i aria-hidden="true"></i><span class="zvec-grep-diagram-command-action"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-search-code" aria-hidden="true"><path d="m13 13.5 2-2.5-2-2.5"></path><path d="m21 21-4.3-4.3"></path><path d="M9 8.5 7 11l2 2.5"></path><circle cx="11" cy="11" r="8"></circle></svg></span></div><span class="zvec-grep-diagram-command-modes"><small>精确</small><small>BM25</small><small>åé</small><small>æ··å</small></span></a><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-arrow-right zvec-grep-diagram-main-arrow" aria-hidden="true"><path d="M5 12h14"></path><path d="m12 5 7 7-7 7"></path></svg><div class="zvec-grep-diagram-result"><div><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-scan-search" aria-hidden="true"><path d="M3 7V5a2 2 0 0 1 2-2h2"></path><path d="M17 3h2a2 2 0 0 1 2 2v2"></path><path d="M21 17v2a2 2 0 0 1-2 2h-2"></path><path d="M7 21H5a2 2 0 0 1-2-2v-2"></path><circle cx="12" cy="12" r="3"></circle><path d="m16 16-1.9-1.9"></path></svg><span><i></i><i></i><i></i></span></div><strong>æåºè¯æ®</strong><small>è·¯å¾ Â· ç¬¦å· Â· è¡å·</small></div><svg class="zvec-grep-diagram-branch-lines" viewBox="0 0 72 200" preserveAspectRatio="none" aria-hidden="true"><path d="M0 100 C34 100 34 48 72 48"></path><path d="M0 100 C34 100 34 152 72 152"></path></svg><div class="zvec-grep-diagram-consumers"><span><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-user-round" aria-hidden="true"><circle cx="12" cy="8" r="5"></circle><path d="M20 21a8 8 0 0 0-16 0"></path></svg><small>å¼åè
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