semantic-search · GitHub Topics

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top-0"> <div class="HeaderMenu-wrapper d-flex flex-column flex-self-start flex-lg-row flex-auto rounded rounded-lg-0"> <nav class="HeaderMenu-nav" aria-label="Global"> <ul class="d-lg-flex list-style-none"> <li class="HeaderMenu-item position-relative flex-wrap flex-justify-between flex-items-center d-block d-lg-flex flex-lg-nowrap flex-lg-items-center js-details-container js-header-menu-item"> <button type="button" class="HeaderMenu-link border-0 width-full width-lg-auto px-0 px-lg-2 py-lg-2 no-wrap d-flex flex-items-center flex-justify-between js-details-target" aria-expanded="false"> Product <svg opacity="0.5" aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-chevron-down HeaderMenu-icon ml-1"> <path d="M12.78 5.22a.749.749 0 0 1 0 1.06l-4.25 4.25a.749.749 0 0 1-1.06 0L3.22 6.28a.749.749 0 1 1 1.06-1.06L8 8.939l3.72-3.719a.749.749 0 0 1 1.06 0Z"></path> </svg> </button> <div class="HeaderMenu-dropdown 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1.347-2.292 2.605-2.656.167-.429.414-1.055.644-1.517a10.195 10.195 0 0 1-.052-1.086c0-1.331.282-2.499 1.132-3.368.397-.406.89-.717 1.474-.952 1.399-1.136 3.392-2.093 6.122-2.093 2.731 0 4.767.957 6.166 2.093.584.235 1.077.546 1.474.952.85.869 1.132 2.037 1.132 3.368 0 .368-.014.733-.052 1.086.23.462.477 1.088.644 1.517 1.258.364 2.233 1.721 2.605 2.656a.832.832 0 0 1 .053.22v2.869a.641.641 0 0 1-.078.256ZM12.172 11h-.344a4.323 4.323 0 0 1-.355.508C10.703 12.455 9.555 13 7.965 13c-1.725 0-2.989-.359-3.782-1.259a2.005 2.005 0 0 1-.085-.104L4 11.741v6.585c1.435.779 4.514 2.179 8 2.179 3.486 0 6.565-1.4 8-2.179v-6.585l-.098-.104s-.033.045-.085.104c-.793.9-2.057 1.259-3.782 1.259-1.59 0-2.738-.545-3.508-1.492a4.323 4.323 0 0 1-.355-.508h-.016.016Zm.641-2.935c.136 1.057.403 1.913.878 2.497.442.544 1.134.938 2.344.938 1.573 0 2.292-.337 2.657-.751.384-.435.558-1.15.558-2.361 0-1.14-.243-1.847-.705-2.319-.477-.488-1.319-.862-2.824-1.025-1.487-.161-2.192.138-2.533.529-.269.307-.437.808-.438 1.578v.021c0 .265.021.562.063.893Zm-1.626 0c.042-.331.063-.628.063-.894v-.02c-.001-.77-.169-1.271-.438-1.578-.341-.391-1.046-.69-2.533-.529-1.505.163-2.347.537-2.824 1.025-.462.472-.705 1.179-.705 2.319 0 1.211.175 1.926.558 2.361.365.414 1.084.751 2.657.751 1.21 0 1.902-.394 2.344-.938.475-.584.742-1.44.878-2.497Z"></path><path d="M14.5 14.25a1 1 0 0 1 1 1v2a1 1 0 0 1-2 0v-2a1 1 0 0 1 1-1Zm-5 0a1 1 0 0 1 1 1v2a1 1 0 0 1-2 0v-2a1 1 0 0 1 1-1Z"></path> </svg> <div> <div class="color-fg-default h4">GitHub Copilot</div> Write better code with AI </div> </a></li> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary d-flex flex-items-center Link--has-description pb-lg-3" data-analytics-event="{"location":"navbar","action":"security","context":"product","tag":"link","label":"security_link_product_navbar"}" href="https://github.com/features/security"> <svg aria-hidden="true" height="24" viewBox="0 0 24 24" version="1.1" width="24" 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0v3.5A1.75 1.75 0 0 1 12.25 14h-8.5A1.75 1.75 0 0 1 2 12.25v-8.5C2 2.784 2.784 2 3.75 2Zm6.854-1h4.146a.25.25 0 0 1 .25.25v4.146a.25.25 0 0 1-.427.177L13.03 4.03 9.28 7.78a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042l3.75-3.75-1.543-1.543A.25.25 0 0 1 10.604 1Z"></path> </svg> </a></li> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary Link--external" target="_blank" data-analytics-event="{"location":"navbar","action":"github_skills","context":"product","tag":"link","label":"github_skills_link_product_navbar"}" href="https://skills.github.com"> GitHub Skills <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-link-external HeaderMenu-external-icon color-fg-subtle"> <path d="M3.75 2h3.5a.75.75 0 0 1 0 1.5h-3.5a.25.25 0 0 0-.25.25v8.5c0 .138.112.25.25.25h8.5a.25.25 0 0 0 .25-.25v-3.5a.75.75 0 0 1 1.5 0v3.5A1.75 1.75 0 0 1 12.25 14h-8.5A1.75 1.75 0 0 1 2 12.25v-8.5C2 2.784 2.784 2 3.75 2Zm6.854-1h4.146a.25.25 0 0 1 .25.25v4.146a.25.25 0 0 1-.427.177L13.03 4.03 9.28 7.78a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042l3.75-3.75-1.543-1.543A.25.25 0 0 1 10.604 1Z"></path> </svg> </a></li> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary Link--external" target="_blank" data-analytics-event="{"location":"navbar","action":"blog","context":"product","tag":"link","label":"blog_link_product_navbar"}" href="https://github.blog"> Blog <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-link-external HeaderMenu-external-icon color-fg-subtle"> <path d="M3.75 2h3.5a.75.75 0 0 1 0 1.5h-3.5a.25.25 0 0 0-.25.25v8.5c0 .138.112.25.25.25h8.5a.25.25 0 0 0 .25-.25v-3.5a.75.75 0 0 1 1.5 0v3.5A1.75 1.75 0 0 1 12.25 14h-8.5A1.75 1.75 0 0 1 2 12.25v-8.5C2 2.784 2.784 2 3.75 2Zm6.854-1h4.146a.25.25 0 0 1 .25.25v4.146a.25.25 0 0 1-.427.177L13.03 4.03 9.28 7.78a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042l3.75-3.75-1.543-1.543A.25.25 0 0 1 10.604 1Z"></path> </svg> </a></li> </ul> </div> </div> </div> </li> <li class="HeaderMenu-item position-relative flex-wrap flex-justify-between flex-items-center d-block d-lg-flex flex-lg-nowrap flex-lg-items-center js-details-container js-header-menu-item"> <button type="button" class="HeaderMenu-link border-0 width-full width-lg-auto px-0 px-lg-2 py-lg-2 no-wrap d-flex flex-items-center flex-justify-between js-details-target" aria-expanded="false"> Solutions <svg opacity="0.5" aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-chevron-down HeaderMenu-icon ml-1"> <path d="M12.78 5.22a.749.749 0 0 1 0 1.06l-4.25 4.25a.749.749 0 0 1-1.06 0L3.22 6.28a.749.749 0 1 1 1.06-1.06L8 8.939l3.72-3.719a.749.749 0 0 1 1.06 0Z"></path> </svg> </button> <div class="HeaderMenu-dropdown dropdown-menu rounded 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data-analytics-event="{"location":"navbar","action":"small_and_medium_teams","context":"solutions","tag":"link","label":"small_and_medium_teams_link_solutions_navbar"}" href="https://github.com/team"> Small and medium teams </a></li> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary" data-analytics-event="{"location":"navbar","action":"startups","context":"solutions","tag":"link","label":"startups_link_solutions_navbar"}" href="https://github.com/enterprise/startups"> Startups </a></li> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary" data-analytics-event="{"location":"navbar","action":"nonprofits","context":"solutions","tag":"link","label":"nonprofits_link_solutions_navbar"}" href="/solutions/industry/nonprofits"> Nonprofits </a></li> </ul> </div> <div class="border-bottom pb-3 pb-lg-0 border-lg-bottom-0"> <span class="d-block h4 color-fg-default my-1" id="solutions-by-use-case-heading">By use case</span> <ul class="list-style-none f5" aria-labelledby="solutions-by-use-case-heading"> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary" data-analytics-event="{"location":"navbar","action":"devsecops","context":"solutions","tag":"link","label":"devsecops_link_solutions_navbar"}" href="/solutions/use-case/devsecops"> DevSecOps </a></li> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary" data-analytics-event="{"location":"navbar","action":"devops","context":"solutions","tag":"link","label":"devops_link_solutions_navbar"}" href="/solutions/use-case/devops"> DevOps </a></li> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary" data-analytics-event="{"location":"navbar","action":"ci_cd","context":"solutions","tag":"link","label":"ci_cd_link_solutions_navbar"}" href="/solutions/use-case/ci-cd"> 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<button type="button" class="HeaderMenu-link border-0 width-full width-lg-auto px-0 px-lg-2 py-lg-2 no-wrap d-flex flex-items-center flex-justify-between js-details-target" aria-expanded="false"> Resources <svg opacity="0.5" aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-chevron-down HeaderMenu-icon ml-1"> <path d="M12.78 5.22a.749.749 0 0 1 0 1.06l-4.25 4.25a.749.749 0 0 1-1.06 0L3.22 6.28a.749.749 0 1 1 1.06-1.06L8 8.939l3.72-3.719a.749.749 0 0 1 1.06 0Z"></path> </svg> </button> <div class="HeaderMenu-dropdown dropdown-menu rounded m-0 p-0 pt-2 pt-lg-4 position-relative position-lg-absolute left-0 left-lg-n3 pb-2 pb-lg-4 d-lg-flex flex-wrap dropdown-menu-wide"> <div class="HeaderMenu-column px-lg-4 border-lg-right mb-4 mb-lg-0 pr-lg-7"> <div class="border-bottom pb-3 pb-lg-0 border-lg-bottom-0"> <span class="d-block h4 color-fg-default my-1" id="resources-topics-heading">Topics</span> <ul 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position-relative py-2 Link--secondary" data-analytics-event="{"location":"navbar","action":"software_development","context":"resources","tag":"link","label":"software_development_link_resources_navbar"}" href="/resources/articles/software-development"> Software Development </a></li> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary" data-analytics-event="{"location":"navbar","action":"view_all","context":"resources","tag":"link","label":"view_all_link_resources_navbar"}" href="/resources/articles"> View all </a></li> </ul> </div> </div> <div class="HeaderMenu-column px-lg-4"> <div class="border-bottom pb-3 pb-lg-0 border-lg-bottom-0 border-bottom-0"> <span class="d-block h4 color-fg-default my-1" id="resources-explore-heading">Explore</span> <ul class="list-style-none f5" aria-labelledby="resources-explore-heading"> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary Link--external" target="_blank" data-analytics-event="{"location":"navbar","action":"learning_pathways","context":"resources","tag":"link","label":"learning_pathways_link_resources_navbar"}" href="https://resources.github.com/learn/pathways"> Learning Pathways <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-link-external HeaderMenu-external-icon color-fg-subtle"> <path d="M3.75 2h3.5a.75.75 0 0 1 0 1.5h-3.5a.25.25 0 0 0-.25.25v8.5c0 .138.112.25.25.25h8.5a.25.25 0 0 0 .25-.25v-3.5a.75.75 0 0 1 1.5 0v3.5A1.75 1.75 0 0 1 12.25 14h-8.5A1.75 1.75 0 0 1 2 12.25v-8.5C2 2.784 2.784 2 3.75 2Zm6.854-1h4.146a.25.25 0 0 1 .25.25v4.146a.25.25 0 0 1-.427.177L13.03 4.03 9.28 7.78a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042l3.75-3.75-1.543-1.543A.25.25 0 0 1 10.604 1Z"></path> </svg> </a></li> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary Link--external" target="_blank" data-analytics-event="{"location":"navbar","action":"events_amp_webinars","context":"resources","tag":"link","label":"events_amp_webinars_link_resources_navbar"}" href="https://resources.github.com"> Events & Webinars <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-link-external HeaderMenu-external-icon color-fg-subtle"> <path d="M3.75 2h3.5a.75.75 0 0 1 0 1.5h-3.5a.25.25 0 0 0-.25.25v8.5c0 .138.112.25.25.25h8.5a.25.25 0 0 0 .25-.25v-3.5a.75.75 0 0 1 1.5 0v3.5A1.75 1.75 0 0 1 12.25 14h-8.5A1.75 1.75 0 0 1 2 12.25v-8.5C2 2.784 2.784 2 3.75 2Zm6.854-1h4.146a.25.25 0 0 1 .25.25v4.146a.25.25 0 0 1-.427.177L13.03 4.03 9.28 7.78a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042l3.75-3.75-1.543-1.543A.25.25 0 0 1 10.604 1Z"></path> </svg> </a></li> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary" data-analytics-event="{"location":"navbar","action":"ebooks_amp_whitepapers","context":"resources","tag":"link","label":"ebooks_amp_whitepapers_link_resources_navbar"}" href="https://github.com/resources/whitepapers"> Ebooks & Whitepapers </a></li> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary" data-analytics-event="{"location":"navbar","action":"customer_stories","context":"resources","tag":"link","label":"customer_stories_link_resources_navbar"}" href="https://github.com/customer-stories"> Customer Stories </a></li> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary Link--external" target="_blank" data-analytics-event="{"location":"navbar","action":"partners","context":"resources","tag":"link","label":"partners_link_resources_navbar"}" href="https://partner.github.com"> Partners <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-link-external HeaderMenu-external-icon color-fg-subtle"> <path d="M3.75 2h3.5a.75.75 0 0 1 0 1.5h-3.5a.25.25 0 0 0-.25.25v8.5c0 .138.112.25.25.25h8.5a.25.25 0 0 0 .25-.25v-3.5a.75.75 0 0 1 1.5 0v3.5A1.75 1.75 0 0 1 12.25 14h-8.5A1.75 1.75 0 0 1 2 12.25v-8.5C2 2.784 2.784 2 3.75 2Zm6.854-1h4.146a.25.25 0 0 1 .25.25v4.146a.25.25 0 0 1-.427.177L13.03 4.03 9.28 7.78a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042l3.75-3.75-1.543-1.543A.25.25 0 0 1 10.604 1Z"></path> </svg> </a></li> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary" data-analytics-event="{"location":"navbar","action":"executive_insights","context":"resources","tag":"link","label":"executive_insights_link_resources_navbar"}" href="https://github.com/solutions/executive-insights"> Executive Insights </a></li> </ul> </div> </div> </div> </li> <li class="HeaderMenu-item position-relative flex-wrap flex-justify-between flex-items-center d-block d-lg-flex flex-lg-nowrap flex-lg-items-center js-details-container js-header-menu-item"> <button type="button" class="HeaderMenu-link border-0 width-full width-lg-auto px-0 px-lg-2 py-lg-2 no-wrap d-flex flex-items-center flex-justify-between js-details-target" aria-expanded="false"> Open Source <svg opacity="0.5" aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-chevron-down HeaderMenu-icon ml-1"> <path d="M12.78 5.22a.749.749 0 0 1 0 1.06l-4.25 4.25a.749.749 0 0 1-1.06 0L3.22 6.28a.749.749 0 1 1 1.06-1.06L8 8.939l3.72-3.719a.749.749 0 0 1 1.06 0Z"></path> </svg> </button> <div class="HeaderMenu-dropdown dropdown-menu rounded m-0 p-0 pt-2 pt-lg-4 position-relative position-lg-absolute left-0 left-lg-n3 pb-2 pb-lg-4 px-lg-4"> <div class="HeaderMenu-column"> <div class="border-bottom pb-3 pb-lg-0 pb-lg-3 mb-3 mb-lg-0 mb-lg-3"> <ul class="list-style-none f5" > <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary d-flex flex-items-center Link--has-description" data-analytics-event="{"location":"navbar","action":"github_sponsors","context":"open_source","tag":"link","label":"github_sponsors_link_open_source_navbar"}" href="/sponsors"> <div> <div class="color-fg-default h4">GitHub Sponsors</div> Fund open source developers </div> </a></li> </ul> </div> <div class="border-bottom pb-3 pb-lg-0 pb-lg-3 mb-3 mb-lg-0 mb-lg-3"> <ul class="list-style-none f5" > <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary d-flex flex-items-center Link--has-description" data-analytics-event="{"location":"navbar","action":"the_readme_project","context":"open_source","tag":"link","label":"the_readme_project_link_open_source_navbar"}" href="https://github.com/readme"> <div> <div class="color-fg-default h4">The ReadME Project</div> GitHub community articles </div> </a></li> </ul> </div> <div class="border-bottom pb-3 pb-lg-0 border-bottom-0"> <span class="d-block h4 color-fg-default my-1" id="open-source-repositories-heading">Repositories</span> <ul class="list-style-none f5" aria-labelledby="open-source-repositories-heading"> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary" data-analytics-event="{"location":"navbar","action":"topics","context":"open_source","tag":"link","label":"topics_link_open_source_navbar"}" href="https://github.com/topics"> Topics </a></li> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary" data-analytics-event="{"location":"navbar","action":"trending","context":"open_source","tag":"link","label":"trending_link_open_source_navbar"}" href="https://github.com/trending"> Trending </a></li> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary" data-analytics-event="{"location":"navbar","action":"collections","context":"open_source","tag":"link","label":"collections_link_open_source_navbar"}" href="https://github.com/collections"> Collections </a></li> </ul> </div> </div> </div> </li> <li class="HeaderMenu-item position-relative flex-wrap flex-justify-between flex-items-center d-block d-lg-flex flex-lg-nowrap flex-lg-items-center js-details-container js-header-menu-item"> <button type="button" class="HeaderMenu-link border-0 width-full width-lg-auto px-0 px-lg-2 py-lg-2 no-wrap d-flex flex-items-center flex-justify-between js-details-target" aria-expanded="false"> Enterprise <svg opacity="0.5" aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-chevron-down HeaderMenu-icon ml-1"> <path d="M12.78 5.22a.749.749 0 0 1 0 1.06l-4.25 4.25a.749.749 0 0 1-1.06 0L3.22 6.28a.749.749 0 1 1 1.06-1.06L8 8.939l3.72-3.719a.749.749 0 0 1 1.06 0Z"></path> </svg> </button> <div class="HeaderMenu-dropdown dropdown-menu rounded m-0 p-0 pt-2 pt-lg-4 position-relative position-lg-absolute left-0 left-lg-n3 pb-2 pb-lg-4 px-lg-4"> <div class="HeaderMenu-column"> <div class="border-bottom pb-3 pb-lg-0 pb-lg-3 mb-3 mb-lg-0 mb-lg-3"> <ul class="list-style-none f5" > <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary d-flex flex-items-center Link--has-description" data-analytics-event="{"location":"navbar","action":"enterprise_platform","context":"enterprise","tag":"link","label":"enterprise_platform_link_enterprise_navbar"}" href="/enterprise"> <svg aria-hidden="true" height="24" viewBox="0 0 24 24" version="1.1" width="24" data-view-component="true" class="octicon octicon-stack color-fg-subtle mr-3"> <path d="M11.063 1.456a1.749 1.749 0 0 1 1.874 0l8.383 5.316a1.751 1.751 0 0 1 0 2.956l-8.383 5.316a1.749 1.749 0 0 1-1.874 0L2.68 9.728a1.751 1.751 0 0 1 0-2.956Zm1.071 1.267a.25.25 0 0 0-.268 0L3.483 8.039a.25.25 0 0 0 0 .422l8.383 5.316a.25.25 0 0 0 .268 0l8.383-5.316a.25.25 0 0 0 0-.422Z"></path><path d="M1.867 12.324a.75.75 0 0 1 1.035-.232l8.964 5.685a.25.25 0 0 0 .268 0l8.964-5.685a.75.75 0 0 1 .804 1.267l-8.965 5.685a1.749 1.749 0 0 1-1.874 0l-8.965-5.685a.75.75 0 0 1-.231-1.035Z"></path><path d="M1.867 16.324a.75.75 0 0 1 1.035-.232l8.964 5.685a.25.25 0 0 0 .268 0l8.964-5.685a.75.75 0 0 1 .804 1.267l-8.965 5.685a1.749 1.749 0 0 1-1.874 0l-8.965-5.685a.75.75 0 0 1-.231-1.035Z"></path> </svg> <div> <div class="color-fg-default h4">Enterprise platform</div> AI-powered developer platform </div> </a></li> </ul> </div> <div class="border-bottom pb-3 pb-lg-0 border-bottom-0"> <span class="d-block h4 color-fg-default my-1" id="enterprise-available-add-ons-heading">Available add-ons</span> <ul class="list-style-none f5" aria-labelledby="enterprise-available-add-ons-heading"> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary d-flex 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class="color-fg-default h4">Advanced Security</div> Enterprise-grade security features </div> </a></li> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary d-flex flex-items-center Link--has-description pb-lg-3" data-analytics-event="{"location":"navbar","action":"copilot_for_business","context":"enterprise","tag":"link","label":"copilot_for_business_link_enterprise_navbar"}" href="/features/copilot/copilot-business"> <svg aria-hidden="true" height="24" viewBox="0 0 24 24" version="1.1" width="24" data-view-component="true" class="octicon octicon-copilot color-fg-subtle mr-3"> <path d="M23.922 16.992c-.861 1.495-5.859 5.023-11.922 5.023-6.063 0-11.061-3.528-11.922-5.023A.641.641 0 0 1 0 16.736v-2.869a.841.841 0 0 1 .053-.22c.372-.935 1.347-2.292 2.605-2.656.167-.429.414-1.055.644-1.517a10.195 10.195 0 0 1-.052-1.086c0-1.331.282-2.499 1.132-3.368.397-.406.89-.717 1.474-.952 1.399-1.136 3.392-2.093 6.122-2.093 2.731 0 4.767.957 6.166 2.093.584.235 1.077.546 1.474.952.85.869 1.132 2.037 1.132 3.368 0 .368-.014.733-.052 1.086.23.462.477 1.088.644 1.517 1.258.364 2.233 1.721 2.605 2.656a.832.832 0 0 1 .053.22v2.869a.641.641 0 0 1-.078.256ZM12.172 11h-.344a4.323 4.323 0 0 1-.355.508C10.703 12.455 9.555 13 7.965 13c-1.725 0-2.989-.359-3.782-1.259a2.005 2.005 0 0 1-.085-.104L4 11.741v6.585c1.435.779 4.514 2.179 8 2.179 3.486 0 6.565-1.4 8-2.179v-6.585l-.098-.104s-.033.045-.085.104c-.793.9-2.057 1.259-3.782 1.259-1.59 0-2.738-.545-3.508-1.492a4.323 4.323 0 0 1-.355-.508h-.016.016Zm.641-2.935c.136 1.057.403 1.913.878 2.497.442.544 1.134.938 2.344.938 1.573 0 2.292-.337 2.657-.751.384-.435.558-1.15.558-2.361 0-1.14-.243-1.847-.705-2.319-.477-.488-1.319-.862-2.824-1.025-1.487-.161-2.192.138-2.533.529-.269.307-.437.808-.438 1.578v.021c0 .265.021.562.063.893Zm-1.626 0c.042-.331.063-.628.063-.894v-.02c-.001-.77-.169-1.271-.438-1.578-.341-.391-1.046-.69-2.533-.529-1.505.163-2.347.537-2.824 1.025-.462.472-.705 1.179-.705 2.319 0 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data-view-component="true" class="octicon octicon-alert-fill"> <path d="M4.855.708c.5-.896 1.79-.896 2.29 0l4.675 8.351a1.312 1.312 0 0 1-1.146 1.954H1.33A1.313 1.313 0 0 1 .183 9.058ZM7 7V3H5v4Zm-1 3a1 1 0 1 0 0-2 1 1 0 0 0 0 2Z"></path> </svg> </span> <span></span> </div> </div> <div data-target="query-builder.screenReaderFeedback" aria-live="polite" aria-atomic="true" class="sr-only"></div> </query-builder></form> <div class="d-flex flex-row color-fg-muted px-3 text-small color-bg-default search-feedback-prompt"> <a target="_blank" href="https://docs.github.com/search-github/github-code-search/understanding-github-code-search-syntax" data-view-component="true" class="Link color-fg-accent text-normal ml-2">Search syntax tips</a> <div class="d-flex flex-1"></div> </div> </div> </div> </div> </modal-dialog></div> </div> <div data-action="click:qbsearch-input#retract" class="dark-backdrop position-fixed" hidden data-target="qbsearch-input.darkBackdrop"></div> <div 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3.72a.75.75 0 0 1 1.06 0L8 6.94l3.22-3.22a.749.749 0 0 1 1.275.326.749.749 0 0 1-.215.734L9.06 8l3.22 3.22a.749.749 0 0 1-.326 1.275.749.749 0 0 1-.734-.215L8 9.06l-3.22 3.22a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042L6.94 8 3.72 4.78a.75.75 0 0 1 0-1.06Z"></path> </svg></button> </div> </div> </div> <scrollable-region data-labelled-by="feedback-dialog-title"> <div data-view-component="true" class="Overlay-body"> </option></form><form id="code-search-feedback-form" data-turbo="false" action="/search/feedback" accept-charset="UTF-8" method="post"><input type="hidden" data-csrf="true" name="authenticity_token" value="s6oSLKwzxwfGCKhaal88m0stSfwhSNQk/Lum7PoCmR2TpXL7cMWVSadXbiozGVQ8dC3Tbfp8nyg/3osEii9bQA==" /> <p>We read every piece of feedback, and take your input very seriously.</p> <textarea name="feedback" class="form-control width-full mb-2" style="height: 120px" id="feedback"></textarea> <input name="include_email" id="include_email" aria-label="Include my email address so I can be contacted" class="form-control mr-2" type="checkbox"> <label for="include_email" style="font-weight: normal">Include my email address so I can be contacted</label> </form></div> </scrollable-region> <div data-view-component="true" class="Overlay-footer Overlay-footer--alignEnd"> <button data-close-dialog-id="feedback-dialog" type="button" data-view-component="true" class="btn"> Cancel </button> <button form="code-search-feedback-form" data-action="click:qbsearch-input#submitFeedback" type="submit" data-view-component="true" class="btn-primary btn"> Submit feedback </button> </div> </dialog></dialog-helper> <custom-scopes data-target="qbsearch-input.customScopesManager"> <dialog-helper> <dialog data-target="custom-scopes.customScopesModalDialog" data-action="close:qbsearch-input#handleDialogClose cancel:qbsearch-input#handleDialogClose" id="custom-scopes-dialog" aria-modal="true" aria-labelledby="custom-scopes-dialog-title" aria-describedby="custom-scopes-dialog-description" 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<auto-check src="/search/custom_scopes/check_name" required only-validate-on-blur="false"> <input type="text" name="custom_scope_name" id="custom_scope_name" data-target="custom-scopes.customScopesNameField" class="form-control" autocomplete="off" placeholder="github-ruby" required maxlength="50"> <input type="hidden" data-csrf="true" value="/JZfRw9LSdg9rsK6+A2QhQHRhV9cGa4KgoBwoQ2dV4CZO5xXtgGcC3Bhhoa9db+pUuSbTZh8SZmO+82HHxcs/w==" /> </auto-check> </div> <div class="form-group"> <label for="custom_scope_query">Query</label> <input type="text" name="custom_scope_query" id="custom_scope_query" data-target="custom-scopes.customScopesQueryField" class="form-control" autocomplete="off" placeholder="(repo:mona/a OR repo:mona/b) AND lang:python" required maxlength="500"> </div> <p class="text-small color-fg-muted"> To see all available qualifiers, see our <a class="Link--inTextBlock" 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class="HeaderMenu-link HeaderMenu-link--sign-in HeaderMenu-button flex-shrink-0 no-underline d-none d-lg-inline-flex border border-lg-0 rounded rounded-lg-0 px-2 py-1" style="margin-left: 12px;" data-hydro-click="{"event_type":"authentication.click","payload":{"location_in_page":"site header menu","repository_id":null,"auth_type":"SIGN_UP","originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="f620295d299bf7042d635ac1669839a397a53d54c2632ce0e35a2c650c535dc5" data-analytics-event="{"category":"Marketing nav","action":"click to go to homepage","label":"ref_page:Marketing;ref_cta:Sign in;ref_loc:Header"}" > Sign in </a> </div> <a href="/signup?ref_cta=Sign+up&ref_loc=header+logged+out&ref_page=%2Ftopics%2Fsemantic-search&source=header" class="HeaderMenu-link HeaderMenu-link--sign-up HeaderMenu-button flex-shrink-0 d-flex d-lg-inline-flex no-underline border color-border-default rounded px-2 py-1" data-hydro-click="{"event_type":"authentication.click","payload":{"location_in_page":"site header menu","repository_id":null,"auth_type":"SIGN_UP","originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="f620295d299bf7042d635ac1669839a397a53d54c2632ce0e35a2c650c535dc5" data-analytics-event="{"category":"Sign up","action":"click to sign up for account","label":"ref_page:/topics/semantic-search;ref_cta:Sign up;ref_loc:header logged out"}" > Sign up </a> <button type="button" class="sr-only js-header-menu-focus-trap d-block d-lg-none">Reseting focus</button> </div> </div> </div> </div> </header> <div hidden="hidden" data-view-component="true" class="js-stale-session-flash stale-session-flash flash flash-warn flash-full"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-alert"> <path d="M6.457 1.047c.659-1.234 2.427-1.234 3.086 0l6.082 11.378A1.75 1.75 0 0 1 14.082 15H1.918a1.75 1.75 0 0 1-1.543-2.575Zm1.763.707a.25.25 0 0 0-.44 0L1.698 13.132a.25.25 0 0 0 .22.368h12.164a.25.25 0 0 0 .22-.368Zm.53 3.996v2.5a.75.75 0 0 1-1.5 0v-2.5a.75.75 0 0 1 1.5 0ZM9 11a1 1 0 1 1-2 0 1 1 0 0 1 2 0Z"></path> </svg> <span class="js-stale-session-flash-signed-in" hidden>You signed in with another tab or window. <a class="Link--inTextBlock" href="">Reload</a> to refresh your session.</span> <span class="js-stale-session-flash-signed-out" hidden>You signed out in another tab or window. <a class="Link--inTextBlock" href="">Reload</a> to refresh your session.</span> <span class="js-stale-session-flash-switched" hidden>You switched accounts on another tab or window. <a class="Link--inTextBlock" href="">Reload</a> to refresh your session.</span> <button id="icon-button-4c090c76-e669-46c9-999b-fc49908e1605" aria-labelledby="tooltip-6b7b6e48-a331-417e-90e1-b9f33eddfc30" type="button" data-view-component="true" class="Button Button--iconOnly Button--invisible Button--medium flash-close js-flash-close"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-x Button-visual"> <path d="M3.72 3.72a.75.75 0 0 1 1.06 0L8 6.94l3.22-3.22a.749.749 0 0 1 1.275.326.749.749 0 0 1-.215.734L9.06 8l3.22 3.22a.749.749 0 0 1-.326 1.275.749.749 0 0 1-.734-.215L8 9.06l-3.22 3.22a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042L6.94 8 3.72 4.78a.75.75 0 0 1 0-1.06Z"></path> </svg> </button><tool-tip id="tooltip-6b7b6e48-a331-417e-90e1-b9f33eddfc30" for="icon-button-4c090c76-e669-46c9-999b-fc49908e1605" popover="manual" data-direction="s" data-type="label" data-view-component="true" class="sr-only position-absolute">Dismiss alert</tool-tip> </div> </div> <div id="start-of-content" class="show-on-focus"></div> <div id="js-flash-container" class="flash-container" data-turbo-replace> <template class="js-flash-template"> <div class="flash flash-full {{ className }}"> <div > <button autofocus class="flash-close js-flash-close" type="button" aria-label="Dismiss this message"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-x"> <path d="M3.72 3.72a.75.75 0 0 1 1.06 0L8 6.94l3.22-3.22a.749.749 0 0 1 1.275.326.749.749 0 0 1-.215.734L9.06 8l3.22 3.22a.749.749 0 0 1-.326 1.275.749.749 0 0 1-.734-.215L8 9.06l-3.22 3.22a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042L6.94 8 3.72 4.78a.75.75 0 0 1 0-1.06Z"></path> </svg> </button> <div aria-atomic="true" role="alert" class="js-flash-alert"> <div>{{ message }}</div> </div> </div> </div> </template> </div> <div class="application-main " data-commit-hovercards-enabled data-discussion-hovercards-enabled data-issue-and-pr-hovercards-enabled data-project-hovercards-enabled > <main> <div class="site-subnav color-bg-default site-subnav-sticky js-sticky" > <nav class="container-lg mx-auto p-responsive" role="navigation" aria-label="Explore navigation"> <div class="d-flex flex-wrap flex-items-center flex-justify-center flex-md-justify-start text-center text-md-left"> <a class="js-selected-navigation-item d-inline-block subnav-primary f5 py-0 py-md-3 mt-2 mt-md-0 mr-0 mr-md-4 no-underline subnav-link" data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"NAVIGATION_BAR","click_target":"EXPLORE","click_visual_representation":"CLICK_VISUAL_REPRESENTATION_UNKNOWN","actor_id":null,"record_id":null,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="ec7fd2e945f5d0c4e2809feb7320c1af7b5890be65450b716b384d0c438212c7" data-selected-links="/explore /explore/email /explore" href="/explore">Explore</a> <a class="js-selected-navigation-item selected d-inline-block py-2 py-md-3 mr-3 mr-md-4 no-underline subnav-link" data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"NAVIGATION_BAR","click_target":"TOPICS","click_visual_representation":"CLICK_VISUAL_REPRESENTATION_UNKNOWN","actor_id":null,"record_id":null,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="a750d09253f21466fcce01ee92289a0f40b62aab3179e3ae8bb52691cc63f146" aria-current="page" data-selected-links="topics_path /topics/semantic-search /topics" href="/topics">Topics</a> <a class="js-selected-navigation-item d-inline-block py-2 py-md-3 mr-3 mr-md-4 no-underline subnav-link" data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"NAVIGATION_BAR","click_target":"TRENDING","click_visual_representation":"CLICK_VISUAL_REPRESENTATION_UNKNOWN","actor_id":null,"record_id":null,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="a6b704081947bb0ae61fc9f2e64b992bc1bf13c3a587a8070abd72c09cf1e02b" data-selected-links="/trending /trending/developers /trending/developers /trending /trending" href="/trending">Trending</a> <a class="js-selected-navigation-item d-inline-block py-2 py-md-3 mr-3 mr-md-4 no-underline subnav-link" data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"NAVIGATION_BAR","click_target":"COLLECTIONS","click_visual_representation":"CLICK_VISUAL_REPRESENTATION_UNKNOWN","actor_id":null,"record_id":null,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="0b9c23e9730b53b34cd31d082688ce51921ee4c8099fe3b8176b625b5b7a3be4" data-selected-links="collections_path /collections/ /collections" href="/collections">Collections</a> <a class="js-selected-navigation-item d-inline-block py-2 py-md-3 mr-3 mr-md-4 no-underline subnav-link" data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"NAVIGATION_BAR","click_target":"EVENTS","click_visual_representation":"CLICK_VISUAL_REPRESENTATION_UNKNOWN","actor_id":null,"record_id":null,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="add8db701b8f34915b7c0d1e5c4225e6af27c8fd0081c13af2eff31226240dec" data-selected-links="events_path /events?id= /events" href="/events">Events</a> <a class="js-selected-navigation-item d-inline-block py-2 py-md-3 mr-3 mr-md-4 no-underline subnav-link" data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"NAVIGATION_BAR","click_target":"GITHUB_SPONSORS","click_visual_representation":"CLICK_VISUAL_REPRESENTATION_UNKNOWN","actor_id":null,"record_id":null,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="e9a981c152318a3aab18fc951deffe6db981ac7dc4337f041e6465feeffc6e9d" data-selected-links="sponsors_explore_index_path /sponsors/explore /sponsors/explore" href="/sponsors/explore">GitHub Sponsors</a> </div> </nav> </div> <div> <div class="container-lg p-responsive py-5"> <div class="gutter-md"> <div class="col-lg-9 col-md-8 d-flex flex-items-center mb-3 mb-sm-0"> <div class="d-flex flex-1"> <div class="border color-border-subtle color-bg-accent f4 color-fg-muted text-bold rounded flex-shrink-0 text-center mr-3" style="width: 48px; height: 48; line-height: 48px;" > # </div> <h1 class="h1"> semantic-search </h1> </div> <topic-feeds-toast-trigger data-topic-display-name="semantic-search" data-topic-name="semantic-search">   <div data-view-component="true" class="d-inline-block"> <a href="/login?return_to=%2Ftopic.semantic-search" rel="nofollow" data-hydro-click="{"event_type":"authentication.click","payload":{"location_in_page":"star button","repository_id":null,"auth_type":"LOG_IN","originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="454e18eae04985154a1cd856c83f70b6a4104fb80a9276123f83b0e4e504655c" aria-label="You must be signed in to star a repository" data-view-component="true" class="tooltipped tooltipped-sw btn-sm btn"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-star v-align-text-bottom d-inline-block mr-2"> <path d="M8 .25a.75.75 0 0 1 .673.418l1.882 3.815 4.21.612a.75.75 0 0 1 .416 1.279l-3.046 2.97.719 4.192a.751.751 0 0 1-1.088.791L8 12.347l-3.766 1.98a.75.75 0 0 1-1.088-.79l.72-4.194L.818 6.374a.75.75 0 0 1 .416-1.28l4.21-.611L7.327.668A.75.75 0 0 1 8 .25Zm0 2.445L6.615 5.5a.75.75 0 0 1-.564.41l-3.097.45 2.24 2.184a.75.75 0 0 1 .216.664l-.528 3.084 2.769-1.456a.75.75 0 0 1 .698 0l2.77 1.456-.53-3.084a.75.75 0 0 1 .216-.664l2.24-2.183-3.096-.45a.75.75 0 0 1-.564-.41L8 2.694Z"></path> </svg><span data-view-component="true" class="d-inline"> Star </span> </a></div> </topic-feeds-toast-trigger> </div> </div> </div> <div class="topic p-responsive container-lg"> <div class="d-md-flex gutter-md"> <div class="col-md-8 col-lg-9" data-hpc> <h2 class="h3 color-fg-muted"> Here are 655 public repositories matching this topic... </h2> <div class="d-sm-flex"> <details class="details-reset details-overlay mt-2 mr-3 select-menu"> <summary data-view-component="true" class="select-menu-button btn-sm btn"> <i>Language:</i> <span data-menu-button>All</span> </summary> <details-menu class="select-menu-modal position-absolute" style="z-index: 99;"> <div class="select-menu-header"> <span class="select-menu-title">Filter by language</span> </div> <div class="select-menu-list"> <a class="select-menu-item" role="menuitemradio" href="https://github.com/topics/semantic-search" aria-checked="true"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-check select-menu-item-icon"> <path d="M13.78 4.22a.75.75 0 0 1 0 1.06l-7.25 7.25a.75.75 0 0 1-1.06 0L2.22 9.28a.751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018L6 10.94l6.72-6.72a.75.75 0 0 1 1.06 0Z"></path> </svg> <span class="select-menu-item-text d-flex flex-justify-between" data-menu-button-text> All <span>655</span> </span> </a> <a class="select-menu-item" role="menuitemradio" href="https://github.com/topics/semantic-search?l=python" aria-checked="false"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-check select-menu-item-icon"> <path d="M13.78 4.22a.75.75 0 0 1 0 1.06l-7.25 7.25a.75.75 0 0 1-1.06 0L2.22 9.28a.751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018L6 10.94l6.72-6.72a.75.75 0 0 1 1.06 0Z"></path> </svg> <span class="select-menu-item-text d-flex flex-justify-between" data-menu-button-text> Python <span>277</span> </span> </a> <a class="select-menu-item" role="menuitemradio" href="https://github.com/topics/semantic-search?l=jupyter+notebook" aria-checked="false"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-check select-menu-item-icon"> <path d="M13.78 4.22a.75.75 0 0 1 0 1.06l-7.25 7.25a.75.75 0 0 1-1.06 0L2.22 9.28a.751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018L6 10.94l6.72-6.72a.75.75 0 0 1 1.06 0Z"></path> </svg> <span class="select-menu-item-text d-flex flex-justify-between" data-menu-button-text> Jupyter Notebook <span>155</span> </span> </a> <a class="select-menu-item" role="menuitemradio" href="https://github.com/topics/semantic-search?l=typescript" aria-checked="false"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-check select-menu-item-icon"> <path d="M13.78 4.22a.75.75 0 0 1 0 1.06l-7.25 7.25a.75.75 0 0 1-1.06 0L2.22 9.28a.751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018L6 10.94l6.72-6.72a.75.75 0 0 1 1.06 0Z"></path> </svg> <span class="select-menu-item-text d-flex flex-justify-between" data-menu-button-text> TypeScript <span>62</span> </span> </a> <a class="select-menu-item" role="menuitemradio" href="https://github.com/topics/semantic-search?l=javascript" aria-checked="false"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-check select-menu-item-icon"> <path d="M13.78 4.22a.75.75 0 0 1 0 1.06l-7.25 7.25a.75.75 0 0 1-1.06 0L2.22 9.28a.751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018L6 10.94l6.72-6.72a.75.75 0 0 1 1.06 0Z"></path> </svg> <span class="select-menu-item-text d-flex flex-justify-between" data-menu-button-text> JavaScript <span>31</span> </span> </a> <a class="select-menu-item" role="menuitemradio" href="https://github.com/topics/semantic-search?l=java" aria-checked="false"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-check select-menu-item-icon"> <path d="M13.78 4.22a.75.75 0 0 1 0 1.06l-7.25 7.25a.75.75 0 0 1-1.06 0L2.22 9.28a.751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018L6 10.94l6.72-6.72a.75.75 0 0 1 1.06 0Z"></path> </svg> <span class="select-menu-item-text d-flex flex-justify-between" data-menu-button-text> Java <span>19</span> </span> </a> <a class="select-menu-item" role="menuitemradio" href="https://github.com/topics/semantic-search?l=rust" aria-checked="false"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-check select-menu-item-icon"> <path d="M13.78 4.22a.75.75 0 0 1 0 1.06l-7.25 7.25a.75.75 0 0 1-1.06 0L2.22 9.28a.751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018L6 10.94l6.72-6.72a.75.75 0 0 1 1.06 0Z"></path> </svg> <span class="select-menu-item-text d-flex flex-justify-between" data-menu-button-text> Rust <span>16</span> </span> </a> <a class="select-menu-item" role="menuitemradio" href="https://github.com/topics/semantic-search?l=html" aria-checked="false"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-check select-menu-item-icon"> <path d="M13.78 4.22a.75.75 0 0 1 0 1.06l-7.25 7.25a.75.75 0 0 1-1.06 0L2.22 9.28a.751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018L6 10.94l6.72-6.72a.75.75 0 0 1 1.06 0Z"></path> </svg> <span class="select-menu-item-text d-flex flex-justify-between" data-menu-button-text> HTML <span>13</span> </span> </a> <a class="select-menu-item" role="menuitemradio" href="https://github.com/topics/semantic-search?l=c%23" aria-checked="false"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-check select-menu-item-icon"> <path d="M13.78 4.22a.75.75 0 0 1 0 1.06l-7.25 7.25a.75.75 0 0 1-1.06 0L2.22 9.28a.751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018L6 10.94l6.72-6.72a.75.75 0 0 1 1.06 0Z"></path> </svg> <span class="select-menu-item-text d-flex flex-justify-between" data-menu-button-text> C# <span>12</span> </span> </a> <a class="select-menu-item" role="menuitemradio" href="https://github.com/topics/semantic-search?l=go" aria-checked="false"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-check select-menu-item-icon"> <path d="M13.78 4.22a.75.75 0 0 1 0 1.06l-7.25 7.25a.75.75 0 0 1-1.06 0L2.22 9.28a.751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018L6 10.94l6.72-6.72a.75.75 0 0 1 1.06 0Z"></path> </svg> <span class="select-menu-item-text d-flex flex-justify-between" data-menu-button-text> Go <span>10</span> </span> </a> <a class="select-menu-item" role="menuitemradio" href="https://github.com/topics/semantic-search?l=swift" aria-checked="false"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-check select-menu-item-icon"> <path d="M13.78 4.22a.75.75 0 0 1 0 1.06l-7.25 7.25a.75.75 0 0 1-1.06 0L2.22 9.28a.751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018L6 10.94l6.72-6.72a.75.75 0 0 1 1.06 0Z"></path> </svg> <span class="select-menu-item-text d-flex flex-justify-between" data-menu-button-text> Swift <span>5</span> </span> </a> </div> </details-menu> </details> <details class="details-reset details-overlay select-menu mt-2"> <summary data-view-component="true" class="select-menu-button btn-sm btn"> <i>Sort:</i> <span data-menu-button >Most stars</span> </summary> <details-menu class="select-menu-modal position-absolute" style="z-index: 99;"> <div class="select-menu-header"> <span class="select-menu-title">Sort options</span> </div> <div class="select-menu-list"> <a class="select-menu-item" role="menuitemradio" aria-checked="true" href="/topics/semantic-search?o=desc&s=stars"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-check select-menu-item-icon"> <path d="M13.78 4.22a.75.75 0 0 1 0 1.06l-7.25 7.25a.75.75 0 0 1-1.06 0L2.22 9.28a.751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018L6 10.94l6.72-6.72a.75.75 0 0 1 1.06 0Z"></path> </svg> <span class="select-menu-item-text" data-menu-button-text > Most stars </span> </a> <a class="select-menu-item" role="menuitemradio" aria-checked="false" href="/topics/semantic-search?o=asc&s=stars"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-check select-menu-item-icon"> <path d="M13.78 4.22a.75.75 0 0 1 0 1.06l-7.25 7.25a.75.75 0 0 1-1.06 0L2.22 9.28a.751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018L6 10.94l6.72-6.72a.75.75 0 0 1 1.06 0Z"></path> </svg> <span class="select-menu-item-text" data-menu-button-text > Fewest stars </span> </a> <a class="select-menu-item" role="menuitemradio" aria-checked="false" href="/topics/semantic-search?o=desc&s=forks"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-check select-menu-item-icon"> <path d="M13.78 4.22a.75.75 0 0 1 0 1.06l-7.25 7.25a.75.75 0 0 1-1.06 0L2.22 9.28a.751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018L6 10.94l6.72-6.72a.75.75 0 0 1 1.06 0Z"></path> </svg> <span class="select-menu-item-text" data-menu-button-text > Most forks </span> </a> <a class="select-menu-item" role="menuitemradio" aria-checked="false" href="/topics/semantic-search?o=asc&s=forks"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-check select-menu-item-icon"> <path d="M13.78 4.22a.75.75 0 0 1 0 1.06l-7.25 7.25a.75.75 0 0 1-1.06 0L2.22 9.28a.751.751 0 0 1 .018-1.042.751.751 0 0 1 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mb-2">prompt-engineering</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1807138,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="b4349a4b0f9d24123f46d84884a55c16463753f6dd18d83d4fc5998a136bde78" title="Topic: llms" href="/topics/llms" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">llms</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1830326,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="e5b4bcd0f13849b1ebdde47524855e952890a403503378dfd0fcdbc3e2205fc1" title="Topic: generative-ai" href="/topics/generative-ai" data-view-component="true" class="topic-tag topic-tag-link 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topic-tag-link Link f6 mb-2">chatgpt</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":3134365,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="ad51ac0ae3421284b7ce3380c2e12b25bd34e1ddc0495c7c6cefce7f6b5f975a" title="Topic: microsoft-for-beginners" href="/topics/microsoft-for-beginners" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">microsoft-for-beginners</a> </div> <div class="p-3"> <ul class="d-flex f6 list-style-none color-fg-muted"> <li class="mr-4"> Updated <relative-time datetime="2025-03-21T15:39:12Z" class="no-wrap">Mar 21, 2025</relative-time> </li> <li class="mr-4"> <span class="f6 my-1 ml-0"> <span class="repo-language-color" style="background-color: #DA5B0B"></span> <span itemprop="programmingLanguage">Jupyter Notebook</span> </span> </li> </ul> </div> </div> </article> <article class="border rounded color-shadow-small color-bg-subtle my-4"> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"REPOSITORY","click_visual_representation":"REPOSITORY_IMAGE","actor_id":null,"record_id":130688011,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="4e98b474d4670be76180b0abfa5cd2799eeeed8106e64fd666b9f2fe9365b65e" data-turbo="false" style="max-height:275px" href="/meilisearch/meilisearch" data-view-component="true" class="overflow-hidden flex-items-center rounded-top-2 Link color-border-muted border-bottom d-flex position-relative"><img loading="lazy" src="https://repository-images.githubusercontent.com/130688011/33f0b765-831b-4656-aebc-cf97dca98b50" alt="meilisearch" class="d-block width-full" ></a> <div class="px-3"> <div class="d-flex flex-justify-between flex-items-start flex-wrap gap-2 my-3"> <div class="d-flex flex-1"> <span 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data-hydro-click-hmac="fe44cbaf48d312358df793794f4b0a30c595ee98acd2466f939b4ff013b67a87" data-turbo="false" href="/meilisearch" data-view-component="true" class="Link">meilisearch</a> / <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"REPOSITORY","click_visual_representation":"REPOSITORY_NAME_HEADING","actor_id":null,"record_id":130688011,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="9cc6229c35e422aa77b513a217bd9b09ef296487b98f5acb44d5c6847fe862ba" data-turbo="false" href="/meilisearch/meilisearch" data-view-component="true" class="Link text-bold wb-break-word">meilisearch</a> </h3> </div> <div class="d-flex flex-items-center"> <div data-view-component="true" class="BtnGroup d-flex"> <a href="/login?return_to=%2Fmeilisearch%2Fmeilisearch" rel="nofollow" data-hydro-click="{"event_type":"authentication.click","payload":{"location_in_page":"star 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data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"REPOSITORY","click_visual_representation":"CODE_TAB","actor_id":null,"record_id":130688011,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="b123b7fb69f59394d2cbe311e405b0829c9734c5751c53fb2e121d2c61b89c89" data-turbo="false" data-view-component="true" class="tabnav-tab f6 px-2 py-1"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-code color-fg-default"> <path d="m11.28 3.22 4.25 4.25a.75.75 0 0 1 0 1.06l-4.25 4.25a.749.749 0 0 1-1.275-.326.749.749 0 0 1 .215-.734L13.94 8l-3.72-3.72a.749.749 0 0 1 .326-1.275.749.749 0 0 1 .734.215Zm-6.56 0a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042L2.06 8l3.72 3.72a.749.749 0 0 1-.326 1.275.749.749 0 0 1-.734-.215L.47 8.53a.75.75 0 0 1 0-1.06Z"></path> </svg> Code </a></li> <li data-view-component="true" class="d-inline-flex"> <a id="issues-tab-130688011" href="/meilisearch/meilisearch/issues" data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"REPOSITORY_ISSUES","click_visual_representation":"ISSUES_TAB","actor_id":null,"record_id":130688011,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="b016d1106502cc1c901153da26481fdb0d36279ec6661b92e044002bb47d5f1c" data-turbo="false" data-view-component="true" class="tabnav-tab f6 px-2 py-1"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-issue-opened color-fg-muted"> <path d="M8 9.5a1.5 1.5 0 1 0 0-3 1.5 1.5 0 0 0 0 3Z"></path><path d="M8 0a8 8 0 1 1 0 16A8 8 0 0 1 8 0ZM1.5 8a6.5 6.5 0 1 0 13 0 6.5 6.5 0 0 0-13 0Z"></path> </svg> Issues </a></li> <li data-view-component="true" class="d-inline-flex"> <a id="pull-requests-tab-130688011" href="/meilisearch/meilisearch/pulls" data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"REPOSITORY_PULL_REQUESTS","click_visual_representation":"PULL_REQUESTS_TAB","actor_id":null,"record_id":130688011,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="8d0cf840629816be6269998c8fa063242e1c563ab2da8a281d8fd69b6a0ef1fb" data-turbo="false" data-view-component="true" class="tabnav-tab f6 px-2 py-1"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-git-pull-request color-fg-muted"> <path d="M1.5 3.25a2.25 2.25 0 1 1 3 2.122v5.256a2.251 2.251 0 1 1-1.5 0V5.372A2.25 2.25 0 0 1 1.5 3.25Zm5.677-.177L9.573.677A.25.25 0 0 1 10 .854V2.5h1A2.5 2.5 0 0 1 13.5 5v5.628a2.251 2.251 0 1 1-1.5 0V5a1 1 0 0 0-1-1h-1v1.646a.25.25 0 0 1-.427.177L7.177 3.427a.25.25 0 0 1 0-.354ZM3.75 2.5a.75.75 0 1 0 0 1.5.75.75 0 0 0 0-1.5Zm0 9.5a.75.75 0 1 0 0 1.5.75.75 0 0 0 0-1.5Zm8.25.75a.75.75 0 1 0 1.5 0 .75.75 0 0 0-1.5 0Z"></path> </svg> Pull requests </a></li> <li data-view-component="true" class="d-inline-flex"> <a id="discussions-tab-130688011" href="/meilisearch/meilisearch/discussions" data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"REPOSITORY_DISCUSSIONS","click_visual_representation":"DISCUSSIONS_TAB","actor_id":null,"record_id":130688011,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="bde5c568f08f088e8baaeeaa57d67c766374aa87e9a6f88b9ea0e891054da381" data-turbo="false" data-view-component="true" class="tabnav-tab f6 px-2 py-1"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-comment-discussion color-fg-muted"> <path d="M1.75 1h8.5c.966 0 1.75.784 1.75 1.75v5.5A1.75 1.75 0 0 1 10.25 10H7.061l-2.574 2.573A1.458 1.458 0 0 1 2 11.543V10h-.25A1.75 1.75 0 0 1 0 8.25v-5.5C0 1.784.784 1 1.75 1ZM1.5 2.75v5.5c0 .138.112.25.25.25h1a.75.75 0 0 1 .75.75v2.19l2.72-2.72a.749.749 0 0 1 .53-.22h3.5a.25.25 0 0 0 .25-.25v-5.5a.25.25 0 0 0-.25-.25h-8.5a.25.25 0 0 0-.25.25Zm13 2a.25.25 0 0 0-.25-.25h-.5a.75.75 0 0 1 0-1.5h.5c.966 0 1.75.784 1.75 1.75v5.5A1.75 1.75 0 0 1 14.25 12H14v1.543a1.458 1.458 0 0 1-2.487 1.03L9.22 12.28a.749.749 0 0 1 .326-1.275.749.749 0 0 1 .734.215l2.22 2.22v-2.19a.75.75 0 0 1 .75-.75h1a.25.25 0 0 0 .25-.25Z"></path> </svg> Discussions </a></li> </ul> </nav> <div class="color-bg-default rounded-bottom-2"> <div class="px-3 pt-3"> <p class="color-fg-muted mb-0" >A lightning-fast search engine API bringing AI-powered hybrid search to your sites and applications.</p> </div> <div class="d-flex flex-wrap border-bottom color-border-muted px-3 pt-2 pb-2"> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":132,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="e1658c248b556495209408554bb7de89173fd70aefd21359ebe816cda7ccc706" title="Topic: search" href="/topics/search" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">search</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":242,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="d657ff1da615c1acdf1ee76cd4e5704bf587b5c691e18f31700368a68a1cb849" title="Topic: api" href="/topics/api" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">api</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":446,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="92e0e6014a8a6ec947ef456a52eb0e382c086a0e7e162b53c74837ea1466ca82" title="Topic: search-engine" href="/topics/search-engine" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">search-engine</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":8961,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="87c875fd8b266b741e4490263c3e23dd9940bec8d98744ff03337d7117ffbc41" title="Topic: database" href="/topics/database" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">database</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":9116,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="d99a85aa8aeaca0b392437f2633f90677865d21cc21720d3d3b8cf5cd6c965ff" title="Topic: ai" href="/topics/ai" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">ai</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":17445,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="68f8d8f09724263505cc80a0a22df842be3cc6dcbc2f2d94708d2528af520fc0" title="Topic: fuzzy-search" href="/topics/fuzzy-search" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">fuzzy-search</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":73435,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="4ebd426ced106ba23fbb56e387fba99d0a36bb8e87bd0dcc573ec7776ef70cbb" title="Topic: full-text-search" href="/topics/full-text-search" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">full-text-search</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":110257,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="e36c71992a0ac56dc41d5e894ef26ad0797989ecf7a926a3b299109286503ac8" title="Topic: vectors" href="/topics/vectors" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">vectors</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":127529,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="e806ad0fc87392b0295c0062b6d7e17ce57ac99ab72695d3b763b533d4628cda" title="Topic: instantsearch" href="/topics/instantsearch" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">instantsearch</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":196151,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="1cd4ad8dc0fd4a6809586cbd0b6971b189b99cba6c03bf3efbe7e733dbcccb24" title="Topic: semantic-search" href="/topics/semantic-search" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">semantic-search</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":339048,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="2043ac296bc49b969dab2c0ad2ea61cf4e5daeecc9521253ffc2b883baf7567f" title="Topic: enterprise-search" href="/topics/enterprise-search" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">enterprise-search</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":446360,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="07e3948297acaa6ea9c4ffe0a6cbb1548bcc0781f5482746476ca5f663394d9a" title="Topic: geosearch" href="/topics/geosearch" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">geosearch</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":501873,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="9993451d42521f9a343213bb6628cf1c6f2f1480e67ff592a39e270d86b80356" title="Topic: typo-tolerance" href="/topics/typo-tolerance" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">typo-tolerance</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":537486,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="0e365e2f98ba1c766ddb0aab51b672b6dab8c54ab0a128e4c9a6a52bd31365eb" title="Topic: site-search" href="/topics/site-search" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">site-search</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":561715,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="4c1d25b8ef97640fc1e7647ff135dd8c8b50203d0495a23ba1f696681c7beae4" title="Topic: faceting" href="/topics/faceting" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">faceting</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":826587,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="618a1ca052637faaa06f6a7b8ea4a195b43e349f664c2deabecada1329e1bbc4" title="Topic: search-as-you-type" href="/topics/search-as-you-type" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">search-as-you-type</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":928141,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="296bd159e5bb7a20f0a7641d4587690708872f4c6e41430f298969690b48a87b" title="Topic: vector-search" href="/topics/vector-search" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">vector-search</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1039015,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="4b139386dc12f6cbf099a03a2134f3d49d79818519b565e6d76369cbabebf9cc" title="Topic: app-search" href="/topics/app-search" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">app-search</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1131663,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="e3e0a61386dd8b18c4cd00ea3770ed90a2449453f302ebb4d922547979dfc306" title="Topic: vector-database" href="/topics/vector-database" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">vector-database</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1428264,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="7c189a5625958748b501fab497a96d776f113a42cefac3f5a97201a31c9bfb6f" title="Topic: hybrid-search" href="/topics/hybrid-search" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">hybrid-search</a> </div> <div class="p-3"> <ul class="d-flex f6 list-style-none color-fg-muted"> <li class="mr-4"> Updated <relative-time datetime="2025-03-24T16:14:52Z" class="no-wrap">Mar 24, 2025</relative-time> </li> <li class="mr-4"> <span class="f6 my-1 ml-0"> <span class="repo-language-color" style="background-color: #dea584"></span> <span itemprop="programmingLanguage">Rust</span> </span> </li> 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data-hydro-click-hmac="9543d367565ca6a44c5c7878125097c2669c8219a0ee5839abf672285ce2cbb5" data-view-component="true" class="Button--secondary Button--small Button mr-2"> <span class="Button-content"> <span class="Button-label"><svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-heart icon-sponsor mr-1 v-align-middle color-fg-sponsors anim-pulse-in"> <path d="m8 14.25.345.666a.75.75 0 0 1-.69 0l-.008-.004-.018-.01a7.152 7.152 0 0 1-.31-.17 22.055 22.055 0 0 1-3.434-2.414C2.045 10.731 0 8.35 0 5.5 0 2.836 2.086 1 4.25 1 5.797 1 7.153 1.802 8 3.02 8.847 1.802 10.203 1 11.75 1 13.914 1 16 2.836 16 5.5c0 2.85-2.045 5.231-3.885 6.818a22.066 22.066 0 0 1-3.744 2.584l-.018.01-.006.003h-.002ZM4.25 2.5c-1.336 0-2.75 1.164-2.75 3 0 2.15 1.58 4.144 3.365 5.682A20.58 20.58 0 0 0 8 13.393a20.58 20.58 0 0 0 3.135-2.211C12.92 9.644 14.5 7.65 14.5 5.5c0-1.836-1.414-3-2.75-3-1.373 0-2.609.986-3.029 2.456a.749.749 0 0 1-1.442 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Get started - free.</p> </div> <div class="d-flex flex-wrap border-bottom color-border-muted px-3 pt-2 pb-2"> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":244,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="155be7e7adf71d2160daa5cda35bad138db16933183c8ea4a56f16cca5c1972b" title="Topic: chat" href="/topics/chat" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">chat</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":273,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="59471420d4f8e5661437d8ec673816a2949bcfdd1237131becb57c07f7b5b4d6" title="Topic: agent" href="/topics/agent" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">agent</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":350,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="02aadf4e8c3b707a4a0c01c9cfd03e80436906e94139a41bf44658b9cf3bf6da" title="Topic: productivity" href="/topics/productivity" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">productivity</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":8969,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="fc3a02277db0194d8ba2fba1f3dc79ed6e0da0cd808b30e50ab5756492b95366" title="Topic: research" href="/topics/research" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">research</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":9116,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="d99a85aa8aeaca0b392437f2633f90677865d21cc21720d3d3b8cf5cd6c965ff" title="Topic: ai" href="/topics/ai" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">ai</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":9324,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="6b00f2ee1184e83dc765cde71ac8c424ec0670ede4b90c30aa0b47ef7a1a7b8c" title="Topic: emacs" href="/topics/emacs" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">emacs</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":22905,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="a75d5a97699eba063d9fee647ffbd2b1a1c6ed5f01267ec5520e4cd490baed38" title="Topic: self-hosted" href="/topics/self-hosted" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">self-hosted</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":34784,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="0573464266b38bd033f3b3aa96ffdc476a0670032e88b588c69aa44ad6a10b76" title="Topic: assistant" href="/topics/assistant" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">assistant</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":72604,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="f2014d1ee75ad5a16750faf0613d226ff16c0e46d712ce87f3402d0e99e56e85" title="Topic: image-generation" href="/topics/image-generation" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">image-generation</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":127825,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="61651814bf0238694efbd3bb7a4e4254181b0acb878382e95c1b5087a75da20e" title="Topic: obsidian" href="/topics/obsidian" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">obsidian</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":192609,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="f0be54b30e2ad403a0fc50aefd43871f15aa346d6e85e0822ed9ed039788db4f" title="Topic: stt" href="/topics/stt" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">stt</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":196151,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="1cd4ad8dc0fd4a6809586cbd0b6971b189b99cba6c03bf3efbe7e733dbcccb24" title="Topic: semantic-search" href="/topics/semantic-search" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">semantic-search</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":754494,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="a3d238866bac70b09e1a7d6c11d9718b8b553478b8a833189b2021dd9e98a78b" title="Topic: rag" href="/topics/rag" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">rag</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1330155,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="f70c699699cfb0df8d62af0da81ffe6cffae24b94a21528394ba969103e4d52a" title="Topic: obsidian-md" href="/topics/obsidian-md" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">obsidian-md</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1703574,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="08b77f33d801c064b9c21666c95fe3b7df46ba83b10428af1331ed2c095239d6" title="Topic: llm" href="/topics/llm" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">llm</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1857396,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="be41df24841267076f1f47fcf837ced9cad160d51b60e4af6dc05284fd923ed4" title="Topic: chatgpt" href="/topics/chatgpt" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">chatgpt</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1899732,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="ee97f8ac5b3892bddf7757aad2ee33f5a3713981fd891b847dba17101ab7c259" title="Topic: whatsapp-ai" href="/topics/whatsapp-ai" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">whatsapp-ai</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1940404,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="bef9bc7785b5694111d5d00423181b0802d4206a29342f98f612770d93967e64" title="Topic: llamacpp" href="/topics/llamacpp" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">llamacpp</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":2043348,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="4625cb1950f8eb3a68db630d4c324f3bcb7a3a3e80841519324a258789e639b7" title="Topic: offline-llm" href="/topics/offline-llm" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">offline-llm</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":2833135,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="64b4f1120d58c9540612aefdf1a498746a893d6f5a63409affb0b17df3ea57ae" title="Topic: llama3" href="/topics/llama3" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">llama3</a> </div> <div class="p-3"> <ul class="d-flex f6 list-style-none color-fg-muted"> <li class="mr-4"> Updated <relative-time datetime="2025-03-24T04:57:20Z" class="no-wrap">Mar 24, 2025</relative-time> </li> <li class="mr-4"> <span class="f6 my-1 ml-0"> <span class="repo-language-color" style="background-color: #3572A5"></span> <span itemprop="programmingLanguage">Python</span> </span> </li> </ul> </div> </div> </article> <article class="border rounded color-shadow-small color-bg-subtle my-4"> <div 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data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"OWNER","click_visual_representation":"REPOSITORY_OWNER_HEADING","actor_id":null,"record_id":19822348,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="c7a583f1895dbaca179c28f34c7f234392af8f6f988226f43f08faf772655ad8" data-turbo="false" href="/typesense" data-view-component="true" class="Link">typesense</a> / <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"REPOSITORY","click_visual_representation":"REPOSITORY_NAME_HEADING","actor_id":null,"record_id":79317191,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="3a6c057be089cb5fab74c8f2ff0b61d714e68faef750bd5a3e6412fdfd42cff7" data-turbo="false" href="/typesense/typesense" data-view-component="true" class="Link text-bold wb-break-word">typesense</a> </h3> </div> <div class="d-flex flex-items-center"> <a href="/sponsors/typesense" aria-label="Sponsor @typesense" data-hydro-click="{"event_type":"sponsors.button_click","payload":{"button":"TOPIC_PAGE_SPONSOR","sponsorable_login":"typesense","originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="f05090ec6b369843d403744c716af7811cd52aab929310e5f507381f710de30c" data-view-component="true" class="Button--secondary Button--small Button mr-2"> <span class="Button-content"> <span class="Button-label"><svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-heart icon-sponsor mr-1 v-align-middle color-fg-sponsors anim-pulse-in"> <path d="m8 14.25.345.666a.75.75 0 0 1-.69 0l-.008-.004-.018-.01a7.152 7.152 0 0 1-.31-.17 22.055 22.055 0 0 1-3.434-2.414C2.045 10.731 0 8.35 0 5.5 0 2.836 2.086 1 4.25 1 5.797 1 7.153 1.802 8 3.02 8.847 1.802 10.203 1 11.75 1 13.914 1 16 2.836 16 5.5c0 2.85-2.045 5.231-3.885 6.818a22.066 22.066 0 0 1-3.744 2.584l-.018.01-.006.003h-.002ZM4.25 2.5c-1.336 0-2.75 1.164-2.75 3 0 2.15 1.58 4.144 3.365 5.682A20.58 20.58 0 0 0 8 13.393a20.58 20.58 0 0 0 3.135-2.211C12.92 9.644 14.5 7.65 14.5 5.5c0-1.836-1.414-3-2.75-3-1.373 0-2.609.986-3.029 2.456a.749.749 0 0 1-1.442 0C6.859 3.486 5.623 2.5 4.25 2.5Z"></path> </svg> <span class="v-align-middle" > Sponsor </span></span> </span> </a> <div data-view-component="true" class="BtnGroup d-flex"> <a href="/login?return_to=%2Ftypesense%2Ftypesense" rel="nofollow" data-hydro-click="{"event_type":"authentication.click","payload":{"location_in_page":"star button","repository_id":79317191,"auth_type":"LOG_IN","originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="5d5b5da5099218557e42d409e5986da535e2f08020eb9da6758b050d824eea24" aria-label="You must be signed in to star a repository" data-view-component="true" class="tooltipped tooltipped-sw btn-sm btn 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data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":132,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="e1658c248b556495209408554bb7de89173fd70aefd21359ebe816cda7ccc706" title="Topic: search" href="/topics/search" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">search</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":446,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="92e0e6014a8a6ec947ef456a52eb0e382c086a0e7e162b53c74837ea1466ca82" title="Topic: search-engine" href="/topics/search-engine" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">search-engine</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":653,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="0de1d92c7496d8de4b5eeb15a8945991411ace5afb1c63c0228d9879500a2d10" title="Topic: elasticsearch" href="/topics/elasticsearch" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">elasticsearch</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":7486,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="191e439c7b81c85f0ac90c16bb7eae44774401848a742fa0db8199d3a57cd8eb" title="Topic: algolia" href="/topics/algolia" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">algolia</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":17445,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="68f8d8f09724263505cc80a0a22df842be3cc6dcbc2f2d94708d2528af520fc0" title="Topic: fuzzy-search" href="/topics/fuzzy-search" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">fuzzy-search</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":39349,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="5b61d26ae085fb6eeade9373abb5460b1020fbc6b7247e43cb3b4a42c9cd4670" title="Topic: synonyms" href="/topics/synonyms" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">synonyms</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":43517,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="5c85a4e47d0e797eebdb70a7e209ef62c9638986d97379c3df2e1b7a35cf2e15" title="Topic: in-memory" href="/topics/in-memory" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">in-memory</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":73435,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="4ebd426ced106ba23fbb56e387fba99d0a36bb8e87bd0dcc573ec7776ef70cbb" title="Topic: full-text-search" href="/topics/full-text-search" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">full-text-search</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":102335,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="f837047dd9109ee2b966d92afb41523fb21560d3a011bd2aa53992c20631a116" title="Topic: datastore" href="/topics/datastore" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">datastore</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":127529,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="e806ad0fc87392b0295c0062b6d7e17ce57ac99ab72695d3b763b533d4628cda" title="Topic: instantsearch" href="/topics/instantsearch" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">instantsearch</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":196151,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="1cd4ad8dc0fd4a6809586cbd0b6971b189b99cba6c03bf3efbe7e733dbcccb24" title="Topic: semantic-search" href="/topics/semantic-search" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">semantic-search</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":319155,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="8d4af96eb664fa82724d112434cb2adc9d30362abb207508e4498cd52a3a1c5e" title="Topic: merchandising" href="/topics/merchandising" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">merchandising</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":339048,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="2043ac296bc49b969dab2c0ad2ea61cf4e5daeecc9521253ffc2b883baf7567f" title="Topic: enterprise-search" href="/topics/enterprise-search" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">enterprise-search</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":403447,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="99d08c9041d2eb7d7f3cd5f82b7b087270d69c3051a5f1dc9e17b9371e63e524" title="Topic: similarity-search" href="/topics/similarity-search" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">similarity-search</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":446360,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="07e3948297acaa6ea9c4ffe0a6cbb1548bcc0781f5482746476ca5f663394d9a" title="Topic: geosearch" href="/topics/geosearch" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">geosearch</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":452833,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="d3d086c912598ff6f06f4f3e98ac28da7779a3efe2a21fc8a7bd873009e130bd" title="Topic: pinecone" href="/topics/pinecone" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">pinecone</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":501873,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="9993451d42521f9a343213bb6628cf1c6f2f1480e67ff592a39e270d86b80356" title="Topic: typo-tolerance" href="/topics/typo-tolerance" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">typo-tolerance</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":537486,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="0e365e2f98ba1c766ddb0aab51b672b6dab8c54ab0a128e4c9a6a52bd31365eb" title="Topic: site-search" href="/topics/site-search" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">site-search</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":561715,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="4c1d25b8ef97640fc1e7647ff135dd8c8b50203d0495a23ba1f696681c7beae4" title="Topic: faceting" href="/topics/faceting" data-view-component="true" class="topic-tag 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data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"REPOSITORY_DISCUSSIONS","click_visual_representation":"DISCUSSIONS_TAB","actor_id":null,"record_id":221654678,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="be894ea2aa164cb920a1ebbbdabb281db2bd1f051f6973aa97617d5398b4af0e" data-turbo="false" data-view-component="true" class="tabnav-tab f6 px-2 py-1"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-comment-discussion color-fg-muted"> <path d="M1.75 1h8.5c.966 0 1.75.784 1.75 1.75v5.5A1.75 1.75 0 0 1 10.25 10H7.061l-2.574 2.573A1.458 1.458 0 0 1 2 11.543V10h-.25A1.75 1.75 0 0 1 0 8.25v-5.5C0 1.784.784 1 1.75 1ZM1.5 2.75v5.5c0 .138.112.25.25.25h1a.75.75 0 0 1 .75.75v2.19l2.72-2.72a.749.749 0 0 1 .53-.22h3.5a.25.25 0 0 0 .25-.25v-5.5a.25.25 0 0 0-.25-.25h-8.5a.25.25 0 0 0-.25.25Zm13 2a.25.25 0 0 0-.25-.25h-.5a.75.75 0 0 1 0-1.5h.5c.966 0 1.75.784 1.75 1.75v5.5A1.75 1.75 0 0 1 14.25 12H14v1.543a1.458 1.458 0 0 1-2.487 1.03L9.22 12.28a.749.749 0 0 1 .326-1.275.749.749 0 0 1 .734.215l2.22 2.22v-2.19a.75.75 0 0 1 .75-.75h1a.25.25 0 0 0 .25-.25Z"></path> </svg> Discussions </a></li> </ul> </nav> <div class="color-bg-default rounded-bottom-2"> <div class="px-3 pt-3"> <p class="color-fg-muted mb-0" >AI orchestration framework to build customizable, production-ready LLM applications. Connect components (models, vector DBs, file converters) to pipelines or agents that can interact with your data. With advanced retrieval methods, it's best suited for building RAG, question answering, semantic search or conversational agent chatbots.</p> </div> <div class="d-flex flex-wrap border-bottom color-border-muted px-3 pt-2 pb-2"> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":84,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="b668db69d5bd93e673cacdfd6e4d3375d59c26606f74bcffd755ccb49fe82d5d" title="Topic: python" href="/topics/python" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">python</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":167,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="33b18d9d0e84abf0a2d51d3a739ad8e496cdeca38f21c35f8e8c80975855ceb8" title="Topic: nlp" href="/topics/nlp" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">nlp</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":2169,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="158dc098d9642aaac19b4a1eb43a5aa3a764984005996625e98e29c07ecf274d" title="Topic: machine-learning" href="/topics/machine-learning" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">machine-learning</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":2171,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="c5375471e71fd1c1f280e125e720f174eb706e5e675090409f2f5e362e2f18b0" title="Topic: information-retrieval" href="/topics/information-retrieval" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">information-retrieval</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":9116,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="d99a85aa8aeaca0b392437f2633f90677865d21cc21720d3d3b8cf5cd6c965ff" title="Topic: ai" href="/topics/ai" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">ai</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":21259,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="99ed6e91dc9755985abbacba24308af609ab3d62adcaa85db7f0396f0bb83b77" title="Topic: transformers" href="/topics/transformers" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">transformers</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":23301,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="f832cdac4a57bc46bddb3635bf0e108a0ab14f3bb7a6b4932285baa25d76e8c4" title="Topic: pytorch" href="/topics/pytorch" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">pytorch</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":59713,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="2aa14b83751c480b361dda31cbfbd82f2a2438f25cf2b9f6fb806e1641bc97fb" title="Topic: question-answering" href="/topics/question-answering" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">question-answering</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":61186,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="4f3dd90d08ea603ca12adbd8924ab4b0f20339b9a09730dd37aa0d42834c8c87" title="Topic: summarization" href="/topics/summarization" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">summarization</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":172865,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="63d0e2f3294f7368e45803c4c92784f80faf4277ef6eb499e66c490246d5d84f" title="Topic: language-model" href="/topics/language-model" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">language-model</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":196151,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="1cd4ad8dc0fd4a6809586cbd0b6971b189b99cba6c03bf3efbe7e733dbcccb24" title="Topic: semantic-search" href="/topics/semantic-search" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">semantic-search</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":196523,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="2652581407868372261ec0fafd234c33374f0f8326592f32feb69e34f98bd952" title="Topic: squad" href="/topics/squad" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">squad</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":243705,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="2ae686a5c418aea508e0b57a60bae703529abb9489548bfd3c04fc219bff44ac" title="Topic: bert" href="/topics/bert" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">bert</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":754494,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="a3d238866bac70b09e1a7d6c11d9718b8b553478b8a833189b2021dd9e98a78b" title="Topic: rag" href="/topics/rag" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">rag</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1312347,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="8c53461fab283c9a3f803ef11df7883ba350c953b8a6bf167967a9a7f9cb7f61" title="Topic: gpt-3" href="/topics/gpt-3" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">gpt-3</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1698442,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="fba8f2da109aa8a0ef959fb86242a61339955bb958b6d4666e9fdb878924564d" title="Topic: large-language-models" href="/topics/large-language-models" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">large-language-models</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1703574,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="08b77f33d801c064b9c21666c95fe3b7df46ba83b10428af1331ed2c095239d6" title="Topic: llm" href="/topics/llm" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">llm</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1830326,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="e5b4bcd0f13849b1ebdde47524855e952890a403503378dfd0fcdbc3e2205fc1" title="Topic: generative-ai" href="/topics/generative-ai" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">generative-ai</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1857396,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="be41df24841267076f1f47fcf837ced9cad160d51b60e4af6dc05284fd923ed4" title="Topic: chatgpt" href="/topics/chatgpt" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">chatgpt</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":2007481,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="183844e2dbc10178e927aeb2600ca3f6b30f51b22b84c949fa0d8ddb76f70018" title="Topic: retrieval-augmented-generation" href="/topics/retrieval-augmented-generation" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">retrieval-augmented-generation</a> </div> <div class="p-3"> <ul class="d-flex f6 list-style-none color-fg-muted"> <li class="mr-4"> Updated <relative-time datetime="2025-03-24T19:33:24Z" class="no-wrap">Mar 24, 2025</relative-time> </li> <li class="mr-4"> <span class="f6 my-1 ml-0"> <span class="repo-language-color" style="background-color: #3572A5"></span> <span itemprop="programmingLanguage">Python</span> </span> </li> </ul> </div> </div> </article> <article class="border rounded color-shadow-small color-bg-subtle my-4"> <div class="px-3"> <div class="d-flex flex-justify-between flex-items-start flex-wrap gap-2 my-3"> <div class="d-flex flex-1"> <span style="margin-top:2px"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-repo color-fg-muted mr-2"> <path d="M2 2.5A2.5 2.5 0 0 1 4.5 0h8.75a.75.75 0 0 1 .75.75v12.5a.75.75 0 0 1-.75.75h-2.5a.75.75 0 0 1 0-1.5h1.75v-2h-8a1 1 0 0 0-.714 1.7.75.75 0 1 1-1.072 1.05A2.495 2.495 0 0 1 2 11.5Zm10.5-1h-8a1 1 0 0 0-1 1v6.708A2.486 2.486 0 0 1 4.5 9h8ZM5 12.25a.25.25 0 0 1 .25-.25h3.5a.25.25 0 0 1 .25.25v3.25a.25.25 0 0 1-.4.2l-1.45-1.087a.249.249 0 0 0-.3 0L5.4 15.7a.25.25 0 0 1-.4-.2Z"></path> </svg> </span> <h3 class="f3 color-fg-muted text-normal lh-condensed" > <a 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It enables private and reliable information retrieval, with tooling and agentic system capability built in.</p> </div> <div class="d-flex flex-wrap border-bottom color-border-muted px-3 pt-2 pb-2"> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":12,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="ed08a9d25f0a5e2059b56974997f4cb02b8be89955738aba17f1ab71aff788a8" title="Topic: react" href="/topics/react" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">react</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":84,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" 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data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">web-app</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":21259,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="99ed6e91dc9755985abbacba24308af609ab3d62adcaa85db7f0396f0bb83b77" title="Topic: transformers" href="/topics/transformers" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">transformers</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":23301,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="f832cdac4a57bc46bddb3635bf0e108a0ab14f3bb7a6b4932285baa25d76e8c4" title="Topic: pytorch" 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href="/weaviate/weaviate/pulls" data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"REPOSITORY_PULL_REQUESTS","click_visual_representation":"PULL_REQUESTS_TAB","actor_id":null,"record_id":55072677,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="b055e94ac75fdb1d964668b51265daffa15641347b7e95e6cc191ed11bc45538" data-turbo="false" data-view-component="true" class="tabnav-tab f6 px-2 py-1"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-git-pull-request color-fg-muted"> <path d="M1.5 3.25a2.25 2.25 0 1 1 3 2.122v5.256a2.251 2.251 0 1 1-1.5 0V5.372A2.25 2.25 0 0 1 1.5 3.25Zm5.677-.177L9.573.677A.25.25 0 0 1 10 .854V2.5h1A2.5 2.5 0 0 1 13.5 5v5.628a2.251 2.251 0 1 1-1.5 0V5a1 1 0 0 0-1-1h-1v1.646a.25.25 0 0 1-.427.177L7.177 3.427a.25.25 0 0 1 0-.354ZM3.75 2.5a.75.75 0 1 0 0 1.5.75.75 0 0 0 0-1.5Zm0 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data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">search-engine</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":2171,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="c5375471e71fd1c1f280e125e720f174eb706e5e675090409f2f5e362e2f18b0" title="Topic: information-retrieval" href="/topics/information-retrieval" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">information-retrieval</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":20981,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="5c29e46cb210943af0b6bdb63e8c3bacfeab184cbf6a6f37e6845d84f8ff1ad3" title="Topic: grpc" href="/topics/grpc" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">grpc</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":34731,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="8564dff2d2eff2e911cfe56336c3ce9d9f99cdd14d56bea412928e18c16dd14c" title="Topic: nearest-neighbor-search" href="/topics/nearest-neighbor-search" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">nearest-neighbor-search</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":45407,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="567d58dd11cb522f6756c5bfcd474e9dd1d95a18c60da1f1b9a3c661a6f46afe" title="Topic: semantic-search-engine" href="/topics/semantic-search-engine" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">semantic-search-engine</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":73990,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="ca851de54db7b90d04ed4c5f03de0b8f6a20aea9dbb1534621f578f3b60cca95" title="Topic: image-search" href="/topics/image-search" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">image-search</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":83777,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="8c339f68cc1fa8cb038d1d91934849c086c5b35c296854e08524f13a929dbe8b" title="Topic: recommender-system" href="/topics/recommender-system" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">recommender-system</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":110257,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="e36c71992a0ac56dc41d5e894ef26ad0797989ecf7a926a3b299109286503ac8" title="Topic: vectors" href="/topics/vectors" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">vectors</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":178033,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="920b264b5cb9e81cfca6344e7f833660e41d87d8ab8b44bed2f326912f93db6d" title="Topic: approximate-nearest-neighbor-search" href="/topics/approximate-nearest-neighbor-search" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">approximate-nearest-neighbor-search</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":196151,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="1cd4ad8dc0fd4a6809586cbd0b6971b189b99cba6c03bf3efbe7e733dbcccb24" title="Topic: semantic-search" href="/topics/semantic-search" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">semantic-search</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":403447,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="99d08c9041d2eb7d7f3cd5f82b7b087270d69c3051a5f1dc9e17b9371e63e524" title="Topic: similarity-search" href="/topics/similarity-search" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">similarity-search</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":755464,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="ded0b8c631240b9bd30f80ce62c33eadf2aeea84d74f801716ebcb961695b23f" title="Topic: mlops" href="/topics/mlops" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">mlops</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":767070,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="e32a99575db91f194def751361533754b5c9c72d38abd32cbbd103fc4590af0a" title="Topic: hnsw" href="/topics/hnsw" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">hnsw</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":876774,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="5640747a764639c61dc4118fa8f9387d396d070c2a9de573e4a305ca93621b90" title="Topic: weaviate" href="/topics/weaviate" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">weaviate</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":928141,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="296bd159e5bb7a20f0a7641d4587690708872f4c6e41430f298969690b48a87b" title="Topic: vector-search" href="/topics/vector-search" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">vector-search</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1131663,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="e3e0a61386dd8b18c4cd00ea3770ed90a2449453f302ebb4d922547979dfc306" title="Topic: vector-database" href="/topics/vector-database" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">vector-database</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1137036,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="3cd3f826953474d1ff709b2acfce76cf798d57b7fc61835d89db00e015a686fa" title="Topic: neural-search" href="/topics/neural-search" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">neural-search</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1212218,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="08aec2798e6897dd50ef24d9e5b475071cab2b55342f95a8731b6c07288a0a87" title="Topic: vector-search-engine" href="/topics/vector-search-engine" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">vector-search-engine</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1428264,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="7c189a5625958748b501fab497a96d776f113a42cefac3f5a97201a31c9bfb6f" title="Topic: hybrid-search" href="/topics/hybrid-search" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">hybrid-search</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1867238,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="30f7e39cfbb5ef7e8ff2b8a2a1f2f322e42f790f983c3c9e8c100272ab4cc6cf" title="Topic: generative-search" href="/topics/generative-search" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">generative-search</a> </div> <div class="p-3"> <ul class="d-flex f6 list-style-none color-fg-muted"> <li class="mr-4"> Updated <relative-time datetime="2025-03-24T19:21:55Z" class="no-wrap">Mar 24, 2025</relative-time> </li> <li class="mr-4"> <span class="f6 my-1 ml-0"> <span class="repo-language-color" style="background-color: #00ADD8"></span> <span itemprop="programmingLanguage">Go</span> </span> 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0 0 0-1.5Zm8.25.75a.75.75 0 1 0 1.5 0 .75.75 0 0 0-1.5 0Z"></path> </svg> Pull requests </a></li> </ul> </nav> <div class="color-bg-default rounded-bottom-2"> <div class="px-3 pt-3"> <p class="color-fg-muted mb-0" >💡 All-in-one open-source embeddings database for semantic search, LLM orchestration and language model workflows</p> </div> <div class="d-flex flex-wrap border-bottom color-border-muted px-3 pt-2 pb-2"> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":84,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="b668db69d5bd93e673cacdfd6e4d3375d59c26606f74bcffd755ccb49fe82d5d" title="Topic: python" href="/topics/python" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">python</a> <a 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f6 mb-2">machine-learning</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":2171,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="c5375471e71fd1c1f280e125e720f174eb706e5e675090409f2f5e362e2f18b0" title="Topic: information-retrieval" href="/topics/information-retrieval" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">information-retrieval</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":9116,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="d99a85aa8aeaca0b392437f2633f90677865d21cc21720d3d3b8cf5cd6c965ff" title="Topic: ai" href="/topics/ai" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">ai</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":21259,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="99ed6e91dc9755985abbacba24308af609ab3d62adcaa85db7f0396f0bb83b77" title="Topic: transformers" href="/topics/transformers" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">transformers</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":23886,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="e1cac6d1fcb8a573548e954019b19c1f1cdac54819f7708f491fdc80448668ed" title="Topic: embeddings" href="/topics/embeddings" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">embeddings</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":24132,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="23786f7edfdff62e2041993684b83e13b9027d126e7b4b9cd2a48d54bfc4c291" title="Topic: artificial-intelligence" href="/topics/artificial-intelligence" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">artificial-intelligence</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":172865,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="63d0e2f3294f7368e45803c4c92784f80faf4277ef6eb499e66c490246d5d84f" title="Topic: language-model" href="/topics/language-model" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">language-model</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":196151,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="1cd4ad8dc0fd4a6809586cbd0b6971b189b99cba6c03bf3efbe7e733dbcccb24" title="Topic: semantic-search" href="/topics/semantic-search" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">semantic-search</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":506046,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="05ac9d8113bd462e85edd822c5209476ad50e37c7dcb1f89b4d75db3d76c6881" title="Topic: sentence-embeddings" href="/topics/sentence-embeddings" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">sentence-embeddings</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":754494,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="a3d238866bac70b09e1a7d6c11d9718b8b553478b8a833189b2021dd9e98a78b" title="Topic: rag" href="/topics/rag" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">rag</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":928141,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="296bd159e5bb7a20f0a7641d4587690708872f4c6e41430f298969690b48a87b" title="Topic: vector-search" href="/topics/vector-search" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">vector-search</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1131663,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="e3e0a61386dd8b18c4cd00ea3770ed90a2449453f302ebb4d922547979dfc306" title="Topic: vector-database" href="/topics/vector-database" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">vector-database</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1509764,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="9d4b48bc46c7d253b9a8e243c17eb4feb25443d2b71b2b46fe6f6dcec04f0cb1" title="Topic: txtai" href="/topics/txtai" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">txtai</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1698442,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="fba8f2da109aa8a0ef959fb86242a61339955bb958b6d4666e9fdb878924564d" title="Topic: large-language-models" href="/topics/large-language-models" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">large-language-models</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1703574,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="08b77f33d801c064b9c21666c95fe3b7df46ba83b10428af1331ed2c095239d6" title="Topic: llm" href="/topics/llm" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">llm</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":2007481,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="183844e2dbc10178e927aeb2600ca3f6b30f51b22b84c949fa0d8ddb76f70018" title="Topic: retrieval-augmented-generation" href="/topics/retrieval-augmented-generation" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">retrieval-augmented-generation</a> </div> <div class="p-3"> <ul class="d-flex f6 list-style-none color-fg-muted"> <li class="mr-4"> Updated <relative-time datetime="2025-03-22T13:33:10Z" class="no-wrap">Mar 22, 2025</relative-time> </li> <li class="mr-4"> <span class="f6 my-1 ml-0"> <span class="repo-language-color" style="background-color: #3572A5"></span> <span itemprop="programmingLanguage">Python</span> </span> </li> </ul> </div> </div> </article> <article class="border rounded color-shadow-small color-bg-subtle my-4"> <div class="px-3"> <div class="d-flex flex-justify-between flex-items-start flex-wrap gap-2 my-3"> <div class="d-flex flex-1"> <span style="margin-top:2px"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-repo color-fg-muted mr-2"> <path d="M2 2.5A2.5 2.5 0 0 1 4.5 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0-.25-.25h-.5a.75.75 0 0 1 0-1.5h.5c.966 0 1.75.784 1.75 1.75v5.5A1.75 1.75 0 0 1 14.25 12H14v1.543a1.458 1.458 0 0 1-2.487 1.03L9.22 12.28a.749.749 0 0 1 .326-1.275.749.749 0 0 1 .734.215l2.22 2.22v-2.19a.75.75 0 0 1 .75-.75h1a.25.25 0 0 0 .25-.25Z"></path> </svg> Discussions </a></li> </ul> </nav> <div class="color-bg-default rounded-bottom-2"> <div class="px-3 pt-3"> <p class="color-fg-muted mb-0" >Semantic cache for LLMs. Fully integrated with LangChain and llama_index. </p> </div> <div class="d-flex flex-wrap border-bottom color-border-muted px-3 pt-2 pb-2"> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":319,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="ab52bffd114f536b2ca0ded17f6e9b0f6d6cfcdcbc6e593b88df58c8176f63ae" title="Topic: redis" href="/topics/redis" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">redis</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":14176,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="b5807a0e5b62bbcf4385d3008e80cb98fd1d3938da3b63e1f7a02f63d27765dd" title="Topic: chatbot" href="/topics/chatbot" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">chatbot</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":44090,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="2cf24ed76789b80dff69ebb05b3efafb62038f9d9b1614c7b81cf88551dd802c" title="Topic: openai" href="/topics/openai" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">openai</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":84428,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="b428a30bc3ab000d83f6e10529485679a85fcac4addc98214cd879b56452db6a" title="Topic: llama" href="/topics/llama" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">llama</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":110667,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="ceae33f1006b42ca7a23bb644e9f58d02f8be14b2ebae1102d903b21139f4ba0" title="Topic: gpt" href="/topics/gpt" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">gpt</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":126918,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="c53e9235fca700ecc5e8d2e77be2c7a934de334e3cf6e8045cbb938a5afd1abb" title="Topic: memcache" href="/topics/memcache" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">memcache</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":196151,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="1cd4ad8dc0fd4a6809586cbd0b6971b189b99cba6c03bf3efbe7e733dbcccb24" title="Topic: semantic-search" href="/topics/semantic-search" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">semantic-search</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":403447,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="99d08c9041d2eb7d7f3cd5f82b7b087270d69c3051a5f1dc9e17b9371e63e524" title="Topic: similarity-search" href="/topics/similarity-search" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">similarity-search</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":459577,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="de10820568437bd171c37dcb635a71a64600d4f97214cc57eaa1f5b60105e998" title="Topic: dolly" href="/topics/dolly" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">dolly</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":928141,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="296bd159e5bb7a20f0a7641d4587690708872f4c6e41430f298969690b48a87b" title="Topic: vector-search" href="/topics/vector-search" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">vector-search</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1035336,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="87ef4bcc37162d1f87126bea1b84caf2e2e2f3a94495b84425723fbda0be8a5f" title="Topic: milvus" href="/topics/milvus" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">milvus</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1675993,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="a0e4f890f866b49531fea59085d4ab07f4d2c030be834c8fb20ed3e976c4e246" title="Topic: aigc" href="/topics/aigc" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">aigc</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1703574,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="08b77f33d801c064b9c21666c95fe3b7df46ba83b10428af1331ed2c095239d6" title="Topic: llm" href="/topics/llm" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">llm</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1857396,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="be41df24841267076f1f47fcf837ced9cad160d51b60e4af6dc05284fd923ed4" title="Topic: chatgpt" href="/topics/chatgpt" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">chatgpt</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1860988,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="e72ea19811476bc72ed3364229576c328a4e10c46339cd1626d3f582cbdb69d7" title="Topic: langchain" href="/topics/langchain" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">langchain</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1861274,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="8d43b21294d20e8c6b4902d50c6088deb400325a5865e8c635fa7637187a33ec" title="Topic: chatgpt-api" href="/topics/chatgpt-api" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">chatgpt-api</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1924121,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="0ae1c031148916692111df43152b53fa9e76edf362397acb8db54a99842d1788" title="Topic: llama-index" href="/topics/llama-index" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">llama-index</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1955088,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="34d3695d9dfdc8a07ead8e80fd4e46cb8dfe2c343439c1fa9193f713f7542148" title="Topic: autogpt" href="/topics/autogpt" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">autogpt</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1960574,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="28b3eb18c628534c2095fd2c8e9c0e74e81a01040c1b57a848efe5503f4ce4a0" title="Topic: babyagi" href="/topics/babyagi" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">babyagi</a> </div> <div class="p-3"> <ul class="d-flex f6 list-style-none color-fg-muted"> <li class="mr-4"> Updated <relative-time datetime="2024-09-18T02:05:21Z" class="no-wrap">Sep 18, 2024</relative-time> </li> <li class="mr-4"> <span class="f6 my-1 ml-0"> <span class="repo-language-color" style="background-color: #3572A5"></span> <span itemprop="programmingLanguage">Python</span> </span> </li> </ul> </div> </div> </article> <article class="border rounded color-shadow-small color-bg-subtle my-4"> <div class="px-3"> <div class="d-flex flex-justify-between flex-items-start flex-wrap gap-2 my-3"> <div class="d-flex flex-1"> <span style="margin-top:2px"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-repo color-fg-muted mr-2"> <path d="M2 2.5A2.5 2.5 0 0 1 4.5 0h8.75a.75.75 0 0 1 .75.75v12.5a.75.75 0 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data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"REPOSITORY","click_visual_representation":"REPOSITORY_NAME_HEADING","actor_id":null,"record_id":607441698,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="0c409ef046babc2c9d6b49d2fe8f51cab77bf81f7a54999a89c594ecdbd9dab4" data-turbo="false" href="/lancedb/lancedb" data-view-component="true" class="Link text-bold wb-break-word">lancedb</a> </h3> </div> <div class="d-flex flex-items-center"> <div data-view-component="true" class="BtnGroup d-flex"> <a href="/login?return_to=%2Flancedb%2Flancedb" rel="nofollow" data-hydro-click="{"event_type":"authentication.click","payload":{"location_in_page":"star button","repository_id":607441698,"auth_type":"LOG_IN","originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="93b03d7d9204a8fa28ab509b14d89bb59de359caa9f5335f4e4dc8feced28e45" 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0-.25-.25h-.5a.75.75 0 0 1 0-1.5h.5c.966 0 1.75.784 1.75 1.75v5.5A1.75 1.75 0 0 1 14.25 12H14v1.543a1.458 1.458 0 0 1-2.487 1.03L9.22 12.28a.749.749 0 0 1 .326-1.275.749.749 0 0 1 .734.215l2.22 2.22v-2.19a.75.75 0 0 1 .75-.75h1a.25.25 0 0 0 .25-.25Z"></path> </svg> Discussions </a></li> </ul> </nav> <div class="color-bg-default rounded-bottom-2"> <div class="px-3 pt-3"> <p class="color-fg-muted mb-0" >Developer-friendly, embedded retrieval engine for multimodal AI. Search More; Manage Less.</p> </div> <div class="d-flex flex-wrap border-bottom color-border-muted px-3 pt-2 pb-2"> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":446,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="92e0e6014a8a6ec947ef456a52eb0e382c086a0e7e162b53c74837ea1466ca82" title="Topic: search-engine" href="/topics/search-engine" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">search-engine</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":34731,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="8564dff2d2eff2e911cfe56336c3ce9d9f99cdd14d56bea412928e18c16dd14c" 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data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":196151,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="1cd4ad8dc0fd4a6809586cbd0b6971b189b99cba6c03bf3efbe7e733dbcccb24" title="Topic: semantic-search" href="/topics/semantic-search" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">semantic-search</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":403447,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="99d08c9041d2eb7d7f3cd5f82b7b087270d69c3051a5f1dc9e17b9371e63e524" title="Topic: similarity-search" href="/topics/similarity-search" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">similarity-search</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1131663,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="e3e0a61386dd8b18c4cd00ea3770ed90a2449453f302ebb4d922547979dfc306" title="Topic: vector-database" href="/topics/vector-database" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">vector-database</a> </div> <div class="p-3"> <ul class="d-flex f6 list-style-none color-fg-muted"> <li class="mr-4"> Updated <relative-time datetime="2025-03-24T07:01:59Z" class="no-wrap">Mar 24, 2025</relative-time> </li> <li class="mr-4"> <span class="f6 my-1 ml-0"> <span class="repo-language-color" style="background-color: #3572A5"></span> <span itemprop="programmingLanguage">Python</span> </span> </li> </ul> </div> </div> </article> 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data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":84,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="b668db69d5bd93e673cacdfd6e4d3375d59c26606f74bcffd755ccb49fe82d5d" title="Topic: python" href="/topics/python" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">python</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":2131,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="808db8f21927ec55b84ca5df3bf936b7132caf903e73b91ae178c03d075dc21d" title="Topic: data" href="/topics/data" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">data</a> <a 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data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":9216,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="bbd4156ce9f82ca6d534b42e5446ece0c12f8485af6245162140836bd1428cbf" title="Topic: mongodb" href="/topics/mongodb" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">mongodb</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":14176,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="b5807a0e5b62bbcf4385d3008e80cb98fd1d3938da3b63e1f7a02f63d27765dd" title="Topic: chatbot" href="/topics/chatbot" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">chatbot</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":21229,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="3643b14895da2ddf1a0753af5a179aef650a954086b107d11d66cd0f21f4b6e2" title="Topic: ml" href="/topics/ml" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">ml</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":21259,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="99ed6e91dc9755985abbacba24308af609ab3d62adcaa85db7f0396f0bb83b77" title="Topic: transformers" href="/topics/transformers" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">transformers</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":21466,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="75cf60ce5e8befc03fa0d661d472585457dd1246407b095ef1eadfec74b56c6b" title="Topic: inference" href="/topics/inference" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">inference</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":22334,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="03dda44556ec383663fcc728a647937436c798478bc940a62ffdae2ef7e48626" title="Topic: torch" href="/topics/torch" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">torch</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":23301,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="f832cdac4a57bc46bddb3635bf0e108a0ab14f3bb7a6b4932285baa25d76e8c4" title="Topic: pytorch" href="/topics/pytorch" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">pytorch</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":117956,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="24bf8fa40b409b86d149e92767379ca3faaf06ed4faeaf776ebe4aaae7c08e21" title="Topic: pretrained-models" href="/topics/pretrained-models" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">pretrained-models</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":196151,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="1cd4ad8dc0fd4a6809586cbd0b6971b189b99cba6c03bf3efbe7e733dbcccb24" title="Topic: semantic-search" href="/topics/semantic-search" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">semantic-search</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":754494,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="a3d238866bac70b09e1a7d6c11d9718b8b553478b8a833189b2021dd9e98a78b" title="Topic: rag" href="/topics/rag" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">rag</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":755464,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="ded0b8c631240b9bd30f80ce62c33eadf2aeea84d74f801716ebcb961695b23f" title="Topic: mlops" href="/topics/mlops" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">mlops</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":846448,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="411997b8ca8696ce3e13221cdb097a6c12eae10e542922847e5ce71dd8d6fb94" title="Topic: distributed-ml" href="/topics/distributed-ml" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">distributed-ml</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":928141,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="296bd159e5bb7a20f0a7641d4587690708872f4c6e41430f298969690b48a87b" title="Topic: vector-search" href="/topics/vector-search" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">vector-search</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1880194,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="2e808f3f10fa5982e31422d556de8feaeb1b279badda2e0d548dc42430153499" title="Topic: llmops" href="/topics/llmops" data-view-component="true" 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data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">visual-search</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":177485,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="4f33a0e641cf7e172840ed7003d8ea134aa6aa936f48e418c65fa56ddf3392bd" title="Topic: multi-modal" href="/topics/multi-modal" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">multi-modal</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":180270,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="e4259887ea835dfc861fd77c7e58d39b1f5d7cbc78f31ad2823d0ef4e9355b07" title="Topic: clip" href="/topics/clip" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">clip</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":184242,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="8a34d86e8df4257bf86c80a64fb2b95a8b69649c8d6a03744e806cd3ee8a0bdc" title="Topic: knn" href="/topics/knn" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">knn</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":196151,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="1cd4ad8dc0fd4a6809586cbd0b6971b189b99cba6c03bf3efbe7e733dbcccb24" title="Topic: semantic-search" 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1.75v5.5A1.75 1.75 0 0 1 10.25 10H7.061l-2.574 2.573A1.458 1.458 0 0 1 2 11.543V10h-.25A1.75 1.75 0 0 1 0 8.25v-5.5C0 1.784.784 1 1.75 1ZM1.5 2.75v5.5c0 .138.112.25.25.25h1a.75.75 0 0 1 .75.75v2.19l2.72-2.72a.749.749 0 0 1 .53-.22h3.5a.25.25 0 0 0 .25-.25v-5.5a.25.25 0 0 0-.25-.25h-8.5a.25.25 0 0 0-.25.25Zm13 2a.25.25 0 0 0-.25-.25h-.5a.75.75 0 0 1 0-1.5h.5c.966 0 1.75.784 1.75 1.75v5.5A1.75 1.75 0 0 1 14.25 12H14v1.543a1.458 1.458 0 0 1-2.487 1.03L9.22 12.28a.749.749 0 0 1 .326-1.275.749.749 0 0 1 .734.215l2.22 2.22v-2.19a.75.75 0 0 1 .75-.75h1a.25.25 0 0 0 .25-.25Z"></path> </svg> Discussions </a></li> </ul> </nav> <div class="color-bg-default rounded-bottom-2"> <div class="px-3 pt-3"> <p class="color-fg-muted mb-0" >Represent, send, store and search multimodal data</p> </div> <div class="d-flex flex-wrap border-bottom color-border-muted px-3 pt-2 pb-2"> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":653,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="0de1d92c7496d8de4b5eeb15a8945991411ace5afb1c63c0228d9879500a2d10" title="Topic: elasticsearch" href="/topics/elasticsearch" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">elasticsearch</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":2169,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="158dc098d9642aaac19b4a1eb43a5aa3a764984005996625e98e29c07ecf274d" title="Topic: machine-learning" href="/topics/machine-learning" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">machine-learning</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":9290,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="da6dce2458224af52881d5bd891fd8956694246dca05f94eb7f1cd648cc8f8ae" title="Topic: deep-learning" href="/topics/deep-learning" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">deep-learning</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":9323,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="b75c33a211cfed585a7bdc87e6a15f4d788b81b46d4f97c1d3d3062da4ac5f85" title="Topic: protobuf" href="/topics/protobuf" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">protobuf</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":23301,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="f832cdac4a57bc46bddb3635bf0e108a0ab14f3bb7a6b4932285baa25d76e8c4" title="Topic: pytorch" href="/topics/pytorch" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">pytorch</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":30620,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="86963884fc3a71f7de3ea932be38a359fb2c8df6ac278026a8e7f3560f0a1c6e" title="Topic: data-structures" href="/topics/data-structures" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">data-structures</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":34731,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="8564dff2d2eff2e911cfe56336c3ce9d9f99cdd14d56bea412928e18c16dd14c" title="Topic: nearest-neighbor-search" href="/topics/nearest-neighbor-search" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">nearest-neighbor-search</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":126941,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="9422c396c9e01e0dff33357a2f55f44e9f5b61d979d612189ea8e3525ac095df" title="Topic: cross-modal" href="/topics/cross-modal" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">cross-modal</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":177485,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="4f33a0e641cf7e172840ed7003d8ea134aa6aa936f48e418c65fa56ddf3392bd" title="Topic: multi-modal" href="/topics/multi-modal" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">multi-modal</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":196151,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="1cd4ad8dc0fd4a6809586cbd0b6971b189b99cba6c03bf3efbe7e733dbcccb24" title="Topic: semantic-search" href="/topics/semantic-search" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">semantic-search</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":627299,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="e02a7cb9e09061fff568c974a8b29b62d7f849a4a62927f3482a88c3114ec9e7" title="Topic: multimodal" href="/topics/multimodal" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">multimodal</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":659590,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" 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data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":892868,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="ab0b5c2d276f57b51be6b3cd648d5a15fd2ef4a0b05ad037020964d04438720f" title="Topic: dataclass" href="/topics/dataclass" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">dataclass</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":922109,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="1adbf72371f3ce2a470a0099ce4c59f419a9d5f4036cd7b01933d46f10b39351" title="Topic: pydantic" href="/topics/pydantic" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">pydantic</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":922110,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="d006a5a402dfae519486d5ef192c5d3d9d4d4b24a34aa577ba8fafb27f6b28db" title="Topic: fastapi" href="/topics/fastapi" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">fastapi</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1137036,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="3cd3f826953474d1ff709b2acfce76cf798d57b7fc61835d89db00e015a686fa" title="Topic: neural-search" href="/topics/neural-search" data-view-component="true" class="topic-tag topic-tag-link Link f6 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mb-2">docarray</a> </div> <div class="p-3"> <ul class="d-flex f6 list-style-none color-fg-muted"> <li class="mr-4"> Updated <relative-time datetime="2025-03-21T23:30:33Z" class="no-wrap">Mar 21, 2025</relative-time> </li> <li class="mr-4"> <span class="f6 my-1 ml-0"> <span class="repo-language-color" style="background-color: #3572A5"></span> <span itemprop="programmingLanguage">Python</span> </span> </li> </ul> </div> </div> </article> <article class="border rounded color-shadow-small color-bg-subtle my-4"> <div class="px-3"> <div class="d-flex flex-justify-between flex-items-start flex-wrap gap-2 my-3"> <div class="d-flex flex-1"> <span style="margin-top:2px"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-repo color-fg-muted mr-2"> <path d="M2 2.5A2.5 2.5 0 0 1 4.5 0h8.75a.75.75 0 0 1 .75.75v12.5a.75.75 0 0 1-.75.75h-2.5a.75.75 0 0 1 0-1.5h1.75v-2h-8a1 1 0 0 0-.714 1.7.75.75 0 1 1-1.072 1.05A2.495 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class="tabnav-tab f6 px-2 py-1"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-issue-opened color-fg-muted"> <path d="M8 9.5a1.5 1.5 0 1 0 0-3 1.5 1.5 0 0 0 0 3Z"></path><path d="M8 0a8 8 0 1 1 0 16A8 8 0 0 1 8 0ZM1.5 8a6.5 6.5 0 1 0 13 0 6.5 6.5 0 0 0-13 0Z"></path> </svg> Issues </a></li> <li data-view-component="true" class="d-inline-flex"> <a id="pull-requests-tab-248812668" href="/ddangelov/Top2Vec/pulls" data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"REPOSITORY_PULL_REQUESTS","click_visual_representation":"PULL_REQUESTS_TAB","actor_id":null,"record_id":248812668,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="1895cf1e6a44612cd173fee9afbe4eef17ca23d63f8c9fa20258219bb3f108f0" data-turbo="false" data-view-component="true" class="tabnav-tab f6 px-2 py-1"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-git-pull-request color-fg-muted"> <path d="M1.5 3.25a2.25 2.25 0 1 1 3 2.122v5.256a2.251 2.251 0 1 1-1.5 0V5.372A2.25 2.25 0 0 1 1.5 3.25Zm5.677-.177L9.573.677A.25.25 0 0 1 10 .854V2.5h1A2.5 2.5 0 0 1 13.5 5v5.628a2.251 2.251 0 1 1-1.5 0V5a1 1 0 0 0-1-1h-1v1.646a.25.25 0 0 1-.427.177L7.177 3.427a.25.25 0 0 1 0-.354ZM3.75 2.5a.75.75 0 1 0 0 1.5.75.75 0 0 0 0-1.5Zm0 9.5a.75.75 0 1 0 0 1.5.75.75 0 0 0 0-1.5Zm8.25.75a.75.75 0 1 0 1.5 0 .75.75 0 0 0-1.5 0Z"></path> </svg> Pull requests </a></li> </ul> </nav> <div class="color-bg-default rounded-bottom-2"> <div class="px-3 pt-3"> <p class="color-fg-muted mb-0" >Top2Vec learns jointly embedded topic, document and word vectors.</p> </div> <div class="d-flex flex-wrap border-bottom color-border-muted px-3 pt-2 pb-2"> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":17205,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="8b7fefc9581de36b7e1a0f876ffe46652cbd955e25722bc582f1bb05525472fe" title="Topic: word-embeddings" href="/topics/word-embeddings" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">word-embeddings</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":60988,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="20801b4236eb3fac8583ff5e947e7b6d1e36d5c1a3734b65fb316d5f0103a188" title="Topic: topic-modeling" href="/topics/topic-modeling" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">topic-modeling</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":196151,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="1cd4ad8dc0fd4a6809586cbd0b6971b189b99cba6c03bf3efbe7e733dbcccb24" title="Topic: semantic-search" href="/topics/semantic-search" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">semantic-search</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":243705,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="2ae686a5c418aea508e0b57a60bae703529abb9489548bfd3c04fc219bff44ac" title="Topic: bert" href="/topics/bert" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">bert</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":362210,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="54ac3f4224d3e6b595b4f98191a6106780ea3dd4befdcf48a22fcfc4fa0de751" title="Topic: text-search" href="/topics/text-search" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">text-search</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":373700,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="848879d50dbe8e2fc7093f841ad9a7f70b9e45917e9f84d1c467484ea6d7e8d4" title="Topic: topic-search" href="/topics/topic-search" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">topic-search</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":499586,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="ecf0b6a0e20d6a0a7e3dbef1f3f892f41bd4006ac3664ccbf09f2b316390c68d" title="Topic: document-embedding" href="/topics/document-embedding" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">document-embedding</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":777941,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="52f81ff61e03e3202ffbcc5aff8e01017b2e4372c315eb9ddba7c900dd8969da" title="Topic: topic-modelling" href="/topics/topic-modelling" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">topic-modelling</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":805920,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="27d07ff61dce5080ce14c1b0c24cf89b45a8331e15fd9b26418288176338efc6" title="Topic: text-semantic-similarity" href="/topics/text-semantic-similarity" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">text-semantic-similarity</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":950135,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="8c0b1f8bdda5ffe8c7bb879ca30cb6bf5440275990dd8ab7d902c83a74cd7f0c" title="Topic: sentence-encoder" href="/topics/sentence-encoder" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">sentence-encoder</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1065512,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="53c570de716dd043f123f3cb5dcbc2d15439ce628b58c08be7590e2b6e4c3fb9" title="Topic: pre-trained-language-models" href="/topics/pre-trained-language-models" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">pre-trained-language-models</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1160104,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="94adaa4504ad463c3ce2f608bad273e91272f88c74bdb26d7f9bdff1e371df65" title="Topic: topic-vector" href="/topics/topic-vector" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">topic-vector</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1239383,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="f63eaaad90a6ecd6b982292c4f674f572adc1385f3222bd832ef71c5590f12b2" title="Topic: sentence-transformers" href="/topics/sentence-transformers" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">sentence-transformers</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1241286,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="75296b95550798e9e0ec24535fad03f41da8323e5fca5afb9d6b1c47808ff23b" title="Topic: top2vec" href="/topics/top2vec" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">top2vec</a> </div> <div class="p-3"> <ul class="d-flex f6 list-style-none color-fg-muted"> <li class="mr-4"> Updated <relative-time datetime="2024-11-14T23:47:51Z" class="no-wrap">Nov 14, 2024</relative-time> </li> <li class="mr-4"> <span class="f6 my-1 ml-0"> <span class="repo-language-color" style="background-color: #3572A5"></span> <span itemprop="programmingLanguage">Python</span> </span> </li> </ul> </div> </div> </article> <article class="border 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data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":9116,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="d99a85aa8aeaca0b392437f2633f90677865d21cc21720d3d3b8cf5cd6c965ff" title="Topic: ai" href="/topics/ai" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">ai</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":14176,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="b5807a0e5b62bbcf4385d3008e80cb98fd1d3938da3b63e1f7a02f63d27765dd" title="Topic: chatbot" href="/topics/chatbot" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">chatbot</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":44090,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="2cf24ed76789b80dff69ebb05b3efafb62038f9d9b1614c7b81cf88551dd802c" title="Topic: openai" href="/topics/openai" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">openai</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":72768,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="020bd6b9c01ee6a336c7a093c6e27fc3aa556adba77807c397f5293c33d67d53" title="Topic: chatbots" href="/topics/chatbots" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">chatbots</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":196151,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="1cd4ad8dc0fd4a6809586cbd0b6971b189b99cba6c03bf3efbe7e733dbcccb24" title="Topic: semantic-search" href="/topics/semantic-search" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">semantic-search</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":381941,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="ee1b1c7e28cfddc63176c24d0d6d2c02bb8d1ee942b1bdf9528dbb54c595826f" title="Topic: no-code" href="/topics/no-code" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">no-code</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":398150,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="50b047ed7cf63110f53838cb85704e64db3f11191b8ff6362575df66e4f3afa9" title="Topic: aichatbot" href="/topics/aichatbot" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">aichatbot</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1630315,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="38b9f3f0239ab33344ac62d3cc616caf77a802adbe48bb0ab910bc678cf35005" title="Topic: qdrant" href="/topics/qdrant" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">qdrant</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1703574,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="08b77f33d801c064b9c21666c95fe3b7df46ba83b10428af1331ed2c095239d6" title="Topic: llm" href="/topics/llm" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">llm</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1857396,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="be41df24841267076f1f47fcf837ced9cad160d51b60e4af6dc05284fd923ed4" title="Topic: chatgpt" href="/topics/chatgpt" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">chatgpt</a> </div> <div class="p-3"> <ul class="d-flex f6 list-style-none color-fg-muted"> <li class="mr-4"> Updated <relative-time datetime="2024-06-17T12:36:06Z" class="no-wrap">Jun 17, 2024</relative-time> </li> </ul> </div> </div> </article> <article class="border rounded color-shadow-small color-bg-subtle my-4"> <div class="px-3"> <div class="d-flex flex-justify-between flex-items-start flex-wrap gap-2 my-3"> <div class="d-flex flex-1"> <span style="margin-top:2px"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-repo color-fg-muted mr-2"> <path d="M2 2.5A2.5 2.5 0 0 1 4.5 0h8.75a.75.75 0 0 1 .75.75v12.5a.75.75 0 0 1-.75.75h-2.5a.75.75 0 0 1 0-1.5h1.75v-2h-8a1 1 0 0 0-.714 1.7.75.75 0 1 1-1.072 1.05A2.495 2.495 0 0 1 2 11.5Zm10.5-1h-8a1 1 0 0 0-1 1v6.708A2.486 2.486 0 0 1 4.5 9h8ZM5 12.25a.25.25 0 0 1 .25-.25h3.5a.25.25 0 0 1 .25.25v3.25a.25.25 0 0 1-.4.2l-1.45-1.087a.249.249 0 0 0-.3 0L5.4 15.7a.25.25 0 0 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href="/pinecone-io/examples" data-view-component="true" class="Link text-bold wb-break-word">examples</a> </h3> </div> <div class="d-flex flex-items-center"> <div data-view-component="true" class="BtnGroup d-flex"> <a href="/login?return_to=%2Fpinecone-io%2Fexamples" rel="nofollow" data-hydro-click="{"event_type":"authentication.click","payload":{"location_in_page":"star button","repository_id":346124279,"auth_type":"LOG_IN","originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="362697bcd14e4e1a8f2a01ab6add7f21323c050ee3c87fc3775319efc7ed0aa7" aria-label="You must be signed in to star a repository" data-view-component="true" class="tooltipped tooltipped-sw btn-sm btn color-bg-default"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-star v-align-text-bottom d-inline-block mr-2"> <path d="M8 .25a.75.75 0 0 1 .673.418l1.882 3.815 4.21.612a.75.75 0 0 1 .416 1.279l-3.046 2.97.719 4.192a.751.751 0 0 1-1.088.791L8 12.347l-3.766 1.98a.75.75 0 0 1-1.088-.79l.72-4.194L.818 6.374a.75.75 0 0 1 .416-1.28l4.21-.611L7.327.668A.75.75 0 0 1 8 .25Zm0 2.445L6.615 5.5a.75.75 0 0 1-.564.41l-3.097.45 2.24 2.184a.75.75 0 0 1 .216.664l-.528 3.084 2.769-1.456a.75.75 0 0 1 .698 0l2.77 1.456-.53-3.084a.75.75 0 0 1 .216-.664l2.24-2.183-3.096-.45a.75.75 0 0 1-.564-.41L8 2.694Z"></path> </svg><span data-view-component="true" class="d-inline"> Star </span> <span id="repo-stars-counter-star" aria-label="2852 users starred this repository" data-singular-suffix="user starred this repository" data-plural-suffix="users starred this repository" data-turbo-replace="true" title="2,852" data-view-component="true" class="Counter js-social-count">2.9k</span> </a></div> </div> </div> </div> <nav aria-label="Repository menu" data-view-component="true" class="tabnav px-3 mb-0"> <ul data-view-component="true" class="tabnav-tabs"> <li data-view-component="true" 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data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":9116,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="d99a85aa8aeaca0b392437f2633f90677865d21cc21720d3d3b8cf5cd6c965ff" title="Topic: ai" href="/topics/ai" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">ai</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":17794,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="c6590373e3c31e20eacc80e44ce9c9f2e7d309c1313cd38b66441d05abb89179" title="Topic: jupyter-notebook" href="/topics/jupyter-notebook" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">jupyter-notebook</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":196151,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="1cd4ad8dc0fd4a6809586cbd0b6971b189b99cba6c03bf3efbe7e733dbcccb24" title="Topic: semantic-search" href="/topics/semantic-search" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">semantic-search</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1131663,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="e3e0a61386dd8b18c4cd00ea3770ed90a2449453f302ebb4d922547979dfc306" title="Topic: vector-database" href="/topics/vector-database" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">vector-database</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1703574,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="08b77f33d801c064b9c21666c95fe3b7df46ba83b10428af1331ed2c095239d6" title="Topic: llm" href="/topics/llm" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">llm</a> </div> <div class="p-3"> <ul class="d-flex f6 list-style-none color-fg-muted"> <li class="mr-4"> Updated <relative-time datetime="2025-03-24T17:58:22Z" class="no-wrap">Mar 24, 2025</relative-time> </li> <li class="mr-4"> <span class="f6 my-1 ml-0"> <span class="repo-language-color" style="background-color: #DA5B0B"></span> <span itemprop="programmingLanguage">Jupyter Notebook</span> </span> </li> </ul> </div> </div> </article> <article class="border rounded 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data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"OWNER","click_visual_representation":"REPOSITORY_OWNER_HEADING","actor_id":null,"record_id":6824141,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="2a3ccdfa4fce61745fd4c20e5396559dc3f1d448b9bd77bdf9a077c5a1413131" data-turbo="false" href="/mazzzystar" data-view-component="true" class="Link">mazzzystar</a> / <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"REPOSITORY","click_visual_representation":"REPOSITORY_NAME_HEADING","actor_id":null,"record_id":664122980,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="35fd8f1cc5ff86590bf64a41cfc8908679c61f9a6781c33767664e9d41d3557c" data-turbo="false" href="/mazzzystar/Queryable" data-view-component="true" class="Link text-bold wb-break-word">Queryable</a> </h3> </div> 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6.374a.75.75 0 0 1 .416-1.28l4.21-.611L7.327.668A.75.75 0 0 1 8 .25Zm0 2.445L6.615 5.5a.75.75 0 0 1-.564.41l-3.097.45 2.24 2.184a.75.75 0 0 1 .216.664l-.528 3.084 2.769-1.456a.75.75 0 0 1 .698 0l2.77 1.456-.53-3.084a.75.75 0 0 1 .216-.664l2.24-2.183-3.096-.45a.75.75 0 0 1-.564-.41L8 2.694Z"></path> </svg><span data-view-component="true" class="d-inline"> Star </span> <span id="repo-stars-counter-star" aria-label="2821 users starred this repository" data-singular-suffix="user starred this repository" data-plural-suffix="users starred this repository" data-turbo-replace="true" title="2,821" data-view-component="true" class="Counter js-social-count">2.8k</span> </a></div> </div> </div> </div> <nav aria-label="Repository menu" data-view-component="true" class="tabnav px-3 mb-0"> <ul data-view-component="true" class="tabnav-tabs"> <li data-view-component="true" class="d-inline-flex"> <a id="code-tab-664122980" aria-current="true" href="/mazzzystar/Queryable" data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"REPOSITORY","click_visual_representation":"CODE_TAB","actor_id":null,"record_id":664122980,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="9b9796cb30a9fdd5916caff3347995b43a876ccfbd65bc013e44116a76631884" data-turbo="false" data-view-component="true" class="tabnav-tab f6 px-2 py-1"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-code color-fg-default"> <path d="m11.28 3.22 4.25 4.25a.75.75 0 0 1 0 1.06l-4.25 4.25a.749.749 0 0 1-1.275-.326.749.749 0 0 1 .215-.734L13.94 8l-3.72-3.72a.749.749 0 0 1 .326-1.275.749.749 0 0 1 .734.215Zm-6.56 0a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042L2.06 8l3.72 3.72a.749.749 0 0 1-.326 1.275.749.749 0 0 1-.734-.215L.47 8.53a.75.75 0 0 1 0-1.06Z"></path> </svg> Code </a></li> <li data-view-component="true" class="d-inline-flex"> <a id="issues-tab-664122980" href="/mazzzystar/Queryable/issues" data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"REPOSITORY_ISSUES","click_visual_representation":"ISSUES_TAB","actor_id":null,"record_id":664122980,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="9de76e486b0828cffe00f948ad6327d62826dad7c1f7704254ed5f6f209eeb67" data-turbo="false" data-view-component="true" class="tabnav-tab f6 px-2 py-1"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-issue-opened color-fg-muted"> <path d="M8 9.5a1.5 1.5 0 1 0 0-3 1.5 1.5 0 0 0 0 3Z"></path><path d="M8 0a8 8 0 1 1 0 16A8 8 0 0 1 8 0ZM1.5 8a6.5 6.5 0 1 0 13 0 6.5 6.5 0 0 0-13 0Z"></path> </svg> Issues </a></li> <li data-view-component="true" class="d-inline-flex"> <a id="pull-requests-tab-664122980" href="/mazzzystar/Queryable/pulls" data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"REPOSITORY_PULL_REQUESTS","click_visual_representation":"PULL_REQUESTS_TAB","actor_id":null,"record_id":664122980,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="b87d6a74b3913d7adedb940f7ecc7f229abd0657651e6af2a6fd55d4536c58f9" data-turbo="false" data-view-component="true" class="tabnav-tab f6 px-2 py-1"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-git-pull-request color-fg-muted"> <path d="M1.5 3.25a2.25 2.25 0 1 1 3 2.122v5.256a2.251 2.251 0 1 1-1.5 0V5.372A2.25 2.25 0 0 1 1.5 3.25Zm5.677-.177L9.573.677A.25.25 0 0 1 10 .854V2.5h1A2.5 2.5 0 0 1 13.5 5v5.628a2.251 2.251 0 1 1-1.5 0V5a1 1 0 0 0-1-1h-1v1.646a.25.25 0 0 1-.427.177L7.177 3.427a.25.25 0 0 1 0-.354ZM3.75 2.5a.75.75 0 1 0 0 1.5.75.75 0 0 0 0-1.5Zm0 9.5a.75.75 0 1 0 0 1.5.75.75 0 0 0 0-1.5Zm8.25.75a.75.75 0 1 0 1.5 0 .75.75 0 0 0-1.5 0Z"></path> </svg> Pull requests </a></li> </ul> </nav> <div class="color-bg-default rounded-bottom-2"> <div class="px-3 pt-3"> <p class="color-fg-muted mb-0" >Run OpenAI's CLIP and Apple's MobileCLIP model on iOS to search photos.</p> </div> <div class="d-flex flex-wrap border-bottom color-border-muted px-3 pt-2 pb-2"> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":132,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="e1658c248b556495209408554bb7de89173fd70aefd21359ebe816cda7ccc706" title="Topic: search" href="/topics/search" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">search</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":199,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="cfd5b0b096bf03a18277da8c0068be5b8f44a0a0712febb30793f855970fc5ab" title="Topic: macos" href="/topics/macos" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">macos</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":557,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="928582b5332e32c397959da1d0fdf179c87cf38726a6d627c516668c9274c6b5" title="Topic: photos" href="/topics/photos" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">photos</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":743,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="ae80e66256d96b7e2e2bba562f89c5f17e28773b1ffe7fa0835d0ea5aeef5405" title="Topic: ios" href="/topics/ios" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">ios</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":7508,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="931c960e88e6e905acab6bd8728c2dac7862b231389e46e8547dd0455e140b39" title="Topic: mobile" href="/topics/mobile" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">mobile</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":196151,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="1cd4ad8dc0fd4a6809586cbd0b6971b189b99cba6c03bf3efbe7e733dbcccb24" title="Topic: semantic-search" href="/topics/semantic-search" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">semantic-search</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":667064,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="df24ec6411f3d712cc4c2aa3d5990540d5685ac087f0558ca85722a0545ca4de" title="Topic: swiftui" href="/topics/swiftui" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">swiftui</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1530988,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="3ac4d0855cf5cd61065aa7723edaf00bbbb6544a904a13af95509bdda15d839f" title="Topic: openai-clip" href="/topics/openai-clip" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">openai-clip</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1540498,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="2e87672119f5b75b0666e4db8521a94019336a1aef60f681abcb91a2a4674463" title="Topic: clip-model" href="/topics/clip-model" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">clip-model</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":2555143,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="218c5f4b1f5539ba6d9441bfae9b1c10c0e50d76e89cc543e6e63286ffa27f46" title="Topic: natural-language-image-search" href="/topics/natural-language-image-search" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">natural-language-image-search</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":2917534,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="b63b9c9e5cb07cd118a14d01ae58bda3447a841a10fd3c147d755fa9f76605ce" title="Topic: mobile-clip" href="/topics/mobile-clip" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">mobile-clip</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":2970139,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="8e2c7e036ca29be3f2284a5ba7b853d6a270e8710a6f58dd02f270698a34872b" title="Topic: mobileclip" href="/topics/mobileclip" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">mobileclip</a> </div> <div class="p-3"> <ul class="d-flex f6 list-style-none color-fg-muted"> <li class="mr-4"> Updated <relative-time datetime="2025-01-04T04:45:11Z" class="no-wrap">Jan 4, 2025</relative-time> </li> <li class="mr-4"> <span class="f6 my-1 ml-0"> <span class="repo-language-color" style="background-color: #F05138"></span> <span itemprop="programmingLanguage">Swift</span> 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data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":2509,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="f631aa0374dbed543b70069d42b2520b0ca6a4c49259deeaf9336d9d03f2890c" title="Topic: awesome" href="/topics/awesome" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">awesome</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":23886,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="e1cac6d1fcb8a573548e954019b19c1f1cdac54819f7708f491fdc80448668ed" title="Topic: embeddings" href="/topics/embeddings" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">embeddings</a> <a 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class="d-inline-flex"> <a id="issues-tab-605020435" href="/unum-cloud/usearch/issues" data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"REPOSITORY_ISSUES","click_visual_representation":"ISSUES_TAB","actor_id":null,"record_id":605020435,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="812e50cf7c66c4a6ed1fae1830d9bd37e0dc58c17ece7d2cddcf3ec47b3dc659" data-turbo="false" data-view-component="true" class="tabnav-tab f6 px-2 py-1"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-issue-opened color-fg-muted"> <path d="M8 9.5a1.5 1.5 0 1 0 0-3 1.5 1.5 0 0 0 0 3Z"></path><path d="M8 0a8 8 0 1 1 0 16A8 8 0 0 1 8 0ZM1.5 8a6.5 6.5 0 1 0 13 0 6.5 6.5 0 0 0-13 0Z"></path> </svg> Issues </a></li> <li data-view-component="true" class="d-inline-flex"> <a id="pull-requests-tab-605020435" 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0-1.5Zm0 9.5a.75.75 0 1 0 0 1.5.75.75 0 0 0 0-1.5Zm8.25.75a.75.75 0 1 0 1.5 0 .75.75 0 0 0-1.5 0Z"></path> </svg> Pull requests </a></li> </ul> </nav> <div class="color-bg-default rounded-bottom-2"> <div class="px-3 pt-3"> <p class="color-fg-muted mb-0" >Fast Open-Source Search & Clustering engine × for Vectors & 🔜 Strings × in C++, C, Python, JavaScript, Rust, Java, Objective-C, Swift, C#, GoLang, and Wolfram 🔍</p> </div> <div class="d-flex flex-wrap border-bottom color-border-muted px-3 pt-2 pb-2"> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":132,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="e1658c248b556495209408554bb7de89173fd70aefd21359ebe816cda7ccc706" title="Topic: search" href="/topics/search" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">search</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":446,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="92e0e6014a8a6ec947ef456a52eb0e382c086a0e7e162b53c74837ea1466ca82" title="Topic: search-engine" href="/topics/search-engine" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">search-engine</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":8961,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="87c875fd8b266b741e4490263c3e23dd9940bec8d98744ff03337d7117ffbc41" title="Topic: database" href="/topics/database" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">database</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":12697,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="1cbd1a850b4e6e9d38e20aac87240757323ab098f058819ab4b66e454bb2aba5" title="Topic: clustering" href="/topics/clustering" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">clustering</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":17445,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="68f8d8f09724263505cc80a0a22df842be3cc6dcbc2f2d94708d2528af520fc0" title="Topic: fuzzy-search" href="/topics/fuzzy-search" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">fuzzy-search</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":20993,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="0fba5c7f4d5714dfd2ec3ef3454d6f05a4129c44c5739bfb2fabe009e7b46f3b" title="Topic: webassembly" href="/topics/webassembly" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">webassembly</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":28186,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="ccca00dc5981fcffaf9cd193010520c508b2749e80c7b526d593a2700c276bc1" title="Topic: simd" href="/topics/simd" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">simd</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":34731,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="8564dff2d2eff2e911cfe56336c3ce9d9f99cdd14d56bea412928e18c16dd14c" title="Topic: nearest-neighbor-search" href="/topics/nearest-neighbor-search" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">nearest-neighbor-search</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":73435,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="4ebd426ced106ba23fbb56e387fba99d0a36bb8e87bd0dcc573ec7776ef70cbb" title="Topic: full-text-search" href="/topics/full-text-search" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">full-text-search</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":73990,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="ca851de54db7b90d04ed4c5f03de0b8f6a20aea9dbb1534621f578f3b60cca95" title="Topic: image-search" href="/topics/image-search" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">image-search</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":83777,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="8c339f68cc1fa8cb038d1d91934849c086c5b35c296854e08524f13a929dbe8b" title="Topic: recommender-system" href="/topics/recommender-system" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">recommender-system</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":178033,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="920b264b5cb9e81cfca6344e7f833660e41d87d8ab8b44bed2f326912f93db6d" title="Topic: approximate-nearest-neighbor-search" href="/topics/approximate-nearest-neighbor-search" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">approximate-nearest-neighbor-search</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":196151,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="1cd4ad8dc0fd4a6809586cbd0b6971b189b99cba6c03bf3efbe7e733dbcccb24" title="Topic: semantic-search" href="/topics/semantic-search" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">semantic-search</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":362210,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="54ac3f4224d3e6b595b4f98191a6106780ea3dd4befdcf48a22fcfc4fa0de751" title="Topic: text-search" href="/topics/text-search" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">text-search</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":403447,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="99d08c9041d2eb7d7f3cd5f82b7b087270d69c3051a5f1dc9e17b9371e63e524" title="Topic: similarity-search" href="/topics/similarity-search" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">similarity-search</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":416023,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="5ea5b75329d09d6383553a54e9141d44087e3a0113b53e23ed2a852f20f50fbc" title="Topic: kann" href="/topics/kann" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">kann</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":663937,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="169f1805d848250b20f0de76de6234e9279448cabbfd7a64fb5227689d62e8fb" title="Topic: faiss" href="/topics/faiss" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">faiss</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":928141,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="296bd159e5bb7a20f0a7641d4587690708872f4c6e41430f298969690b48a87b" title="Topic: vector-search" href="/topics/vector-search" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">vector-search</a> </div> <div class="p-3"> <ul class="d-flex f6 list-style-none color-fg-muted"> <li class="mr-4"> Updated <relative-time datetime="2025-02-07T21:57:51Z" class="no-wrap">Feb 7, 2025</relative-time> </li> <li class="mr-4"> <span class="f6 my-1 ml-0"> <span class="repo-language-color" style="background-color: #f34b7d"></span> <span itemprop="programmingLanguage">C++</span> </span> </li> </ul> </div> </div> </article> <article class="border rounded color-shadow-small color-bg-subtle my-4"> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"REPOSITORY","click_visual_representation":"REPOSITORY_IMAGE","actor_id":null,"record_id":621623041,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="3fe7f84501b7748d7a1cb91304de9a0debf85e3b8dda25317897eeee4ccd2adc" data-turbo="false" style="max-height:275px" href="/freedmand/semantra" 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data-view-component="true" class="Link text-bold wb-break-word">semantra</a> </h3> </div> <div class="d-flex flex-items-center"> <a href="/sponsors/freedmand" aria-label="Sponsor @freedmand" data-hydro-click="{"event_type":"sponsors.button_click","payload":{"button":"TOPIC_PAGE_SPONSOR","sponsorable_login":"freedmand","originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="3da9bdcae6191f631b9560944909eecfe590af57a8330dae876d0129deddecff" data-view-component="true" class="Button--secondary Button--small Button mr-2"> <span class="Button-content"> <span class="Button-label"><svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-heart icon-sponsor mr-1 v-align-middle color-fg-sponsors anim-pulse-in"> <path d="m8 14.25.345.666a.75.75 0 0 1-.69 0l-.008-.004-.018-.01a7.152 7.152 0 0 1-.31-.17 22.055 22.055 0 0 1-3.434-2.414C2.045 10.731 0 8.35 0 5.5 0 2.836 2.086 1 4.25 1 5.797 1 7.153 1.802 8 3.02 8.847 1.802 10.203 1 11.75 1 13.914 1 16 2.836 16 5.5c0 2.85-2.045 5.231-3.885 6.818a22.066 22.066 0 0 1-3.744 2.584l-.018.01-.006.003h-.002ZM4.25 2.5c-1.336 0-2.75 1.164-2.75 3 0 2.15 1.58 4.144 3.365 5.682A20.58 20.58 0 0 0 8 13.393a20.58 20.58 0 0 0 3.135-2.211C12.92 9.644 14.5 7.65 14.5 5.5c0-1.836-1.414-3-2.75-3-1.373 0-2.609.986-3.029 2.456a.749.749 0 0 1-1.442 0C6.859 3.486 5.623 2.5 4.25 2.5Z"></path> </svg> <span class="v-align-middle" > Sponsor </span></span> </span> </a> <div data-view-component="true" class="BtnGroup d-flex"> <a href="/login?return_to=%2Ffreedmand%2Fsemantra" rel="nofollow" data-hydro-click="{"event_type":"authentication.click","payload":{"location_in_page":"star button","repository_id":621623041,"auth_type":"LOG_IN","originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="921057150eb7302de56d05838539638302da2dca0b6902da8baa950bf5918238" aria-label="You must be signed in to star a 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</nav> <div class="color-bg-default rounded-bottom-2"> <div class="px-3 pt-3"> <p class="color-fg-muted mb-0" >Multi-tool for semantic search</p> </div> <div class="d-flex flex-wrap border-bottom color-border-muted px-3 pt-2 pb-2"> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":326,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="42a98afbf2e8da54074ada6c56001ba859ea7630881d3e30faec6b54f95be2fc" title="Topic: cli" href="/topics/cli" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">cli</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":2169,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="158dc098d9642aaac19b4a1eb43a5aa3a764984005996625e98e29c07ecf274d" title="Topic: machine-learning" href="/topics/machine-learning" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">machine-learning</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":196151,"originating_url":"https://github.com/topics/semantic-search","user_id":null}}" data-hydro-click-hmac="1cd4ad8dc0fd4a6809586cbd0b6971b189b99cba6c03bf3efbe7e733dbcccb24" title="Topic: semantic-search" href="/topics/semantic-search" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">semantic-search</a> </div> <div class="p-3"> <ul class="d-flex f6 list-style-none color-fg-muted"> <li class="mr-4"> Updated <relative-time datetime="2024-08-27T18:19:02Z" class="no-wrap">Aug 27, 2024</relative-time> </li> <li class="mr-4"> <span class="f6 my-1 ml-0"> <span class="repo-language-color" style="background-color: #3572A5"></span> <span itemprop="programmingLanguage">Python</span> </span> </li> </ul> </div> </div> </article> </option></form><form class="ajax-pagination-form js-ajax-pagination" data-turbo="false" action="https://github.com/topics/semantic-search" accept-charset="UTF-8" method="get"> <input name="page" type="hidden" value="2"> <button type="submit" class="ajax-pagination-btn btn color-border-default f6 mt-0 width-full" data-disable-with="Loading more..." > Load more… </button> </form> </div> <div class="col-md-4 col-lg-3"> <div class="mb-6"> <h2 class="h4 mb-2"> Improve this page </h2> <p class="color-fg-muted"> Add a description, image, and links to the <span class="text-bold">semantic-search</span> topic page so that developers can more easily learn about it. </p> <p> <a href="https://github.com/github/explore/tree/master/CONTRIBUTING.md?source=add-description-semantic-search" data-ga-click="Explore, add description, text:add description" > Curate this topic <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-chevron-right ml-1"> <path d="M6.22 3.22a.75.75 0 0 1 1.06 0l4.25 4.25a.75.75 0 0 1 0 1.06l-4.25 4.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042L9.94 8 6.22 4.28a.75.75 0 0 1 0-1.06Z"></path> </svg> </a> </p> </div> <div class="mb-6"> <h2 class="h4 mb-2"> Add this topic to your repo </h2> <p class="color-fg-muted"> To associate your repository with the <span class="text-bold">semantic-search</span> topic, visit your repo's landing page and select "manage topics." </p> <p> <a href="https://docs.github.com/en/articles/classifying-your-repository-with-topics"> Learn more <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-chevron-right ml-1"> <path d="M6.22 3.22a.75.75 0 0 1 1.06 0l4.25 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