rag · GitHub Topics

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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 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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 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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 flex-items-center Link--has-description pb-lg-3" data-analytics-event="{"location":"navbar","action":"advanced_security","context":"enterprise","tag":"link","label":"advanced_security_link_enterprise_navbar"}" href="https://github.com/enterprise/advanced-security"> <svg aria-hidden="true" height="24" viewBox="0 0 24 24" version="1.1" width="24" data-view-component="true" class="octicon octicon-shield-check color-fg-subtle mr-3"> <path d="M16.53 9.78a.75.75 0 0 0-1.06-1.06L11 13.19l-1.97-1.97a.75.75 0 0 0-1.06 1.06l2.5 2.5a.75.75 0 0 0 1.06 0l5-5Z"></path><path d="m12.54.637 8.25 2.675A1.75 1.75 0 0 1 22 4.976V10c0 6.19-3.771 10.704-9.401 12.83a1.704 1.704 0 0 1-1.198 0C5.77 20.705 2 16.19 2 10V4.976c0-.758.489-1.43 1.21-1.664L11.46.637a1.748 1.748 0 0 1 1.08 0Zm-.617 1.426-8.25 2.676a.249.249 0 0 0-.173.237V10c0 5.46 3.28 9.483 8.43 11.426a.199.199 0 0 0 .14 0C17.22 19.483 20.5 15.461 20.5 10V4.976a.25.25 0 0 0-.173-.237l-8.25-2.676a.253.253 0 0 0-.154 0Z"></path> </svg> <div> <div 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="dnsYAkM8bqwTuYsoD4wCDYXXMBpsnk+KuxLpSpjdM4QEDIIa49WjlgWz/FsvXqYNWrrdOxWTR4AlT141UwTPJA==" /> <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="ZYSJFxV7j//TotaiFLrEGrc260NmHeHQt9qwVouk0YSgWRZ9gNNbO76/RSPwiHGvFBPQMwYic/cxXF2KQgKEqw==" /> </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" href="https://docs.github.com/search-github/github-code-search/understanding-github-code-search-syntax">documentation</a>. </p> </form> </div> <div data-target="custom-scopes.manageCustomScopesForm"> <div data-target="custom-scopes.list"></div> </div> </div> </scrollable-region> <div data-view-component="true" class="Overlay-footer Overlay-footer--alignEnd Overlay-footer--divided"> <button data-action="click:custom-scopes#customScopesCancel" type="button" data-view-component="true" class="btn"> Cancel </button> <button form="custom-scopes-dialog-form" data-action="click:custom-scopes#customScopesSubmit" data-target="custom-scopes.customScopesSubmitButton" type="submit" data-view-component="true" class="btn-primary btn"> Create saved search </button> </div> </dialog></dialog-helper> </custom-scopes> </div> </qbsearch-input> <div class="position-relative HeaderMenu-link-wrap d-lg-inline-block"> <a href="/login?return_to=https%3A%2F%2Fgithub.com%2Ftopics%2Frag" 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/rag","user_id":null}}" data-hydro-click-hmac="d5be6901ec7f41d2eff590cbdbd56928d6fd9e290de68ef3fc28f755d3dea6c7" 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%2Frag&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/rag","user_id":null}}" data-hydro-click-hmac="d5be6901ec7f41d2eff590cbdbd56928d6fd9e290de68ef3fc28f755d3dea6c7" data-analytics-event="{"category":"Sign up","action":"click to sign up for account","label":"ref_page:/topics/rag;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-c1a74f0e-c068-4a11-86c2-84855a49700e" aria-labelledby="tooltip-adfee013-7cdc-4517-b265-3c706b0ce199" 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-adfee013-7cdc-4517-b265-3c706b0ce199" for="icon-button-c1a74f0e-c068-4a11-86c2-84855a49700e" 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/rag","user_id":null}}" data-hydro-click-hmac="192504a877d5c1e2bfe685f9a8f0d42978f2488c748dd53efcd4b288e31d4a96" 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/rag","user_id":null}}" data-hydro-click-hmac="dcf9fe04b19976233a3c98e8bf5599089e44afa0bda8f1172a388540d3bfb253" aria-current="page" data-selected-links="topics_path /topics/rag /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/rag","user_id":null}}" data-hydro-click-hmac="76eba11aef8c405a09b714779a23c43228dc6878207427f0d94ea0a20679b076" 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/rag","user_id":null}}" data-hydro-click-hmac="86e210d279675a34d56adac0ea6ec1215bd2f00f4f29011207f1861b13218150" 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/rag","user_id":null}}" data-hydro-click-hmac="830c228dff228d09b7c4e7b14c0ec5e20ec37a918186c7021b24f23525b454ef" 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/rag","user_id":null}}" data-hydro-click-hmac="41bd6704c61df4ac9dc75b95c7d521ed0ef8229c9442e7dcbc9b451034c64840" 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"> rag </h1> </div> <topic-feeds-toast-trigger data-topic-display-name="rag" data-topic-name="rag">   <div data-view-component="true" class="d-inline-block"> <a href="/login?return_to=%2Ftopic.rag" 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/rag","user_id":null}}" data-hydro-click-hmac="c2263a8efe17b3d6adf04839e75344cdc763f49180458198277ad5fa65e09518" 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 4,640 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/rag" 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>4,640</span> </span> </a> <a class="select-menu-item" role="menuitemradio" href="https://github.com/topics/rag?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>2,377</span> </span> </a> <a class="select-menu-item" role="menuitemradio" href="https://github.com/topics/rag?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>1,026</span> </span> </a> <a class="select-menu-item" role="menuitemradio" href="https://github.com/topics/rag?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>399</span> </span> </a> <a class="select-menu-item" role="menuitemradio" href="https://github.com/topics/rag?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>174</span> </span> </a> <a class="select-menu-item" role="menuitemradio" href="https://github.com/topics/rag?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>95</span> </span> </a> <a class="select-menu-item" role="menuitemradio" href="https://github.com/topics/rag?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>81</span> </span> </a> <a class="select-menu-item" role="menuitemradio" href="https://github.com/topics/rag?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>58</span> </span> </a> <a class="select-menu-item" role="menuitemradio" href="https://github.com/topics/rag?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>53</span> </span> </a> <a class="select-menu-item" role="menuitemradio" href="https://github.com/topics/rag?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>38</span> </span> </a> <a class="select-menu-item" role="menuitemradio" href="https://github.com/topics/rag?l=css" 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> CSS <span>15</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/rag?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/rag?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/rag?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/rag?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 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 forks </span> </a> <a class="select-menu-item" role="menuitemradio" aria-checked="false" href="/topics/rag?o=desc&s=updated"> <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 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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":7580,"originating_url":"https://github.com/topics/rag","user_id":null}}" data-hydro-click-hmac="0151226f41be2028cb57cd5b3f4f35305037a8b63fa72e924cbd37bcaa92813e" title="Topic: ui" href="/topics/ui" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">ui</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/rag","user_id":null}}" data-hydro-click-hmac="2194e928ccb8434b23826e89da85b49740f3a9451d6cfc4e909c0e9f70eacae4" 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":22905,"originating_url":"https://github.com/topics/rag","user_id":null}}" data-hydro-click-hmac="4547705be9e15857fdbffa3599a17165aa7218af508da949469b3ee185cd4929" 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":44090,"originating_url":"https://github.com/topics/rag","user_id":null}}" data-hydro-click-hmac="5aa11e4baa0d932d20bd37e9b0d3a150e519870580b1f281e9bb3293c50ba078" title="Topic: openai" href="/topics/openai" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">openai</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":1703574,"originating_url":"https://github.com/topics/rag","user_id":null}}" data-hydro-click-hmac="ade9d6df8f7e1ac800ebddb6dd3e79e851f30d2749e499f070d3c3fdc34a3f5c" 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":1807138,"originating_url":"https://github.com/topics/rag","user_id":null}}" data-hydro-click-hmac="514154211ee20c9bfad257a7bb42dfae0ea5cb21ca8590c99d4d675b746f47e1" 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":2041454,"originating_url":"https://github.com/topics/rag","user_id":null}}" data-hydro-click-hmac="24bd059ea63940672ea411e1a131bf15c3ea9f54623dbf3d3ebb660a960bd329" title="Topic: ollama" href="/topics/ollama" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">ollama</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":2497079,"originating_url":"https://github.com/topics/rag","user_id":null}}" data-hydro-click-hmac="b73a56aca295e9b021afd49620fdbd85b7f69cf1d2edfa67aba9376916f4f5cd" title="Topic: llm-ui" href="/topics/llm-ui" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">llm-ui</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":2524660,"originating_url":"https://github.com/topics/rag","user_id":null}}" data-hydro-click-hmac="583154a41c3803889261f28fb1b7d9edde6b75d251d00cdf70df8c50f33205ac" title="Topic: ollama-webui" href="/topics/ollama-webui" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">ollama-webui</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":2559276,"originating_url":"https://github.com/topics/rag","user_id":null}}" data-hydro-click-hmac="b5a35130a6cd0c2bca265f995f5f42ff664aa0116da64313cda8565932d18677" title="Topic: llm-webui" href="/topics/llm-webui" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">llm-webui</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":2667289,"originating_url":"https://github.com/topics/rag","user_id":null}}" data-hydro-click-hmac="f402b22e54839188ad75c4d61d4eed9b22eb6c18f21f281e8830ed8c9ce503f1" title="Topic: open-webui" href="/topics/open-webui" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">open-webui</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="2025-03-22T21:01:08Z" 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: #f1e05a"></span> <span itemprop="programmingLanguage">JavaScript</span> </span> </li> </ul> </div> </div> </article> <article class="border rounded color-shadow-small color-bg-subtle my-4"> <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" >Dify is an open-source LLM app development platform. Dify's intuitive interface combines AI workflow, RAG pipeline, agent capabilities, model management, observability features and more, letting you quickly go from prototype to production.</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/rag","user_id":null}}" data-hydro-click-hmac="e33816d714cea885ddbe20bd2595de2031e5623c204a4192b2546496dcd40312" 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":273,"originating_url":"https://github.com/topics/rag","user_id":null}}" data-hydro-click-hmac="8b687077ce29e48bc58c3cff5dcd13bcb2e6609d06c17de64807e435d6f9e95f" 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":860,"originating_url":"https://github.com/topics/rag","user_id":null}}" data-hydro-click-hmac="8eb4cbf0786752c32b3b2a0e9aafd5cdb53babab704a1d5d9cdf271d1c18ffea" title="Topic: workflow" href="/topics/workflow" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">workflow</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/rag","user_id":null}}" data-hydro-click-hmac="2194e928ccb8434b23826e89da85b49740f3a9451d6cfc4e909c0e9f70eacae4" 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":13199,"originating_url":"https://github.com/topics/rag","user_id":null}}" data-hydro-click-hmac="872875f0d561ad02f258d96fea0a2c9fe92af4701cb622f1c6ae73d68f87ceed" title="Topic: nextjs" href="/topics/nextjs" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">nextjs</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/rag","user_id":null}}" data-hydro-click-hmac="24b855ccf5bfdf002ed92409676319942a3e1a9a5f5507551110cb385b359c8f" 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":23237,"originating_url":"https://github.com/topics/rag","user_id":null}}" data-hydro-click-hmac="4233aea7e49803611595f703ea84217d0f472e05879f202c884a2c0bd63eb6bc" title="Topic: orchestration" href="/topics/orchestration" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">orchestration</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":35131,"originating_url":"https://github.com/topics/rag","user_id":null}}" data-hydro-click-hmac="28a89957f837ffafca43bcad8aa2734e627bfcb5eb4a7cee85e497e19f59e389" title="Topic: gemini" href="/topics/gemini" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">gemini</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/rag","user_id":null}}" data-hydro-click-hmac="5aa11e4baa0d932d20bd37e9b0d3a150e519870580b1f281e9bb3293c50ba078" 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":110667,"originating_url":"https://github.com/topics/rag","user_id":null}}" data-hydro-click-hmac="d333967262b63841da8e87cbdb53f148939d99459c975e8eb31ffc379a9bfd2f" 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":171441,"originating_url":"https://github.com/topics/rag","user_id":null}}" data-hydro-click-hmac="3002a3e538cf6693b6d0bb2593aa69f6a8a5e9b1ef494bcc9d1445a8fd1954f1" title="Topic: workflows" href="/topics/workflows" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">workflows</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":250075,"originating_url":"https://github.com/topics/rag","user_id":null}}" data-hydro-click-hmac="3a2d80dddde17fbaa5eba2145a9f6f2a029e2b66acd8dee78fc8c905eeb26287" title="Topic: backend-as-a-service" href="/topics/backend-as-a-service" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">backend-as-a-service</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/rag","user_id":null}}" data-hydro-click-hmac="3e607a6e3f9617a43655ece7471a3ab58d3fa046946df228a9db53063a940e52" 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":1516773,"originating_url":"https://github.com/topics/rag","user_id":null}}" data-hydro-click-hmac="aa5baef849554d3fd0720170513c672091cf808ad961e8e609f2e97f530112dc" title="Topic: gpt-4" href="/topics/gpt-4" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">gpt-4</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/rag","user_id":null}}" data-hydro-click-hmac="ade9d6df8f7e1ac800ebddb6dd3e79e851f30d2749e499f070d3c3fdc34a3f5c" 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":1880194,"originating_url":"https://github.com/topics/rag","user_id":null}}" data-hydro-click-hmac="3de03dd985c2c6ae5acbd730244ce952f10bb7b653e4396d0f17de986fa81700" title="Topic: llmops" href="/topics/llmops" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">llmops</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":1922962,"originating_url":"https://github.com/topics/rag","user_id":null}}" data-hydro-click-hmac="6d911b96bf7e6dadf46bf0c74414f45e37a4f89c7177a522f40c7b8184838305" title="Topic: anthropic" href="/topics/anthropic" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">anthropic</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":1977598,"originating_url":"https://github.com/topics/rag","user_id":null}}" data-hydro-click-hmac="7426a29f8a54c00a039574af6f4b770559af85dad24253b4543d72f43ca8ddd8" title="Topic: genai" href="/topics/genai" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">genai</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/rag","user_id":null}}" data-hydro-click-hmac="6df4b48ac6d91a0d8ba6c37d9ade3220c4b1a97a8d7ea787437d2de1100f4f2d" 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="2025-03-23T01:40:15Z" class="no-wrap">Mar 23, 2025</relative-time> </li> <li class="mr-4"> <span class="f6 my-1 ml-0"> <span class="repo-language-color" style="background-color: #3178c6"></span> <span itemprop="programmingLanguage">TypeScript</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":643445235,"originating_url":"https://github.com/topics/rag","user_id":null}}" data-hydro-click-hmac="94726bc487a646a407a76b47fc0df8a60da4ea79fe22467dcc4033f2da71a94d" data-turbo="false" style="max-height:275px" href="/lobehub/lobe-chat" 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/643445235/cced8e33-35f1-40fe-a1d6-8c6b29fbfc84" alt="lobe-chat" 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 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 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":131470832,"originating_url":"https://github.com/topics/rag","user_id":null}}" data-hydro-click-hmac="6113ca76971183cd33f5c9c01f618420820f82c5b3d125a31e8ae74d3611ada3" data-turbo="false" href="/lobehub" data-view-component="true" class="Link">lobehub</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":643445235,"originating_url":"https://github.com/topics/rag","user_id":null}}" data-hydro-click-hmac="911ce29eeb5649fb67f0b51fbac173fabd19234b64ba6e03f858d690db1e67fc" data-turbo="false" href="/lobehub/lobe-chat" data-view-component="true" class="Link text-bold wb-break-word">lobe-chat</a> </h3> </div> <div class="d-flex flex-items-center"> <a href="/sponsors/lobehub" aria-label="Sponsor @lobehub" data-hydro-click="{"event_type":"sponsors.button_click","payload":{"button":"TOPIC_PAGE_SPONSOR","sponsorable_login":"lobehub","originating_url":"https://github.com/topics/rag","user_id":null}}" data-hydro-click-hmac="69a0b0be8447f286adce48b316bfd20a91f224abe3fb3bb323e64ff7c11b7d03" 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=%2Flobehub%2Flobe-chat" rel="nofollow" data-hydro-click="{"event_type":"authentication.click","payload":{"location_in_page":"star button","repository_id":643445235,"auth_type":"LOG_IN","originating_url":"https://github.com/topics/rag","user_id":null}}" data-hydro-click-hmac="fea9dbb33ced9d76ad606be708698c1da829cea88209e4c01d0377b48c8da51a" 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="58046 users starred this repository" data-singular-suffix="user starred this repository" data-plural-suffix="users starred this repository" data-turbo-replace="true" title="58,046" data-view-component="true" class="Counter js-social-count">58k</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-643445235" aria-current="true" href="/lobehub/lobe-chat" 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":643445235,"originating_url":"https://github.com/topics/rag","user_id":null}}" data-hydro-click-hmac="b4b89fae8f5296dec5f6da11f7d75ac74f29d8b0ca93416b9764f6c31ebb98b0" 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-643445235" href="/lobehub/lobe-chat/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":643445235,"originating_url":"https://github.com/topics/rag","user_id":null}}" data-hydro-click-hmac="6f952a59940b7dbd120b924ac43152ca76c2a25086937e0ecd40fe57aafa7164" 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-643445235" href="/lobehub/lobe-chat/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":643445235,"originating_url":"https://github.com/topics/rag","user_id":null}}" data-hydro-click-hmac="8ae5c07e4463d7e2b11b51bfb52d089136bb09196c744ed85d2b6a4b3d336603" 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-643445235" href="/lobehub/lobe-chat/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":643445235,"originating_url":"https://github.com/topics/rag","user_id":null}}" data-hydro-click-hmac="212e27954ef4693c31d5567354966a62347caa74d4fb6e896a8157196939fa1e" 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" >🤯 Lobe Chat - an open-source, modern-design AI chat framework. Supports Multi AI Providers( OpenAI / Claude 3 / Gemini / Ollama / DeepSeek / Qwen), Knowledge Base (file upload / knowledge management / RAG ), Multi-Modals (Plugins/Artifacts) and Thinking. One-click FREE deployment of your private ChatGPT/ Claude / DeepSeek application.</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/rag","user_id":null}}" data-hydro-click-hmac="cd10d3177e80d9e619c54fee304aa653f92c22779083827db32effebffdf032f" 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/rag","user_id":null}}" data-hydro-click-hmac="8b687077ce29e48bc58c3cff5dcd13bcb2e6609d06c17de64807e435d6f9e95f" 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":9116,"originating_url":"https://github.com/topics/rag","user_id":null}}" data-hydro-click-hmac="2194e928ccb8434b23826e89da85b49740f3a9451d6cfc4e909c0e9f70eacae4" 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":13199,"originating_url":"https://github.com/topics/rag","user_id":null}}" data-hydro-click-hmac="872875f0d561ad02f258d96fea0a2c9fe92af4701cb622f1c6ae73d68f87ceed" title="Topic: nextjs" href="/topics/nextjs" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">nextjs</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":35131,"originating_url":"https://github.com/topics/rag","user_id":null}}" data-hydro-click-hmac="28a89957f837ffafca43bcad8aa2734e627bfcb5eb4a7cee85e497e19f59e389" title="Topic: gemini" href="/topics/gemini" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">gemini</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/rag","user_id":null}}" data-hydro-click-hmac="5aa11e4baa0d932d20bd37e9b0d3a150e519870580b1f281e9bb3293c50ba078" 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":74230,"originating_url":"https://github.com/topics/rag","user_id":null}}" data-hydro-click-hmac="5f3dd645dc72f84843c83944d494d986901cd632fc23cc57813f802010b7e51b" title="Topic: artifacts" href="/topics/artifacts" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">artifacts</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/rag","user_id":null}}" data-hydro-click-hmac="d333967262b63841da8e87cbdb53f148939d99459c975e8eb31ffc379a9bfd2f" 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":123985,"originating_url":"https://github.com/topics/rag","user_id":null}}" data-hydro-click-hmac="5b5470fc2b6ae1c24e3a1791ccd199c73f2a7c1e581081765f404143d122f010" title="Topic: knowledge-base" href="/topics/knowledge-base" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">knowledge-base</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":422184,"originating_url":"https://github.com/topics/rag","user_id":null}}" data-hydro-click-hmac="1e7ef04763a51feac1da14e3d15395067e9ab6d5dad492f303a66aec8b497e6b" title="Topic: claude" href="/topics/claude" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">claude</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/rag","user_id":null}}" data-hydro-click-hmac="3e607a6e3f9617a43655ece7471a3ab58d3fa046946df228a9db53063a940e52" 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":1857396,"originating_url":"https://github.com/topics/rag","user_id":null}}" data-hydro-click-hmac="07489a0fdf3007be5f065203ff7b821432e6d5ab7f95a314d504f333611945dc" 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":2009598,"originating_url":"https://github.com/topics/rag","user_id":null}}" data-hydro-click-hmac="8bc79fc891046036d5a72d8b5c359ed0579f020c78683b8339123971379fab16" title="Topic: function-calling" href="/topics/function-calling" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">function-calling</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":2041454,"originating_url":"https://github.com/topics/rag","user_id":null}}" data-hydro-click-hmac="24bd059ea63940672ea411e1a131bf15c3ea9f54623dbf3d3ebb660a960bd329" title="Topic: ollama" href="/topics/ollama" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">ollama</a> <a 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class="p-3"> <ul class="d-flex f6 list-style-none color-fg-muted"> <li class="mr-4"> Updated <relative-time datetime="2025-03-23T08:14:21Z" class="no-wrap">Mar 23, 2025</relative-time> </li> <li class="mr-4"> <span class="f6 my-1 ml-0"> <span class="repo-language-color" style="background-color: #3178c6"></span> <span itemprop="programmingLanguage">TypeScript</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 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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" >RAGFlow is an open-source RAG (Retrieval-Augmented Generation) engine based on deep document understanding.</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":167,"originating_url":"https://github.com/topics/rag","user_id":null}}" data-hydro-click-hmac="ae89e0d5c613881e3ea2aae9103561f3b1977e1d0a343e9555e4690d145e4d66" 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":273,"originating_url":"https://github.com/topics/rag","user_id":null}}" data-hydro-click-hmac="8b687077ce29e48bc58c3cff5dcd13bcb2e6609d06c17de64807e435d6f9e95f" 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":9290,"originating_url":"https://github.com/topics/rag","user_id":null}}" data-hydro-click-hmac="751ef895c4ff73208c20ab515d97691593a10b0dc8081539fc9a8d51d648ab51" 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":14176,"originating_url":"https://github.com/topics/rag","user_id":null}}" data-hydro-click-hmac="24b855ccf5bfdf002ed92409676319942a3e1a9a5f5507551110cb385b359c8f" 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":127690,"originating_url":"https://github.com/topics/rag","user_id":null}}" data-hydro-click-hmac="afeaed5785d89292d5b28c527b0e136ba2dd7670016c800afb6044c3ab6e2dd7" title="Topic: pdf-to-text" href="/topics/pdf-to-text" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">pdf-to-text</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":187714,"originating_url":"https://github.com/topics/rag","user_id":null}}" data-hydro-click-hmac="ce13e6a87aa27a4d0740dd69bf6663d601d9aed0b524d0cb9fa4a013ea0a9af9" title="Topic: agents" href="/topics/agents" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">agents</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":515290,"originating_url":"https://github.com/topics/rag","user_id":null}}" data-hydro-click-hmac="30f6950ed33f5ad28eb40b0c10263ca3fa206fb4ff35de1f95ba9934b9f25209" title="Topic: document-parser" href="/topics/document-parser" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">document-parser</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":562987,"originating_url":"https://github.com/topics/rag","user_id":null}}" data-hydro-click-hmac="99dc6ed0290869f5c3ef675fd965be293037bc39672008e1467408966047a29e" title="Topic: ai-search" href="/topics/ai-search" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">ai-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/rag","user_id":null}}" data-hydro-click-hmac="3e607a6e3f9617a43655ece7471a3ab58d3fa046946df228a9db53063a940e52" 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":991771,"originating_url":"https://github.com/topics/rag","user_id":null}}" data-hydro-click-hmac="b27799077392be3a9b7a6c3c07922911ede11d0546f0935953483638032b61d1" title="Topic: document-understanding" href="/topics/document-understanding" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">document-understanding</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":1059605,"originating_url":"https://github.com/topics/rag","user_id":null}}" data-hydro-click-hmac="5cbcc7d39d3d9a344df99c600d4479d47e95e8dfe71854976a4a23f2cea1894b" title="Topic: text2sql" href="/topics/text2sql" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">text2sql</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":1079448,"originating_url":"https://github.com/topics/rag","user_id":null}}" data-hydro-click-hmac="d98872efea82a95d97359c2adee1d7b248b52a4c7a121d3c40f060e9c227f27a" title="Topic: table-structure-recognition" href="/topics/table-structure-recognition" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">table-structure-recognition</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/rag","user_id":null}}" data-hydro-click-hmac="ade9d6df8f7e1ac800ebddb6dd3e79e851f30d2749e499f070d3c3fdc34a3f5c" 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/rag","user_id":null}}" data-hydro-click-hmac="07489a0fdf3007be5f065203ff7b821432e6d5ab7f95a314d504f333611945dc" 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":1977598,"originating_url":"https://github.com/topics/rag","user_id":null}}" data-hydro-click-hmac="7426a29f8a54c00a039574af6f4b770559af85dad24253b4543d72f43ca8ddd8" title="Topic: genai" href="/topics/genai" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">genai</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/rag","user_id":null}}" data-hydro-click-hmac="ee08cbc01f9a796cc9f2dcd3c89c300ac67433e3c910211b93e896e1f77efb58" 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> <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":2041454,"originating_url":"https://github.com/topics/rag","user_id":null}}" data-hydro-click-hmac="24bd059ea63940672ea411e1a131bf15c3ea9f54623dbf3d3ebb660a960bd329" title="Topic: ollama" href="/topics/ollama" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">ollama</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":2594233,"originating_url":"https://github.com/topics/rag","user_id":null}}" data-hydro-click-hmac="66e848b3a7174c97158beeec532d622e9ddb74845993b9ee5692abfbb8597549" title="Topic: deepseek" href="/topics/deepseek" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">deepseek</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":2859184,"originating_url":"https://github.com/topics/rag","user_id":null}}" data-hydro-click-hmac="6e58ac1d0ae38d96291db63eeb1dfd2ccd95e24ad79d07855465a75010d98900" title="Topic: graphrag" href="/topics/graphrag" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">graphrag</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":3201741,"originating_url":"https://github.com/topics/rag","user_id":null}}" data-hydro-click-hmac="42cf8492ec70b878ae5f161f0baeb3334a258fcb6879e333e5e71ba139b40d72" title="Topic: deepseek-r1" href="/topics/deepseek-r1" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">deepseek-r1</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="2025-03-22T15:07:04Z" 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: #3178c6"></span> <span itemprop="programmingLanguage">TypeScript</span> </span> </li> </ul> </div> </div> </article> <article class="border rounded color-shadow-small 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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":53,"originating_url":"https://github.com/topics/rag","user_id":null}}" data-hydro-click-hmac="097cafc2b354236ee73e1a16e86fd60a068f1f92ad475c266b37f1035db78747" title="Topic: desktop-app" href="/topics/desktop-app" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">desktop-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":84049,"originating_url":"https://github.com/topics/rag","user_id":null}}" data-hydro-click-hmac="72e0f385e3f5d4ed96ea0454044609cef1e61156b11215aa9bf48436ddc00f89" title="Topic: webui" href="/topics/webui" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">webui</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":404720,"originating_url":"https://github.com/topics/rag","user_id":null}}" data-hydro-click-hmac="43b245285e9cc722e168595aa55aa1498dad2eab3b5f28ab09388bf67a49c077" title="Topic: ai-agents" href="/topics/ai-agents" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">ai-agents</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/rag","user_id":null}}" data-hydro-click-hmac="834c383d1ee9e049fe44a6a4b8f0c96706d3fa2a47b78818a0fd912dcfdda5c2" 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":754494,"originating_url":"https://github.com/topics/rag","user_id":null}}" data-hydro-click-hmac="3e607a6e3f9617a43655ece7471a3ab58d3fa046946df228a9db53063a940e52" 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":1131663,"originating_url":"https://github.com/topics/rag","user_id":null}}" data-hydro-click-hmac="6f1688d0d9d18fa1e5cf1c98e4b8a0404f0d42ff5f68577aadd3a20f43220ad2" 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/rag","user_id":null}}" data-hydro-click-hmac="ade9d6df8f7e1ac800ebddb6dd3e79e851f30d2749e499f070d3c3fdc34a3f5c" 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":1968860,"originating_url":"https://github.com/topics/rag","user_id":null}}" data-hydro-click-hmac="83accdb59dcbfa9d4b65df59a3d20cf89ba939e90c939ecbbadc948fd9ae7c03" title="Topic: localai" href="/topics/localai" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">localai</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":1983185,"originating_url":"https://github.com/topics/rag","user_id":null}}" data-hydro-click-hmac="6aec7580dcaab44bc52525bed69ab7e528849e307845635c71f7a6f0ba8e8069" title="Topic: local-llm" href="/topics/local-llm" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">local-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":2041454,"originating_url":"https://github.com/topics/rag","user_id":null}}" data-hydro-click-hmac="24bd059ea63940672ea411e1a131bf15c3ea9f54623dbf3d3ebb660a960bd329" title="Topic: ollama" href="/topics/ollama" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">ollama</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":2559276,"originating_url":"https://github.com/topics/rag","user_id":null}}" data-hydro-click-hmac="b5a35130a6cd0c2bca265f995f5f42ff664aa0116da64313cda8565932d18677" title="Topic: llm-webui" href="/topics/llm-webui" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">llm-webui</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":2559387,"originating_url":"https://github.com/topics/rag","user_id":null}}" data-hydro-click-hmac="7700d585f82f662c11d808b4f644e014423a857d2099eff1ecfa65739e3687a5" title="Topic: lmstudio" href="/topics/lmstudio" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">lmstudio</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":758,"originating_url":"https://github.com/topics/rag","user_id":null}}" data-hydro-click-hmac="c75aad96545f85e7504235f9eb911e583317e18f79e907cf9e58ce86dee99692" title="Topic: application" href="/topics/application" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">application</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/rag","user_id":null}}" data-hydro-click-hmac="3992323d0ef422076c40fb93cb7842a8a28939c1d001acc0271e605b4ae29517" title="Topic: data" href="/topics/data" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">data</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":7521,"originating_url":"https://github.com/topics/rag","user_id":null}}" data-hydro-click-hmac="4b1f2741a430849d497228fd8b29d21cd9bdbdd6d1c8638998cffac6538cac8c" title="Topic: framework" href="/topics/framework" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">framework</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":187714,"originating_url":"https://github.com/topics/rag","user_id":null}}" data-hydro-click-hmac="ce13e6a87aa27a4d0740dd69bf6663d601d9aed0b524d0cb9fa4a013ea0a9af9" title="Topic: agents" href="/topics/agents" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">agents</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":510934,"originating_url":"https://github.com/topics/rag","user_id":null}}" data-hydro-click-hmac="cf8b302adc4315ccecdd1bf38697e267be33fe5e6ebe2d4bd8dfc1887d7d509e" title="Topic: fine-tuning" href="/topics/fine-tuning" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">fine-tuning</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":604643,"originating_url":"https://github.com/topics/rag","user_id":null}}" data-hydro-click-hmac="3056334ecb537a4844be3b4c4674c4d81cf8f74e702ab964fb8adc7ebee00559" title="Topic: multi-agents" href="/topics/multi-agents" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">multi-agents</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":1703574,"originating_url":"https://github.com/topics/rag","user_id":null}}" data-hydro-click-hmac="ade9d6df8f7e1ac800ebddb6dd3e79e851f30d2749e499f070d3c3fdc34a3f5c" 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":1957022,"originating_url":"https://github.com/topics/rag","user_id":null}}" data-hydro-click-hmac="f610be7a546f168309443980b7d0cb98c61700ecc5928af1369e20188a2c557e" title="Topic: llamaindex" href="/topics/llamaindex" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">llamaindex</a> </div> <div class="p-3"> <ul 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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" >Opiniated RAG for integrating GenAI in your apps 🧠 Focus on your product rather than the RAG. Easy integration in existing products with customisation! Any LLM: GPT4, Groq, Llama. Any Vectorstore: PGVector, Faiss. Any Files. Anyway you want. </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/rag","user_id":null}}" data-hydro-click-hmac="b1f6717306cf3403d09cc4607244471e04a8a9986d9754ba78708af2df92bcab" 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":40,"originating_url":"https://github.com/topics/rag","user_id":null}}" data-hydro-click-hmac="543ec690eef4b63fbb7f0380a4663f3ea0c67bc4c687cad1d07452deb5f07b2d" title="Topic: javascript" href="/topics/javascript" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">javascript</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":203,"originating_url":"https://github.com/topics/rag","user_id":null}}" data-hydro-click-hmac="47b32cceeb99a5b066125401846b1d92a106d307ec5c15c3b88c456b3f1d7530" title="Topic: html" href="/topics/html" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">html</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/rag","user_id":null}}" data-hydro-click-hmac="f0e250b381c2aad8c34ed45a9379fe12c1053b4b290e0de1e03d8d8a5a6af18f" 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":281,"originating_url":"https://github.com/topics/rag","user_id":null}}" data-hydro-click-hmac="4afbb6f822b2fe976e6aba525583759c12fe908056dce2b3325cb4774f752315" title="Topic: docker" href="/topics/docker" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">docker</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":646,"originating_url":"https://github.com/topics/rag","user_id":null}}" data-hydro-click-hmac="84de51bb8daa9b4b827df07490388087ad899fa2672cb1c356eef3255bc9a1cc" title="Topic: security" href="/topics/security" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">security</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":4902,"originating_url":"https://github.com/topics/rag","user_id":null}}" data-hydro-click-hmac="65383971c0ccf1ff2080fbcba90a8274fe2431a864209120b4a4542c221b2b69" title="Topic: privacy" href="/topics/privacy" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">privacy</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":7521,"originating_url":"https://github.com/topics/rag","user_id":null}}" data-hydro-click-hmac="4b1f2741a430849d497228fd8b29d21cd9bdbdd6d1c8638998cffac6538cac8c" title="Topic: framework" href="/topics/framework" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">framework</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":7537,"originating_url":"https://github.com/topics/rag","user_id":null}}" data-hydro-click-hmac="da621d2823159e7ebfc053c7f68abb001056046ffb8e4f5e5f0f8afb112dff79" title="Topic: typescript" href="/topics/typescript" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">typescript</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/rag","user_id":null}}" data-hydro-click-hmac="916d9b00f9077e70bcda20677735aeb603fe45e1fcb8a1950a204f4ab98b4338" 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/rag","user_id":null}}" data-hydro-click-hmac="2194e928ccb8434b23826e89da85b49740f3a9451d6cfc4e909c0e9f70eacae4" 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":9610,"originating_url":"https://github.com/topics/rag","user_id":null}}" data-hydro-click-hmac="9f402f3eb1d74b7fb381a50aaf37521e79a38ab032f350d1fccff2e4493faf1c" title="Topic: frontend" href="/topics/frontend" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">frontend</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":13514,"originating_url":"https://github.com/topics/rag","user_id":null}}" data-hydro-click-hmac="69f0954ed2ccc29e5a69381d29bf5e94a6f74871bd1e79b5de728de68eb46246" title="Topic: vector" href="/topics/vector" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">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":14176,"originating_url":"https://github.com/topics/rag","user_id":null}}" data-hydro-click-hmac="24b855ccf5bfdf002ed92409676319942a3e1a9a5f5507551110cb385b359c8f" 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":17184,"originating_url":"https://github.com/topics/rag","user_id":null}}" data-hydro-click-hmac="6b2a58b917791b99740642983019234bb27463ad7fe4e1be107b6d271baa21cc" title="Topic: postgresql" href="/topics/postgresql" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">postgresql</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/rag","user_id":null}}" data-hydro-click-hmac="5aa11e4baa0d932d20bd37e9b0d3a150e519870580b1f281e9bb3293c50ba078" 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":754494,"originating_url":"https://github.com/topics/rag","user_id":null}}" data-hydro-click-hmac="3e607a6e3f9617a43655ece7471a3ab58d3fa046946df228a9db53063a940e52" 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":1007564,"originating_url":"https://github.com/topics/rag","user_id":null}}" data-hydro-click-hmac="e538ba8926f3657346c1e1842cc1ff12de83b76061c96e3bd96e3c21f00b0d4c" title="Topic: groq" href="/topics/groq" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">groq</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/rag","user_id":null}}" data-hydro-click-hmac="ade9d6df8f7e1ac800ebddb6dd3e79e851f30d2749e499f070d3c3fdc34a3f5c" 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/rag","user_id":null}}" data-hydro-click-hmac="07489a0fdf3007be5f065203ff7b821432e6d5ab7f95a314d504f333611945dc" 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="2025-03-14T15:10:35Z" class="no-wrap">Mar 14, 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"> <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":621803253,"originating_url":"https://github.com/topics/rag","user_id":null}}" data-hydro-click-hmac="4afd143bdc900202c541e76f915c0ded13d77823b3339abbf43e81e49f751935" data-turbo="false" style="max-height:275px" href="/FlowiseAI/Flowise" 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/621803253/9b39ec5f-d2bb-49d9-94ad-cc3ee42e69b9" alt="Flowise" 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 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 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":128289781,"originating_url":"https://github.com/topics/rag","user_id":null}}" data-hydro-click-hmac="defeeef769be12c89788103180f14fb4c901dc23ee1facfe45ffb1ad61bcb8e0" data-turbo="false" href="/FlowiseAI" data-view-component="true" class="Link">FlowiseAI</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":621803253,"originating_url":"https://github.com/topics/rag","user_id":null}}" data-hydro-click-hmac="b724c1e8e8f0c89ca929790f150852e973e4df09692cae6ce7095400066b6a30" data-turbo="false" href="/FlowiseAI/Flowise" data-view-component="true" class="Link text-bold wb-break-word">Flowise</a> </h3> </div> <div class="d-flex 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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=%2FFlowiseAI%2FFlowise" rel="nofollow" data-hydro-click="{"event_type":"authentication.click","payload":{"location_in_page":"star button","repository_id":621803253,"auth_type":"LOG_IN","originating_url":"https://github.com/topics/rag","user_id":null}}" data-hydro-click-hmac="acecbae5d0303080584c4dd31876136555de436fda66582d1712e9f5658e2862" 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" 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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-621803253" href="/FlowiseAI/Flowise/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":621803253,"originating_url":"https://github.com/topics/rag","user_id":null}}" data-hydro-click-hmac="a2ef8967874802a1a8a59773343c2ccfc6d5e32467e7d13130a8ed437de5dc63" data-turbo="false" data-view-component="true" class="tabnav-tab f6 px-2 py-1"> <svg aria-hidden="true" height="16" 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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/rag","user_id":null}}" data-hydro-click-hmac="b1f6717306cf3403d09cc4607244471e04a8a9986d9754ba78708af2df92bcab" 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":40,"originating_url":"https://github.com/topics/rag","user_id":null}}" data-hydro-click-hmac="543ec690eef4b63fbb7f0380a4663f3ea0c67bc4c687cad1d07452deb5f07b2d" title="Topic: javascript" href="/topics/javascript" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">javascript</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":7537,"originating_url":"https://github.com/topics/rag","user_id":null}}" data-hydro-click-hmac="da621d2823159e7ebfc053c7f68abb001056046ffb8e4f5e5f0f8afb112dff79" title="Topic: typescript" href="/topics/typescript" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">typescript</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/rag","user_id":null}}" data-hydro-click-hmac="24b855ccf5bfdf002ed92409676319942a3e1a9a5f5507551110cb385b359c8f" 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":24132,"originating_url":"https://github.com/topics/rag","user_id":null}}" data-hydro-click-hmac="c2f0ec6b8aaf57790d8052748253cfee9fb3845024f8d1dda7c91557d0190f09" 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":44090,"originating_url":"https://github.com/topics/rag","user_id":null}}" data-hydro-click-hmac="5aa11e4baa0d932d20bd37e9b0d3a150e519870580b1f281e9bb3293c50ba078" 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":328313,"originating_url":"https://github.com/topics/rag","user_id":null}}" data-hydro-click-hmac="56a7c52859272d7990051987dc487e108fd4b6bd5abafff4500fff6e92a5154e" title="Topic: workflow-automation" href="/topics/workflow-automation" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">workflow-automation</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":379018,"originating_url":"https://github.com/topics/rag","user_id":null}}" data-hydro-click-hmac="3774276785dfc640c0a71f26440b825e5b420d4444c1db52ea3394204618f2e2" title="Topic: low-code" href="/topics/low-code" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">low-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":381941,"originating_url":"https://github.com/topics/rag","user_id":null}}" data-hydro-click-hmac="7d8859cdb6e303a588008a21ce9bce888f02e7485e86265f6d8ab410d59677b5" 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":754494,"originating_url":"https://github.com/topics/rag","user_id":null}}" data-hydro-click-hmac="3e607a6e3f9617a43655ece7471a3ab58d3fa046946df228a9db53063a940e52" 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":1698442,"originating_url":"https://github.com/topics/rag","user_id":null}}" data-hydro-click-hmac="e6a2d5eed42630e3b18a08d347d02216cae141d298cf3f855eb3758ff4762830" 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":1857396,"originating_url":"https://github.com/topics/rag","user_id":null}}" data-hydro-click-hmac="07489a0fdf3007be5f065203ff7b821432e6d5ab7f95a314d504f333611945dc" title="Topic: chatgpt" href="/topics/chatgpt" data-view-component="true" class="topic-tag topic-tag-link Link f6 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mb-2">llamaindex</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="2025-03-21T17:16:25Z" 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: #3178c6"></span> <span itemprop="programmingLanguage">TypeScript</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 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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" >基于大模型搭建的聊天机器人，同时支持微信公众号、企业微信应用、飞书、钉钉等接入，可选择GPT3.5/GPT-4o/GPT-o1/ DeepSeek/Claude/文心一言/讯飞星火/通义千问/ Gemini/GLM-4/Claude/Kimi/LinkAI，能处理文本、语音和图片，访问操作系统和互联网，支持基于自有知识库进行定制企业智能客服。</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":9116,"originating_url":"https://github.com/topics/rag","user_id":null}}" data-hydro-click-hmac="2194e928ccb8434b23826e89da85b49740f3a9451d6cfc4e909c0e9f70eacae4" 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":23214,"originating_url":"https://github.com/topics/rag","user_id":null}}" data-hydro-click-hmac="973efa14b80828d2350fac385147a52deac70fe55fbcd352f8afd26b00c9c944" title="Topic: python3" href="/topics/python3" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">python3</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":35131,"originating_url":"https://github.com/topics/rag","user_id":null}}" data-hydro-click-hmac="28a89957f837ffafca43bcad8aa2734e627bfcb5eb4a7cee85e497e19f59e389" title="Topic: gemini" href="/topics/gemini" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">gemini</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/rag","user_id":null}}" data-hydro-click-hmac="5aa11e4baa0d932d20bd37e9b0d3a150e519870580b1f281e9bb3293c50ba078" 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":60044,"originating_url":"https://github.com/topics/rag","user_id":null}}" data-hydro-click-hmac="e474ee170e71f3c29d53187a022b23ff689ae794a3997f0bcb7d79e5c130f0c1" title="Topic: wechat" href="/topics/wechat" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">wechat</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":95367,"originating_url":"https://github.com/topics/rag","user_id":null}}" data-hydro-click-hmac="825ca9555be7f359402f1cc7a69632a6a626ac0bb308b680ada6514495d47796" title="Topic: glm" href="/topics/glm" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">glm</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":219303,"originating_url":"https://github.com/topics/rag","user_id":null}}" data-hydro-click-hmac="95853ea47c6bda0e3fd684fcda62832d6b8a4d06706855598b9ca9b9dd7615e4" title="Topic: wechat-bot" href="/topics/wechat-bot" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">wechat-bot</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":365328,"originating_url":"https://github.com/topics/rag","user_id":null}}" data-hydro-click-hmac="6c6d907e09f3145f01c09f858d321c5b34ed990a2b986da19c2cbf59aa4d2d3f" title="Topic: dingtalk" href="/topics/dingtalk" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">dingtalk</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":579314,"originating_url":"https://github.com/topics/rag","user_id":null}}" data-hydro-click-hmac="5d341076b4db4f3fcef303ceef2f29d26317d9218b53832f1101157a191317da" title="Topic: kimi" href="/topics/kimi" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">kimi</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/rag","user_id":null}}" data-hydro-click-hmac="3e607a6e3f9617a43655ece7471a3ab58d3fa046946df228a9db53063a940e52" 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":1508415,"originating_url":"https://github.com/topics/rag","user_id":null}}" data-hydro-click-hmac="24c0864de06f06827852570e9314497e754b2e71bbf2905a91b57df1d9541809" title="Topic: feishu-bot" href="/topics/feishu-bot" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">feishu-bot</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":1516773,"originating_url":"https://github.com/topics/rag","user_id":null}}" data-hydro-click-hmac="aa5baef849554d3fd0720170513c672091cf808ad961e8e609f2e97f530112dc" title="Topic: gpt-4" href="/topics/gpt-4" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">gpt-4</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/rag","user_id":null}}" data-hydro-click-hmac="ade9d6df8f7e1ac800ebddb6dd3e79e851f30d2749e499f070d3c3fdc34a3f5c" 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/rag","user_id":null}}" data-hydro-click-hmac="07489a0fdf3007be5f065203ff7b821432e6d5ab7f95a314d504f333611945dc" 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":2271484,"originating_url":"https://github.com/topics/rag","user_id":null}}" data-hydro-click-hmac="eb2323dd50b7e98ee35d98d7ee5829dcaa85e01ac50118977654af7b64698cc8" title="Topic: qwen" href="/topics/qwen" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">qwen</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":2541252,"originating_url":"https://github.com/topics/rag","user_id":null}}" data-hydro-click-hmac="44940973cc3cf8079fd0e8a4e8734f92ff7160f318d39ac337498a7df5f7dbba" title="Topic: xunfei-spark" href="/topics/xunfei-spark" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">xunfei-spark</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":2571145,"originating_url":"https://github.com/topics/rag","user_id":null}}" data-hydro-click-hmac="a0ee0e0714b27a4540aac8f9cab4e804cc8ba5de46543ab9c280accd5a5d5a36" title="Topic: linkai" href="/topics/linkai" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">linkai</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":2624315,"originating_url":"https://github.com/topics/rag","user_id":null}}" data-hydro-click-hmac="b3f8f28db36dd849f2e221e77a942cbcbcd82114d87d1ced7e9e41ecb99392d8" title="Topic: chatglm-4" href="/topics/chatglm-4" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">chatglm-4</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":2672121,"originating_url":"https://github.com/topics/rag","user_id":null}}" data-hydro-click-hmac="b52b031b219f112b53e613bf6146352a69718d448aec09c7f1d846306eae97cc" title="Topic: claude3" href="/topics/claude3" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">claude3</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":3201741,"originating_url":"https://github.com/topics/rag","user_id":null}}" data-hydro-click-hmac="42cf8492ec70b878ae5f161f0baeb3334a258fcb6879e333e5e71ba139b40d72" title="Topic: deepseek-r1" href="/topics/deepseek-r1" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">deepseek-r1</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="2025-02-05T04:27:07Z" class="no-wrap">Feb 5, 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 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":139558948,"originating_url":"https://github.com/topics/rag","user_id":null}}" data-hydro-click-hmac="a4fd7f4bc600d1cf21fe4e2c4c6014b733e5d24757b0047322a2e6488bac1bb1" data-turbo="false" href="/chatchat-space" data-view-component="true" class="Link">chatchat-space</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":621799276,"originating_url":"https://github.com/topics/rag","user_id":null}}" data-hydro-click-hmac="e86f2c034caa87c71701b3cf7d57662208ddc3ee2f8d0e9f6ab473dd6f3ddb36" data-turbo="false" href="/chatchat-space/Langchain-Chatchat" data-view-component="true" class="Link text-bold wb-break-word">Langchain-Chatchat</a> </h3> </div> <div class="d-flex flex-items-center"> <div data-view-component="true" class="BtnGroup d-flex"> <a href="/login?return_to=%2Fchatchat-space%2FLangchain-Chatchat" rel="nofollow" data-hydro-click="{"event_type":"authentication.click","payload":{"location_in_page":"star button","repository_id":621799276,"auth_type":"LOG_IN","originating_url":"https://github.com/topics/rag","user_id":null}}" data-hydro-click-hmac="234ec379d655bd93e3c445506cc2f464e7aab7b348049cec036c7125c1787bfb" 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="34313 users starred this repository" data-singular-suffix="user starred this repository" data-plural-suffix="users starred this repository" data-turbo-replace="true" title="34,313" data-view-component="true" class="Counter js-social-count">34.3k</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-621799276" aria-current="true" href="/chatchat-space/Langchain-Chatchat" 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":621799276,"originating_url":"https://github.com/topics/rag","user_id":null}}" data-hydro-click-hmac="c9feeca225d6448c522d2d95acadcba4e52f6f8a7f37dd536929a9ac7908376a" 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-621799276" href="/chatchat-space/Langchain-Chatchat/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":621799276,"originating_url":"https://github.com/topics/rag","user_id":null}}" data-hydro-click-hmac="e80444c3f4fb99d4ebb7438d64d48fee4f667f91e5f0fd081576e5e7f1b4e60b" 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-621799276" 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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> <li data-view-component="true" class="d-inline-flex"> <a id="discussions-tab-621799276" href="/chatchat-space/Langchain-Chatchat/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":621799276,"originating_url":"https://github.com/topics/rag","user_id":null}}" data-hydro-click-hmac="054b06308b9cc6f35e6c3f6df6077fe0efe95400cf8383cf7cf8d7b9f02eb1f3" 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" >Langchain-Chatchat（原Langchain-ChatGLM）基于 Langchain 与 ChatGLM, Qwen 与 Llama 等语言模型的 RAG 与 Agent 应用 | Langchain-Chatchat (formerly langchain-ChatGLM), local knowledge based LLM (like ChatGLM, Qwen and Llama) RAG and Agent app with langchain </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":14176,"originating_url":"https://github.com/topics/rag","user_id":null}}" data-hydro-click-hmac="24b855ccf5bfdf002ed92409676319942a3e1a9a5f5507551110cb385b359c8f" 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":84428,"originating_url":"https://github.com/topics/rag","user_id":null}}" data-hydro-click-hmac="a453c1a8d9c9f7472b842e59721c7f24e35d1c8d0588c1561e9bbd13ecd04b80" 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/rag","user_id":null}}" data-hydro-click-hmac="d333967262b63841da8e87cbdb53f148939d99459c975e8eb31ffc379a9bfd2f" 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":123985,"originating_url":"https://github.com/topics/rag","user_id":null}}" data-hydro-click-hmac="5b5470fc2b6ae1c24e3a1791ccd199c73f2a7c1e581081765f404143d122f010" title="Topic: knowledge-base" href="/topics/knowledge-base" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">knowledge-base</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":224896,"originating_url":"https://github.com/topics/rag","user_id":null}}" data-hydro-click-hmac="3fdf6586e19976ed4d5671d5577751d89f3b1dcd4f86c877f2309c71376afdf3" title="Topic: embedding" href="/topics/embedding" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">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":663937,"originating_url":"https://github.com/topics/rag","user_id":null}}" data-hydro-click-hmac="0ec2f7d961d07cffa04a48b8adf97a4e461daf47817c79cfe42efc6439560d69" 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":754494,"originating_url":"https://github.com/topics/rag","user_id":null}}" data-hydro-click-hmac="3e607a6e3f9617a43655ece7471a3ab58d3fa046946df228a9db53063a940e52" 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":1035336,"originating_url":"https://github.com/topics/rag","user_id":null}}" data-hydro-click-hmac="90c8905548a462d25f7422422743b732b671c7a8e1f7414d813ea47c5efad90e" 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":1101947,"originating_url":"https://github.com/topics/rag","user_id":null}}" data-hydro-click-hmac="84a948904fa0e449c0ad404c60c163f2df909eb7d59292d1caea72089bdb193f" title="Topic: streamlit" href="/topics/streamlit" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">streamlit</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/rag","user_id":null}}" data-hydro-click-hmac="ade9d6df8f7e1ac800ebddb6dd3e79e851f30d2749e499f070d3c3fdc34a3f5c" 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/rag","user_id":null}}" data-hydro-click-hmac="07489a0fdf3007be5f065203ff7b821432e6d5ab7f95a314d504f333611945dc" 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/rag","user_id":null}}" data-hydro-click-hmac="bfc11a6bccc98dd5323ffb7ff95a5293bbbc0f391149a6df589e6762227557de" 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":1936262,"originating_url":"https://github.com/topics/rag","user_id":null}}" data-hydro-click-hmac="09a459d835e47ba2fd89f9bca6afedc19d3bf59475066c56533384c18f76c7a0" title="Topic: chatglm" href="/topics/chatglm" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">chatglm</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":1983082,"originating_url":"https://github.com/topics/rag","user_id":null}}" data-hydro-click-hmac="22f878f929ac0ea98f006c299d4e0d3c956f66b62376cda06541f9041662f564" title="Topic: fastchat" href="/topics/fastchat" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">fastchat</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/rag","user_id":null}}" data-hydro-click-hmac="ee08cbc01f9a796cc9f2dcd3c89c300ac67433e3c910211b93e896e1f77efb58" 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> <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":2041454,"originating_url":"https://github.com/topics/rag","user_id":null}}" data-hydro-click-hmac="24bd059ea63940672ea411e1a131bf15c3ea9f54623dbf3d3ebb660a960bd329" title="Topic: ollama" href="/topics/ollama" data-view-component="true" class="topic-tag 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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" >Milvus is a high-performance, cloud-native vector database built for scalable vector ANN 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":344,"originating_url":"https://github.com/topics/rag","user_id":null}}" data-hydro-click-hmac="a154da522307f67eae7dd8006416fbda1c3cae2bd4b286cf6f969448d82be73d" title="Topic: golang" href="/topics/golang" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">golang</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":23535,"originating_url":"https://github.com/topics/rag","user_id":null}}" data-hydro-click-hmac="ca0655172999606ddaaf67dad18d5d9bf2f891ac43bc2703c413aecefa5a252d" title="Topic: distributed" href="/topics/distributed" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">distributed</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/rag","user_id":null}}" data-hydro-click-hmac="139f04e670cdd5cea7a8ac57dc973cc323ffa53bf2be998d84490e93aa7de436" 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":73480,"originating_url":"https://github.com/topics/rag","user_id":null}}" data-hydro-click-hmac="d132f104ddb0cd165f81706ccc3c38958591c29222d81ff62e301cdc236a5de7" title="Topic: cloud-native" href="/topics/cloud-native" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">cloud-native</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/rag","user_id":null}}" data-hydro-click-hmac="9d3f39e1926fcc22d60c9c6f356c60e4cd094e0eae1a5bcc26caa43d3e51c91d" 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":552263,"originating_url":"https://github.com/topics/rag","user_id":null}}" data-hydro-click-hmac="591ae9081d87cebf8230417bad078f4d1367cd6334aeccc233e5888de8a707e3" title="Topic: vector-similarity" href="/topics/vector-similarity" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">vector-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":663937,"originating_url":"https://github.com/topics/rag","user_id":null}}" data-hydro-click-hmac="0ec2f7d961d07cffa04a48b8adf97a4e461daf47817c79cfe42efc6439560d69" 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":745722,"originating_url":"https://github.com/topics/rag","user_id":null}}" data-hydro-click-hmac="3a45e9b4464b326af43e993e16e85ed5e176a58419d18968456b4b060a6fbd59" title="Topic: anns" href="/topics/anns" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">anns</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/rag","user_id":null}}" data-hydro-click-hmac="3e607a6e3f9617a43655ece7471a3ab58d3fa046946df228a9db53063a940e52" 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":767070,"originating_url":"https://github.com/topics/rag","user_id":null}}" data-hydro-click-hmac="99dd7f887de685512e775abc8217567962a16900fe02ab6e54d029bb0eb26ebd" 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":928141,"originating_url":"https://github.com/topics/rag","user_id":null}}" data-hydro-click-hmac="7365ed47e9d56654902134fa4c7fa8696aa5a77928cd828cda1d7f2d25d92575" 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/rag","user_id":null}}" data-hydro-click-hmac="6f1688d0d9d18fa1e5cf1c98e4b8a0404f0d42ff5f68577aadd3a20f43220ad2" 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/rag","user_id":null}}" data-hydro-click-hmac="ade9d6df8f7e1ac800ebddb6dd3e79e851f30d2749e499f070d3c3fdc34a3f5c" 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":1938374,"originating_url":"https://github.com/topics/rag","user_id":null}}" data-hydro-click-hmac="5188bdb2bec78f39b08cf331860b4852945c9d88e09b037b7df16ffbd0077997" title="Topic: embedding-database" href="/topics/embedding-database" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">embedding-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":1938375,"originating_url":"https://github.com/topics/rag","user_id":null}}" data-hydro-click-hmac="b5d4dfe93581c566e61987a610cb09a40d7f02eac58f3561c08787c7d494672f" title="Topic: embedding-store" href="/topics/embedding-store" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">embedding-store</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":1938376,"originating_url":"https://github.com/topics/rag","user_id":null}}" data-hydro-click-hmac="f1a024dee85b6da00b05b1af098676ffa8850768764043caadcc9e1ec5b9a370" title="Topic: vector-store" href="/topics/vector-store" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">vector-store</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":1938391,"originating_url":"https://github.com/topics/rag","user_id":null}}" data-hydro-click-hmac="f1bc9019dd9a637dc349593ea5d1976e33c1261533a73c7842a4465d77a73fe5" title="Topic: embedding-similarity" href="/topics/embedding-similarity" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">embedding-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":2012196,"originating_url":"https://github.com/topics/rag","user_id":null}}" data-hydro-click-hmac="416f34195891f57e529794150fdbcd7ab515efef68237a3e85dff9a4729f3076" title="Topic: diskann" href="/topics/diskann" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">diskann</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="2025-03-23T03:20:16Z" class="no-wrap">Mar 23, 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> </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 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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" >🔥 Turn entire websites into LLM-ready markdown or structured data. Scrape, crawl and extract with a single API.</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":297,"originating_url":"https://github.com/topics/rag","user_id":null}}" data-hydro-click-hmac="7992a2b91f3d15f218a41bb3f85d08c30114b7240cff0a64895bf44c06340a1f" title="Topic: markdown" href="/topics/markdown" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">markdown</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":2123,"originating_url":"https://github.com/topics/rag","user_id":null}}" data-hydro-click-hmac="96e6a0011077074e6f0a5e2d1a5fd6c9a8fc222eaec51b45ec3e97f29bf58a93" title="Topic: crawler" href="/topics/crawler" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">crawler</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/rag","user_id":null}}" data-hydro-click-hmac="3992323d0ef422076c40fb93cb7842a8a28939c1d001acc0271e605b4ae29517" title="Topic: data" href="/topics/data" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">data</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":2291,"originating_url":"https://github.com/topics/rag","user_id":null}}" data-hydro-click-hmac="5aaf7abd4c8d0631c5625d8c5b6d97c058e7d6fa33142d3c173c0e3920cc39d1" title="Topic: scraper" href="/topics/scraper" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">scraper</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/rag","user_id":null}}" data-hydro-click-hmac="2194e928ccb8434b23826e89da85b49740f3a9451d6cfc4e909c0e9f70eacae4" 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":13693,"originating_url":"https://github.com/topics/rag","user_id":null}}" data-hydro-click-hmac="a93ac9d64f15ef4b118528c262f31e228f72c4e8929a2e27adb00ab58d647fbd" title="Topic: html-to-markdown" href="/topics/html-to-markdown" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">html-to-markdown</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":14109,"originating_url":"https://github.com/topics/rag","user_id":null}}" data-hydro-click-hmac="76a148bffb437a52400650b55a434036c6ca5f740f3cf858661ffcb0cc1b2499" title="Topic: web-crawler" href="/topics/web-crawler" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">web-crawler</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":17094,"originating_url":"https://github.com/topics/rag","user_id":null}}" data-hydro-click-hmac="e0cf38fb0e323505a30dd967d568f652c1c91b728ee6e334d099fcdae838a8d9" title="Topic: scraping" href="/topics/scraping" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">scraping</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":177784,"originating_url":"https://github.com/topics/rag","user_id":null}}" data-hydro-click-hmac="74346cee1faa3ae9874832afffbb54978264e723576d4b28e005b9dbfb545b32" title="Topic: webscraping" href="/topics/webscraping" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">webscraping</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/rag","user_id":null}}" data-hydro-click-hmac="3e607a6e3f9617a43655ece7471a3ab58d3fa046946df228a9db53063a940e52" title="Topic: rag" href="/topics/rag" data-view-component="true" class="topic-tag 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mb-2">ai-scraping</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="2025-03-21T14:04:42Z" 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: #3178c6"></span> <span itemprop="programmingLanguage">TypeScript</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 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":31035808,"originating_url":"https://github.com/topics/rag","user_id":null}}" data-hydro-click-hmac="7c834b7f670fa64ea07efc36971166cb5b10b6b055b36256e944c7cc9634281e" data-turbo="false" href="/mindsdb" data-view-component="true" class="Link">mindsdb</a> / <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" >AI's query engine - Platform for building AI that can learn and answer questions over large scale federated 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":9116,"originating_url":"https://github.com/topics/rag","user_id":null}}" data-hydro-click-hmac="2194e928ccb8434b23826e89da85b49740f3a9451d6cfc4e909c0e9f70eacae4" 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":21688,"originating_url":"https://github.com/topics/rag","user_id":null}}" data-hydro-click-hmac="faad95d28114266281c01aa15bb9ceee27e48ac0b36b1d0b723bcafd15c828ff" title="Topic: databases" href="/topics/databases" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">databases</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":21782,"originating_url":"https://github.com/topics/rag","user_id":null}}" data-hydro-click-hmac="4e4219e9aed4bf7ee9fe2686fe86ac5c7553a586db2f7f751cd73c698818518f" title="Topic: agi" href="/topics/agi" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">agi</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/rag","user_id":null}}" data-hydro-click-hmac="3e607a6e3f9617a43655ece7471a3ab58d3fa046946df228a9db53063a940e52" 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":1025725,"originating_url":"https://github.com/topics/rag","user_id":null}}" data-hydro-click-hmac="201ec89b06f966ee937d2176d80ac2e94784fa3346df01889e2f524a92b459ba" title="Topic: artificial-inteligence" href="/topics/artificial-inteligence" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">artificial-inteligence</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/rag","user_id":null}}" data-hydro-click-hmac="514154211ee20c9bfad257a7bb42dfae0ea5cb21ca8590c99d4d675b746f47e1" title="Topic: llms" href="/topics/llms" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">llms</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="2025-03-21T22:03:39Z" 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"> <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":396569538,"originating_url":"https://github.com/topics/rag","user_id":null}}" data-hydro-click-hmac="585de131480b04b69212ceff684e823539bb7645f4ff39c958c577bc2ea1e8a4" data-turbo="false" style="max-height:275px" href="/khoj-ai/khoj" 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/396569538/533a8bf7-385f-427b-a03f-76795fd938ed" alt="khoj" 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 style="margin-top:2px"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" 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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/rag","user_id":null}}" data-hydro-click-hmac="cd10d3177e80d9e619c54fee304aa653f92c22779083827db32effebffdf032f" 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/rag","user_id":null}}" data-hydro-click-hmac="8b687077ce29e48bc58c3cff5dcd13bcb2e6609d06c17de64807e435d6f9e95f" 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/rag","user_id":null}}" data-hydro-click-hmac="1b38ece20533d2f9d0c47cc1369a22118d9dccf8e368f2059a26e00b3930cd33" 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/rag","user_id":null}}" data-hydro-click-hmac="f8d7caf240b7fe7fe0ae19c7198e930a0d51e97cfb3f6c18adc2bf99481f6013" title="Topic: research" href="/topics/research" 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":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":22905,"originating_url":"https://github.com/topics/rag","user_id":null}}" data-hydro-click-hmac="4547705be9e15857fdbffa3599a17165aa7218af508da949469b3ee185cd4929" 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/rag","user_id":null}}" data-hydro-click-hmac="998f817fcb58f31b1d562a4b3c70ade75edf8b2925f76c89d222b1b7aff84acf" 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/rag","user_id":null}}" data-hydro-click-hmac="d53ec8c8ede5f80ee3b9d1465e258ed4fadde8626208a6607b3e15e6f08219d7" 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/rag","user_id":null}}" data-hydro-click-hmac="563fc994c048d234be85ecf0f18ccf5f07459071ba16cc354df203116b477fa4" 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/rag","user_id":null}}" data-hydro-click-hmac="973800f87b2e136d5148fa6f4150d7efe8aecaecd7995d95f17184a6a9cb32cf" 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/rag","user_id":null}}" data-hydro-click-hmac="13222721ccc91c64d2ca4ce1bd45ff3a1c4097e7c328100b21420de951591b70" 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/rag","user_id":null}}" data-hydro-click-hmac="3e607a6e3f9617a43655ece7471a3ab58d3fa046946df228a9db53063a940e52" 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/rag","user_id":null}}" data-hydro-click-hmac="9d3c653dad12e1d95c35a366c7212734ec55f1c95bfb46e189243f48d9d9654e" 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/rag","user_id":null}}" data-hydro-click-hmac="ade9d6df8f7e1ac800ebddb6dd3e79e851f30d2749e499f070d3c3fdc34a3f5c" 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/rag","user_id":null}}" data-hydro-click-hmac="07489a0fdf3007be5f065203ff7b821432e6d5ab7f95a314d504f333611945dc" 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/rag","user_id":null}}" data-hydro-click-hmac="8cb25c835b0a164b6dfe610182d8af26af2b587e04767d97988cc6fe2c781ad0" 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/rag","user_id":null}}" data-hydro-click-hmac="5033290137ad7ab857d5dc2b56b55a031eebde9350c093e60eec60ed5ff4039d" 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/rag","user_id":null}}" data-hydro-click-hmac="fc3c10ce89b078bbc1898d790b85d20ba39ae0e130d0111ac4e7cd31f6a7cfbe" 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/rag","user_id":null}}" data-hydro-click-hmac="6df4b48ac6d91a0d8ba6c37d9ade3220c4b1a97a8d7ea787437d2de1100f4f2d" 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="2025-03-23T03:56:08Z" class="no-wrap">Mar 23, 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 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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/rag","user_id":null}}" data-hydro-click-hmac="e33816d714cea885ddbe20bd2595de2031e5623c204a4192b2546496dcd40312" 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":273,"originating_url":"https://github.com/topics/rag","user_id":null}}" data-hydro-click-hmac="8b687077ce29e48bc58c3cff5dcd13bcb2e6609d06c17de64807e435d6f9e95f" title="Topic: agent" href="/topics/agent" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">agent</a> <a 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<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/rag","user_id":null}}" data-hydro-click-hmac="2194e928ccb8434b23826e89da85b49740f3a9451d6cfc4e909c0e9f70eacae4" 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":12635,"originating_url":"https://github.com/topics/rag","user_id":null}}" data-hydro-click-hmac="052326d71e3275e7afb3d45245d5e0dcdce2c2c6c1218bee3f8df89d37a61de0" title="Topic: memory" href="/topics/memory" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">memory</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":75072,"originating_url":"https://github.com/topics/rag","user_id":null}}" data-hydro-click-hmac="468c5125a42c85bd5a75d9937c043bb13171251810a1d6aa9591c984d3d40581" title="Topic: memory-management" href="/topics/memory-management" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">memory-management</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":747170,"originating_url":"https://github.com/topics/rag","user_id":null}}" data-hydro-click-hmac="10d160d62cd37905bd13742ed8811166ae5b29453ed6c69721f4d3572233d172" title="Topic: long-term-memory" href="/topics/long-term-memory" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">long-term-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":754494,"originating_url":"https://github.com/topics/rag","user_id":null}}" data-hydro-click-hmac="3e607a6e3f9617a43655ece7471a3ab58d3fa046946df228a9db53063a940e52" 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":1131663,"originating_url":"https://github.com/topics/rag","user_id":null}}" data-hydro-click-hmac="6f1688d0d9d18fa1e5cf1c98e4b8a0404f0d42ff5f68577aadd3a20f43220ad2" 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/rag","user_id":null}}" data-hydro-click-hmac="ade9d6df8f7e1ac800ebddb6dd3e79e851f30d2749e499f070d3c3fdc34a3f5c" 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/rag","user_id":null}}" data-hydro-click-hmac="07489a0fdf3007be5f065203ff7b821432e6d5ab7f95a314d504f333611945dc" 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":2534619,"originating_url":"https://github.com/topics/rag","user_id":null}}" data-hydro-click-hmac="2bb4a9292ae62e8b90f3e6d1647bd6fb3891c622f98785d4423132e0aec790d5" title="Topic: aiagent" href="/topics/aiagent" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">aiagent</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="2025-03-22T20:36:24Z" 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 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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":110667,"originating_url":"https://github.com/topics/rag","user_id":null}}" data-hydro-click-hmac="d333967262b63841da8e87cbdb53f148939d99459c975e8eb31ffc379a9bfd2f" 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":754494,"originating_url":"https://github.com/topics/rag","user_id":null}}" data-hydro-click-hmac="3e607a6e3f9617a43655ece7471a3ab58d3fa046946df228a9db53063a940e52" title="Topic: rag" href="/topics/rag" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">rag</a> <a 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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" >FastGPT is a knowledge-based platform built on the LLMs, offers a comprehensive suite of out-of-the-box capabilities such as data processing, RAG retrieval, and visual AI workflow orchestration, letting you easily develop and deploy complex question-answering systems without the need for extensive setup or configuration.</p> </div> <div class="d-flex flex-wrap border-bottom 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class="d-flex f6 list-style-none color-fg-muted"> <li class="mr-4"> Updated <relative-time datetime="2025-03-21T23:43:03Z" 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: #3178c6"></span> <span itemprop="programmingLanguage">TypeScript</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":668195240,"originating_url":"https://github.com/topics/rag","user_id":null}}" data-hydro-click-hmac="3ced47aad1aae92416861a378965477292a1d39d6e7e232de73a04d4a68ee762" data-turbo="false" style="max-height:275px" href="/pathwaycom/llm-app" data-view-component="true" class="overflow-hidden flex-items-center rounded-top-2 Link 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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":668195240,"originating_url":"https://github.com/topics/rag","user_id":null}}" data-hydro-click-hmac="d27ddd41da8fd96b3d34d54085cb1d352cc031c0b7afd1c8098c892c04f1aae5" 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 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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" >Ready-to-run cloud templates for RAG, AI pipelines, and enterprise search with live data. 🐳Docker-friendly.⚡Always in sync with Sharepoint, Google Drive, S3, Kafka, PostgreSQL, real-time data APIs, and more.</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":2169,"originating_url":"https://github.com/topics/rag","user_id":null}}" data-hydro-click-hmac="5c5969d82976fb05ec339bc8757f72ee813a815ff5246288fbe32aeacc724375" 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":7517,"originating_url":"https://github.com/topics/rag","user_id":null}}" data-hydro-click-hmac="0a7a033e6a0c842413c0fbfeb8abe61a929b875fc19657e52d2de86b1ff9b2e0" title="Topic: real-time" href="/topics/real-time" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">real-time</a> <a 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mb-2">hugging-face</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/rag","user_id":null}}" data-hydro-click-hmac="ade9d6df8f7e1ac800ebddb6dd3e79e851f30d2749e499f070d3c3fdc34a3f5c" 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":1880194,"originating_url":"https://github.com/topics/rag","user_id":null}}" data-hydro-click-hmac="3de03dd985c2c6ae5acbd730244ce952f10bb7b653e4396d0f17de986fa81700" title="Topic: llmops" href="/topics/llmops" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">llmops</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":1969713,"originating_url":"https://github.com/topics/rag","user_id":null}}" data-hydro-click-hmac="2b2d491e3bc98565ccfbcc4094b791fc3984a1fc3738718a460d7a5e141472ca" title="Topic: vector-index" href="/topics/vector-index" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">vector-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":1980462,"originating_url":"https://github.com/topics/rag","user_id":null}}" data-hydro-click-hmac="42d72fc17c857cb3f9e53a2834fcffb4764875cc43d04340c257bee27a785e32" title="Topic: llm-prompting" href="/topics/llm-prompting" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">llm-prompting</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":1981206,"originating_url":"https://github.com/topics/rag","user_id":null}}" data-hydro-click-hmac="bb2a422471c4110c0794b1f65bfa6bab6b5ade2b2f1ab36fca7a6bd300500436" title="Topic: llm-security" href="/topics/llm-security" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">llm-security</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":1983560,"originating_url":"https://github.com/topics/rag","user_id":null}}" data-hydro-click-hmac="aff7d3b372a6a1142af9710a4adb22ea5a20a6778af3c7f60b08a0b3d3f7ce80" title="Topic: llm-local" href="/topics/llm-local" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">llm-local</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/rag","user_id":null}}" data-hydro-click-hmac="ee08cbc01f9a796cc9f2dcd3c89c300ac67433e3c910211b93e896e1f77efb58" 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="2025-03-19T10:19:41Z" class="no-wrap">Mar 19, 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 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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" >An open-source RAG-based tool for chatting with your documents.</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":382,"originating_url":"https://github.com/topics/rag","user_id":null}}" data-hydro-click-hmac="504c86dd048f81b7fddac05dd69765b1f84d3211c3eb8d32dbb60187705a75f8" title="Topic: open-source" href="/topics/open-source" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">open-source</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/rag","user_id":null}}" data-hydro-click-hmac="24b855ccf5bfdf002ed92409676319942a3e1a9a5f5507551110cb385b359c8f" title="Topic: chatbot" href="/topics/chatbot" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">chatbot</a> <a 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.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" >Collection of awesome LLM apps with AI Agents and RAG using OpenAI, Anthropic, Gemini and opensource models.</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/rag","user_id":null}}" data-hydro-click-hmac="e33816d714cea885ddbe20bd2595de2031e5623c204a4192b2546496dcd40312" 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":754494,"originating_url":"https://github.com/topics/rag","user_id":null}}" data-hydro-click-hmac="3e607a6e3f9617a43655ece7471a3ab58d3fa046946df228a9db53063a940e52" 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":1807138,"originating_url":"https://github.com/topics/rag","user_id":null}}" data-hydro-click-hmac="514154211ee20c9bfad257a7bb42dfae0ea5cb21ca8590c99d4d675b746f47e1" title="Topic: llms" href="/topics/llms" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">llms</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="2025-03-18T02:21:26Z" class="no-wrap">Mar 18, 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> </option></form><form class="ajax-pagination-form js-ajax-pagination" data-turbo="false" action="https://github.com/topics/rag" 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 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