llmops · GitHub Topics

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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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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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data-analytics-event="{"location":"navbar","action":"events_amp_webinars","context":"resources","tag":"link","label":"events_amp_webinars_link_resources_navbar"}" href="https://resources.github.com"> Events & Webinars <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-link-external HeaderMenu-external-icon color-fg-subtle"> <path d="M3.75 2h3.5a.75.75 0 0 1 0 1.5h-3.5a.25.25 0 0 0-.25.25v8.5c0 .138.112.25.25.25h8.5a.25.25 0 0 0 .25-.25v-3.5a.75.75 0 0 1 1.5 0v3.5A1.75 1.75 0 0 1 12.25 14h-8.5A1.75 1.75 0 0 1 2 12.25v-8.5C2 2.784 2.784 2 3.75 2Zm6.854-1h4.146a.25.25 0 0 1 .25.25v4.146a.25.25 0 0 1-.427.177L13.03 4.03 9.28 7.78a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042l3.75-3.75-1.543-1.543A.25.25 0 0 1 10.604 1Z"></path> </svg> </a></li> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary" data-analytics-event="{"location":"navbar","action":"ebooks_amp_whitepapers","context":"resources","tag":"link","label":"ebooks_amp_whitepapers_link_resources_navbar"}" href="https://github.com/resources/whitepapers"> Ebooks & Whitepapers </a></li> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary" data-analytics-event="{"location":"navbar","action":"customer_stories","context":"resources","tag":"link","label":"customer_stories_link_resources_navbar"}" href="https://github.com/customer-stories"> Customer Stories </a></li> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary Link--external" target="_blank" data-analytics-event="{"location":"navbar","action":"partners","context":"resources","tag":"link","label":"partners_link_resources_navbar"}" href="https://partner.github.com"> Partners <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-link-external HeaderMenu-external-icon color-fg-subtle"> <path d="M3.75 2h3.5a.75.75 0 0 1 0 1.5h-3.5a.25.25 0 0 0-.25.25v8.5c0 .138.112.25.25.25h8.5a.25.25 0 0 0 .25-.25v-3.5a.75.75 0 0 1 1.5 0v3.5A1.75 1.75 0 0 1 12.25 14h-8.5A1.75 1.75 0 0 1 2 12.25v-8.5C2 2.784 2.784 2 3.75 2Zm6.854-1h4.146a.25.25 0 0 1 .25.25v4.146a.25.25 0 0 1-.427.177L13.03 4.03 9.28 7.78a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042l3.75-3.75-1.543-1.543A.25.25 0 0 1 10.604 1Z"></path> </svg> </a></li> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary" data-analytics-event="{"location":"navbar","action":"executive_insights","context":"resources","tag":"link","label":"executive_insights_link_resources_navbar"}" href="https://github.com/solutions/executive-insights"> Executive Insights </a></li> </ul> </div> </div> </div> </li> <li class="HeaderMenu-item position-relative flex-wrap flex-justify-between flex-items-center d-block d-lg-flex flex-lg-nowrap flex-lg-items-center js-details-container js-header-menu-item"> <button type="button" class="HeaderMenu-link border-0 width-full width-lg-auto px-0 px-lg-2 py-lg-2 no-wrap d-flex flex-items-center flex-justify-between js-details-target" aria-expanded="false"> Open Source <svg opacity="0.5" aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-chevron-down HeaderMenu-icon ml-1"> <path d="M12.78 5.22a.749.749 0 0 1 0 1.06l-4.25 4.25a.749.749 0 0 1-1.06 0L3.22 6.28a.749.749 0 1 1 1.06-1.06L8 8.939l3.72-3.719a.749.749 0 0 1 1.06 0Z"></path> </svg> </button> <div class="HeaderMenu-dropdown dropdown-menu rounded m-0 p-0 pt-2 pt-lg-4 position-relative position-lg-absolute left-0 left-lg-n3 pb-2 pb-lg-4 px-lg-4"> <div class="HeaderMenu-column"> <div class="border-bottom pb-3 pb-lg-0 pb-lg-3 mb-3 mb-lg-0 mb-lg-3"> <ul class="list-style-none f5" > <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary d-flex flex-items-center Link--has-description" data-analytics-event="{"location":"navbar","action":"github_sponsors","context":"open_source","tag":"link","label":"github_sponsors_link_open_source_navbar"}" href="/sponsors"> <div> <div class="color-fg-default h4">GitHub Sponsors</div> Fund open source developers </div> </a></li> </ul> </div> <div class="border-bottom pb-3 pb-lg-0 pb-lg-3 mb-3 mb-lg-0 mb-lg-3"> <ul class="list-style-none f5" > <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary d-flex flex-items-center Link--has-description" data-analytics-event="{"location":"navbar","action":"the_readme_project","context":"open_source","tag":"link","label":"the_readme_project_link_open_source_navbar"}" href="https://github.com/readme"> <div> <div class="color-fg-default h4">The ReadME Project</div> GitHub community articles </div> </a></li> </ul> </div> <div class="border-bottom pb-3 pb-lg-0 border-bottom-0"> <span class="d-block h4 color-fg-default my-1" id="open-source-repositories-heading">Repositories</span> <ul class="list-style-none f5" aria-labelledby="open-source-repositories-heading"> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary" data-analytics-event="{"location":"navbar","action":"topics","context":"open_source","tag":"link","label":"topics_link_open_source_navbar"}" href="https://github.com/topics"> Topics </a></li> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary" data-analytics-event="{"location":"navbar","action":"trending","context":"open_source","tag":"link","label":"trending_link_open_source_navbar"}" href="https://github.com/trending"> Trending </a></li> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary" data-analytics-event="{"location":"navbar","action":"collections","context":"open_source","tag":"link","label":"collections_link_open_source_navbar"}" href="https://github.com/collections"> Collections </a></li> </ul> </div> </div> </div> </li> <li class="HeaderMenu-item position-relative flex-wrap flex-justify-between flex-items-center d-block d-lg-flex flex-lg-nowrap flex-lg-items-center js-details-container js-header-menu-item"> <button type="button" class="HeaderMenu-link border-0 width-full width-lg-auto px-0 px-lg-2 py-lg-2 no-wrap d-flex flex-items-center flex-justify-between js-details-target" aria-expanded="false"> Enterprise <svg opacity="0.5" aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-chevron-down HeaderMenu-icon ml-1"> <path d="M12.78 5.22a.749.749 0 0 1 0 1.06l-4.25 4.25a.749.749 0 0 1-1.06 0L3.22 6.28a.749.749 0 1 1 1.06-1.06L8 8.939l3.72-3.719a.749.749 0 0 1 1.06 0Z"></path> </svg> </button> <div class="HeaderMenu-dropdown dropdown-menu rounded m-0 p-0 pt-2 pt-lg-4 position-relative position-lg-absolute left-0 left-lg-n3 pb-2 pb-lg-4 px-lg-4"> <div class="HeaderMenu-column"> <div class="border-bottom pb-3 pb-lg-0 pb-lg-3 mb-3 mb-lg-0 mb-lg-3"> <ul class="list-style-none f5" > <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary d-flex flex-items-center Link--has-description" data-analytics-event="{"location":"navbar","action":"enterprise_platform","context":"enterprise","tag":"link","label":"enterprise_platform_link_enterprise_navbar"}" href="/enterprise"> <svg aria-hidden="true" height="24" viewBox="0 0 24 24" version="1.1" width="24" data-view-component="true" class="octicon octicon-stack color-fg-subtle mr-3"> <path d="M11.063 1.456a1.749 1.749 0 0 1 1.874 0l8.383 5.316a1.751 1.751 0 0 1 0 2.956l-8.383 5.316a1.749 1.749 0 0 1-1.874 0L2.68 9.728a1.751 1.751 0 0 1 0-2.956Zm1.071 1.267a.25.25 0 0 0-.268 0L3.483 8.039a.25.25 0 0 0 0 .422l8.383 5.316a.25.25 0 0 0 .268 0l8.383-5.316a.25.25 0 0 0 0-.422Z"></path><path d="M1.867 12.324a.75.75 0 0 1 1.035-.232l8.964 5.685a.25.25 0 0 0 .268 0l8.964-5.685a.75.75 0 0 1 .804 1.267l-8.965 5.685a1.749 1.749 0 0 1-1.874 0l-8.965-5.685a.75.75 0 0 1-.231-1.035Z"></path><path d="M1.867 16.324a.75.75 0 0 1 1.035-.232l8.964 5.685a.25.25 0 0 0 .268 0l8.964-5.685a.75.75 0 0 1 .804 1.267l-8.965 5.685a1.749 1.749 0 0 1-1.874 0l-8.965-5.685a.75.75 0 0 1-.231-1.035Z"></path> </svg> <div> <div class="color-fg-default h4">Enterprise platform</div> AI-powered developer platform </div> </a></li> </ul> </div> <div class="border-bottom pb-3 pb-lg-0 border-bottom-0"> <span class="d-block h4 color-fg-default my-1" id="enterprise-available-add-ons-heading">Available add-ons</span> <ul class="list-style-none f5" aria-labelledby="enterprise-available-add-ons-heading"> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary d-flex 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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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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="VVkrEKYUtRbGeTxkhvLMF1bMqkbFL4wwkJQ3Y818eoPpFTjk10255b5RzYHUKTUZMA1d1x5IZ9aatHoUQxhLYw==" /> </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%2Fllmops" 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/llmops","user_id":null}}" data-hydro-click-hmac="9589bdaa842d7e9245df30bdc8a195f1201d038d771b703172540a1d745e74e8" 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%2Fllmops&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/llmops","user_id":null}}" data-hydro-click-hmac="9589bdaa842d7e9245df30bdc8a195f1201d038d771b703172540a1d745e74e8" data-analytics-event="{"category":"Sign up","action":"click to sign up for account","label":"ref_page:/topics/llmops;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-927ad741-a7ee-42e7-b479-7c562caf5a85" aria-labelledby="tooltip-2f350656-5111-4ef1-95cc-ddcb81bcabce" type="button" data-view-component="true" class="Button Button--iconOnly Button--invisible Button--medium flash-close 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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/llmops","user_id":null}}" data-hydro-click-hmac="1f61877c79053915ce1c0d35a2adb8c0738b538b6ca888d4c3dce5a002c66194" 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/llmops","user_id":null}}" data-hydro-click-hmac="fc76a8359ff5a3cf4a47fb0f39fd00f424f1e0280ad8b410f6a357cc1cacdaf6" aria-current="page" data-selected-links="topics_path /topics/llmops /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/llmops","user_id":null}}" data-hydro-click-hmac="47391e28b0bebb249111501f37a8805238a3c746b8f71e0aa41cab050a2790ac" data-selected-links="/trending 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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/llmops","user_id":null}}" data-hydro-click-hmac="6fb9e7b60ec4dd3fa4dc286df04a0fa9f0a50297a2d4cc27112f7fa1fbd700e9" 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/llmops","user_id":null}}" data-hydro-click-hmac="c31845f9e44e45f984d91e39481a46dddab8dd511555d9c1d7c9ef5b00cd6e9c" 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"> llmops </h1> </div> <topic-feeds-toast-trigger data-topic-display-name="llmops" data-topic-name="llmops">   <div data-view-component="true" class="d-inline-block"> <a href="/login?return_to=%2Ftopic.llmops" 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/llmops","user_id":null}}" data-hydro-click-hmac="cb2c7a3cfffda82c550ce93a7409b6fff5bf56c2102fae8dd2a4e189ce37b261" 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 451 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/llmops" 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>451</span> </span> </a> <a class="select-menu-item" role="menuitemradio" href="https://github.com/topics/llmops?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>204</span> </span> </a> <a class="select-menu-item" role="menuitemradio" href="https://github.com/topics/llmops?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>65</span> </span> </a> <a class="select-menu-item" role="menuitemradio" href="https://github.com/topics/llmops?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>52</span> </span> </a> <a class="select-menu-item" role="menuitemradio" href="https://github.com/topics/llmops?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>18</span> </span> </a> <a class="select-menu-item" role="menuitemradio" href="https://github.com/topics/llmops?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>15</span> </span> </a> <a class="select-menu-item" role="menuitemradio" href="https://github.com/topics/llmops?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>13</span> </span> </a> <a class="select-menu-item" role="menuitemradio" href="https://github.com/topics/llmops?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>6</span> </span> </a> <a class="select-menu-item" role="menuitemradio" href="https://github.com/topics/llmops?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>4</span> </span> </a> <a class="select-menu-item" role="menuitemradio" href="https://github.com/topics/llmops?l=shell" 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> Shell <span>4</span> </span> </a> <a class="select-menu-item" role="menuitemradio" href="https://github.com/topics/llmops?l=mdx" 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> MDX <span>4</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/llmops?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/llmops?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/llmops?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/llmops?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/llmops?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 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 > Recently updated </span> </a> <a class="select-menu-item" role="menuitemradio" aria-checked="false" href="/topics/llmops?o=asc&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 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 > Least recently updated </span> </a> </div> </details-menu> </details> </div> <article class="border rounded color-shadow-small color-bg-subtle my-4"> <a 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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/llmops","user_id":null}}" data-hydro-click-hmac="b384b5b313c5dead9106cb4f878691226f173b8e6e30916470ceffef505fed6f" title="Topic: python" href="/topics/python" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">python</a> <a 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data-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/llmops","user_id":null}}" data-hydro-click-hmac="6c384f70feed1f8a785aa4d757429ac2cbdb74090a915f202975af26eee1554c" 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/llmops","user_id":null}}" data-hydro-click-hmac="61dbecca9358709b109f0a74434290717cc4bb301e58205d2f0ba21ea32d7faf" 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/llmops","user_id":null}}" data-hydro-click-hmac="c876f5d6f6c02f6abec3baca842b078d118d89374c7a052e04340452e94ec853" 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/llmops","user_id":null}}" data-hydro-click-hmac="d4f16f891b1dbdf652b2794233d12e1e4e5c170d59a35162ed700e4debef6871" 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/llmops","user_id":null}}" data-hydro-click-hmac="fc2786918962c96fcb11c53c67a0f1f50a5e7cecaedba5c13539d2e4f03f3927" 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/llmops","user_id":null}}" data-hydro-click-hmac="5314162379596d99316dbc2510c172a6eb235d356b82543d216c41b73e55307d" 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/llmops","user_id":null}}" data-hydro-click-hmac="5f520b57cc87da62de87576c7ba68d347ebebe475dc1fc2cb3cbaa2e55e5344f" 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/llmops","user_id":null}}" data-hydro-click-hmac="153298cb243b5b55d024ee6f0616561e682bffc400ea2b7c819888d6d99b4408" 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/llmops","user_id":null}}" data-hydro-click-hmac="2a02397466fbca6d671cb21306961f965f77da7548fafe8980a23178559bf136" 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/llmops","user_id":null}}" data-hydro-click-hmac="36da682d39bf2308b1ff5b8a0cad3570350459ef9e2f7bc291e95e3a160a8677" title="Topic: llm" href="/topics/llm" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">llm</a> <a 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class="d-flex f6 list-style-none color-fg-muted"> <li class="mr-4"> Updated <relative-time datetime="2025-04-05T06:56:54Z" class="no-wrap">Apr 5, 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 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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":12586,"originating_url":"https://github.com/topics/llmops","user_id":null}}" data-hydro-click-hmac="5b4ab075a4eb0a813634e7706f7eb5bcc76109268dd987e9a5d2b68e7771e9c7" title="Topic: amd" href="/topics/amd" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">amd</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":17625,"originating_url":"https://github.com/topics/llmops","user_id":null}}" data-hydro-click-hmac="1a163697523a373345050f4975fb533e6d0296f8283a72aea3b15768c8323bd1" title="Topic: cuda" href="/topics/cuda" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">cuda</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":21466,"originating_url":"https://github.com/topics/llmops","user_id":null}}" data-hydro-click-hmac="137024a9d84d23b033616d6114f423acfa403283b748b8b2ca1620a0c372e636" title="Topic: inference" href="/topics/inference" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">inference</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":23301,"originating_url":"https://github.com/topics/llmops","user_id":null}}" data-hydro-click-hmac="47efd154c39a57d79dc4a3d7448c283712be46ad962a4425d84bd61b537a324c" title="Topic: pytorch" href="/topics/pytorch" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">pytorch</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":35047,"originating_url":"https://github.com/topics/llmops","user_id":null}}" data-hydro-click-hmac="1b206cdb74272f070b90e51caf9c860e51affd7a2058135b0d63214c3a44ae44" title="Topic: transformer" href="/topics/transformer" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">transformer</a> <a data-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/llmops","user_id":null}}" data-hydro-click-hmac="93c71c63507db636ce778cc69c8e16eb2b0bc92ef54592c933784c3ea47b77e3" title="Topic: llama" href="/topics/llama" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">llama</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":196454,"originating_url":"https://github.com/topics/llmops","user_id":null}}" data-hydro-click-hmac="78d95247747b11e24e914444f62a39d66a55dc73ac71f4449bff20ca3aa596a6" title="Topic: hacktoberfest" href="/topics/hacktoberfest" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">hacktoberfest</a> <a data-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/llmops","user_id":null}}" data-hydro-click-hmac="227edc8dce3a7c1d654404bd994a9cb5defe9b900601653bed033d13a1dc17f5" 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":1516773,"originating_url":"https://github.com/topics/llmops","user_id":null}}" data-hydro-click-hmac="2a02397466fbca6d671cb21306961f965f77da7548fafe8980a23178559bf136" 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/llmops","user_id":null}}" data-hydro-click-hmac="36da682d39bf2308b1ff5b8a0cad3570350459ef9e2f7bc291e95e3a160a8677" 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":1815741,"originating_url":"https://github.com/topics/llmops","user_id":null}}" data-hydro-click-hmac="a8f5ea1e581174a0ff378463260aa4f95fae36c6c30f6e5003a4a9bcaafe3ce8" title="Topic: hacktoberfest2024" href="/topics/hacktoberfest2024" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">hacktoberfest2024</a> <a data-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/llmops","user_id":null}}" data-hydro-click-hmac="e76239408cfab00556153ea32ee05738caefb9c49d47428e609d6d57b348905e" 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":2009598,"originating_url":"https://github.com/topics/llmops","user_id":null}}" data-hydro-click-hmac="04a725a17aa1724a9e345b156a20fd61641c2dbd4dd0961dcc35384dd794624e" 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":2636721,"originating_url":"https://github.com/topics/llmops","user_id":null}}" data-hydro-click-hmac="4abac61544aec7e062fe24efdc2a9dfeed572267b4bc1ac5b4ffe8dd4f0eb747" title="Topic: aiagents" href="/topics/aiagents" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">aiagents</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":2866970,"originating_url":"https://github.com/topics/llmops","user_id":null}}" data-hydro-click-hmac="8eba3418c76c444c06d99fd659423d109bd583a97937b03eccaa09e1752a9abc" title="Topic: gpt-4o" href="/topics/gpt-4o" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">gpt-4o</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="2025-04-04T03:50:02Z" class="no-wrap">Apr 4, 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 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class="Link">pathwaycom</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":668195240,"originating_url":"https://github.com/topics/llmops","user_id":null}}" data-hydro-click-hmac="155a526375d0841e816b4f0fed197d83a1b6b5ace50dc909a79720ceb9f77cea" data-turbo="false" href="/pathwaycom/llm-app" data-view-component="true" class="Link text-bold wb-break-word">llm-app</a> </h3> </div> <div class="d-flex flex-items-center"> <div data-view-component="true" class="BtnGroup d-flex"> <a href="/login?return_to=%2Fpathwaycom%2Fllm-app" rel="nofollow" data-hydro-click="{"event_type":"authentication.click","payload":{"location_in_page":"star button","repository_id":668195240,"auth_type":"LOG_IN","originating_url":"https://github.com/topics/llmops","user_id":null}}" 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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" >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/llmops","user_id":null}}" data-hydro-click-hmac="f9513cd8f72cc8ed5022ad617fac81fac726f7e43a700c40a0d889b33f84e6f1" 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/llmops","user_id":null}}" data-hydro-click-hmac="2d9bb018f0b38dd279b1118c1a1e7fcdeac3c8b23f00e17893b3fae774cb28f2" 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 data-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/llmops","user_id":null}}" data-hydro-click-hmac="6c384f70feed1f8a785aa4d757429ac2cbdb74090a915f202975af26eee1554c" 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":326489,"originating_url":"https://github.com/topics/llmops","user_id":null}}" data-hydro-click-hmac="5f92935579a150066057fe7226db214e57fffc6951ccd7c53fbaa790e3b99984" title="Topic: pathway" href="/topics/pathway" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">pathway</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":555756,"originating_url":"https://github.com/topics/llmops","user_id":null}}" data-hydro-click-hmac="a86b28b0ec98624a15ae503e038158c03974bd3ce4cb5e9818ac3ae1cc7872a6" title="Topic: open-ai" href="/topics/open-ai" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">open-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":754494,"originating_url":"https://github.com/topics/llmops","user_id":null}}" data-hydro-click-hmac="153298cb243b5b55d024ee6f0616561e682bffc400ea2b7c819888d6d99b4408" 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/llmops","user_id":null}}" data-hydro-click-hmac="3d7a7e746689d419aef42d0e4857d087667004300e18e2efe326ee96439a7b00" 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":1375128,"originating_url":"https://github.com/topics/llmops","user_id":null}}" data-hydro-click-hmac="7348a393b7ec57bbc834bdb90db7a052bc3c70e4c93a5576f2f2896adecedac2" title="Topic: hugging-face" href="/topics/hugging-face" data-view-component="true" class="topic-tag topic-tag-link Link f6 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/llmops","user_id":null}}" data-hydro-click-hmac="36da682d39bf2308b1ff5b8a0cad3570350459ef9e2f7bc291e95e3a160a8677" 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/llmops","user_id":null}}" data-hydro-click-hmac="e76239408cfab00556153ea32ee05738caefb9c49d47428e609d6d57b348905e" 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/llmops","user_id":null}}" data-hydro-click-hmac="e5d6c7a51819ea69b655f552115374e8d9304ecb82a1fd23859de129bdfb476e" 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/llmops","user_id":null}}" data-hydro-click-hmac="48bf640ee9351e986ef6c8aa29b21d608178822706e5ab16487afd4be0485b3e" 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/llmops","user_id":null}}" data-hydro-click-hmac="6a5f938aff13bc4feb3fa605061f3da50d40c532b74d4b2e24f0f3db551aefd1" 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/llmops","user_id":null}}" data-hydro-click-hmac="2a69d4419b83186bcad1e84b538ba3b7115e87977f7bbd5ed5ab9ecbc03ac1ec" 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/llmops","user_id":null}}" data-hydro-click-hmac="813f878f30b58d74f07084696d25615c84f70c6c1668e15c9eb7d4e108abd70d" 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="2025-03-28T11:01:45Z" class="no-wrap">Mar 28, 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> 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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":281,"originating_url":"https://github.com/topics/llmops","user_id":null}}" data-hydro-click-hmac="2798c2521c0f6e8050f7458be2b5b4f8c99f0d1d7ae28ccd17117991a2000e9b" 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":290,"originating_url":"https://github.com/topics/llmops","user_id":null}}" data-hydro-click-hmac="36a61a388f4ffa8ccbcdbfa0b20c63ada692359fa32e1ebf2caee45065ebee3d" title="Topic: kubernetes" href="/topics/kubernetes" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">kubernetes</a> <a data-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/llmops","user_id":null}}" data-hydro-click-hmac="f9513cd8f72cc8ed5022ad617fac81fac726f7e43a700c40a0d889b33f84e6f1" 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":7521,"originating_url":"https://github.com/topics/llmops","user_id":null}}" data-hydro-click-hmac="eafd165ffd763da5f1b61db0a0007da52ef3854613860d5d83fb5393fe3c1893" 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":9290,"originating_url":"https://github.com/topics/llmops","user_id":null}}" data-hydro-click-hmac="2e2e8696a81fb8a80e2c7186a4d8e070d2b962948c0c0a1bcbadf2b185b8ebb2" 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":9478,"originating_url":"https://github.com/topics/llmops","user_id":null}}" data-hydro-click-hmac="b0808a220f5297dc82c4ea0e949928af6658dc98ecef8a50751c55b4d0aeb719" title="Topic: microservice" href="/topics/microservice" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">microservice</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":9684,"originating_url":"https://github.com/topics/llmops","user_id":null}}" data-hydro-click-hmac="c5b2b119d119ddfaa68a0ad7c42bd59728e3fd0e43763b28824a7bb1a965bbf5" title="Topic: pipeline" href="/topics/pipeline" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">pipeline</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":20518,"originating_url":"https://github.com/topics/llmops","user_id":null}}" data-hydro-click-hmac="97466cc5a76ac63061055114dca7defebf863ca5df832bef1259939853cb4d18" title="Topic: cncf" href="/topics/cncf" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">cncf</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":20981,"originating_url":"https://github.com/topics/llmops","user_id":null}}" data-hydro-click-hmac="d0e7c5065eba03baa680672865be028bd73e5a0e4eab4977a91b9f28a9751957" title="Topic: grpc" href="/topics/grpc" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">grpc</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":22692,"originating_url":"https://github.com/topics/llmops","user_id":null}}" data-hydro-click-hmac="e844c19bac52d54b0a6f965c6ca0843ae33b0c050c2857292f9786ba84debf7f" title="Topic: prometheus" href="/topics/prometheus" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">prometheus</a> <a data-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/llmops","user_id":null}}" data-hydro-click-hmac="61dbecca9358709b109f0a74434290717cc4bb301e58205d2f0ba21ea32d7faf" 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":73480,"originating_url":"https://github.com/topics/llmops","user_id":null}}" data-hydro-click-hmac="f6fbdfd19e7f416314ee26329da5ad61e63fd8546df451e48c180b515ebf5f96" 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":485179,"originating_url":"https://github.com/topics/llmops","user_id":null}}" data-hydro-click-hmac="cf7c0b8e6bf78fe0073d1a8494ed7b4981a1891d99a3bc58c404a0a049b15095" title="Topic: jaeger" href="/topics/jaeger" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">jaeger</a> <a data-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/llmops","user_id":null}}" data-hydro-click-hmac="b655da80b76abe9f6b6d74c7c5db2c71dc509d0be82fd5a93282c910b0ad2707" title="Topic: multimodal" href="/topics/multimodal" data-view-component="true" class="topic-tag topic-tag-link 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mb-2">llmops</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="2025-03-24T13:59:54Z" class="no-wrap">Mar 24, 2025</relative-time> </li> <li class="mr-4"> <span class="f6 my-1 ml-0"> <span class="repo-language-color" style="background-color: #3572A5"></span> <span itemprop="programmingLanguage">Python</span> </span> </li> </ul> </div> </div> </article> <article class="border rounded color-shadow-small color-bg-subtle my-4"> <div class="px-3"> <div class="d-flex flex-justify-between flex-items-start flex-wrap gap-2 my-3"> <div class="d-flex flex-1"> <span style="margin-top:2px"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-repo color-fg-muted mr-2"> <path d="M2 2.5A2.5 2.5 0 0 1 4.5 0h8.75a.75.75 0 0 1 .75.75v12.5a.75.75 0 0 1-.75.75h-2.5a.75.75 0 0 1 0-1.5h1.75v-2h-8a1 1 0 0 0-.714 1.7.75.75 0 1 1-1.072 1.05A2.495 2.495 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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" >Python SDK, Proxy Server (LLM Gateway) to call 100+ LLM APIs in OpenAI format - [Bedrock, Azure, OpenAI, VertexAI, Cohere, Anthropic, Sagemaker, HuggingFace, Replicate, Groq]</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":17281,"originating_url":"https://github.com/topics/llmops","user_id":null}}" data-hydro-click-hmac="7d4f99d44829d9b7e89d37635f48a16d43c6c68c9b7ec9376936d0f6f43b5eff" title="Topic: gateway" href="/topics/gateway" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">gateway</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":1880194,"originating_url":"https://github.com/topics/llmops","user_id":null}}" data-hydro-click-hmac="e76239408cfab00556153ea32ee05738caefb9c49d47428e609d6d57b348905e" 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/llmops","user_id":null}}" data-hydro-click-hmac="d35d856fde46839dcd48d68ffbae8703eadab9fe5f26d77cc065fdd36b67fe12" title="Topic: anthropic" href="/topics/anthropic" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">anthropic</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":3046694,"originating_url":"https://github.com/topics/llmops","user_id":null}}" data-hydro-click-hmac="23b2a7d202cd5e303775a9f2f3339d13e68acdc4c9cc41f96e5688ad2031586d" title="Topic: llm-gateway" href="/topics/llm-gateway" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">llm-gateway</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="2025-04-05T05:28:48Z" class="no-wrap">Apr 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"> <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":640182997,"originating_url":"https://github.com/topics/llmops","user_id":null}}" data-hydro-click-hmac="40cc6e752a44e0fe8d9a1555d9318011e573f04d0541cc49a739241270d14c8e" data-turbo="false" style="max-height:275px" href="/TransformerOptimus/SuperAGI" 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/640182997/b01de92e-7cc7-4c7a-a714-4a11603d4444" alt="SuperAGI" 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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class="Link">TransformerOptimus</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":640182997,"originating_url":"https://github.com/topics/llmops","user_id":null}}" data-hydro-click-hmac="cce31a628925494face63573d68c41ea41e583ea31806dde11351e80b227b665" data-turbo="false" href="/TransformerOptimus/SuperAGI" data-view-component="true" class="Link text-bold wb-break-word">SuperAGI</a> </h3> </div> <div class="d-flex flex-items-center"> <div data-view-component="true" class="BtnGroup d-flex"> <a href="/login?return_to=%2FTransformerOptimus%2FSuperAGI" rel="nofollow" data-hydro-click="{"event_type":"authentication.click","payload":{"location_in_page":"star button","repository_id":640182997,"auth_type":"LOG_IN","originating_url":"https://github.com/topics/llmops","user_id":null}}" 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data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"REPOSITORY_DISCUSSIONS","click_visual_representation":"DISCUSSIONS_TAB","actor_id":null,"record_id":640182997,"originating_url":"https://github.com/topics/llmops","user_id":null}}" data-hydro-click-hmac="c4374d3c8d44d47f887a0b26d87945951b7557c25d2bacb54b1a035ddac2ebec" 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" ><⚡️> SuperAGI - A dev-first open source autonomous AI agent framework. Enabling developers to build, manage & run useful autonomous agents quickly and reliably.</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/llmops","user_id":null}}" data-hydro-click-hmac="b384b5b313c5dead9106cb4f878691226f173b8e6e30916470ceffef505fed6f" 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":9116,"originating_url":"https://github.com/topics/llmops","user_id":null}}" data-hydro-click-hmac="ff97b1715c8ceaf2f209052a99b491f99705317a5ee1fd6ecffd663b7032b203" 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/llmops","user_id":null}}" data-hydro-click-hmac="ae94e8d9d18e3be981654c75731ff2309f9faa7145c75a503d369b4764d58542" 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":21782,"originating_url":"https://github.com/topics/llmops","user_id":null}}" data-hydro-click-hmac="df965b639cc97c3f4f6e3da5f216eb1b06d1ef291b47ae961f5bb422b3a6d498" 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":24132,"originating_url":"https://github.com/topics/llmops","user_id":null}}" data-hydro-click-hmac="f34edfac9333ef04efb8ccdf5fddc9e2ea031358549b30d099f1b0b6ca549966" 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/llmops","user_id":null}}" data-hydro-click-hmac="d4f16f891b1dbdf652b2794233d12e1e4e5c170d59a35162ed700e4debef6871" 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":72941,"originating_url":"https://github.com/topics/llmops","user_id":null}}" data-hydro-click-hmac="eadaf1e7b4a6baf6a0db09553c715955023fd2db1a771b052a3e90f9a47b8ac2" title="Topic: artificial-general-intelligence" href="/topics/artificial-general-intelligence" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">artificial-general-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":187714,"originating_url":"https://github.com/topics/llmops","user_id":null}}" data-hydro-click-hmac="9aa5f493c09870d82cbc2c8c1df9587bd0b5e804955634483be7952a6fc98be2" 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":196454,"originating_url":"https://github.com/topics/llmops","user_id":null}}" data-hydro-click-hmac="78d95247747b11e24e914444f62a39d66a55dc73ac71f4449bff20ca3aa596a6" title="Topic: hacktoberfest" href="/topics/hacktoberfest" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">hacktoberfest</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":353461,"originating_url":"https://github.com/topics/llmops","user_id":null}}" data-hydro-click-hmac="358db3c10cd14f3f009d3ec11b7b6db330d0ddd59acd0f13a8893c8521b01a40" title="Topic: autonomous-agents" href="/topics/autonomous-agents" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">autonomous-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":452833,"originating_url":"https://github.com/topics/llmops","user_id":null}}" data-hydro-click-hmac="3d2bc68bc84e5d529eae361e7c9cc2abc1edb74df1509e7a8350c6acede28ed7" title="Topic: pinecone" href="/topics/pinecone" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">pinecone</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1516773,"originating_url":"https://github.com/topics/llmops","user_id":null}}" data-hydro-click-hmac="2a02397466fbca6d671cb21306961f965f77da7548fafe8980a23178559bf136" 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/llmops","user_id":null}}" data-hydro-click-hmac="36da682d39bf2308b1ff5b8a0cad3570350459ef9e2f7bc291e95e3a160a8677" 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/llmops","user_id":null}}" data-hydro-click-hmac="e76239408cfab00556153ea32ee05738caefb9c49d47428e609d6d57b348905e" 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":1989122,"originating_url":"https://github.com/topics/llmops","user_id":null}}" data-hydro-click-hmac="641b984331172139377996e5826679fca19bfd63e989f6781d5c24b8167283b5" title="Topic: superagi" href="/topics/superagi" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">superagi</a> </div> <div class="p-3"> 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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-847717439" href="/raga-ai-hub/RagaAI-Catalyst/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":847717439,"originating_url":"https://github.com/topics/llmops","user_id":null}}" data-hydro-click-hmac="75dd3a0fac8c6687b98d91eb815d72657d7f1499785f60a1dfb3502da267ffde" 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" >Python SDK for Agent AI Observability, Monitoring and Evaluation Framework. Includes features like agent, llm and tools tracing, debugging multi-agentic system, self-hosted dashboard and advanced analytics with timeline and execution graph view </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":187714,"originating_url":"https://github.com/topics/llmops","user_id":null}}" data-hydro-click-hmac="9aa5f493c09870d82cbc2c8c1df9587bd0b5e804955634483be7952a6fc98be2" title="Topic: agents" href="/topics/agents" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">agents</a> <a 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data-hydro-click-hmac="a75ce2968e9aadb7e6ecbd0764fb3951c5c253c85432ee9507c1fb18b3cc40b3" title="Topic: ai-tool-interaction-monitoring" href="/topics/ai-tool-interaction-monitoring" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">ai-tool-interaction-monitoring</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":3064655,"originating_url":"https://github.com/topics/llmops","user_id":null}}" data-hydro-click-hmac="e3e2a562a7316b14a282e8ed780441ac381b0e51269716fb286597558d28ee41" title="Topic: ai-evaluation-tools" href="/topics/ai-evaluation-tools" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">ai-evaluation-tools</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="2025-04-01T05:11:48Z" class="no-wrap">Apr 1, 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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-629749002" href="/bentoml/OpenLLM/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":629749002,"originating_url":"https://github.com/topics/llmops","user_id":null}}" data-hydro-click-hmac="d5666ccab71fa87632e8314c057a63475dc7adae8eff37de357b90cbc81dd0cf" 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" >Run any open-source LLMs, such as DeepSeek and Llama, as OpenAI compatible API endpoint in the cloud.</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":84428,"originating_url":"https://github.com/topics/llmops","user_id":null}}" data-hydro-click-hmac="93c71c63507db636ce778cc69c8e16eb2b0bc92ef54592c933784c3ea47b77e3" 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":360171,"originating_url":"https://github.com/topics/llmops","user_id":null}}" data-hydro-click-hmac="1b2cb0122893771386fd6d7fa8aebebf5251a731d140b58e8fcf0101c2feba68" title="Topic: mistral" href="/topics/mistral" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">mistral</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":998404,"originating_url":"https://github.com/topics/llmops","user_id":null}}" data-hydro-click-hmac="13685a74b57723b6bb85e3640fbf85a495924baf76846afb554c7279adb8191b" title="Topic: bentoml" href="/topics/bentoml" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">bentoml</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1008793,"originating_url":"https://github.com/topics/llmops","user_id":null}}" data-hydro-click-hmac="ff7c01e0f93940c1731cbe9b3b91e1d51fc098b6e61fc285a4cd6e2d200370c0" title="Topic: vicuna" href="/topics/vicuna" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">vicuna</a> <a data-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/llmops","user_id":null}}" data-hydro-click-hmac="36da682d39bf2308b1ff5b8a0cad3570350459ef9e2f7bc291e95e3a160a8677" 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":1807643,"originating_url":"https://github.com/topics/llmops","user_id":null}}" data-hydro-click-hmac="e720a95cd903ecb483f4826de9b5700d462191a1547afe5a136efb62c1bfc321" title="Topic: model-inference" href="/topics/model-inference" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">model-inference</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1880194,"originating_url":"https://github.com/topics/llmops","user_id":null}}" data-hydro-click-hmac="e76239408cfab00556153ea32ee05738caefb9c49d47428e609d6d57b348905e" 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":1913108,"originating_url":"https://github.com/topics/llmops","user_id":null}}" data-hydro-click-hmac="f27100025d061e15d3a3555e5b610a6779520ddd62500349e28d45149ca5ebaa" title="Topic: llm-serving" href="/topics/llm-serving" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">llm-serving</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1983559,"originating_url":"https://github.com/topics/llmops","user_id":null}}" data-hydro-click-hmac="31b59f4691001928293b2d3119e2ec9cfc85f14a78cd2ef59035f16aa6858358" title="Topic: llm-inference" href="/topics/llm-inference" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">llm-inference</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":2031909,"originating_url":"https://github.com/topics/llmops","user_id":null}}" data-hydro-click-hmac="03d9de9b7c54a1ab14b90d6884bc17e70540ca3495adabca6ce971f788652dc3" title="Topic: open-source-llm" href="/topics/open-source-llm" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">open-source-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":2038195,"originating_url":"https://github.com/topics/llmops","user_id":null}}" data-hydro-click-hmac="66832856941de0dc4ef7e9a016443227706655ac18a07a733ee6192513d5dfd4" title="Topic: llama2" href="/topics/llama2" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">llama2</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":2497063,"originating_url":"https://github.com/topics/llmops","user_id":null}}" data-hydro-click-hmac="558361faecca274eafbe6750df9902ee12d4e20a2633c28e85593c9e9156051b" title="Topic: openllm" href="/topics/openllm" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">openllm</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":2507062,"originating_url":"https://github.com/topics/llmops","user_id":null}}" data-hydro-click-hmac="3556bfb6257123c6a090e0baee05bddb098e260d7a108334808f1aa1419cff17" title="Topic: llm-ops" href="/topics/llm-ops" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">llm-ops</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":2991168,"originating_url":"https://github.com/topics/llmops","user_id":null}}" data-hydro-click-hmac="e82121d87c7a83950c363f54a3c599f3478d459f957043cb09d21d9df93a75e6" title="Topic: llama3-1" href="/topics/llama3-1" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">llama3-1</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":3062508,"originating_url":"https://github.com/topics/llmops","user_id":null}}" data-hydro-click-hmac="47702dac391554174d872982c4b483c1a0330b809eaa66d1cfa4ca1fe6e3a4b7" title="Topic: llama3-2" href="/topics/llama3-2" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">llama3-2</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":3064037,"originating_url":"https://github.com/topics/llmops","user_id":null}}" data-hydro-click-hmac="6576033bc683efc9d7821092be7db2ab4a90dc03b9d383cb015d2e677f914971" title="Topic: llama3-2-vision" href="/topics/llama3-2-vision" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">llama3-2-vision</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="2025-04-02T01:31:50Z" class="no-wrap">Apr 2, 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 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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" >🪢 Open source LLM engineering platform: LLM Observability, metrics, evals, prompt management, playground, datasets. Integrates with OpenTelemetry, Langchain, OpenAI SDK, LiteLLM, and more. 🍊YC W23 </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/llmops","user_id":null}}" data-hydro-click-hmac="c2d07b8bf780a2ece1539d30a16bb012ed605ef57609f02a5df969b97cc1129d" 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":656,"originating_url":"https://github.com/topics/llmops","user_id":null}}" 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data-hydro-click-hmac="1eb9a66ca87534ee15b23fceb91ff0fbec970c2761ad717ee45815cf4e8e968c" 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":43394,"originating_url":"https://github.com/topics/llmops","user_id":null}}" data-hydro-click-hmac="fa6d25ea3ae938bf0dbf4f323b8db073168d70e6cb8c51196bbf205d05084b97" title="Topic: ycombinator" href="/topics/ycombinator" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">ycombinator</a> <a data-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/llmops","user_id":null}}" data-hydro-click-hmac="d4f16f891b1dbdf652b2794233d12e1e4e5c170d59a35162ed700e4debef6871" 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":211187,"originating_url":"https://github.com/topics/llmops","user_id":null}}" data-hydro-click-hmac="f794c9a6c6c759eaa3e8a9bf0e9bb097b51b8433ba1459ea38a861b028610dc2" title="Topic: observability" href="/topics/observability" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">observability</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":501694,"originating_url":"https://github.com/topics/llmops","user_id":null}}" data-hydro-click-hmac="09569dcb5277606c5af0312ff1e1baf10a11e216b6da2a6e3991dba356bf92cf" title="Topic: autogen" href="/topics/autogen" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">autogen</a> <a data-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/llmops","user_id":null}}" data-hydro-click-hmac="107554113774c3a4a056456cc0728ec17e905089a117f10b3aca571f278987b7" title="Topic: large-language-models" href="/topics/large-language-models" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">large-language-models</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1703574,"originating_url":"https://github.com/topics/llmops","user_id":null}}" data-hydro-click-hmac="36da682d39bf2308b1ff5b8a0cad3570350459ef9e2f7bc291e95e3a160a8677" 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":1748689,"originating_url":"https://github.com/topics/llmops","user_id":null}}" data-hydro-click-hmac="196d25043a49175bac427d09d967727f16a28f7219c97cebcfc659a606ac14a7" title="Topic: prompt-engineering" href="/topics/prompt-engineering" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">prompt-engineering</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1860988,"originating_url":"https://github.com/topics/llmops","user_id":null}}" data-hydro-click-hmac="4587d76766cded9f30c6b8df4b03345879e1034c4f2c25851e3679857902e345" 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":1880194,"originating_url":"https://github.com/topics/llmops","user_id":null}}" data-hydro-click-hmac="e76239408cfab00556153ea32ee05738caefb9c49d47428e609d6d57b348905e" 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":1924121,"originating_url":"https://github.com/topics/llmops","user_id":null}}" data-hydro-click-hmac="86afc6507fc1c47f9aec6856a9430402cefef278a085423bc27adfaf0ef1f145" title="Topic: llama-index" href="/topics/llama-index" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">llama-index</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1972900,"originating_url":"https://github.com/topics/llmops","user_id":null}}" data-hydro-click-hmac="baac07a9bab8a287cc961e08c02215fd7403a3351634ff7a11d091d0820832be" title="Topic: prompt-management" href="/topics/prompt-management" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">prompt-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":2509894,"originating_url":"https://github.com/topics/llmops","user_id":null}}" data-hydro-click-hmac="dc9644756b05df9ffc740b6bc797f6c758f61125de3536df930b1859d40b01eb" title="Topic: llm-evaluation" href="/topics/llm-evaluation" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">llm-evaluation</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":2861259,"originating_url":"https://github.com/topics/llmops","user_id":null}}" data-hydro-click-hmac="d89eb7e50135a2b5e8817a54daa074f45a07fa4652339bdd0e6073e9d484e391" title="Topic: llm-observability" href="/topics/llm-observability" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">llm-observability</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="2025-04-05T09:47:02Z" class="no-wrap">Apr 5, 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":209120637,"originating_url":"https://github.com/topics/llmops","user_id":null}}" data-hydro-click-hmac="4b291366ae49fcb0c68bacefeb9af42d2095ef880efee7233aae586ea34fc7d7" data-turbo="false" style="max-height:275px" 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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="8697 users starred this repository" data-singular-suffix="user starred this repository" data-plural-suffix="users starred this repository" data-turbo-replace="true" title="8,697" data-view-component="true" class="Counter js-social-count">8.7k</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-209120637" 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Powerful and comprehensive features include: GenAI workflow, RAG, Agent, Unified model management, Evaluation, SFT, Dataset Management, Enterprise-level System Management, Observability 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":12,"originating_url":"https://github.com/topics/llmops","user_id":null}}" data-hydro-click-hmac="5f5d6154c10aa189d53cb90ccb0cbd1b8d6723bb7d9bff68107fda4dc29bfadf" title="Topic: react" href="/topics/react" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">react</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":84,"originating_url":"https://github.com/topics/llmops","user_id":null}}" data-hydro-click-hmac="b384b5b313c5dead9106cb4f878691226f173b8e6e30916470ceffef505fed6f" 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/llmops","user_id":null}}" data-hydro-click-hmac="65abf5b4892755434bc45433b67c0a72cff30ffc18d65df16798535ac9e9ebf4" 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":566,"originating_url":"https://github.com/topics/llmops","user_id":null}}" data-hydro-click-hmac="82eea708b0ff3af2414c418d2e5628942cf327c938e9cd6fb660b3247d31f331" title="Topic: enterprise" href="/topics/enterprise" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">enterprise</a> <a data-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/llmops","user_id":null}}" data-hydro-click-hmac="4f093e2530a8bf02be9c3af425945658f7f177f47763f4faeae8c71fb8614be4" 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":7573,"originating_url":"https://github.com/topics/llmops","user_id":null}}" data-hydro-click-hmac="91c197b03f72043ebe49031fc1c327aec2b1503d5cd93b6d075cc8583bc32e2c" title="Topic: ocr" href="/topics/ocr" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">ocr</a> <a data-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/llmops","user_id":null}}" data-hydro-click-hmac="ff97b1715c8ceaf2f209052a99b491f99705317a5ee1fd6ecffd663b7032b203" title="Topic: ai" href="/topics/ai" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">ai</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":14176,"originating_url":"https://github.com/topics/llmops","user_id":null}}" data-hydro-click-hmac="6c384f70feed1f8a785aa4d757429ac2cbdb74090a915f202975af26eee1554c" 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/llmops","user_id":null}}" data-hydro-click-hmac="61dbecca9358709b109f0a74434290717cc4bb301e58205d2f0ba21ea32d7faf" 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":44090,"originating_url":"https://github.com/topics/llmops","user_id":null}}" data-hydro-click-hmac="d4f16f891b1dbdf652b2794233d12e1e4e5c170d59a35162ed700e4debef6871" title="Topic: openai" href="/topics/openai" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">openai</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":84428,"originating_url":"https://github.com/topics/llmops","user_id":null}}" data-hydro-click-hmac="93c71c63507db636ce778cc69c8e16eb2b0bc92ef54592c933784c3ea47b77e3" 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/llmops","user_id":null}}" data-hydro-click-hmac="fc2786918962c96fcb11c53c67a0f1f50a5e7cecaedba5c13539d2e4f03f3927" 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":493862,"originating_url":"https://github.com/topics/llmops","user_id":null}}" data-hydro-click-hmac="9d9841eb54b2c011649cccb7a95618bda1f7dd56286de9fd85904c92841d469f" title="Topic: finetune" href="/topics/finetune" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">finetune</a> <a data-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/llmops","user_id":null}}" data-hydro-click-hmac="153298cb243b5b55d024ee6f0616561e682bffc400ea2b7c819888d6d99b4408" 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":759605,"originating_url":"https://github.com/topics/llmops","user_id":null}}" data-hydro-click-hmac="7f2627d2cbe4af3717b132abead80bbfcd569210e7fa7cdc15711263a6bc9c75" title="Topic: sft" href="/topics/sft" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">sft</a> <a data-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/llmops","user_id":null}}" data-hydro-click-hmac="36da682d39bf2308b1ff5b8a0cad3570350459ef9e2f7bc291e95e3a160a8677" 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/llmops","user_id":null}}" data-hydro-click-hmac="e76239408cfab00556153ea32ee05738caefb9c49d47428e609d6d57b348905e" 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":1977598,"originating_url":"https://github.com/topics/llmops","user_id":null}}" data-hydro-click-hmac="a677b8fe5f5d97f63f07d84d6a7f2f29dbb3fd89ab150a7c433ad04b86c9197b" 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":2026946,"originating_url":"https://github.com/topics/llmops","user_id":null}}" data-hydro-click-hmac="327dfeed80f2333b0f30ed71a62e09102321b84643265294bf11c92fa64acc6a" title="Topic: langchian" href="/topics/langchian" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">langchian</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":2488646,"originating_url":"https://github.com/topics/llmops","user_id":null}}" data-hydro-click-hmac="01d0624d0b5d4fdbc250e192db13c8fb068139220361f3dd8063dcd6464d28b5" title="Topic: llmdevops" href="/topics/llmdevops" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">llmdevops</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="2025-04-03T11:27:25Z" class="no-wrap">Apr 3, 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 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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" >The easiest way to serve AI apps and models - Build Model Inference APIs, Job queues, LLM apps, Multi-model pipelines, 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":84,"originating_url":"https://github.com/topics/llmops","user_id":null}}" data-hydro-click-hmac="b384b5b313c5dead9106cb4f878691226f173b8e6e30916470ceffef505fed6f" 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":2169,"originating_url":"https://github.com/topics/llmops","user_id":null}}" data-hydro-click-hmac="f9513cd8f72cc8ed5022ad617fac81fac726f7e43a700c40a0d889b33f84e6f1" title="Topic: machine-learning" href="/topics/machine-learning" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">machine-learning</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":9290,"originating_url":"https://github.com/topics/llmops","user_id":null}}" data-hydro-click-hmac="2e2e8696a81fb8a80e2c7186a4d8e070d2b962948c0c0a1bcbadf2b185b8ebb2" 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":451494,"originating_url":"https://github.com/topics/llmops","user_id":null}}" data-hydro-click-hmac="9539a67898fdd72a3bf644e23573f82b1cd9733ac563f69923da72c5cde58046" title="Topic: model-serving" href="/topics/model-serving" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">model-serving</a> <a data-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/llmops","user_id":null}}" data-hydro-click-hmac="b655da80b76abe9f6b6d74c7c5db2c71dc509d0be82fd5a93282c910b0ad2707" 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":755464,"originating_url":"https://github.com/topics/llmops","user_id":null}}" data-hydro-click-hmac="24bb7d6aada9e8a96ec786013924e7cd4be6d4c8a61b577e7ab4c7cf954e5560" title="Topic: mlops" href="/topics/mlops" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">mlops</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1004559,"originating_url":"https://github.com/topics/llmops","user_id":null}}" data-hydro-click-hmac="fd169f07beb0aba0e5aa820b1ffdc817cb0def1c129551b2b67bc85a349e0919" title="Topic: ml-engineering" href="/topics/ml-engineering" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">ml-engineering</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1586284,"originating_url":"https://github.com/topics/llmops","user_id":null}}" data-hydro-click-hmac="9bc8729aa02070d8bcf210265d45d9ed4094036560fe1f99e02f1fd7e707a914" title="Topic: ai-inference" href="/topics/ai-inference" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">ai-inference</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1703574,"originating_url":"https://github.com/topics/llmops","user_id":null}}" data-hydro-click-hmac="36da682d39bf2308b1ff5b8a0cad3570350459ef9e2f7bc291e95e3a160a8677" title="Topic: llm" href="/topics/llm" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">llm</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1830326,"originating_url":"https://github.com/topics/llmops","user_id":null}}" data-hydro-click-hmac="370600de58833b2448dab08218a241eadea3538cb4bc249f634f3ec39f982864" title="Topic: generative-ai" href="/topics/generative-ai" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">generative-ai</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1880194,"originating_url":"https://github.com/topics/llmops","user_id":null}}" data-hydro-click-hmac="e76239408cfab00556153ea32ee05738caefb9c49d47428e609d6d57b348905e" 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":1913108,"originating_url":"https://github.com/topics/llmops","user_id":null}}" data-hydro-click-hmac="f27100025d061e15d3a3555e5b610a6779520ddd62500349e28d45149ca5ebaa" title="Topic: llm-serving" href="/topics/llm-serving" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">llm-serving</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1960563,"originating_url":"https://github.com/topics/llmops","user_id":null}}" data-hydro-click-hmac="4d75a2a8660e8644ed603c1aecd8a198bd928ed4d4aaeba6d0c2239df35878bf" title="Topic: model-inference-service" href="/topics/model-inference-service" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">model-inference-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":1983559,"originating_url":"https://github.com/topics/llmops","user_id":null}}" data-hydro-click-hmac="31b59f4691001928293b2d3119e2ec9cfc85f14a78cd2ef59035f16aa6858358" title="Topic: llm-inference" href="/topics/llm-inference" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">llm-inference</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":2861016,"originating_url":"https://github.com/topics/llmops","user_id":null}}" data-hydro-click-hmac="abc887a40edf4d867c964b390b98c1d8146a64ccc301874e8175527587cd6f22" title="Topic: inference-platform" href="/topics/inference-platform" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">inference-platform</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="2025-04-02T15:06:08Z" class="no-wrap">Apr 2, 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":682080300,"originating_url":"https://github.com/topics/llmops","user_id":null}}" data-hydro-click-hmac="ae0b0109648e7e10e632f04db1d9ef62be9491b6c25c680285c9d2c6493c1980" data-turbo="false" 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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":131141116,"originating_url":"https://github.com/topics/llmops","user_id":null}}" data-hydro-click-hmac="e59a5a99cf7bc871b594c56a713c7a1895e25f298bd057183aaf31c194e89e6e" data-turbo="false" href="/Portkey-AI" data-view-component="true" class="Link">Portkey-AI</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":682080300,"originating_url":"https://github.com/topics/llmops","user_id":null}}" data-hydro-click-hmac="a612a056d3a60e3a2041a99b433e0c531bd53002a3cf6ce011b0fca1b2b8cc96" 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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-682080300" href="/Portkey-AI/gateway/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":682080300,"originating_url":"https://github.com/topics/llmops","user_id":null}}" data-hydro-click-hmac="733b36063452dee9088e4f516fa69f98dbeab44d48ccd88765bd269b2b612eb2" data-turbo="false" data-view-component="true" class="tabnav-tab f6 px-2 py-1"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-comment-discussion color-fg-muted"> <path d="M1.75 1h8.5c.966 0 1.75.784 1.75 1.75v5.5A1.75 1.75 0 0 1 10.25 10H7.061l-2.574 2.573A1.458 1.458 0 0 1 2 11.543V10h-.25A1.75 1.75 0 0 1 0 8.25v-5.5C0 1.784.784 1 1.75 1ZM1.5 2.75v5.5c0 .138.112.25.25.25h1a.75.75 0 0 1 .75.75v2.19l2.72-2.72a.749.749 0 0 1 .53-.22h3.5a.25.25 0 0 0 .25-.25v-5.5a.25.25 0 0 0-.25-.25h-8.5a.25.25 0 0 0-.25.25Zm13 2a.25.25 0 0 0-.25-.25h-.5a.75.75 0 0 1 0-1.5h.5c.966 0 1.75.784 1.75 1.75v5.5A1.75 1.75 0 0 1 14.25 12H14v1.543a1.458 1.458 0 0 1-2.487 1.03L9.22 12.28a.749.749 0 0 1 .326-1.275.749.749 0 0 1 .734.215l2.22 2.22v-2.19a.75.75 0 0 1 .75-.75h1a.25.25 0 0 0 .25-.25Z"></path> </svg> Discussions </a></li> </ul> </nav> <div class="color-bg-default rounded-bottom-2"> <div class="px-3 pt-3"> <p class="color-fg-muted mb-0" >A blazing fast AI Gateway with integrated guardrails. Route to 200+ LLMs, 50+ AI Guardrails with 1 fast & friendly 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":7624,"originating_url":"https://github.com/topics/llmops","user_id":null}}" data-hydro-click-hmac="eac744c5d22e4b4bdcbd933a63015f0bda805a3eb6aa1e3806f024ecefa1aa2d" title="Topic: router" href="/topics/router" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">router</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":17281,"originating_url":"https://github.com/topics/llmops","user_id":null}}" data-hydro-click-hmac="7d4f99d44829d9b7e89d37635f48a16d43c6c68c9b7ec9376936d0f6f43b5eff" title="Topic: gateway" href="/topics/gateway" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">gateway</a> <a data-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/llmops","user_id":null}}" data-hydro-click-hmac="d4f16f891b1dbdf652b2794233d12e1e4e5c170d59a35162ed700e4debef6871" 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":196454,"originating_url":"https://github.com/topics/llmops","user_id":null}}" data-hydro-click-hmac="78d95247747b11e24e914444f62a39d66a55dc73ac71f4449bff20ca3aa596a6" title="Topic: hacktoberfest" href="/topics/hacktoberfest" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">hacktoberfest</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1748689,"originating_url":"https://github.com/topics/llmops","user_id":null}}" data-hydro-click-hmac="196d25043a49175bac427d09d967727f16a28f7219c97cebcfc659a606ac14a7" title="Topic: prompt-engineering" href="/topics/prompt-engineering" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">prompt-engineering</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1807138,"originating_url":"https://github.com/topics/llmops","user_id":null}}" data-hydro-click-hmac="841ed04a2d050849e4fa2986da95e053060ee0c7881a6e1aa0b6b4321efd0d42" title="Topic: llms" href="/topics/llms" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">llms</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1830326,"originating_url":"https://github.com/topics/llmops","user_id":null}}" data-hydro-click-hmac="370600de58833b2448dab08218a241eadea3538cb4bc249f634f3ec39f982864" title="Topic: generative-ai" href="/topics/generative-ai" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">generative-ai</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1860988,"originating_url":"https://github.com/topics/llmops","user_id":null}}" data-hydro-click-hmac="4587d76766cded9f30c6b8df4b03345879e1034c4f2c25851e3679857902e345" 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":1880194,"originating_url":"https://github.com/topics/llmops","user_id":null}}" data-hydro-click-hmac="e76239408cfab00556153ea32ee05738caefb9c49d47428e609d6d57b348905e" 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":1924121,"originating_url":"https://github.com/topics/llmops","user_id":null}}" data-hydro-click-hmac="86afc6507fc1c47f9aec6856a9430402cefef278a085423bc27adfaf0ef1f145" title="Topic: llama-index" href="/topics/llama-index" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">llama-index</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":2550491,"originating_url":"https://github.com/topics/llmops","user_id":null}}" data-hydro-click-hmac="cf4ea431a4edc82fe05df6dbf9ba6e5ab2b0be95e408d94331f6b72f3bbc8928" title="Topic: ai-gateway" href="/topics/ai-gateway" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">ai-gateway</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="2025-04-02T17:05:04Z" class="no-wrap">Apr 2, 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":31487821,"originating_url":"https://github.com/topics/llmops","user_id":null}}" data-hydro-click-hmac="7253e70f936091515aa582edf5a890a981fcd456ea1f3eb02a1125bbe2848809" data-turbo="false" href="/comet-ml" data-view-component="true" class="Link">comet-ml</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":638951438,"originating_url":"https://github.com/topics/llmops","user_id":null}}" data-hydro-click-hmac="8f2f90ea4fa7ba95e425b8939fe50d3302285cc178b31551d94875f32df65b4d" data-turbo="false" href="/comet-ml/opik" data-view-component="true" class="Link text-bold wb-break-word">opik</a> </h3> </div> <div class="d-flex 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.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="6122 users starred this repository" data-singular-suffix="user starred this repository" data-plural-suffix="users starred this repository" data-turbo-replace="true" title="6,122" data-view-component="true" class="Counter js-social-count">6.1k</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-638951438" aria-current="true" href="/comet-ml/opik" 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":638951438,"originating_url":"https://github.com/topics/llmops","user_id":null}}" data-hydro-click-hmac="c277f761cb2a051f65e447b39a09a1545aee61dfe7e5b35618637d091c7bf9c1" 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-638951438" href="/comet-ml/opik/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":638951438,"originating_url":"https://github.com/topics/llmops","user_id":null}}" data-hydro-click-hmac="b49bfa1424a0fe88e042ef6bfd49942f8a282b3bbfc33d1e0dbb0825aa9e85f2" 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-638951438" href="/comet-ml/opik/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":638951438,"originating_url":"https://github.com/topics/llmops","user_id":null}}" data-hydro-click-hmac="9dbc2e076d420e84ac0d235a5d39383a365899c21bbb40a1bdf5511687b92e21" data-turbo="false" data-view-component="true" class="tabnav-tab f6 px-2 py-1"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-git-pull-request color-fg-muted"> <path d="M1.5 3.25a2.25 2.25 0 1 1 3 2.122v5.256a2.251 2.251 0 1 1-1.5 0V5.372A2.25 2.25 0 0 1 1.5 3.25Zm5.677-.177L9.573.677A.25.25 0 0 1 10 .854V2.5h1A2.5 2.5 0 0 1 13.5 5v5.628a2.251 2.251 0 1 1-1.5 0V5a1 1 0 0 0-1-1h-1v1.646a.25.25 0 0 1-.427.177L7.177 3.427a.25.25 0 0 1 0-.354ZM3.75 2.5a.75.75 0 1 0 0 1.5.75.75 0 0 0 0-1.5Zm0 9.5a.75.75 0 1 0 0 1.5.75.75 0 0 0 0-1.5Zm8.25.75a.75.75 0 1 0 1.5 0 .75.75 0 0 0-1.5 0Z"></path> </svg> Pull requests </a></li> </ul> </nav> <div class="color-bg-default rounded-bottom-2"> <div class="px-3 pt-3"> <p class="color-fg-muted mb-0" >Debug, evaluate, and monitor your LLM applications, RAG systems, and agentic workflows with comprehensive tracing, automated evaluations, and production-ready dashboards.</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/llmops","user_id":null}}" data-hydro-click-hmac="c2d07b8bf780a2ece1539d30a16bb012ed605ef57609f02a5df969b97cc1129d" 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":656,"originating_url":"https://github.com/topics/llmops","user_id":null}}" data-hydro-click-hmac="452cd95bcb51e4616008559b90ad087479fae423145be6f574a365184edb3b84" title="Topic: playground" href="/topics/playground" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">playground</a> <a data-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/llmops","user_id":null}}" data-hydro-click-hmac="d4f16f891b1dbdf652b2794233d12e1e4e5c170d59a35162ed700e4debef6871" 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":1703574,"originating_url":"https://github.com/topics/llmops","user_id":null}}" data-hydro-click-hmac="36da682d39bf2308b1ff5b8a0cad3570350459ef9e2f7bc291e95e3a160a8677" 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":1748689,"originating_url":"https://github.com/topics/llmops","user_id":null}}" data-hydro-click-hmac="196d25043a49175bac427d09d967727f16a28f7219c97cebcfc659a606ac14a7" title="Topic: prompt-engineering" href="/topics/prompt-engineering" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">prompt-engineering</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1860988,"originating_url":"https://github.com/topics/llmops","user_id":null}}" data-hydro-click-hmac="4587d76766cded9f30c6b8df4b03345879e1034c4f2c25851e3679857902e345" 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":1880194,"originating_url":"https://github.com/topics/llmops","user_id":null}}" data-hydro-click-hmac="e76239408cfab00556153ea32ee05738caefb9c49d47428e609d6d57b348905e" 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":1924121,"originating_url":"https://github.com/topics/llmops","user_id":null}}" data-hydro-click-hmac="86afc6507fc1c47f9aec6856a9430402cefef278a085423bc27adfaf0ef1f145" title="Topic: llama-index" href="/topics/llama-index" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">llama-index</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":2509894,"originating_url":"https://github.com/topics/llmops","user_id":null}}" data-hydro-click-hmac="dc9644756b05df9ffc740b6bc797f6c758f61125de3536df930b1859d40b01eb" title="Topic: llm-evaluation" href="/topics/llm-evaluation" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">llm-evaluation</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":2861259,"originating_url":"https://github.com/topics/llmops","user_id":null}}" data-hydro-click-hmac="d89eb7e50135a2b5e8817a54daa074f45a07fa4652339bdd0e6073e9d484e391" title="Topic: llm-observability" href="/topics/llm-observability" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">llm-observability</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="2025-04-05T00:04:19Z" class="no-wrap">Apr 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":137907881,"originating_url":"https://github.com/topics/llmops","user_id":null}}" data-hydro-click-hmac="107ca329ccb2e0ae7ef5f6c8c183afcb945620546f09f8f5a757f3cea4ccf223" data-turbo="false" href="/promptfoo" data-view-component="true" class="Link">promptfoo</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":633927609,"originating_url":"https://github.com/topics/llmops","user_id":null}}" data-hydro-click-hmac="516e18f29c9f6a62082add8c2354e19b408dd536773f3ae57969c5b8b17a3f14" data-turbo="false" href="/promptfoo/promptfoo" data-view-component="true" class="Link text-bold wb-break-word">promptfoo</a> </h3> </div> <div class="d-flex flex-items-center"> <div data-view-component="true" class="BtnGroup d-flex"> <a href="/login?return_to=%2Fpromptfoo%2Fpromptfoo" rel="nofollow" data-hydro-click="{"event_type":"authentication.click","payload":{"location_in_page":"star button","repository_id":633927609,"auth_type":"LOG_IN","originating_url":"https://github.com/topics/llmops","user_id":null}}" data-hydro-click-hmac="60e48dd4305879fba9e83e90f3f2955eec8cf0b383aa7ddbf376fd65e5c1d8f8" 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="6083 users starred this repository" data-singular-suffix="user starred this repository" data-plural-suffix="users starred this repository" data-turbo-replace="true" title="6,083" data-view-component="true" class="Counter js-social-count">6.1k</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-633927609" aria-current="true" href="/promptfoo/promptfoo" 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":633927609,"originating_url":"https://github.com/topics/llmops","user_id":null}}" data-hydro-click-hmac="2c4e2c4436d551eb7049343e4d81ef0b6270ffa2f150af6cc11c0c0e32db56dd" 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-633927609" href="/promptfoo/promptfoo/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":633927609,"originating_url":"https://github.com/topics/llmops","user_id":null}}" data-hydro-click-hmac="d77b527034bd705dff428bbd0c85f6d976c26ec590d600220813f8eac07c86c7" 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-633927609" href="/promptfoo/promptfoo/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":633927609,"originating_url":"https://github.com/topics/llmops","user_id":null}}" data-hydro-click-hmac="9980caf2c7bbec60d7b4629b180acf99aaf7cc4416da06836be952a2f059b793" data-turbo="false" data-view-component="true" class="tabnav-tab f6 px-2 py-1"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-git-pull-request color-fg-muted"> <path d="M1.5 3.25a2.25 2.25 0 1 1 3 2.122v5.256a2.251 2.251 0 1 1-1.5 0V5.372A2.25 2.25 0 0 1 1.5 3.25Zm5.677-.177L9.573.677A.25.25 0 0 1 10 .854V2.5h1A2.5 2.5 0 0 1 13.5 5v5.628a2.251 2.251 0 1 1-1.5 0V5a1 1 0 0 0-1-1h-1v1.646a.25.25 0 0 1-.427.177L7.177 3.427a.25.25 0 0 1 0-.354ZM3.75 2.5a.75.75 0 1 0 0 1.5.75.75 0 0 0 0-1.5Zm0 9.5a.75.75 0 1 0 0 1.5.75.75 0 0 0 0-1.5Zm8.25.75a.75.75 0 1 0 1.5 0 .75.75 0 0 0-1.5 0Z"></path> </svg> Pull requests </a></li> </ul> </nav> <div class="color-bg-default rounded-bottom-2"> <div class="px-3 pt-3"> <p class="color-fg-muted mb-0" >Test your prompts, agents, and RAGs. Red teaming, pentesting, and vulnerability scanning for LLMs. Compare performance of GPT, Claude, Gemini, Llama, and more. Simple declarative configs with command line and CI/CD integration.</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":183,"originating_url":"https://github.com/topics/llmops","user_id":null}}" data-hydro-click-hmac="cc77188543bce599531b8a33dc7374050290de74ae94c99a4c1bc556e2286e6f" title="Topic: testing" href="/topics/testing" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">testing</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":12099,"originating_url":"https://github.com/topics/llmops","user_id":null}}" data-hydro-click-hmac="731b2e2c3e26933ce08c57a00b23d778da3e7d67743b56e251b4eabfe08b9c9d" title="Topic: ci" href="/topics/ci" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">ci</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":17357,"originating_url":"https://github.com/topics/llmops","user_id":null}}" data-hydro-click-hmac="1727cd099efba6b499dae925257f3381152055a2d76d816e693982c483208fd8" title="Topic: evaluation" href="/topics/evaluation" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">evaluation</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":23008,"originating_url":"https://github.com/topics/llmops","user_id":null}}" data-hydro-click-hmac="2b55a6f28980c1b5a457a701d9d2c54aad600309e4db37ae95f59690d7cf5de3" title="Topic: ci-cd" href="/topics/ci-cd" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">ci-cd</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":74242,"originating_url":"https://github.com/topics/llmops","user_id":null}}" data-hydro-click-hmac="1f2d2c4c3511b77658a7ad10a633457f8afb5574f8d59b9d251966e29fe0bbc2" title="Topic: pentesting" href="/topics/pentesting" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">pentesting</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":119683,"originating_url":"https://github.com/topics/llmops","user_id":null}}" data-hydro-click-hmac="70b9aad0e87a8f126b6879cc0790f39608bcfdaeeec1707afb5d07eca424bbfb" title="Topic: cicd" href="/topics/cicd" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">cicd</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":243552,"originating_url":"https://github.com/topics/llmops","user_id":null}}" data-hydro-click-hmac="d481451a5fabc3611ab9a836f9079a3ed8438618e12d0c8ef772040297a4e904" title="Topic: vulnerability-scanners" href="/topics/vulnerability-scanners" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">vulnerability-scanners</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":361961,"originating_url":"https://github.com/topics/llmops","user_id":null}}" data-hydro-click-hmac="385e39ef6aa880557b2aff235a07571a5fc6b1a2f5a5fb8a25da80f54d8e8271" title="Topic: prompts" href="/topics/prompts" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">prompts</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":389600,"originating_url":"https://github.com/topics/llmops","user_id":null}}" data-hydro-click-hmac="1cfed9df62286837519213d0310b0a9d1fd75f6296f89d65e594ea743423c778" title="Topic: evaluation-framework" href="/topics/evaluation-framework" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">evaluation-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":628522,"originating_url":"https://github.com/topics/llmops","user_id":null}}" data-hydro-click-hmac="559a74c38c4b81c9f129d761560a64236e12d407d771ba87497c726e053987f8" title="Topic: red-teaming" href="/topics/red-teaming" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">red-teaming</a> <a data-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/llmops","user_id":null}}" data-hydro-click-hmac="153298cb243b5b55d024ee6f0616561e682bffc400ea2b7c819888d6d99b4408" 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":1703574,"originating_url":"https://github.com/topics/llmops","user_id":null}}" data-hydro-click-hmac="36da682d39bf2308b1ff5b8a0cad3570350459ef9e2f7bc291e95e3a160a8677" 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":1748689,"originating_url":"https://github.com/topics/llmops","user_id":null}}" data-hydro-click-hmac="196d25043a49175bac427d09d967727f16a28f7219c97cebcfc659a606ac14a7" title="Topic: prompt-engineering" href="/topics/prompt-engineering" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">prompt-engineering</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1880194,"originating_url":"https://github.com/topics/llmops","user_id":null}}" data-hydro-click-hmac="e76239408cfab00556153ea32ee05738caefb9c49d47428e609d6d57b348905e" 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":1889644,"originating_url":"https://github.com/topics/llmops","user_id":null}}" data-hydro-click-hmac="d9182401178aeea00abf8316f2dbac4e892a90fe498ac9855969402710ac21bf" title="Topic: prompt-testing" href="/topics/prompt-testing" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">prompt-testing</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":2004144,"originating_url":"https://github.com/topics/llmops","user_id":null}}" data-hydro-click-hmac="80e757b77692dab08f1286946e30441fd79c4b641c6afed9155163537edc8667" title="Topic: llm-eval" href="/topics/llm-eval" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">llm-eval</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":2509894,"originating_url":"https://github.com/topics/llmops","user_id":null}}" data-hydro-click-hmac="dc9644756b05df9ffc740b6bc797f6c758f61125de3536df930b1859d40b01eb" title="Topic: llm-evaluation" href="/topics/llm-evaluation" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">llm-evaluation</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":2602227,"originating_url":"https://github.com/topics/llmops","user_id":null}}" data-hydro-click-hmac="4a657116935409a0af3c9197e26bf3695a20331043fbc05df48febbdf6b3a980" title="Topic: llm-evaluation-framework" href="/topics/llm-evaluation-framework" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">llm-evaluation-framework</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="2025-04-05T04:31:00Z" class="no-wrap">Apr 5, 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 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Evaluate, test, and monitor any AI-powered system or data pipeline. From tabular data to Gen AI. 100+ metrics.</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":2129,"originating_url":"https://github.com/topics/llmops","user_id":null}}" data-hydro-click-hmac="a9c249c40b38009f3ad81b55a116a9f2179d1abe5cbcf5d339059537088a3caf" title="Topic: data-science" href="/topics/data-science" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">data-science</a> <a data-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/llmops","user_id":null}}" data-hydro-click-hmac="f9513cd8f72cc8ed5022ad617fac81fac726f7e43a700c40a0d889b33f84e6f1" 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":12706,"originating_url":"https://github.com/topics/llmops","user_id":null}}" data-hydro-click-hmac="7b3a5343b15f2cc7ad54fbfd0757c78e776e573c6c462dd82d533a65803f8ff3" title="Topic: data-validation" href="/topics/data-validation" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">data-validation</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":13426,"originating_url":"https://github.com/topics/llmops","user_id":null}}" data-hydro-click-hmac="5a3c4c7b592345ad6926d9887364f91c553372cc2ba63495212218991030059f" title="Topic: pandas-dataframe" href="/topics/pandas-dataframe" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">pandas-dataframe</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":17794,"originating_url":"https://github.com/topics/llmops","user_id":null}}" data-hydro-click-hmac="fe1b9c8db4a1b1eedf1992130b1075a64af41085bf18a8eaac05fd2f86a96988" title="Topic: jupyter-notebook" href="/topics/jupyter-notebook" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">jupyter-notebook</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":111229,"originating_url":"https://github.com/topics/llmops","user_id":null}}" data-hydro-click-hmac="6ef8e66d3f0fc9b3928ccc76308f531257aa661657b26914d8c5120b62c03ae3" title="Topic: html-report" href="/topics/html-report" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">html-report</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":196454,"originating_url":"https://github.com/topics/llmops","user_id":null}}" data-hydro-click-hmac="78d95247747b11e24e914444f62a39d66a55dc73ac71f4449bff20ca3aa596a6" title="Topic: hacktoberfest" href="/topics/hacktoberfest" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">hacktoberfest</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":327096,"originating_url":"https://github.com/topics/llmops","user_id":null}}" data-hydro-click-hmac="c3241711a6462821119ead6c0ff59ac9f0ccd5d186446e17632defcd4aef1c2d" title="Topic: data-quality" href="/topics/data-quality" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">data-quality</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":755464,"originating_url":"https://github.com/topics/llmops","user_id":null}}" data-hydro-click-hmac="24bb7d6aada9e8a96ec786013924e7cd4be6d4c8a61b577e7ab4c7cf954e5560" title="Topic: mlops" href="/topics/mlops" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">mlops</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":963702,"originating_url":"https://github.com/topics/llmops","user_id":null}}" data-hydro-click-hmac="b0deb7a4d52201166fdcd03d4b3d0b35c3a444b0eced6f8c96b65e06f612f037" title="Topic: model-monitoring" href="/topics/model-monitoring" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">model-monitoring</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1116388,"originating_url":"https://github.com/topics/llmops","user_id":null}}" data-hydro-click-hmac="1560695fc70922aaf86bf05ee083c700ac9fcc220b320a43adbf269a691ca28e" title="Topic: data-drift" href="/topics/data-drift" data-view-component="true" class="topic-tag topic-tag-link Link f6 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mb-2">generative-ai</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1880194,"originating_url":"https://github.com/topics/llmops","user_id":null}}" data-hydro-click-hmac="e76239408cfab00556153ea32ee05738caefb9c49d47428e609d6d57b348905e" title="Topic: llmops" href="/topics/llmops" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">llmops</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="2025-04-04T19:20:25Z" class="no-wrap">Apr 4, 2025</relative-time> </li> <li class="mr-4"> <span class="f6 my-1 ml-0"> <span class="repo-language-color" style="background-color: #DA5B0B"></span> <span itemprop="programmingLanguage">Jupyter Notebook</span> </span> </li> </ul> </div> </div> </article> <article class="border rounded color-shadow-small 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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/llmops","user_id":null}}" data-hydro-click-hmac="b384b5b313c5dead9106cb4f878691226f173b8e6e30916470ceffef505fed6f" 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":382,"originating_url":"https://github.com/topics/llmops","user_id":null}}" data-hydro-click-hmac="c2d07b8bf780a2ece1539d30a16bb012ed605ef57609f02a5df969b97cc1129d" 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":9172,"originating_url":"https://github.com/topics/llmops","user_id":null}}" data-hydro-click-hmac="1e0d1b98b7fa1b40abd200105e26055b0d7669381a2bbdc3e339752b4498bcbd" title="Topic: monitoring" href="/topics/monitoring" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">monitoring</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":12622,"originating_url":"https://github.com/topics/llmops","user_id":null}}" data-hydro-click-hmac="9e7910ea8e1a859795fe3776e570c1fcd31403dea133007d2e65544bd46f6b11" title="Topic: metrics" href="/topics/metrics" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">metrics</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":61497,"originating_url":"https://github.com/topics/llmops","user_id":null}}" data-hydro-click-hmac="c59e952abd76b1ac3480107309ea5d46c00d6becb6025172a2d80b7afa2a858e" title="Topic: help-wanted" href="/topics/help-wanted" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">help-wanted</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":211187,"originating_url":"https://github.com/topics/llmops","user_id":null}}" data-hydro-click-hmac="f794c9a6c6c759eaa3e8a9bf0e9bb097b51b8433ba1459ea38a861b028610dc2" title="Topic: observability" href="/topics/observability" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">observability</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":623013,"originating_url":"https://github.com/topics/llmops","user_id":null}}" data-hydro-click-hmac="5759a84b168e9809804ce20def49339a4185418eafeffc51d17c44a7dd1767bf" title="Topic: good-first-issue" href="/topics/good-first-issue" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">good-first-issue</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":806433,"originating_url":"https://github.com/topics/llmops","user_id":null}}" data-hydro-click-hmac="bb112177126b91d659114de41b9f91a9b784b8cde1e2f2d2a5a9f934d6269bd6" title="Topic: artifical-intelligence" href="/topics/artifical-intelligence" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">artifical-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":963702,"originating_url":"https://github.com/topics/llmops","user_id":null}}" data-hydro-click-hmac="b0deb7a4d52201166fdcd03d4b3d0b35c3a444b0eced6f8c96b65e06f612f037" title="Topic: model-monitoring" href="/topics/model-monitoring" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">model-monitoring</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1057228,"originating_url":"https://github.com/topics/llmops","user_id":null}}" data-hydro-click-hmac="c68db901ca7203fd377fef9dac16c322dbdb86c5c825810308d80409ec1445b0" title="Topic: opentelemetry" href="/topics/opentelemetry" 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href="/topics/opentelemetry-python" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">opentelemetry-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":1703574,"originating_url":"https://github.com/topics/llmops","user_id":null}}" data-hydro-click-hmac="36da682d39bf2308b1ff5b8a0cad3570350459ef9e2f7bc291e95e3a160a8677" 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":1814782,"originating_url":"https://github.com/topics/llmops","user_id":null}}" data-hydro-click-hmac="323a90e07a11a4c817c4c34e98563f3377bdb165c5273a2c3e043370aa87d582" title="Topic: good-first-issues" href="/topics/good-first-issues" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">good-first-issues</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1830326,"originating_url":"https://github.com/topics/llmops","user_id":null}}" data-hydro-click-hmac="370600de58833b2448dab08218a241eadea3538cb4bc249f634f3ec39f982864" title="Topic: generative-ai" href="/topics/generative-ai" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">generative-ai</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1880194,"originating_url":"https://github.com/topics/llmops","user_id":null}}" data-hydro-click-hmac="e76239408cfab00556153ea32ee05738caefb9c49d47428e609d6d57b348905e" title="Topic: llmops" href="/topics/llmops" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">llmops</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="2025-04-01T16:59:53Z" class="no-wrap">Apr 1, 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/llmops" 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"> 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