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GitHub - crewAIInc/crewAI: Framework for orchestrating role-playing, autonomous AI agents. By fostering collaborative intelligence, CrewAI empowers agents to work together seamlessly, tackling complex tasks.
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1-.355-.508h-.016.016Zm.641-2.935c.136 1.057.403 1.913.878 2.497.442.544 1.134.938 2.344.938 1.573 0 2.292-.337 2.657-.751.384-.435.558-1.15.558-2.361 0-1.14-.243-1.847-.705-2.319-.477-.488-1.319-.862-2.824-1.025-1.487-.161-2.192.138-2.533.529-.269.307-.437.808-.438 1.578v.021c0 .265.021.562.063.893Zm-1.626 0c.042-.331.063-.628.063-.894v-.02c-.001-.77-.169-1.271-.438-1.578-.341-.391-1.046-.69-2.533-.529-1.505.163-2.347.537-2.824 1.025-.462.472-.705 1.179-.705 2.319 0 1.211.175 1.926.558 2.361.365.414 1.084.751 2.657.751 1.21 0 1.902-.394 2.344-.938.475-.584.742-1.44.878-2.497Z"></path><path d="M14.5 14.25a1 1 0 0 1 1 1v2a1 1 0 0 1-2 0v-2a1 1 0 0 1 1-1Zm-5 0a1 1 0 0 1 1 1v2a1 1 0 0 1-2 0v-2a1 1 0 0 1 1-1Z"></path> </svg> <div> <div class="color-fg-default h4">GitHub Copilot</div> Write better code with AI </div> </a></li> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary d-flex flex-items-center Link--has-description pb-lg-3" 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1.75h-9.69l-3.573 3.573A1.458 1.458 0 0 1 5 21.043V18.5H3.25a1.75 1.75 0 0 1-1.75-1.75ZM3.25 4a.25.25 0 0 0-.25.25v12.5c0 .138.112.25.25.25h2.5a.75.75 0 0 1 .75.75v3.19l3.72-3.72a.749.749 0 0 1 .53-.22h10a.25.25 0 0 0 .25-.25V4.25a.25.25 0 0 0-.25-.25Z"></path> </svg> <div> <div class="color-fg-default h4">Code Review</div> Manage code changes </div> </a></li> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary d-flex flex-items-center Link--has-description pb-lg-3" data-analytics-event="{"location":"navbar","action":"discussions","context":"product","tag":"link","label":"discussions_link_product_navbar"}" href="https://github.com/features/discussions"> <svg aria-hidden="true" height="24" viewBox="0 0 24 24" version="1.1" width="24" data-view-component="true" class="octicon octicon-comment-discussion color-fg-subtle mr-3"> <path d="M1.75 1h12.5c.966 0 1.75.784 1.75 1.75v9.5A1.75 1.75 0 0 1 14.25 14H8.061l-2.574 2.573A1.458 1.458 0 0 1 3 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12.25 14h-8.5A1.75 1.75 0 0 1 2 12.25v-8.5C2 2.784 2.784 2 3.75 2Zm6.854-1h4.146a.25.25 0 0 1 .25.25v4.146a.25.25 0 0 1-.427.177L13.03 4.03 9.28 7.78a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042l3.75-3.75-1.543-1.543A.25.25 0 0 1 10.604 1Z"></path> </svg> </a></li> </ul> </div> </div> </div> </li> <li class="HeaderMenu-item position-relative flex-wrap flex-justify-between flex-items-center d-block d-lg-flex flex-lg-nowrap flex-lg-items-center js-details-container js-header-menu-item"> <button type="button" class="HeaderMenu-link border-0 width-full width-lg-auto px-0 px-lg-2 py-lg-2 no-wrap d-flex flex-items-center flex-justify-between js-details-target" aria-expanded="false"> Solutions <svg opacity="0.5" aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-chevron-down HeaderMenu-icon ml-1"> <path d="M12.78 5.22a.749.749 0 0 1 0 1.06l-4.25 4.25a.749.749 0 0 1-1.06 0L3.22 6.28a.749.749 0 1 1 1.06-1.06L8 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Link--secondary" data-analytics-event="{"location":"navbar","action":"view_all_industries","context":"solutions","tag":"link","label":"view_all_industries_link_solutions_navbar"}" href="/solutions/industry"> View all industries </a></li> </ul> </div> </div> <div class="HeaderMenu-trailing-link rounded-bottom-2 flex-shrink-0 mt-lg-4 px-lg-4 py-4 py-lg-3 f5 text-semibold"> <a href="/solutions"> View all solutions <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-chevron-right HeaderMenu-trailing-link-icon"> <path d="M6.22 3.22a.75.75 0 0 1 1.06 0l4.25 4.25a.75.75 0 0 1 0 1.06l-4.25 4.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042L9.94 8 6.22 4.28a.75.75 0 0 1 0-1.06Z"></path> </svg> </a> </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"> 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-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" 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height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-device-desktop"> <path d="M14.25 1c.966 0 1.75.784 1.75 1.75v7.5A1.75 1.75 0 0 1 14.25 12h-3.727c.099 1.041.52 1.872 1.292 2.757A.752.752 0 0 1 11.25 16h-6.5a.75.75 0 0 1-.565-1.243c.772-.885 1.192-1.716 1.292-2.757H1.75A1.75 1.75 0 0 1 0 10.25v-7.5C0 1.784.784 1 1.75 1ZM1.75 2.5a.25.25 0 0 0-.25.25v7.5c0 .138.112.25.25.25h12.5a.25.25 0 0 0 .25-.25v-7.5a.25.25 0 0 0-.25-.25ZM9.018 12H6.982a5.72 5.72 0 0 1-.765 2.5h3.566a5.72 5.72 0 0 1-.765-2.5Z"></path> </svg> </template> <div class="position-relative"> <ul role="listbox" class="ActionListWrap QueryBuilder-ListWrap" aria-label="Suggestions" data-action=" combobox-commit:query-builder#comboboxCommit mousedown:query-builder#resultsMousedown " data-target="query-builder.resultsList" data-persist-list=false id="query-builder-test-results" ></ul> </div> <div class="FormControl-inlineValidation" id="validation-0d9a6a7c-041d-407e-9962-3c09b4e0ccf7" hidden="hidden"> <span class="FormControl-inlineValidation--visual"> <svg aria-hidden="true" height="12" viewBox="0 0 12 12" version="1.1" width="12" 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 class="color-fg-default"> <dialog-helper> <dialog data-target="qbsearch-input.feedbackDialog" data-action="close:qbsearch-input#handleDialogClose cancel:qbsearch-input#handleDialogClose" id="feedback-dialog" aria-modal="true" aria-labelledby="feedback-dialog-title" aria-describedby="feedback-dialog-description" data-view-component="true" class="Overlay Overlay-whenNarrow Overlay--size-medium Overlay--motion-scaleFade Overlay--disableScroll"> <div data-view-component="true" class="Overlay-header"> <div class="Overlay-headerContentWrap"> <div class="Overlay-titleWrap"> <h1 class="Overlay-title " id="feedback-dialog-title"> Provide feedback </h1> </div> <div class="Overlay-actionWrap"> <button data-close-dialog-id="feedback-dialog" aria-label="Close" type="button" data-view-component="true" class="close-button 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seriously.</p> <textarea name="feedback" class="form-control width-full mb-2" style="height: 120px" id="feedback"></textarea> <input name="include_email" id="include_email" aria-label="Include my email address so I can be contacted" class="form-control mr-2" type="checkbox"> <label for="include_email" style="font-weight: normal">Include my email address so I can be contacted</label> </form></div> </scrollable-region> <div data-view-component="true" class="Overlay-footer Overlay-footer--alignEnd"> <button data-close-dialog-id="feedback-dialog" type="button" data-view-component="true" class="btn"> Cancel </button> <button form="code-search-feedback-form" data-action="click:qbsearch-input#submitFeedback" type="submit" data-view-component="true" class="btn-primary btn"> Submit feedback </button> </div> </dialog></dialog-helper> <custom-scopes data-target="qbsearch-input.customScopesManager"> <dialog-helper> <dialog data-target="custom-scopes.customScopesModalDialog" data-action="close:qbsearch-input#handleDialogClose cancel:qbsearch-input#handleDialogClose" id="custom-scopes-dialog" aria-modal="true" aria-labelledby="custom-scopes-dialog-title" aria-describedby="custom-scopes-dialog-description" data-view-component="true" class="Overlay Overlay-whenNarrow Overlay--size-medium Overlay--motion-scaleFade Overlay--disableScroll"> <div data-view-component="true" class="Overlay-header Overlay-header--divided"> <div class="Overlay-headerContentWrap"> <div class="Overlay-titleWrap"> <h1 class="Overlay-title " id="custom-scopes-dialog-title"> Saved searches </h1> <h2 id="custom-scopes-dialog-description" class="Overlay-description">Use saved searches to filter your results more quickly</h2> </div> <div class="Overlay-actionWrap"> <button data-close-dialog-id="custom-scopes-dialog" aria-label="Close" type="button" data-view-component="true" class="close-button Overlay-closeButton"><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> </div> </div> <scrollable-region data-labelled-by="custom-scopes-dialog-title"> <div data-view-component="true" class="Overlay-body"> <div data-target="custom-scopes.customScopesModalDialogFlash"></div> <div hidden class="create-custom-scope-form" data-target="custom-scopes.createCustomScopeForm"> <!-- '"` --><!-- </textarea></xmp> --></option></form><form id="custom-scopes-dialog-form" data-turbo="false" action="/search/custom_scopes" accept-charset="UTF-8" method="post"><input type="hidden" data-csrf="true" name="authenticity_token" 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href=\"/crewAIInc/crewAI/blob/main/docs/crewai_logo.png\"\u003e\u003cimg src=\"/crewAIInc/crewAI/raw/main/docs/crewai_logo.png\" alt=\"Logo of CrewAI\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e\u003c/p\u003e\n\u003c/div\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch3 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eFast and Flexible Multi-Agent Automation Framework\u003c/h3\u003e\u003ca id=\"user-content-fast-and-flexible-multi-agent-automation-framework\" class=\"anchor\" aria-label=\"Permalink: Fast and Flexible Multi-Agent Automation Framework\" href=\"#fast-and-flexible-multi-agent-automation-framework\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eCrewAI is a lean, lightning-fast Python framework built entirely from\nscratch—completely \u003cstrong\u003eindependent of LangChain or other agent frameworks\u003c/strong\u003e.\nIt empowers developers with both high-level simplicity and precise low-level\ncontrol, ideal for creating autonomous AI agents tailored to any scenario.\u003c/p\u003e\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003e\u003cstrong\u003eCrewAI Crews\u003c/strong\u003e: Optimize for autonomy and collaborative intelligence.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003eCrewAI Flows\u003c/strong\u003e: Enable granular, event-driven control, single LLM calls for precise task orchestration and supports Crews natively\u003c/li\u003e\n\u003c/ul\u003e\n\u003cp dir=\"auto\"\u003eWith over 100,000 developers certified through our community courses at\n\u003ca href=\"https://learn.crewai.com\" rel=\"nofollow\"\u003elearn.crewai.com\u003c/a\u003e, CrewAI is rapidly becoming the\nstandard for enterprise-ready AI automation.\u003c/p\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch1 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eCrewAI Enterprise Suite\u003c/h1\u003e\u003ca id=\"user-content-crewai-enterprise-suite\" class=\"anchor\" aria-label=\"Permalink: CrewAI Enterprise Suite\" href=\"#crewai-enterprise-suite\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eCrewAI Enterprise Suite is a comprehensive bundle tailored for organizations\nthat require secure, scalable, and easy-to-manage agent-driven automation.\u003c/p\u003e\n\u003cp dir=\"auto\"\u003eYou can try one part of the suite the \u003ca href=\"https://app.crewai.com\" rel=\"nofollow\"\u003eCrew Control Plane for free\u003c/a\u003e\u003c/p\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eCrew Control Plane Key Features:\u003c/h2\u003e\u003ca id=\"user-content-crew-control-plane-key-features\" class=\"anchor\" aria-label=\"Permalink: Crew Control Plane Key Features:\" href=\"#crew-control-plane-key-features\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003e\u003cstrong\u003eTracing \u0026amp; Observability\u003c/strong\u003e: Monitor and track your AI agents and workflows in real-time, including metrics, logs, and traces.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003eUnified Control Plane\u003c/strong\u003e: A centralized platform for managing, monitoring, and scaling your AI agents and workflows.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003eSeamless Integrations\u003c/strong\u003e: Easily connect with existing enterprise systems, data sources, and cloud infrastructure.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003eAdvanced Security\u003c/strong\u003e: Built-in robust security and compliance measures ensuring safe deployment and management.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003eActionable Insights\u003c/strong\u003e: Real-time analytics and reporting to optimize performance and decision-making.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e24/7 Support\u003c/strong\u003e: Dedicated enterprise support to ensure uninterrupted operation and quick resolution of issues.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003eOn-premise and Cloud Deployment Options\u003c/strong\u003e: Deploy CrewAI Enterprise on-premise or in the cloud, depending on your security and compliance requirements.\u003c/li\u003e\n\u003c/ul\u003e\n\u003cp dir=\"auto\"\u003eCrewAI Enterprise is designed for enterprises seeking a powerful,\nreliable solution to transform complex business processes into efficient,\nintelligent automations.\u003c/p\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch3 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003e\n\u003cp dir=\"auto\"\u003e\u003ca href=\"https://www.crewai.com/\" rel=\"nofollow\"\u003eHomepage\u003c/a\u003e | \u003ca href=\"https://docs.crewai.com/\" rel=\"nofollow\"\u003eDocumentation\u003c/a\u003e | \u003ca href=\"https://chatg.pt/DWjSBZn\" rel=\"nofollow\"\u003eChat with Docs\u003c/a\u003e | \u003ca href=\"https://community.crewai.com\" rel=\"nofollow\"\u003eDiscourse\u003c/a\u003e\u003c/p\u003e\n\u003c/h3\u003e\u003ca id=\"user-content-homepage--documentation--chat-with-docs--discourse\" class=\"anchor\" aria-label=\"Permalink: Homepage | Documentation | Chat with Docs | Discourse\" href=\"#homepage--documentation--chat-with-docs--discourse\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003e\u003ca href=\"https://github.com/crewAIInc/crewAI\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/ead7de14b8a5a2e0fcf9a435b40076799722ade121981a85605be68953e7e773/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f6a6f616f6d646d6f7572612f637265774149\" alt=\"GitHub Repo stars\" data-canonical-src=\"https://img.shields.io/github/stars/joaomdmoura/crewAI\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e\n\u003ca href=\"https://opensource.org/licenses/MIT\" rel=\"nofollow\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/28f4d479bf0a9b033b3a3b95ab2adc343da448a025b01aefdc0fbc7f0e169eb8/68747470733a2f2f696d672e736869656c64732e696f2f62616467652f4c6963656e73652d4d49542d677265656e2e737667\" alt=\"License: MIT\" data-canonical-src=\"https://img.shields.io/badge/License-MIT-green.svg\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e\u003c/p\u003e\n\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eTable of contents\u003c/h2\u003e\u003ca id=\"user-content-table-of-contents\" class=\"anchor\" aria-label=\"Permalink: Table of contents\" href=\"#table-of-contents\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003e\u003ca href=\"#why-crewai\"\u003eWhy CrewAI?\u003c/a\u003e\u003c/li\u003e\n\u003cli\u003e\u003ca href=\"#getting-started\"\u003eGetting Started\u003c/a\u003e\u003c/li\u003e\n\u003cli\u003e\u003ca href=\"#key-features\"\u003eKey Features\u003c/a\u003e\u003c/li\u003e\n\u003cli\u003e\u003ca href=\"#understanding-flows-and-crews\"\u003eUnderstanding Flows and Crews\u003c/a\u003e\u003c/li\u003e\n\u003cli\u003e\u003ca href=\"#how-crewai-compares\"\u003eCrewAI vs LangGraph\u003c/a\u003e\u003c/li\u003e\n\u003cli\u003e\u003ca href=\"#examples\"\u003eExamples\u003c/a\u003e\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003e\u003ca href=\"#quick-tutorial\"\u003eQuick Tutorial\u003c/a\u003e\u003c/li\u003e\n\u003cli\u003e\u003ca href=\"#write-job-descriptions\"\u003eWrite Job Descriptions\u003c/a\u003e\u003c/li\u003e\n\u003cli\u003e\u003ca href=\"#trip-planner\"\u003eTrip Planner\u003c/a\u003e\u003c/li\u003e\n\u003cli\u003e\u003ca href=\"#stock-analysis\"\u003eStock Analysis\u003c/a\u003e\u003c/li\u003e\n\u003cli\u003e\u003ca href=\"#using-crews-and-flows-together\"\u003eUsing Crews and Flows Together\u003c/a\u003e\u003c/li\u003e\n\u003c/ul\u003e\n\u003c/li\u003e\n\u003cli\u003e\u003ca href=\"#connecting-your-crew-to-a-model\"\u003eConnecting Your Crew to a Model\u003c/a\u003e\u003c/li\u003e\n\u003cli\u003e\u003ca href=\"#how-crewai-compares\"\u003eHow CrewAI Compares\u003c/a\u003e\u003c/li\u003e\n\u003cli\u003e\u003ca href=\"#frequently-asked-questions-faq\"\u003eFrequently Asked Questions (FAQ)\u003c/a\u003e\u003c/li\u003e\n\u003cli\u003e\u003ca href=\"#contribution\"\u003eContribution\u003c/a\u003e\u003c/li\u003e\n\u003cli\u003e\u003ca href=\"#telemetry\"\u003eTelemetry\u003c/a\u003e\u003c/li\u003e\n\u003cli\u003e\u003ca href=\"#license\"\u003eLicense\u003c/a\u003e\u003c/li\u003e\n\u003c/ul\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eWhy CrewAI?\u003c/h2\u003e\u003ca id=\"user-content-why-crewai\" class=\"anchor\" aria-label=\"Permalink: Why CrewAI?\" href=\"#why-crewai\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cdiv align=\"center\" dir=\"auto\"\u003e\n \u003ca target=\"_blank\" rel=\"noopener noreferrer\" href=\"/crewAIInc/crewAI/blob/main/docs/asset.png\"\u003e\u003cimg src=\"/crewAIInc/crewAI/raw/main/docs/asset.png\" alt=\"CrewAI Logo\" width=\"100%\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e\n\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eCrewAI unlocks the true potential of multi-agent automation, delivering the best-in-class combination of speed, flexibility, and control with either Crews of AI Agents or Flows of Events:\u003c/p\u003e\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003e\u003cstrong\u003eStandalone Framework\u003c/strong\u003e: Built from scratch, independent of LangChain or any other agent framework.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003eHigh Performance\u003c/strong\u003e: Optimized for speed and minimal resource usage, enabling faster execution.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003eFlexible Low Level Customization\u003c/strong\u003e: Complete freedom to customize at both high and low levels - from overall workflows and system architecture to granular agent behaviors, internal prompts, and execution logic.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003eIdeal for Every Use Case\u003c/strong\u003e: Proven effective for both simple tasks and highly complex, real-world, enterprise-grade scenarios.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003eRobust Community\u003c/strong\u003e: Backed by a rapidly growing community of over \u003cstrong\u003e100,000 certified\u003c/strong\u003e developers offering comprehensive support and resources.\u003c/li\u003e\n\u003c/ul\u003e\n\u003cp dir=\"auto\"\u003eCrewAI empowers developers and enterprises to confidently build intelligent automations, bridging the gap between simplicity, flexibility, and performance.\u003c/p\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eGetting Started\u003c/h2\u003e\u003ca id=\"user-content-getting-started\" class=\"anchor\" aria-label=\"Permalink: Getting Started\" href=\"#getting-started\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch3 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eLearning Resources\u003c/h3\u003e\u003ca id=\"user-content-learning-resources\" class=\"anchor\" aria-label=\"Permalink: Learning Resources\" href=\"#learning-resources\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eLearn CrewAI through our comprehensive courses:\u003c/p\u003e\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003e\u003ca href=\"https://www.deeplearning.ai/short-courses/multi-ai-agent-systems-with-crewai/\" rel=\"nofollow\"\u003eMulti AI Agent Systems with CrewAI\u003c/a\u003e - Master the fundamentals of multi-agent systems\u003c/li\u003e\n\u003cli\u003e\u003ca href=\"https://www.deeplearning.ai/short-courses/practical-multi-ai-agents-and-advanced-use-cases-with-crewai/\" rel=\"nofollow\"\u003ePractical Multi AI Agents and Advanced Use Cases\u003c/a\u003e - Deep dive into advanced implementations\u003c/li\u003e\n\u003c/ul\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch3 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eUnderstanding Flows and Crews\u003c/h3\u003e\u003ca id=\"user-content-understanding-flows-and-crews\" class=\"anchor\" aria-label=\"Permalink: Understanding Flows and Crews\" href=\"#understanding-flows-and-crews\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eCrewAI offers two powerful, complementary approaches that work seamlessly together to build sophisticated AI applications:\u003c/p\u003e\n\u003col dir=\"auto\"\u003e\n\u003cli\u003e\n\u003cp dir=\"auto\"\u003e\u003cstrong\u003eCrews\u003c/strong\u003e: Teams of AI agents with true autonomy and agency, working together to accomplish complex tasks through role-based collaboration. Crews enable:\u003c/p\u003e\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003eNatural, autonomous decision-making between agents\u003c/li\u003e\n\u003cli\u003eDynamic task delegation and collaboration\u003c/li\u003e\n\u003cli\u003eSpecialized roles with defined goals and expertise\u003c/li\u003e\n\u003cli\u003eFlexible problem-solving approaches\u003c/li\u003e\n\u003c/ul\u003e\n\u003c/li\u003e\n\u003cli\u003e\n\u003cp dir=\"auto\"\u003e\u003cstrong\u003eFlows\u003c/strong\u003e: Production-ready, event-driven workflows that deliver precise control over complex automations. Flows provide:\u003c/p\u003e\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003eFine-grained control over execution paths for real-world scenarios\u003c/li\u003e\n\u003cli\u003eSecure, consistent state management between tasks\u003c/li\u003e\n\u003cli\u003eClean integration of AI agents with production Python code\u003c/li\u003e\n\u003cli\u003eConditional branching for complex business logic\u003c/li\u003e\n\u003c/ul\u003e\n\u003c/li\u003e\n\u003c/ol\u003e\n\u003cp dir=\"auto\"\u003eThe true power of CrewAI emerges when combining Crews and Flows. This synergy allows you to:\u003c/p\u003e\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003eBuild complex, production-grade applications\u003c/li\u003e\n\u003cli\u003eBalance autonomy with precise control\u003c/li\u003e\n\u003cli\u003eHandle sophisticated real-world scenarios\u003c/li\u003e\n\u003cli\u003eMaintain clean, maintainable code structure\u003c/li\u003e\n\u003c/ul\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch3 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eGetting Started with Installation\u003c/h3\u003e\u003ca id=\"user-content-getting-started-with-installation\" class=\"anchor\" aria-label=\"Permalink: Getting Started with Installation\" href=\"#getting-started-with-installation\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eTo get started with CrewAI, follow these simple steps:\u003c/p\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch3 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003e1. Installation\u003c/h3\u003e\u003ca id=\"user-content-1-installation\" class=\"anchor\" aria-label=\"Permalink: 1. Installation\" href=\"#1-installation\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eEnsure you have Python \u0026gt;=3.10 \u0026lt;3.13 installed on your system. CrewAI uses \u003ca href=\"https://docs.astral.sh/uv/\" rel=\"nofollow\"\u003eUV\u003c/a\u003e for dependency management and package handling, offering a seamless setup and execution experience.\u003c/p\u003e\n\u003cp dir=\"auto\"\u003eFirst, install CrewAI:\u003c/p\u003e\n\u003cdiv class=\"highlight highlight-source-shell notranslate position-relative overflow-auto\" dir=\"auto\" data-snippet-clipboard-copy-content=\"pip install crewai\"\u003e\u003cpre\u003epip install crewai\u003c/pre\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eIf you want to install the 'crewai' package along with its optional features that include additional tools for agents, you can do so by using the following command:\u003c/p\u003e\n\u003cdiv class=\"highlight highlight-source-shell notranslate position-relative overflow-auto\" dir=\"auto\" data-snippet-clipboard-copy-content=\"pip install 'crewai[tools]'\"\u003e\u003cpre\u003epip install \u003cspan class=\"pl-s\"\u003e\u003cspan class=\"pl-pds\"\u003e'\u003c/span\u003ecrewai[tools]\u003cspan class=\"pl-pds\"\u003e'\u003c/span\u003e\u003c/span\u003e\u003c/pre\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eThe command above installs the basic package and also adds extra components which require more dependencies to function.\u003c/p\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch3 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eTroubleshooting Dependencies\u003c/h3\u003e\u003ca id=\"user-content-troubleshooting-dependencies\" class=\"anchor\" aria-label=\"Permalink: Troubleshooting Dependencies\" href=\"#troubleshooting-dependencies\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eIf you encounter issues during installation or usage, here are some common solutions:\u003c/p\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch4 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eCommon Issues\u003c/h4\u003e\u003ca id=\"user-content-common-issues\" class=\"anchor\" aria-label=\"Permalink: Common Issues\" href=\"#common-issues\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003col dir=\"auto\"\u003e\n\u003cli\u003e\n\u003cp dir=\"auto\"\u003e\u003cstrong\u003eModuleNotFoundError: No module named 'tiktoken'\u003c/strong\u003e\u003c/p\u003e\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003eInstall tiktoken explicitly: \u003ccode\u003epip install 'crewai[embeddings]'\u003c/code\u003e\u003c/li\u003e\n\u003cli\u003eIf using embedchain or other tools: \u003ccode\u003epip install 'crewai[tools]'\u003c/code\u003e\u003c/li\u003e\n\u003c/ul\u003e\n\u003c/li\u003e\n\u003cli\u003e\n\u003cp dir=\"auto\"\u003e\u003cstrong\u003eFailed building wheel for tiktoken\u003c/strong\u003e\u003c/p\u003e\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003eEnsure Rust compiler is installed (see installation steps above)\u003c/li\u003e\n\u003cli\u003eFor Windows: Verify Visual C++ Build Tools are installed\u003c/li\u003e\n\u003cli\u003eTry upgrading pip: \u003ccode\u003epip install --upgrade pip\u003c/code\u003e\u003c/li\u003e\n\u003cli\u003eIf issues persist, use a pre-built wheel: \u003ccode\u003epip install tiktoken --prefer-binary\u003c/code\u003e\u003c/li\u003e\n\u003c/ul\u003e\n\u003c/li\u003e\n\u003c/ol\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch3 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003e2. Setting Up Your Crew with the YAML Configuration\u003c/h3\u003e\u003ca id=\"user-content-2-setting-up-your-crew-with-the-yaml-configuration\" class=\"anchor\" aria-label=\"Permalink: 2. Setting Up Your Crew with the YAML Configuration\" href=\"#2-setting-up-your-crew-with-the-yaml-configuration\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eTo create a new CrewAI project, run the following CLI (Command Line Interface) command:\u003c/p\u003e\n\u003cdiv class=\"highlight highlight-source-shell notranslate position-relative overflow-auto\" dir=\"auto\" data-snippet-clipboard-copy-content=\"crewai create crew \u0026lt;project_name\u0026gt;\"\u003e\u003cpre\u003ecrewai create crew \u003cspan class=\"pl-k\"\u003e\u0026lt;\u003c/span\u003eproject_name\u003cspan class=\"pl-k\"\u003e\u0026gt;\u003c/span\u003e\u003c/pre\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eThis command creates a new project folder with the following structure:\u003c/p\u003e\n\u003cdiv class=\"snippet-clipboard-content notranslate position-relative overflow-auto\" data-snippet-clipboard-copy-content=\"my_project/\n├── .gitignore\n├── pyproject.toml\n├── README.md\n├── .env\n└── src/\n └── my_project/\n ├── __init__.py\n ├── main.py\n ├── crew.py\n ├── tools/\n │ ├── custom_tool.py\n │ └── __init__.py\n └── config/\n ├── agents.yaml\n └── tasks.yaml\"\u003e\u003cpre class=\"notranslate\"\u003e\u003ccode\u003emy_project/\n├── .gitignore\n├── pyproject.toml\n├── README.md\n├── .env\n└── src/\n └── my_project/\n ├── __init__.py\n ├── main.py\n ├── crew.py\n ├── tools/\n │ ├── custom_tool.py\n │ └── __init__.py\n └── config/\n ├── agents.yaml\n └── tasks.yaml\n\u003c/code\u003e\u003c/pre\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eYou can now start developing your crew by editing the files in the \u003ccode\u003esrc/my_project\u003c/code\u003e folder. The \u003ccode\u003emain.py\u003c/code\u003e file is the entry point of the project, the \u003ccode\u003ecrew.py\u003c/code\u003e file is where you define your crew, the \u003ccode\u003eagents.yaml\u003c/code\u003e file is where you define your agents, and the \u003ccode\u003etasks.yaml\u003c/code\u003e file is where you define your tasks.\u003c/p\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch4 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eTo customize your project, you can:\u003c/h4\u003e\u003ca id=\"user-content-to-customize-your-project-you-can\" class=\"anchor\" aria-label=\"Permalink: To customize your project, you can:\" href=\"#to-customize-your-project-you-can\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003eModify \u003ccode\u003esrc/my_project/config/agents.yaml\u003c/code\u003e to define your agents.\u003c/li\u003e\n\u003cli\u003eModify \u003ccode\u003esrc/my_project/config/tasks.yaml\u003c/code\u003e to define your tasks.\u003c/li\u003e\n\u003cli\u003eModify \u003ccode\u003esrc/my_project/crew.py\u003c/code\u003e to add your own logic, tools, and specific arguments.\u003c/li\u003e\n\u003cli\u003eModify \u003ccode\u003esrc/my_project/main.py\u003c/code\u003e to add custom inputs for your agents and tasks.\u003c/li\u003e\n\u003cli\u003eAdd your environment variables into the \u003ccode\u003e.env\u003c/code\u003e file.\u003c/li\u003e\n\u003c/ul\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch4 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eExample of a simple crew with a sequential process:\u003c/h4\u003e\u003ca id=\"user-content-example-of-a-simple-crew-with-a-sequential-process\" class=\"anchor\" aria-label=\"Permalink: Example of a simple crew with a sequential process:\" href=\"#example-of-a-simple-crew-with-a-sequential-process\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eInstantiate your crew:\u003c/p\u003e\n\u003cdiv class=\"highlight highlight-source-shell notranslate position-relative overflow-auto\" dir=\"auto\" data-snippet-clipboard-copy-content=\"crewai create crew latest-ai-development\"\u003e\u003cpre\u003ecrewai create crew latest-ai-development\u003c/pre\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eModify the files as needed to fit your use case:\u003c/p\u003e\n\u003cp dir=\"auto\"\u003e\u003cstrong\u003eagents.yaml\u003c/strong\u003e\u003c/p\u003e\n\u003cdiv class=\"highlight highlight-source-yaml notranslate position-relative overflow-auto\" dir=\"auto\" data-snippet-clipboard-copy-content=\"# src/my_project/config/agents.yaml\nresearcher:\n role: \u0026gt;\n {topic} Senior Data Researcher\n goal: \u0026gt;\n Uncover cutting-edge developments in {topic}\n backstory: \u0026gt;\n You're a seasoned researcher with a knack for uncovering the latest\n developments in {topic}. Known for your ability to find the most relevant\n information and present it in a clear and concise manner.\n\nreporting_analyst:\n role: \u0026gt;\n {topic} Reporting Analyst\n goal: \u0026gt;\n Create detailed reports based on {topic} data analysis and research findings\n backstory: \u0026gt;\n You're a meticulous analyst with a keen eye for detail. You're known for\n your ability to turn complex data into clear and concise reports, making\n it easy for others to understand and act on the information you provide.\"\u003e\u003cpre\u003e\u003cspan class=\"pl-c\"\u003e\u003cspan class=\"pl-c\"\u003e#\u003c/span\u003e src/my_project/config/agents.yaml\u003c/span\u003e\n\u003cspan class=\"pl-ent\"\u003eresearcher\u003c/span\u003e:\n \u003cspan class=\"pl-ent\"\u003erole\u003c/span\u003e: \u003cspan class=\"pl-s\"\u003e\u0026gt;\u003c/span\u003e\n\u003cspan class=\"pl-s\"\u003e {topic} Senior Data Researcher\u003c/span\u003e\n\u003cspan class=\"pl-s\"\u003e\u003c/span\u003e \u003cspan class=\"pl-ent\"\u003egoal\u003c/span\u003e: \u003cspan class=\"pl-s\"\u003e\u0026gt;\u003c/span\u003e\n\u003cspan class=\"pl-s\"\u003e Uncover cutting-edge developments in {topic}\u003c/span\u003e\n\u003cspan class=\"pl-s\"\u003e\u003c/span\u003e \u003cspan class=\"pl-ent\"\u003ebackstory\u003c/span\u003e: \u003cspan class=\"pl-s\"\u003e\u0026gt;\u003c/span\u003e\n\u003cspan class=\"pl-s\"\u003e You're a seasoned researcher with a knack for uncovering the latest\u003c/span\u003e\n\u003cspan class=\"pl-s\"\u003e developments in {topic}. Known for your ability to find the most relevant\u003c/span\u003e\n\u003cspan class=\"pl-s\"\u003e information and present it in a clear and concise manner.\u003c/span\u003e\n\u003cspan class=\"pl-s\"\u003e\u003c/span\u003e\n\u003cspan class=\"pl-s\"\u003e\u003c/span\u003e\u003cspan class=\"pl-ent\"\u003ereporting_analyst\u003c/span\u003e:\n \u003cspan class=\"pl-ent\"\u003erole\u003c/span\u003e: \u003cspan class=\"pl-s\"\u003e\u0026gt;\u003c/span\u003e\n\u003cspan class=\"pl-s\"\u003e {topic} Reporting Analyst\u003c/span\u003e\n\u003cspan class=\"pl-s\"\u003e\u003c/span\u003e \u003cspan class=\"pl-ent\"\u003egoal\u003c/span\u003e: \u003cspan class=\"pl-s\"\u003e\u0026gt;\u003c/span\u003e\n\u003cspan class=\"pl-s\"\u003e Create detailed reports based on {topic} data analysis and research findings\u003c/span\u003e\n\u003cspan class=\"pl-s\"\u003e\u003c/span\u003e \u003cspan class=\"pl-ent\"\u003ebackstory\u003c/span\u003e: \u003cspan class=\"pl-s\"\u003e\u0026gt;\u003c/span\u003e\n\u003cspan class=\"pl-s\"\u003e You're a meticulous analyst with a keen eye for detail. You're known for\u003c/span\u003e\n\u003cspan class=\"pl-s\"\u003e your ability to turn complex data into clear and concise reports, making\u003c/span\u003e\n\u003cspan class=\"pl-s\"\u003e it easy for others to understand and act on the information you provide.\u003c/span\u003e\u003c/pre\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003e\u003cstrong\u003etasks.yaml\u003c/strong\u003e\u003c/p\u003e\n\u003cdiv class=\"highlight highlight-source-yaml notranslate position-relative overflow-auto\" dir=\"auto\" data-snippet-clipboard-copy-content=\"# src/my_project/config/tasks.yaml\nresearch_task:\n description: \u0026gt;\n Conduct a thorough research about {topic}\n Make sure you find any interesting and relevant information given\n the current year is 2025.\n expected_output: \u0026gt;\n A list with 10 bullet points of the most relevant information about {topic}\n agent: researcher\n\nreporting_task:\n description: \u0026gt;\n Review the context you got and expand each topic into a full section for a report.\n Make sure the report is detailed and contains any and all relevant information.\n expected_output: \u0026gt;\n A fully fledge reports with the mains topics, each with a full section of information.\n Formatted as markdown without '```'\n agent: reporting_analyst\n output_file: report.md\"\u003e\u003cpre\u003e\u003cspan class=\"pl-c\"\u003e\u003cspan class=\"pl-c\"\u003e#\u003c/span\u003e src/my_project/config/tasks.yaml\u003c/span\u003e\n\u003cspan class=\"pl-ent\"\u003eresearch_task\u003c/span\u003e:\n \u003cspan class=\"pl-ent\"\u003edescription\u003c/span\u003e: \u003cspan class=\"pl-s\"\u003e\u0026gt;\u003c/span\u003e\n\u003cspan class=\"pl-s\"\u003e Conduct a thorough research about {topic}\u003c/span\u003e\n\u003cspan class=\"pl-s\"\u003e Make sure you find any interesting and relevant information given\u003c/span\u003e\n\u003cspan class=\"pl-s\"\u003e the current year is 2025.\u003c/span\u003e\n\u003cspan class=\"pl-s\"\u003e\u003c/span\u003e \u003cspan class=\"pl-ent\"\u003eexpected_output\u003c/span\u003e: \u003cspan class=\"pl-s\"\u003e\u0026gt;\u003c/span\u003e\n\u003cspan class=\"pl-s\"\u003e A list with 10 bullet points of the most relevant information about {topic}\u003c/span\u003e\n\u003cspan class=\"pl-s\"\u003e\u003c/span\u003e \u003cspan class=\"pl-ent\"\u003eagent\u003c/span\u003e: \u003cspan class=\"pl-s\"\u003eresearcher\u003c/span\u003e\n\n\u003cspan class=\"pl-ent\"\u003ereporting_task\u003c/span\u003e:\n \u003cspan class=\"pl-ent\"\u003edescription\u003c/span\u003e: \u003cspan class=\"pl-s\"\u003e\u0026gt;\u003c/span\u003e\n\u003cspan class=\"pl-s\"\u003e Review the context you got and expand each topic into a full section for a report.\u003c/span\u003e\n\u003cspan class=\"pl-s\"\u003e Make sure the report is detailed and contains any and all relevant information.\u003c/span\u003e\n\u003cspan class=\"pl-s\"\u003e\u003c/span\u003e \u003cspan class=\"pl-ent\"\u003eexpected_output\u003c/span\u003e: \u003cspan class=\"pl-s\"\u003e\u0026gt;\u003c/span\u003e\n\u003cspan class=\"pl-s\"\u003e A fully fledge reports with the mains topics, each with a full section of information.\u003c/span\u003e\n\u003cspan class=\"pl-s\"\u003e Formatted as markdown without '```'\u003c/span\u003e\n\u003cspan class=\"pl-s\"\u003e\u003c/span\u003e \u003cspan class=\"pl-ent\"\u003eagent\u003c/span\u003e: \u003cspan class=\"pl-s\"\u003ereporting_analyst\u003c/span\u003e\n \u003cspan class=\"pl-ent\"\u003eoutput_file\u003c/span\u003e: \u003cspan class=\"pl-s\"\u003ereport.md\u003c/span\u003e\u003c/pre\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003e\u003cstrong\u003ecrew.py\u003c/strong\u003e\u003c/p\u003e\n\u003cdiv class=\"highlight highlight-source-python notranslate position-relative overflow-auto\" dir=\"auto\" data-snippet-clipboard-copy-content=\"# src/my_project/crew.py\nfrom crewai import Agent, Crew, Process, Task\nfrom crewai.project import CrewBase, agent, crew, task\nfrom crewai_tools import SerperDevTool\n\n@CrewBase\nclass LatestAiDevelopmentCrew():\n\t\u0026quot;\u0026quot;\u0026quot;LatestAiDevelopment crew\u0026quot;\u0026quot;\u0026quot;\n\n\t@agent\n\tdef researcher(self) -\u0026gt; Agent:\n\t\treturn Agent(\n\t\t\tconfig=self.agents_config['researcher'],\n\t\t\tverbose=True,\n\t\t\ttools=[SerperDevTool()]\n\t\t)\n\n\t@agent\n\tdef reporting_analyst(self) -\u0026gt; Agent:\n\t\treturn Agent(\n\t\t\tconfig=self.agents_config['reporting_analyst'],\n\t\t\tverbose=True\n\t\t)\n\n\t@task\n\tdef research_task(self) -\u0026gt; Task:\n\t\treturn Task(\n\t\t\tconfig=self.tasks_config['research_task'],\n\t\t)\n\n\t@task\n\tdef reporting_task(self) -\u0026gt; Task:\n\t\treturn Task(\n\t\t\tconfig=self.tasks_config['reporting_task'],\n\t\t\toutput_file='report.md'\n\t\t)\n\n\t@crew\n\tdef crew(self) -\u0026gt; Crew:\n\t\t\u0026quot;\u0026quot;\u0026quot;Creates the LatestAiDevelopment crew\u0026quot;\u0026quot;\u0026quot;\n\t\treturn Crew(\n\t\t\tagents=self.agents, # Automatically created by the @agent decorator\n\t\t\ttasks=self.tasks, # Automatically created by the @task decorator\n\t\t\tprocess=Process.sequential,\n\t\t\tverbose=True,\n\t\t)\"\u003e\u003cpre\u003e\u003cspan class=\"pl-c\"\u003e# src/my_project/crew.py\u003c/span\u003e\n\u003cspan class=\"pl-k\"\u003efrom\u003c/span\u003e \u003cspan class=\"pl-s1\"\u003ecrewai\u003c/span\u003e \u003cspan class=\"pl-k\"\u003eimport\u003c/span\u003e \u003cspan class=\"pl-v\"\u003eAgent\u003c/span\u003e, \u003cspan class=\"pl-v\"\u003eCrew\u003c/span\u003e, \u003cspan class=\"pl-v\"\u003eProcess\u003c/span\u003e, \u003cspan class=\"pl-v\"\u003eTask\u003c/span\u003e\n\u003cspan class=\"pl-k\"\u003efrom\u003c/span\u003e \u003cspan class=\"pl-s1\"\u003ecrewai\u003c/span\u003e.\u003cspan class=\"pl-s1\"\u003eproject\u003c/span\u003e \u003cspan class=\"pl-k\"\u003eimport\u003c/span\u003e \u003cspan class=\"pl-v\"\u003eCrewBase\u003c/span\u003e, \u003cspan class=\"pl-s1\"\u003eagent\u003c/span\u003e, \u003cspan class=\"pl-s1\"\u003ecrew\u003c/span\u003e, \u003cspan class=\"pl-s1\"\u003etask\u003c/span\u003e\n\u003cspan class=\"pl-k\"\u003efrom\u003c/span\u003e \u003cspan class=\"pl-s1\"\u003ecrewai_tools\u003c/span\u003e \u003cspan class=\"pl-k\"\u003eimport\u003c/span\u003e \u003cspan class=\"pl-v\"\u003eSerperDevTool\u003c/span\u003e\n\n\u003cspan class=\"pl-en\"\u003e@\u003cspan class=\"pl-v\"\u003eCrewBase\u003c/span\u003e\u003c/span\u003e\n\u003cspan class=\"pl-k\"\u003eclass\u003c/span\u003e \u003cspan class=\"pl-v\"\u003eLatestAiDevelopmentCrew\u003c/span\u003e():\n\t\u003cspan class=\"pl-s\"\u003e\"\"\"LatestAiDevelopment crew\"\"\"\u003c/span\u003e\n\n\t\u003cspan class=\"pl-en\"\u003e@\u003cspan class=\"pl-s1\"\u003eagent\u003c/span\u003e\u003c/span\u003e\n\t\u003cspan class=\"pl-k\"\u003edef\u003c/span\u003e \u003cspan class=\"pl-en\"\u003eresearcher\u003c/span\u003e(\u003cspan class=\"pl-s1\"\u003eself\u003c/span\u003e) \u003cspan class=\"pl-c1\"\u003e-\u0026gt;\u003c/span\u003e \u003cspan class=\"pl-smi\"\u003eAgent\u003c/span\u003e:\n\t\t\u003cspan class=\"pl-k\"\u003ereturn\u003c/span\u003e \u003cspan class=\"pl-en\"\u003eAgent\u003c/span\u003e(\n\t\t\t\u003cspan class=\"pl-s1\"\u003econfig\u003c/span\u003e\u003cspan class=\"pl-c1\"\u003e=\u003c/span\u003e\u003cspan class=\"pl-s1\"\u003eself\u003c/span\u003e.\u003cspan class=\"pl-c1\"\u003eagents_config\u003c/span\u003e[\u003cspan class=\"pl-s\"\u003e'researcher'\u003c/span\u003e],\n\t\t\t\u003cspan class=\"pl-s1\"\u003everbose\u003c/span\u003e\u003cspan class=\"pl-c1\"\u003e=\u003c/span\u003e\u003cspan class=\"pl-c1\"\u003eTrue\u003c/span\u003e,\n\t\t\t\u003cspan class=\"pl-s1\"\u003etools\u003c/span\u003e\u003cspan class=\"pl-c1\"\u003e=\u003c/span\u003e[\u003cspan class=\"pl-en\"\u003eSerperDevTool\u003c/span\u003e()]\n\t\t)\n\n\t\u003cspan class=\"pl-en\"\u003e@\u003cspan class=\"pl-s1\"\u003eagent\u003c/span\u003e\u003c/span\u003e\n\t\u003cspan class=\"pl-k\"\u003edef\u003c/span\u003e \u003cspan class=\"pl-en\"\u003ereporting_analyst\u003c/span\u003e(\u003cspan class=\"pl-s1\"\u003eself\u003c/span\u003e) \u003cspan class=\"pl-c1\"\u003e-\u0026gt;\u003c/span\u003e \u003cspan class=\"pl-smi\"\u003eAgent\u003c/span\u003e:\n\t\t\u003cspan class=\"pl-k\"\u003ereturn\u003c/span\u003e \u003cspan class=\"pl-en\"\u003eAgent\u003c/span\u003e(\n\t\t\t\u003cspan class=\"pl-s1\"\u003econfig\u003c/span\u003e\u003cspan class=\"pl-c1\"\u003e=\u003c/span\u003e\u003cspan class=\"pl-s1\"\u003eself\u003c/span\u003e.\u003cspan class=\"pl-c1\"\u003eagents_config\u003c/span\u003e[\u003cspan class=\"pl-s\"\u003e'reporting_analyst'\u003c/span\u003e],\n\t\t\t\u003cspan class=\"pl-s1\"\u003everbose\u003c/span\u003e\u003cspan class=\"pl-c1\"\u003e=\u003c/span\u003e\u003cspan class=\"pl-c1\"\u003eTrue\u003c/span\u003e\n\t\t)\n\n\t\u003cspan class=\"pl-en\"\u003e@\u003cspan class=\"pl-s1\"\u003etask\u003c/span\u003e\u003c/span\u003e\n\t\u003cspan class=\"pl-k\"\u003edef\u003c/span\u003e \u003cspan class=\"pl-en\"\u003eresearch_task\u003c/span\u003e(\u003cspan class=\"pl-s1\"\u003eself\u003c/span\u003e) \u003cspan class=\"pl-c1\"\u003e-\u0026gt;\u003c/span\u003e \u003cspan class=\"pl-smi\"\u003eTask\u003c/span\u003e:\n\t\t\u003cspan class=\"pl-k\"\u003ereturn\u003c/span\u003e \u003cspan class=\"pl-en\"\u003eTask\u003c/span\u003e(\n\t\t\t\u003cspan class=\"pl-s1\"\u003econfig\u003c/span\u003e\u003cspan class=\"pl-c1\"\u003e=\u003c/span\u003e\u003cspan class=\"pl-s1\"\u003eself\u003c/span\u003e.\u003cspan class=\"pl-c1\"\u003etasks_config\u003c/span\u003e[\u003cspan class=\"pl-s\"\u003e'research_task'\u003c/span\u003e],\n\t\t)\n\n\t\u003cspan class=\"pl-en\"\u003e@\u003cspan class=\"pl-s1\"\u003etask\u003c/span\u003e\u003c/span\u003e\n\t\u003cspan class=\"pl-k\"\u003edef\u003c/span\u003e \u003cspan class=\"pl-en\"\u003ereporting_task\u003c/span\u003e(\u003cspan class=\"pl-s1\"\u003eself\u003c/span\u003e) \u003cspan class=\"pl-c1\"\u003e-\u0026gt;\u003c/span\u003e \u003cspan class=\"pl-smi\"\u003eTask\u003c/span\u003e:\n\t\t\u003cspan class=\"pl-k\"\u003ereturn\u003c/span\u003e \u003cspan class=\"pl-en\"\u003eTask\u003c/span\u003e(\n\t\t\t\u003cspan class=\"pl-s1\"\u003econfig\u003c/span\u003e\u003cspan class=\"pl-c1\"\u003e=\u003c/span\u003e\u003cspan class=\"pl-s1\"\u003eself\u003c/span\u003e.\u003cspan class=\"pl-c1\"\u003etasks_config\u003c/span\u003e[\u003cspan class=\"pl-s\"\u003e'reporting_task'\u003c/span\u003e],\n\t\t\t\u003cspan class=\"pl-s1\"\u003eoutput_file\u003c/span\u003e\u003cspan class=\"pl-c1\"\u003e=\u003c/span\u003e\u003cspan class=\"pl-s\"\u003e'report.md'\u003c/span\u003e\n\t\t)\n\n\t\u003cspan class=\"pl-en\"\u003e@\u003cspan class=\"pl-s1\"\u003ecrew\u003c/span\u003e\u003c/span\u003e\n\t\u003cspan class=\"pl-k\"\u003edef\u003c/span\u003e \u003cspan class=\"pl-en\"\u003ecrew\u003c/span\u003e(\u003cspan class=\"pl-s1\"\u003eself\u003c/span\u003e) \u003cspan class=\"pl-c1\"\u003e-\u0026gt;\u003c/span\u003e \u003cspan class=\"pl-smi\"\u003eCrew\u003c/span\u003e:\n\t\t\u003cspan class=\"pl-s\"\u003e\"\"\"Creates the LatestAiDevelopment crew\"\"\"\u003c/span\u003e\n\t\t\u003cspan class=\"pl-k\"\u003ereturn\u003c/span\u003e \u003cspan class=\"pl-en\"\u003eCrew\u003c/span\u003e(\n\t\t\t\u003cspan class=\"pl-s1\"\u003eagents\u003c/span\u003e\u003cspan class=\"pl-c1\"\u003e=\u003c/span\u003e\u003cspan class=\"pl-s1\"\u003eself\u003c/span\u003e.\u003cspan class=\"pl-c1\"\u003eagents\u003c/span\u003e, \u003cspan class=\"pl-c\"\u003e# Automatically created by the @agent decorator\u003c/span\u003e\n\t\t\t\u003cspan class=\"pl-s1\"\u003etasks\u003c/span\u003e\u003cspan class=\"pl-c1\"\u003e=\u003c/span\u003e\u003cspan class=\"pl-s1\"\u003eself\u003c/span\u003e.\u003cspan class=\"pl-c1\"\u003etasks\u003c/span\u003e, \u003cspan class=\"pl-c\"\u003e# Automatically created by the @task decorator\u003c/span\u003e\n\t\t\t\u003cspan class=\"pl-s1\"\u003eprocess\u003c/span\u003e\u003cspan class=\"pl-c1\"\u003e=\u003c/span\u003e\u003cspan class=\"pl-v\"\u003eProcess\u003c/span\u003e.\u003cspan class=\"pl-c1\"\u003esequential\u003c/span\u003e,\n\t\t\t\u003cspan class=\"pl-s1\"\u003everbose\u003c/span\u003e\u003cspan class=\"pl-c1\"\u003e=\u003c/span\u003e\u003cspan class=\"pl-c1\"\u003eTrue\u003c/span\u003e,\n\t\t)\u003c/pre\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003e\u003cstrong\u003emain.py\u003c/strong\u003e\u003c/p\u003e\n\u003cdiv class=\"highlight highlight-source-python notranslate position-relative overflow-auto\" dir=\"auto\" data-snippet-clipboard-copy-content=\"#!/usr/bin/env python\n# src/my_project/main.py\nimport sys\nfrom latest_ai_development.crew import LatestAiDevelopmentCrew\n\ndef run():\n \u0026quot;\u0026quot;\u0026quot;\n Run the crew.\n \u0026quot;\u0026quot;\u0026quot;\n inputs = {\n 'topic': 'AI Agents'\n }\n LatestAiDevelopmentCrew().crew().kickoff(inputs=inputs)\"\u003e\u003cpre\u003e\u003cspan class=\"pl-c\"\u003e#!/usr/bin/env python\u003c/span\u003e\n\u003cspan class=\"pl-c\"\u003e# src/my_project/main.py\u003c/span\u003e\n\u003cspan class=\"pl-k\"\u003eimport\u003c/span\u003e \u003cspan class=\"pl-s1\"\u003esys\u003c/span\u003e\n\u003cspan class=\"pl-k\"\u003efrom\u003c/span\u003e \u003cspan class=\"pl-s1\"\u003elatest_ai_development\u003c/span\u003e.\u003cspan class=\"pl-s1\"\u003ecrew\u003c/span\u003e \u003cspan class=\"pl-k\"\u003eimport\u003c/span\u003e \u003cspan class=\"pl-v\"\u003eLatestAiDevelopmentCrew\u003c/span\u003e\n\n\u003cspan class=\"pl-k\"\u003edef\u003c/span\u003e \u003cspan class=\"pl-en\"\u003erun\u003c/span\u003e():\n \u003cspan class=\"pl-s\"\u003e\"\"\"\u003c/span\u003e\n\u003cspan class=\"pl-s\"\u003e Run the crew.\u003c/span\u003e\n\u003cspan class=\"pl-s\"\u003e \"\"\"\u003c/span\u003e\n \u003cspan class=\"pl-s1\"\u003einputs\u003c/span\u003e \u003cspan class=\"pl-c1\"\u003e=\u003c/span\u003e {\n \u003cspan class=\"pl-s\"\u003e'topic'\u003c/span\u003e: \u003cspan class=\"pl-s\"\u003e'AI Agents'\u003c/span\u003e\n }\n \u003cspan class=\"pl-en\"\u003eLatestAiDevelopmentCrew\u003c/span\u003e().\u003cspan class=\"pl-c1\"\u003ecrew\u003c/span\u003e().\u003cspan class=\"pl-c1\"\u003ekickoff\u003c/span\u003e(\u003cspan class=\"pl-s1\"\u003einputs\u003c/span\u003e\u003cspan class=\"pl-c1\"\u003e=\u003c/span\u003e\u003cspan class=\"pl-s1\"\u003einputs\u003c/span\u003e)\u003c/pre\u003e\u003c/div\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch3 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003e3. Running Your Crew\u003c/h3\u003e\u003ca id=\"user-content-3-running-your-crew\" class=\"anchor\" aria-label=\"Permalink: 3. Running Your Crew\" href=\"#3-running-your-crew\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eBefore running your crew, make sure you have the following keys set as environment variables in your \u003ccode\u003e.env\u003c/code\u003e file:\u003c/p\u003e\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003eAn \u003ca href=\"https://platform.openai.com/account/api-keys\" rel=\"nofollow\"\u003eOpenAI API key\u003c/a\u003e (or other LLM API key): \u003ccode\u003eOPENAI_API_KEY=sk-...\u003c/code\u003e\u003c/li\u003e\n\u003cli\u003eA \u003ca href=\"https://serper.dev/\" rel=\"nofollow\"\u003eSerper.dev\u003c/a\u003e API key: \u003ccode\u003eSERPER_API_KEY=YOUR_KEY_HERE\u003c/code\u003e\u003c/li\u003e\n\u003c/ul\u003e\n\u003cp dir=\"auto\"\u003eLock the dependencies and install them by using the CLI command but first, navigate to your project directory:\u003c/p\u003e\n\u003cdiv class=\"highlight highlight-source-shell notranslate position-relative overflow-auto\" dir=\"auto\" data-snippet-clipboard-copy-content=\"cd my_project\ncrewai install (Optional)\"\u003e\u003cpre\u003e\u003cspan class=\"pl-c1\"\u003ecd\u003c/span\u003e my_project\ncrewai install (Optional)\u003c/pre\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eTo run your crew, execute the following command in the root of your project:\u003c/p\u003e\n\u003cdiv class=\"highlight highlight-source-shell notranslate position-relative overflow-auto\" dir=\"auto\" data-snippet-clipboard-copy-content=\"crewai run\"\u003e\u003cpre\u003ecrewai run\u003c/pre\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eor\u003c/p\u003e\n\u003cdiv class=\"highlight highlight-source-shell notranslate position-relative overflow-auto\" dir=\"auto\" data-snippet-clipboard-copy-content=\"python src/my_project/main.py\"\u003e\u003cpre\u003epython src/my_project/main.py\u003c/pre\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eIf an error happens due to the usage of poetry, please run the following command to update your crewai package:\u003c/p\u003e\n\u003cdiv class=\"highlight highlight-source-shell notranslate position-relative overflow-auto\" dir=\"auto\" data-snippet-clipboard-copy-content=\"crewai update\"\u003e\u003cpre\u003ecrewai update\u003c/pre\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eYou should see the output in the console and the \u003ccode\u003ereport.md\u003c/code\u003e file should be created in the root of your project with the full final report.\u003c/p\u003e\n\u003cp dir=\"auto\"\u003eIn addition to the sequential process, you can use the hierarchical process, which automatically assigns a manager to the defined crew to properly coordinate the planning and execution of tasks through delegation and validation of results. \u003ca href=\"https://docs.crewai.com/core-concepts/Processes/\" rel=\"nofollow\"\u003eSee more about the processes here\u003c/a\u003e.\u003c/p\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eKey Features\u003c/h2\u003e\u003ca id=\"user-content-key-features\" class=\"anchor\" aria-label=\"Permalink: Key Features\" href=\"#key-features\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eCrewAI stands apart as a lean, standalone, high-performance framework delivering simplicity, flexibility, and precise control—free from the complexity and limitations found in other agent frameworks.\u003c/p\u003e\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003e\u003cstrong\u003eStandalone \u0026amp; Lean\u003c/strong\u003e: Completely independent from other frameworks like LangChain, offering faster execution and lighter resource demands.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003eFlexible \u0026amp; Precise\u003c/strong\u003e: Easily orchestrate autonomous agents through intuitive \u003ca href=\"https://docs.crewai.com/concepts/crews\" rel=\"nofollow\"\u003eCrews\u003c/a\u003e or precise \u003ca href=\"https://docs.crewai.com/concepts/flows\" rel=\"nofollow\"\u003eFlows\u003c/a\u003e, achieving perfect balance for your needs.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003eSeamless Integration\u003c/strong\u003e: Effortlessly combine Crews (autonomy) and Flows (precision) to create complex, real-world automations.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003eDeep Customization\u003c/strong\u003e: Tailor every aspect—from high-level workflows down to low-level internal prompts and agent behaviors.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003eReliable Performance\u003c/strong\u003e: Consistent results across simple tasks and complex, enterprise-level automations.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003eThriving Community\u003c/strong\u003e: Backed by robust documentation and over 100,000 certified developers, providing exceptional support and guidance.\u003c/li\u003e\n\u003c/ul\u003e\n\u003cp dir=\"auto\"\u003eChoose CrewAI to easily build powerful, adaptable, and production-ready AI automations.\u003c/p\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eExamples\u003c/h2\u003e\u003ca id=\"user-content-examples\" class=\"anchor\" aria-label=\"Permalink: Examples\" href=\"#examples\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eYou can test different real life examples of AI crews in the \u003ca href=\"https://github.com/crewAIInc/crewAI-examples?tab=readme-ov-file\"\u003eCrewAI-examples repo\u003c/a\u003e:\u003c/p\u003e\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003e\u003ca href=\"https://github.com/crewAIInc/crewAI-examples/tree/main/landing_page_generator\"\u003eLanding Page Generator\u003c/a\u003e\u003c/li\u003e\n\u003cli\u003e\u003ca href=\"https://docs.crewai.com/how-to/Human-Input-on-Execution\" rel=\"nofollow\"\u003eHaving Human input on the execution\u003c/a\u003e\u003c/li\u003e\n\u003cli\u003e\u003ca href=\"https://github.com/crewAIInc/crewAI-examples/tree/main/trip_planner\"\u003eTrip Planner\u003c/a\u003e\u003c/li\u003e\n\u003cli\u003e\u003ca href=\"https://github.com/crewAIInc/crewAI-examples/tree/main/stock_analysis\"\u003eStock Analysis\u003c/a\u003e\u003c/li\u003e\n\u003c/ul\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch3 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eQuick Tutorial\u003c/h3\u003e\u003ca id=\"user-content-quick-tutorial\" class=\"anchor\" aria-label=\"Permalink: Quick Tutorial\" href=\"#quick-tutorial\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003e\u003ca href=\"https://www.youtube.com/watch?v=tnejrr-0a94\" title=\"CrewAI Tutorial\" rel=\"nofollow\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/abfd5573f1ee34a73581a46e11c1f18ae641a748a353f0aae0c0fc63cb858cc0/68747470733a2f2f696d672e796f75747562652e636f6d2f76692f746e656a72722d306139342f6d617872657364656661756c742e6a7067\" alt=\"CrewAI Tutorial\" data-canonical-src=\"https://img.youtube.com/vi/tnejrr-0a94/maxresdefault.jpg\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e\u003c/p\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch3 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eWrite Job Descriptions\u003c/h3\u003e\u003ca id=\"user-content-write-job-descriptions\" class=\"anchor\" aria-label=\"Permalink: Write Job Descriptions\" href=\"#write-job-descriptions\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003e\u003ca href=\"https://github.com/crewAIInc/crewAI-examples/tree/main/job-posting\"\u003eCheck out code for this example\u003c/a\u003e or watch a video below:\u003c/p\u003e\n\u003cp dir=\"auto\"\u003e\u003ca href=\"https://www.youtube.com/watch?v=u98wEMz-9to\" title=\"Jobs postings\" rel=\"nofollow\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/7d96688eed9342a1e2dae4ce154cd619e3c86f36668c28c90b6bd763c1a67be7/68747470733a2f2f696d672e796f75747562652e636f6d2f76692f75393877454d7a2d39746f2f6d617872657364656661756c742e6a7067\" alt=\"Jobs postings\" data-canonical-src=\"https://img.youtube.com/vi/u98wEMz-9to/maxresdefault.jpg\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e\u003c/p\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch3 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eTrip Planner\u003c/h3\u003e\u003ca id=\"user-content-trip-planner\" class=\"anchor\" aria-label=\"Permalink: Trip Planner\" href=\"#trip-planner\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003e\u003ca href=\"https://github.com/crewAIInc/crewAI-examples/tree/main/trip_planner\"\u003eCheck out code for this example\u003c/a\u003e or watch a video below:\u003c/p\u003e\n\u003cp dir=\"auto\"\u003e\u003ca href=\"https://www.youtube.com/watch?v=xis7rWp-hjs\" title=\"Trip Planner\" rel=\"nofollow\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/4b2beed56091679ef8a9847b3716868e3759c9b37d6498e0f25c059bce3a56c5/68747470733a2f2f696d672e796f75747562652e636f6d2f76692f786973377257702d686a732f6d617872657364656661756c742e6a7067\" alt=\"Trip Planner\" data-canonical-src=\"https://img.youtube.com/vi/xis7rWp-hjs/maxresdefault.jpg\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e\u003c/p\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch3 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eStock Analysis\u003c/h3\u003e\u003ca id=\"user-content-stock-analysis\" class=\"anchor\" aria-label=\"Permalink: Stock Analysis\" href=\"#stock-analysis\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003e\u003ca href=\"https://github.com/crewAIInc/crewAI-examples/tree/main/stock_analysis\"\u003eCheck out code for this example\u003c/a\u003e or watch a video below:\u003c/p\u003e\n\u003cp dir=\"auto\"\u003e\u003ca href=\"https://www.youtube.com/watch?v=e0Uj4yWdaAg\" title=\"Stock Analysis\" rel=\"nofollow\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/64052dc9a50661bfbc0e8844559ca82ea63cf1e2c095602c1bd09502db081652/68747470733a2f2f696d672e796f75747562652e636f6d2f76692f6530556a347957646141672f6d617872657364656661756c742e6a7067\" alt=\"Stock Analysis\" data-canonical-src=\"https://img.youtube.com/vi/e0Uj4yWdaAg/maxresdefault.jpg\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e\u003c/p\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch3 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eUsing Crews and Flows Together\u003c/h3\u003e\u003ca id=\"user-content-using-crews-and-flows-together\" class=\"anchor\" aria-label=\"Permalink: Using Crews and Flows Together\" href=\"#using-crews-and-flows-together\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eCrewAI's power truly shines when combining Crews with Flows to create sophisticated automation pipelines. Here's how you can orchestrate multiple Crews within a Flow:\u003c/p\u003e\n\u003cdiv class=\"highlight highlight-source-python notranslate position-relative overflow-auto\" dir=\"auto\" data-snippet-clipboard-copy-content=\"from crewai.flow.flow import Flow, listen, start, router\nfrom crewai import Crew, Agent, Task\nfrom pydantic import BaseModel\n\n# Define structured state for precise control\nclass MarketState(BaseModel):\n sentiment: str = \u0026quot;neutral\u0026quot;\n confidence: float = 0.0\n recommendations: list = []\n\nclass AdvancedAnalysisFlow(Flow[MarketState]):\n @start()\n def fetch_market_data(self):\n # Demonstrate low-level control with structured state\n self.state.sentiment = \u0026quot;analyzing\u0026quot;\n return {\u0026quot;sector\u0026quot;: \u0026quot;tech\u0026quot;, \u0026quot;timeframe\u0026quot;: \u0026quot;1W\u0026quot;} # These parameters match the task description template\n\n @listen(fetch_market_data)\n def analyze_with_crew(self, market_data):\n # Show crew agency through specialized roles\n analyst = Agent(\n role=\u0026quot;Senior Market Analyst\u0026quot;,\n goal=\u0026quot;Conduct deep market analysis with expert insight\u0026quot;,\n backstory=\u0026quot;You're a veteran analyst known for identifying subtle market patterns\u0026quot;\n )\n researcher = Agent(\n role=\u0026quot;Data Researcher\u0026quot;,\n goal=\u0026quot;Gather and validate supporting market data\u0026quot;,\n backstory=\u0026quot;You excel at finding and correlating multiple data sources\u0026quot;\n )\n\n analysis_task = Task(\n description=\u0026quot;Analyze {sector} sector data for the past {timeframe}\u0026quot;,\n expected_output=\u0026quot;Detailed market analysis with confidence score\u0026quot;,\n agent=analyst\n )\n research_task = Task(\n description=\u0026quot;Find supporting data to validate the analysis\u0026quot;,\n expected_output=\u0026quot;Corroborating evidence and potential contradictions\u0026quot;,\n agent=researcher\n )\n\n # Demonstrate crew autonomy\n analysis_crew = Crew(\n agents=[analyst, researcher],\n tasks=[analysis_task, research_task],\n process=Process.sequential,\n verbose=True\n )\n return analysis_crew.kickoff(inputs=market_data) # Pass market_data as named inputs\n\n @router(analyze_with_crew)\n def determine_next_steps(self):\n # Show flow control with conditional routing\n if self.state.confidence \u0026gt; 0.8:\n return \u0026quot;high_confidence\u0026quot;\n elif self.state.confidence \u0026gt; 0.5:\n return \u0026quot;medium_confidence\u0026quot;\n return \u0026quot;low_confidence\u0026quot;\n\n @listen(\u0026quot;high_confidence\u0026quot;)\n def execute_strategy(self):\n # Demonstrate complex decision making\n strategy_crew = Crew(\n agents=[\n Agent(role=\u0026quot;Strategy Expert\u0026quot;,\n goal=\u0026quot;Develop optimal market strategy\u0026quot;)\n ],\n tasks=[\n Task(description=\u0026quot;Create detailed strategy based on analysis\u0026quot;,\n expected_output=\u0026quot;Step-by-step action plan\u0026quot;)\n ]\n )\n return strategy_crew.kickoff()\n\n @listen(\u0026quot;medium_confidence\u0026quot;, \u0026quot;low_confidence\u0026quot;)\n def request_additional_analysis(self):\n self.state.recommendations.append(\u0026quot;Gather more data\u0026quot;)\n return \u0026quot;Additional analysis required\u0026quot;\"\u003e\u003cpre\u003e\u003cspan class=\"pl-k\"\u003efrom\u003c/span\u003e \u003cspan class=\"pl-s1\"\u003ecrewai\u003c/span\u003e.\u003cspan class=\"pl-s1\"\u003eflow\u003c/span\u003e.\u003cspan class=\"pl-s1\"\u003eflow\u003c/span\u003e \u003cspan class=\"pl-k\"\u003eimport\u003c/span\u003e \u003cspan class=\"pl-v\"\u003eFlow\u003c/span\u003e, \u003cspan class=\"pl-s1\"\u003elisten\u003c/span\u003e, \u003cspan class=\"pl-s1\"\u003estart\u003c/span\u003e, \u003cspan class=\"pl-s1\"\u003erouter\u003c/span\u003e\n\u003cspan class=\"pl-k\"\u003efrom\u003c/span\u003e \u003cspan class=\"pl-s1\"\u003ecrewai\u003c/span\u003e \u003cspan class=\"pl-k\"\u003eimport\u003c/span\u003e \u003cspan class=\"pl-v\"\u003eCrew\u003c/span\u003e, \u003cspan class=\"pl-v\"\u003eAgent\u003c/span\u003e, \u003cspan class=\"pl-v\"\u003eTask\u003c/span\u003e\n\u003cspan class=\"pl-k\"\u003efrom\u003c/span\u003e \u003cspan class=\"pl-s1\"\u003epydantic\u003c/span\u003e \u003cspan class=\"pl-k\"\u003eimport\u003c/span\u003e \u003cspan class=\"pl-v\"\u003eBaseModel\u003c/span\u003e\n\n\u003cspan class=\"pl-c\"\u003e# Define structured state for precise control\u003c/span\u003e\n\u003cspan class=\"pl-k\"\u003eclass\u003c/span\u003e \u003cspan class=\"pl-v\"\u003eMarketState\u003c/span\u003e(\u003cspan class=\"pl-v\"\u003eBaseModel\u003c/span\u003e):\n \u003cspan class=\"pl-s1\"\u003esentiment\u003c/span\u003e: \u003cspan class=\"pl-smi\"\u003estr\u003c/span\u003e \u003cspan class=\"pl-c1\"\u003e=\u003c/span\u003e \u003cspan class=\"pl-s\"\u003e\"neutral\"\u003c/span\u003e\n \u003cspan class=\"pl-s1\"\u003econfidence\u003c/span\u003e: \u003cspan class=\"pl-smi\"\u003efloat\u003c/span\u003e \u003cspan class=\"pl-c1\"\u003e=\u003c/span\u003e \u003cspan class=\"pl-c1\"\u003e0.0\u003c/span\u003e\n \u003cspan class=\"pl-s1\"\u003erecommendations\u003c/span\u003e: \u003cspan class=\"pl-smi\"\u003elist\u003c/span\u003e \u003cspan class=\"pl-c1\"\u003e=\u003c/span\u003e []\n\n\u003cspan class=\"pl-k\"\u003eclass\u003c/span\u003e \u003cspan class=\"pl-v\"\u003eAdvancedAnalysisFlow\u003c/span\u003e(\u003cspan class=\"pl-v\"\u003eFlow\u003c/span\u003e[\u003cspan class=\"pl-v\"\u003eMarketState\u003c/span\u003e]):\n \u003cspan class=\"pl-en\"\u003e@\u003cspan class=\"pl-en\"\u003estart\u003c/span\u003e()\u003c/span\u003e\n \u003cspan class=\"pl-k\"\u003edef\u003c/span\u003e \u003cspan class=\"pl-en\"\u003efetch_market_data\u003c/span\u003e(\u003cspan class=\"pl-s1\"\u003eself\u003c/span\u003e):\n \u003cspan class=\"pl-c\"\u003e# Demonstrate low-level control with structured state\u003c/span\u003e\n \u003cspan class=\"pl-s1\"\u003eself\u003c/span\u003e.\u003cspan class=\"pl-c1\"\u003estate\u003c/span\u003e.\u003cspan class=\"pl-c1\"\u003esentiment\u003c/span\u003e \u003cspan class=\"pl-c1\"\u003e=\u003c/span\u003e \u003cspan class=\"pl-s\"\u003e\"analyzing\"\u003c/span\u003e\n \u003cspan class=\"pl-k\"\u003ereturn\u003c/span\u003e {\u003cspan class=\"pl-s\"\u003e\"sector\"\u003c/span\u003e: \u003cspan class=\"pl-s\"\u003e\"tech\"\u003c/span\u003e, \u003cspan class=\"pl-s\"\u003e\"timeframe\"\u003c/span\u003e: \u003cspan class=\"pl-s\"\u003e\"1W\"\u003c/span\u003e} \u003cspan class=\"pl-c\"\u003e# These parameters match the task description template\u003c/span\u003e\n\n \u003cspan class=\"pl-en\"\u003e@\u003cspan class=\"pl-en\"\u003elisten\u003c/span\u003e(\u003cspan class=\"pl-s1\"\u003efetch_market_data\u003c/span\u003e)\u003c/span\u003e\n \u003cspan class=\"pl-k\"\u003edef\u003c/span\u003e \u003cspan class=\"pl-en\"\u003eanalyze_with_crew\u003c/span\u003e(\u003cspan class=\"pl-s1\"\u003eself\u003c/span\u003e, \u003cspan class=\"pl-s1\"\u003emarket_data\u003c/span\u003e):\n \u003cspan class=\"pl-c\"\u003e# Show crew agency through specialized roles\u003c/span\u003e\n \u003cspan class=\"pl-s1\"\u003eanalyst\u003c/span\u003e \u003cspan class=\"pl-c1\"\u003e=\u003c/span\u003e \u003cspan class=\"pl-en\"\u003eAgent\u003c/span\u003e(\n \u003cspan class=\"pl-s1\"\u003erole\u003c/span\u003e\u003cspan class=\"pl-c1\"\u003e=\u003c/span\u003e\u003cspan class=\"pl-s\"\u003e\"Senior Market Analyst\"\u003c/span\u003e,\n \u003cspan class=\"pl-s1\"\u003egoal\u003c/span\u003e\u003cspan class=\"pl-c1\"\u003e=\u003c/span\u003e\u003cspan class=\"pl-s\"\u003e\"Conduct deep market analysis with expert insight\"\u003c/span\u003e,\n \u003cspan class=\"pl-s1\"\u003ebackstory\u003c/span\u003e\u003cspan class=\"pl-c1\"\u003e=\u003c/span\u003e\u003cspan class=\"pl-s\"\u003e\"You're a veteran analyst known for identifying subtle market patterns\"\u003c/span\u003e\n )\n \u003cspan class=\"pl-s1\"\u003eresearcher\u003c/span\u003e \u003cspan class=\"pl-c1\"\u003e=\u003c/span\u003e \u003cspan class=\"pl-en\"\u003eAgent\u003c/span\u003e(\n \u003cspan class=\"pl-s1\"\u003erole\u003c/span\u003e\u003cspan class=\"pl-c1\"\u003e=\u003c/span\u003e\u003cspan class=\"pl-s\"\u003e\"Data Researcher\"\u003c/span\u003e,\n \u003cspan class=\"pl-s1\"\u003egoal\u003c/span\u003e\u003cspan class=\"pl-c1\"\u003e=\u003c/span\u003e\u003cspan class=\"pl-s\"\u003e\"Gather and validate supporting market data\"\u003c/span\u003e,\n \u003cspan class=\"pl-s1\"\u003ebackstory\u003c/span\u003e\u003cspan class=\"pl-c1\"\u003e=\u003c/span\u003e\u003cspan class=\"pl-s\"\u003e\"You excel at finding and correlating multiple data sources\"\u003c/span\u003e\n )\n\n \u003cspan class=\"pl-s1\"\u003eanalysis_task\u003c/span\u003e \u003cspan class=\"pl-c1\"\u003e=\u003c/span\u003e \u003cspan class=\"pl-en\"\u003eTask\u003c/span\u003e(\n \u003cspan class=\"pl-s1\"\u003edescription\u003c/span\u003e\u003cspan class=\"pl-c1\"\u003e=\u003c/span\u003e\u003cspan class=\"pl-s\"\u003e\"Analyze {sector} sector data for the past {timeframe}\"\u003c/span\u003e,\n \u003cspan class=\"pl-s1\"\u003eexpected_output\u003c/span\u003e\u003cspan class=\"pl-c1\"\u003e=\u003c/span\u003e\u003cspan class=\"pl-s\"\u003e\"Detailed market analysis with confidence score\"\u003c/span\u003e,\n \u003cspan class=\"pl-s1\"\u003eagent\u003c/span\u003e\u003cspan class=\"pl-c1\"\u003e=\u003c/span\u003e\u003cspan class=\"pl-s1\"\u003eanalyst\u003c/span\u003e\n )\n \u003cspan class=\"pl-s1\"\u003eresearch_task\u003c/span\u003e \u003cspan class=\"pl-c1\"\u003e=\u003c/span\u003e \u003cspan class=\"pl-en\"\u003eTask\u003c/span\u003e(\n \u003cspan class=\"pl-s1\"\u003edescription\u003c/span\u003e\u003cspan class=\"pl-c1\"\u003e=\u003c/span\u003e\u003cspan class=\"pl-s\"\u003e\"Find supporting data to validate the analysis\"\u003c/span\u003e,\n \u003cspan class=\"pl-s1\"\u003eexpected_output\u003c/span\u003e\u003cspan class=\"pl-c1\"\u003e=\u003c/span\u003e\u003cspan class=\"pl-s\"\u003e\"Corroborating evidence and potential contradictions\"\u003c/span\u003e,\n \u003cspan class=\"pl-s1\"\u003eagent\u003c/span\u003e\u003cspan class=\"pl-c1\"\u003e=\u003c/span\u003e\u003cspan class=\"pl-s1\"\u003eresearcher\u003c/span\u003e\n )\n\n \u003cspan class=\"pl-c\"\u003e# Demonstrate crew autonomy\u003c/span\u003e\n \u003cspan class=\"pl-s1\"\u003eanalysis_crew\u003c/span\u003e \u003cspan class=\"pl-c1\"\u003e=\u003c/span\u003e \u003cspan class=\"pl-en\"\u003eCrew\u003c/span\u003e(\n \u003cspan class=\"pl-s1\"\u003eagents\u003c/span\u003e\u003cspan class=\"pl-c1\"\u003e=\u003c/span\u003e[\u003cspan class=\"pl-s1\"\u003eanalyst\u003c/span\u003e, \u003cspan class=\"pl-s1\"\u003eresearcher\u003c/span\u003e],\n \u003cspan class=\"pl-s1\"\u003etasks\u003c/span\u003e\u003cspan class=\"pl-c1\"\u003e=\u003c/span\u003e[\u003cspan class=\"pl-s1\"\u003eanalysis_task\u003c/span\u003e, \u003cspan class=\"pl-s1\"\u003eresearch_task\u003c/span\u003e],\n \u003cspan class=\"pl-s1\"\u003eprocess\u003c/span\u003e\u003cspan class=\"pl-c1\"\u003e=\u003c/span\u003e\u003cspan class=\"pl-v\"\u003eProcess\u003c/span\u003e.\u003cspan class=\"pl-c1\"\u003esequential\u003c/span\u003e,\n \u003cspan class=\"pl-s1\"\u003everbose\u003c/span\u003e\u003cspan class=\"pl-c1\"\u003e=\u003c/span\u003e\u003cspan class=\"pl-c1\"\u003eTrue\u003c/span\u003e\n )\n \u003cspan class=\"pl-k\"\u003ereturn\u003c/span\u003e \u003cspan class=\"pl-s1\"\u003eanalysis_crew\u003c/span\u003e.\u003cspan class=\"pl-c1\"\u003ekickoff\u003c/span\u003e(\u003cspan class=\"pl-s1\"\u003einputs\u003c/span\u003e\u003cspan class=\"pl-c1\"\u003e=\u003c/span\u003e\u003cspan class=\"pl-s1\"\u003emarket_data\u003c/span\u003e) \u003cspan class=\"pl-c\"\u003e# Pass market_data as named inputs\u003c/span\u003e\n\n \u003cspan class=\"pl-en\"\u003e@\u003cspan class=\"pl-en\"\u003erouter\u003c/span\u003e(\u003cspan class=\"pl-s1\"\u003eanalyze_with_crew\u003c/span\u003e)\u003c/span\u003e\n \u003cspan class=\"pl-k\"\u003edef\u003c/span\u003e \u003cspan class=\"pl-en\"\u003edetermine_next_steps\u003c/span\u003e(\u003cspan class=\"pl-s1\"\u003eself\u003c/span\u003e):\n \u003cspan class=\"pl-c\"\u003e# Show flow control with conditional routing\u003c/span\u003e\n \u003cspan class=\"pl-k\"\u003eif\u003c/span\u003e \u003cspan class=\"pl-s1\"\u003eself\u003c/span\u003e.\u003cspan class=\"pl-c1\"\u003estate\u003c/span\u003e.\u003cspan class=\"pl-c1\"\u003econfidence\u003c/span\u003e \u003cspan class=\"pl-c1\"\u003e\u0026gt;\u003c/span\u003e \u003cspan class=\"pl-c1\"\u003e0.8\u003c/span\u003e:\n \u003cspan class=\"pl-k\"\u003ereturn\u003c/span\u003e \u003cspan class=\"pl-s\"\u003e\"high_confidence\"\u003c/span\u003e\n \u003cspan class=\"pl-k\"\u003eelif\u003c/span\u003e \u003cspan class=\"pl-s1\"\u003eself\u003c/span\u003e.\u003cspan class=\"pl-c1\"\u003estate\u003c/span\u003e.\u003cspan class=\"pl-c1\"\u003econfidence\u003c/span\u003e \u003cspan class=\"pl-c1\"\u003e\u0026gt;\u003c/span\u003e \u003cspan class=\"pl-c1\"\u003e0.5\u003c/span\u003e:\n \u003cspan class=\"pl-k\"\u003ereturn\u003c/span\u003e \u003cspan class=\"pl-s\"\u003e\"medium_confidence\"\u003c/span\u003e\n \u003cspan class=\"pl-k\"\u003ereturn\u003c/span\u003e \u003cspan class=\"pl-s\"\u003e\"low_confidence\"\u003c/span\u003e\n\n \u003cspan class=\"pl-en\"\u003e@\u003cspan class=\"pl-en\"\u003elisten\u003c/span\u003e(\u003cspan class=\"pl-s\"\u003e\"high_confidence\"\u003c/span\u003e)\u003c/span\u003e\n \u003cspan class=\"pl-k\"\u003edef\u003c/span\u003e \u003cspan class=\"pl-en\"\u003eexecute_strategy\u003c/span\u003e(\u003cspan class=\"pl-s1\"\u003eself\u003c/span\u003e):\n \u003cspan class=\"pl-c\"\u003e# Demonstrate complex decision making\u003c/span\u003e\n \u003cspan class=\"pl-s1\"\u003estrategy_crew\u003c/span\u003e \u003cspan class=\"pl-c1\"\u003e=\u003c/span\u003e \u003cspan class=\"pl-en\"\u003eCrew\u003c/span\u003e(\n \u003cspan class=\"pl-s1\"\u003eagents\u003c/span\u003e\u003cspan class=\"pl-c1\"\u003e=\u003c/span\u003e[\n \u003cspan class=\"pl-en\"\u003eAgent\u003c/span\u003e(\u003cspan class=\"pl-s1\"\u003erole\u003c/span\u003e\u003cspan class=\"pl-c1\"\u003e=\u003c/span\u003e\u003cspan class=\"pl-s\"\u003e\"Strategy Expert\"\u003c/span\u003e,\n \u003cspan class=\"pl-s1\"\u003egoal\u003c/span\u003e\u003cspan class=\"pl-c1\"\u003e=\u003c/span\u003e\u003cspan class=\"pl-s\"\u003e\"Develop optimal market strategy\"\u003c/span\u003e)\n ],\n \u003cspan class=\"pl-s1\"\u003etasks\u003c/span\u003e\u003cspan class=\"pl-c1\"\u003e=\u003c/span\u003e[\n \u003cspan class=\"pl-en\"\u003eTask\u003c/span\u003e(\u003cspan class=\"pl-s1\"\u003edescription\u003c/span\u003e\u003cspan class=\"pl-c1\"\u003e=\u003c/span\u003e\u003cspan class=\"pl-s\"\u003e\"Create detailed strategy based on analysis\"\u003c/span\u003e,\n \u003cspan class=\"pl-s1\"\u003eexpected_output\u003c/span\u003e\u003cspan class=\"pl-c1\"\u003e=\u003c/span\u003e\u003cspan class=\"pl-s\"\u003e\"Step-by-step action plan\"\u003c/span\u003e)\n ]\n )\n \u003cspan class=\"pl-k\"\u003ereturn\u003c/span\u003e \u003cspan class=\"pl-s1\"\u003estrategy_crew\u003c/span\u003e.\u003cspan class=\"pl-c1\"\u003ekickoff\u003c/span\u003e()\n\n \u003cspan class=\"pl-en\"\u003e@\u003cspan class=\"pl-en\"\u003elisten\u003c/span\u003e(\u003cspan class=\"pl-s\"\u003e\"medium_confidence\"\u003c/span\u003e, \u003cspan class=\"pl-s\"\u003e\"low_confidence\"\u003c/span\u003e)\u003c/span\u003e\n \u003cspan class=\"pl-k\"\u003edef\u003c/span\u003e \u003cspan class=\"pl-en\"\u003erequest_additional_analysis\u003c/span\u003e(\u003cspan class=\"pl-s1\"\u003eself\u003c/span\u003e):\n \u003cspan class=\"pl-s1\"\u003eself\u003c/span\u003e.\u003cspan class=\"pl-c1\"\u003estate\u003c/span\u003e.\u003cspan class=\"pl-c1\"\u003erecommendations\u003c/span\u003e.\u003cspan class=\"pl-c1\"\u003eappend\u003c/span\u003e(\u003cspan class=\"pl-s\"\u003e\"Gather more data\"\u003c/span\u003e)\n \u003cspan class=\"pl-k\"\u003ereturn\u003c/span\u003e \u003cspan class=\"pl-s\"\u003e\"Additional analysis required\"\u003c/span\u003e\u003c/pre\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eThis example demonstrates how to:\u003c/p\u003e\n\u003col dir=\"auto\"\u003e\n\u003cli\u003eUse Python code for basic data operations\u003c/li\u003e\n\u003cli\u003eCreate and execute Crews as steps in your workflow\u003c/li\u003e\n\u003cli\u003eUse Flow decorators to manage the sequence of operations\u003c/li\u003e\n\u003cli\u003eImplement conditional branching based on Crew results\u003c/li\u003e\n\u003c/ol\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eConnecting Your Crew to a Model\u003c/h2\u003e\u003ca id=\"user-content-connecting-your-crew-to-a-model\" class=\"anchor\" aria-label=\"Permalink: Connecting Your Crew to a Model\" href=\"#connecting-your-crew-to-a-model\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eCrewAI supports using various LLMs through a variety of connection options. By default your agents will use the OpenAI API when querying the model. However, there are several other ways to allow your agents to connect to models. For example, you can configure your agents to use a local model via the Ollama tool.\u003c/p\u003e\n\u003cp dir=\"auto\"\u003ePlease refer to the \u003ca href=\"https://docs.crewai.com/how-to/LLM-Connections/\" rel=\"nofollow\"\u003eConnect CrewAI to LLMs\u003c/a\u003e page for details on configuring you agents' connections to models.\u003c/p\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eHow CrewAI Compares\u003c/h2\u003e\u003ca id=\"user-content-how-crewai-compares\" class=\"anchor\" aria-label=\"Permalink: How CrewAI Compares\" href=\"#how-crewai-compares\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003e\u003cstrong\u003eCrewAI's Advantage\u003c/strong\u003e: CrewAI combines autonomous agent intelligence with precise workflow control through its unique Crews and Flows architecture. The framework excels at both high-level orchestration and low-level customization, enabling complex, production-grade systems with granular control.\u003c/p\u003e\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003e\u003cstrong\u003eLangGraph\u003c/strong\u003e: While LangGraph provides a foundation for building agent workflows, its approach requires significant boilerplate code and complex state management patterns. The framework's tight coupling with LangChain can limit flexibility when implementing custom agent behaviors or integrating with external systems.\u003c/li\u003e\n\u003c/ul\u003e\n\u003cp dir=\"auto\"\u003e\u003cem\u003eP.S. CrewAI demonstrates significant performance advantages over LangGraph, executing 5.76x faster in certain cases like this QA task example (\u003ca href=\"https://github.com/crewAIInc/crewAI-examples/tree/main/Notebooks/CrewAI%20Flows%20%26%20Langgraph/QA%20Agent\"\u003esee comparison\u003c/a\u003e) while achieving higher evaluation scores with faster completion times in certain coding tasks, like in this example (\u003ca href=\"https://github.com/crewAIInc/crewAI-examples/blob/main/Notebooks/CrewAI%20Flows%20%26%20Langgraph/Coding%20Assistant/coding_assistant_eval.ipynb\"\u003edetailed analysis\u003c/a\u003e).\u003c/em\u003e\u003c/p\u003e\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003e\n\u003cp dir=\"auto\"\u003e\u003cstrong\u003eAutogen\u003c/strong\u003e: While Autogen excels at creating conversational agents capable of working together, it lacks an inherent concept of process. In Autogen, orchestrating agents' interactions requires additional programming, which can become complex and cumbersome as the scale of tasks grows.\u003c/p\u003e\n\u003c/li\u003e\n\u003cli\u003e\n\u003cp dir=\"auto\"\u003e\u003cstrong\u003eChatDev\u003c/strong\u003e: ChatDev introduced the idea of processes into the realm of AI agents, but its implementation is quite rigid. Customizations in ChatDev are limited and not geared towards production environments, which can hinder scalability and flexibility in real-world applications.\u003c/p\u003e\n\u003c/li\u003e\n\u003c/ul\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eContribution\u003c/h2\u003e\u003ca id=\"user-content-contribution\" class=\"anchor\" aria-label=\"Permalink: Contribution\" href=\"#contribution\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eCrewAI is open-source and we welcome contributions. If you're looking to contribute, please:\u003c/p\u003e\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003eFork the repository.\u003c/li\u003e\n\u003cli\u003eCreate a new branch for your feature.\u003c/li\u003e\n\u003cli\u003eAdd your feature or improvement.\u003c/li\u003e\n\u003cli\u003eSend a pull request.\u003c/li\u003e\n\u003cli\u003eWe appreciate your input!\u003c/li\u003e\n\u003c/ul\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch3 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eInstalling Dependencies\u003c/h3\u003e\u003ca id=\"user-content-installing-dependencies\" class=\"anchor\" aria-label=\"Permalink: Installing Dependencies\" href=\"#installing-dependencies\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cdiv class=\"highlight highlight-source-shell notranslate position-relative overflow-auto\" dir=\"auto\" data-snippet-clipboard-copy-content=\"uv lock\nuv sync\"\u003e\u003cpre\u003euv lock\nuv sync\u003c/pre\u003e\u003c/div\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch3 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eVirtual Env\u003c/h3\u003e\u003ca id=\"user-content-virtual-env\" class=\"anchor\" aria-label=\"Permalink: Virtual Env\" href=\"#virtual-env\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cdiv class=\"highlight highlight-source-shell notranslate position-relative overflow-auto\" dir=\"auto\" data-snippet-clipboard-copy-content=\"uv venv\"\u003e\u003cpre\u003euv venv\u003c/pre\u003e\u003c/div\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch3 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003ePre-commit hooks\u003c/h3\u003e\u003ca id=\"user-content-pre-commit-hooks\" class=\"anchor\" aria-label=\"Permalink: Pre-commit hooks\" href=\"#pre-commit-hooks\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cdiv class=\"highlight highlight-source-shell notranslate position-relative overflow-auto\" dir=\"auto\" data-snippet-clipboard-copy-content=\"pre-commit install\"\u003e\u003cpre\u003epre-commit install\u003c/pre\u003e\u003c/div\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch3 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eRunning Tests\u003c/h3\u003e\u003ca id=\"user-content-running-tests\" class=\"anchor\" aria-label=\"Permalink: Running Tests\" href=\"#running-tests\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cdiv class=\"highlight highlight-source-shell notranslate position-relative overflow-auto\" dir=\"auto\" data-snippet-clipboard-copy-content=\"uv run pytest .\"\u003e\u003cpre\u003euv run pytest \u003cspan class=\"pl-c1\"\u003e.\u003c/span\u003e\u003c/pre\u003e\u003c/div\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch3 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eRunning static type checks\u003c/h3\u003e\u003ca id=\"user-content-running-static-type-checks\" class=\"anchor\" aria-label=\"Permalink: Running static type checks\" href=\"#running-static-type-checks\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cdiv class=\"highlight highlight-source-shell notranslate position-relative overflow-auto\" dir=\"auto\" data-snippet-clipboard-copy-content=\"uvx mypy src\"\u003e\u003cpre\u003euvx mypy src\u003c/pre\u003e\u003c/div\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch3 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003ePackaging\u003c/h3\u003e\u003ca id=\"user-content-packaging\" class=\"anchor\" aria-label=\"Permalink: Packaging\" href=\"#packaging\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cdiv class=\"highlight highlight-source-shell notranslate position-relative overflow-auto\" dir=\"auto\" data-snippet-clipboard-copy-content=\"uv build\"\u003e\u003cpre\u003euv build\u003c/pre\u003e\u003c/div\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch3 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eInstalling Locally\u003c/h3\u003e\u003ca id=\"user-content-installing-locally\" class=\"anchor\" aria-label=\"Permalink: Installing Locally\" href=\"#installing-locally\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cdiv class=\"highlight highlight-source-shell notranslate position-relative overflow-auto\" dir=\"auto\" data-snippet-clipboard-copy-content=\"pip install dist/*.tar.gz\"\u003e\u003cpre\u003epip install dist/\u003cspan class=\"pl-k\"\u003e*\u003c/span\u003e.tar.gz\u003c/pre\u003e\u003c/div\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eTelemetry\u003c/h2\u003e\u003ca id=\"user-content-telemetry\" class=\"anchor\" aria-label=\"Permalink: Telemetry\" href=\"#telemetry\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eCrewAI uses anonymous telemetry to collect usage data with the main purpose of helping us improve the library by focusing our efforts on the most used features, integrations and tools.\u003c/p\u003e\n\u003cp dir=\"auto\"\u003eIt's pivotal to understand that \u003cstrong\u003eNO data is collected\u003c/strong\u003e concerning prompts, task descriptions, agents' backstories or goals, usage of tools, API calls, responses, any data processed by the agents, or secrets and environment variables, with the exception of the conditions mentioned. When the \u003ccode\u003eshare_crew\u003c/code\u003e feature is enabled, detailed data including task descriptions, agents' backstories or goals, and other specific attributes are collected to provide deeper insights while respecting user privacy. Users can disable telemetry by setting the environment variable OTEL_SDK_DISABLED to true.\u003c/p\u003e\n\u003cp dir=\"auto\"\u003eData collected includes:\u003c/p\u003e\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003eVersion of CrewAI\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003eSo we can understand how many users are using the latest version\u003c/li\u003e\n\u003c/ul\u003e\n\u003c/li\u003e\n\u003cli\u003eVersion of Python\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003eSo we can decide on what versions to better support\u003c/li\u003e\n\u003c/ul\u003e\n\u003c/li\u003e\n\u003cli\u003eGeneral OS (e.g. number of CPUs, macOS/Windows/Linux)\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003eSo we know what OS we should focus on and if we could build specific OS related features\u003c/li\u003e\n\u003c/ul\u003e\n\u003c/li\u003e\n\u003cli\u003eNumber of agents and tasks in a crew\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003eSo we make sure we are testing internally with similar use cases and educate people on the best practices\u003c/li\u003e\n\u003c/ul\u003e\n\u003c/li\u003e\n\u003cli\u003eCrew Process being used\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003eUnderstand where we should focus our efforts\u003c/li\u003e\n\u003c/ul\u003e\n\u003c/li\u003e\n\u003cli\u003eIf Agents are using memory or allowing delegation\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003eUnderstand if we improved the features or maybe even drop them\u003c/li\u003e\n\u003c/ul\u003e\n\u003c/li\u003e\n\u003cli\u003eIf Tasks are being executed in parallel or sequentially\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003eUnderstand if we should focus more on parallel execution\u003c/li\u003e\n\u003c/ul\u003e\n\u003c/li\u003e\n\u003cli\u003eLanguage model being used\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003eImproved support on most used languages\u003c/li\u003e\n\u003c/ul\u003e\n\u003c/li\u003e\n\u003cli\u003eRoles of agents in a crew\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003eUnderstand high level use cases so we can build better tools, integrations and examples about it\u003c/li\u003e\n\u003c/ul\u003e\n\u003c/li\u003e\n\u003cli\u003eTools names available\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003eUnderstand out of the publicly available tools, which ones are being used the most so we can improve them\u003c/li\u003e\n\u003c/ul\u003e\n\u003c/li\u003e\n\u003c/ul\u003e\n\u003cp dir=\"auto\"\u003eUsers can opt-in to Further Telemetry, sharing the complete telemetry data by setting the \u003ccode\u003eshare_crew\u003c/code\u003e attribute to \u003ccode\u003eTrue\u003c/code\u003e on their Crews. Enabling \u003ccode\u003eshare_crew\u003c/code\u003e results in the collection of detailed crew and task execution data, including \u003ccode\u003egoal\u003c/code\u003e, \u003ccode\u003ebackstory\u003c/code\u003e, \u003ccode\u003econtext\u003c/code\u003e, and \u003ccode\u003eoutput\u003c/code\u003e of tasks. This enables a deeper insight into usage patterns while respecting the user's choice to share.\u003c/p\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eLicense\u003c/h2\u003e\u003ca id=\"user-content-license\" class=\"anchor\" aria-label=\"Permalink: License\" href=\"#license\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eCrewAI is released under the \u003ca href=\"https://github.com/crewAIInc/crewAI/blob/main/LICENSE\"\u003eMIT License\u003c/a\u003e.\u003c/p\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eFrequently Asked Questions (FAQ)\u003c/h2\u003e\u003ca id=\"user-content-frequently-asked-questions-faq\" class=\"anchor\" aria-label=\"Permalink: Frequently Asked Questions (FAQ)\" href=\"#frequently-asked-questions-faq\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch3 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eGeneral\u003c/h3\u003e\u003ca id=\"user-content-general\" class=\"anchor\" aria-label=\"Permalink: General\" href=\"#general\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003e\u003ca href=\"#q-what-exactly-is-crewai\"\u003eWhat exactly is CrewAI?\u003c/a\u003e\u003c/li\u003e\n\u003cli\u003e\u003ca href=\"#q-how-do-i-install-crewai\"\u003eHow do I install CrewAI?\u003c/a\u003e\u003c/li\u003e\n\u003cli\u003e\u003ca href=\"#q-does-crewai-depend-on-langchain\"\u003eDoes CrewAI depend on LangChain?\u003c/a\u003e\u003c/li\u003e\n\u003cli\u003e\u003ca href=\"#q-is-crewai-open-source\"\u003eIs CrewAI open-source?\u003c/a\u003e\u003c/li\u003e\n\u003cli\u003e\u003ca href=\"#q-does-crewai-collect-data-from-users\"\u003eDoes CrewAI collect data from users?\u003c/a\u003e\u003c/li\u003e\n\u003c/ul\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch3 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eFeatures and Capabilities\u003c/h3\u003e\u003ca id=\"user-content-features-and-capabilities\" class=\"anchor\" aria-label=\"Permalink: Features and Capabilities\" href=\"#features-and-capabilities\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003e\u003ca href=\"#q-can-crewai-handle-complex-use-cases\"\u003eCan CrewAI handle complex use cases?\u003c/a\u003e\u003c/li\u003e\n\u003cli\u003e\u003ca href=\"#q-can-i-use-crewai-with-local-ai-models\"\u003eCan I use CrewAI with local AI models?\u003c/a\u003e\u003c/li\u003e\n\u003cli\u003e\u003ca href=\"#q-what-makes-crews-different-from-flows\"\u003eWhat makes Crews different from Flows?\u003c/a\u003e\u003c/li\u003e\n\u003cli\u003e\u003ca href=\"#q-how-is-crewai-better-than-langchain\"\u003eHow is CrewAI better than LangChain?\u003c/a\u003e\u003c/li\u003e\n\u003cli\u003e\u003ca href=\"#q-does-crewai-support-fine-tuning-or-training-custom-models\"\u003eDoes CrewAI support fine-tuning or training custom models?\u003c/a\u003e\u003c/li\u003e\n\u003c/ul\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch3 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eResources and Community\u003c/h3\u003e\u003ca id=\"user-content-resources-and-community\" class=\"anchor\" aria-label=\"Permalink: Resources and Community\" href=\"#resources-and-community\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003e\u003ca href=\"#q-where-can-i-find-real-world-crewai-examples\"\u003eWhere can I find real-world CrewAI examples?\u003c/a\u003e\u003c/li\u003e\n\u003cli\u003e\u003ca href=\"#q-how-can-i-contribute-to-crewai\"\u003eHow can I contribute to CrewAI?\u003c/a\u003e\u003c/li\u003e\n\u003c/ul\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch3 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eEnterprise Features\u003c/h3\u003e\u003ca id=\"user-content-enterprise-features\" class=\"anchor\" aria-label=\"Permalink: Enterprise Features\" href=\"#enterprise-features\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003e\u003ca href=\"#q-what-additional-features-does-crewai-enterprise-offer\"\u003eWhat additional features does CrewAI Enterprise offer?\u003c/a\u003e\u003c/li\u003e\n\u003cli\u003e\u003ca href=\"#q-is-crewai-enterprise-available-for-cloud-and-on-premise-deployments\"\u003eIs CrewAI Enterprise available for cloud and on-premise deployments?\u003c/a\u003e\u003c/li\u003e\n\u003cli\u003e\u003ca href=\"#q-can-i-try-crewai-enterprise-for-free\"\u003eCan I try CrewAI Enterprise for free?\u003c/a\u003e\u003c/li\u003e\n\u003c/ul\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch3 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eQ: What exactly is CrewAI?\u003c/h3\u003e\u003ca id=\"user-content-q-what-exactly-is-crewai\" class=\"anchor\" aria-label=\"Permalink: Q: What exactly is CrewAI?\" href=\"#q-what-exactly-is-crewai\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eA: CrewAI is a standalone, lean, and fast Python framework built specifically for orchestrating autonomous AI agents. Unlike frameworks like LangChain, CrewAI does not rely on external dependencies, making it leaner, faster, and simpler.\u003c/p\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch3 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eQ: How do I install CrewAI?\u003c/h3\u003e\u003ca id=\"user-content-q-how-do-i-install-crewai\" class=\"anchor\" aria-label=\"Permalink: Q: How do I install CrewAI?\" href=\"#q-how-do-i-install-crewai\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eA: Install CrewAI using pip:\u003c/p\u003e\n\u003cdiv class=\"highlight highlight-source-shell notranslate position-relative overflow-auto\" dir=\"auto\" data-snippet-clipboard-copy-content=\"pip install crewai\"\u003e\u003cpre\u003epip install crewai\u003c/pre\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eFor additional tools, use:\u003c/p\u003e\n\u003cdiv class=\"highlight highlight-source-shell notranslate position-relative overflow-auto\" dir=\"auto\" data-snippet-clipboard-copy-content=\"pip install 'crewai[tools]'\"\u003e\u003cpre\u003epip install \u003cspan class=\"pl-s\"\u003e\u003cspan class=\"pl-pds\"\u003e'\u003c/span\u003ecrewai[tools]\u003cspan class=\"pl-pds\"\u003e'\u003c/span\u003e\u003c/span\u003e\u003c/pre\u003e\u003c/div\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch3 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eQ: Does CrewAI depend on LangChain?\u003c/h3\u003e\u003ca id=\"user-content-q-does-crewai-depend-on-langchain\" class=\"anchor\" aria-label=\"Permalink: Q: Does CrewAI depend on LangChain?\" href=\"#q-does-crewai-depend-on-langchain\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eA: No. CrewAI is built entirely from the ground up, with no dependencies on LangChain or other agent frameworks. This ensures a lean, fast, and flexible experience.\u003c/p\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch3 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eQ: Can CrewAI handle complex use cases?\u003c/h3\u003e\u003ca id=\"user-content-q-can-crewai-handle-complex-use-cases\" class=\"anchor\" aria-label=\"Permalink: Q: Can CrewAI handle complex use cases?\" href=\"#q-can-crewai-handle-complex-use-cases\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eA: Yes. CrewAI excels at both simple and highly complex real-world scenarios, offering deep customization options at both high and low levels, from internal prompts to sophisticated workflow orchestration.\u003c/p\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch3 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eQ: Can I use CrewAI with local AI models?\u003c/h3\u003e\u003ca id=\"user-content-q-can-i-use-crewai-with-local-ai-models\" class=\"anchor\" aria-label=\"Permalink: Q: Can I use CrewAI with local AI models?\" href=\"#q-can-i-use-crewai-with-local-ai-models\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eA: Absolutely! CrewAI supports various language models, including local ones. Tools like Ollama and LM Studio allow seamless integration. Check the \u003ca href=\"https://docs.crewai.com/how-to/LLM-Connections/\" rel=\"nofollow\"\u003eLLM Connections documentation\u003c/a\u003e for more details.\u003c/p\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch3 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eQ: What makes Crews different from Flows?\u003c/h3\u003e\u003ca id=\"user-content-q-what-makes-crews-different-from-flows\" class=\"anchor\" aria-label=\"Permalink: Q: What makes Crews different from Flows?\" href=\"#q-what-makes-crews-different-from-flows\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eA: Crews provide autonomous agent collaboration, ideal for tasks requiring flexible decision-making and dynamic interaction. Flows offer precise, event-driven control, ideal for managing detailed execution paths and secure state management. You can seamlessly combine both for maximum effectiveness.\u003c/p\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch3 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eQ: How is CrewAI better than LangChain?\u003c/h3\u003e\u003ca id=\"user-content-q-how-is-crewai-better-than-langchain\" class=\"anchor\" aria-label=\"Permalink: Q: How is CrewAI better than LangChain?\" href=\"#q-how-is-crewai-better-than-langchain\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eA: CrewAI provides simpler, more intuitive APIs, faster execution speeds, more reliable and consistent results, robust documentation, and an active community—addressing common criticisms and limitations associated with LangChain.\u003c/p\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch3 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eQ: Is CrewAI open-source?\u003c/h3\u003e\u003ca id=\"user-content-q-is-crewai-open-source\" class=\"anchor\" aria-label=\"Permalink: Q: Is CrewAI open-source?\" href=\"#q-is-crewai-open-source\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eA: Yes, CrewAI is open-source and actively encourages community contributions and collaboration.\u003c/p\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch3 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eQ: Does CrewAI collect data from users?\u003c/h3\u003e\u003ca id=\"user-content-q-does-crewai-collect-data-from-users\" class=\"anchor\" aria-label=\"Permalink: Q: Does CrewAI collect data from users?\" href=\"#q-does-crewai-collect-data-from-users\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eA: CrewAI collects anonymous telemetry data strictly for improvement purposes. Sensitive data such as prompts, tasks, or API responses are never collected unless explicitly enabled by the user.\u003c/p\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch3 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eQ: Where can I find real-world CrewAI examples?\u003c/h3\u003e\u003ca id=\"user-content-q-where-can-i-find-real-world-crewai-examples\" class=\"anchor\" aria-label=\"Permalink: Q: Where can I find real-world CrewAI examples?\" href=\"#q-where-can-i-find-real-world-crewai-examples\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eA: Check out practical examples in the \u003ca href=\"https://github.com/crewAIInc/crewAI-examples\"\u003eCrewAI-examples repository\u003c/a\u003e, covering use cases like trip planners, stock analysis, and job postings.\u003c/p\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch3 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eQ: How can I contribute to CrewAI?\u003c/h3\u003e\u003ca id=\"user-content-q-how-can-i-contribute-to-crewai\" class=\"anchor\" aria-label=\"Permalink: Q: How can I contribute to CrewAI?\" href=\"#q-how-can-i-contribute-to-crewai\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eA: Contributions are warmly welcomed! Fork the repository, create your branch, implement your changes, and submit a pull request. See the Contribution section of the README for detailed guidelines.\u003c/p\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch3 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eQ: What additional features does CrewAI Enterprise offer?\u003c/h3\u003e\u003ca id=\"user-content-q-what-additional-features-does-crewai-enterprise-offer\" class=\"anchor\" aria-label=\"Permalink: Q: What additional features does CrewAI Enterprise offer?\" href=\"#q-what-additional-features-does-crewai-enterprise-offer\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eA: CrewAI Enterprise provides advanced features such as a unified control plane, real-time observability, secure integrations, advanced security, actionable insights, and dedicated 24/7 enterprise support.\u003c/p\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch3 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eQ: Is CrewAI Enterprise available for cloud and on-premise deployments?\u003c/h3\u003e\u003ca id=\"user-content-q-is-crewai-enterprise-available-for-cloud-and-on-premise-deployments\" class=\"anchor\" aria-label=\"Permalink: Q: Is CrewAI Enterprise available for cloud and on-premise deployments?\" href=\"#q-is-crewai-enterprise-available-for-cloud-and-on-premise-deployments\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eA: Yes, CrewAI Enterprise supports both cloud-based and on-premise deployment options, allowing enterprises to meet their specific security and compliance requirements.\u003c/p\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch3 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eQ: Can I try CrewAI Enterprise for free?\u003c/h3\u003e\u003ca id=\"user-content-q-can-i-try-crewai-enterprise-for-free\" class=\"anchor\" aria-label=\"Permalink: Q: Can I try CrewAI Enterprise for free?\" href=\"#q-can-i-try-crewai-enterprise-for-free\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eA: Yes, you can explore part of the CrewAI Enterprise Suite by accessing the \u003ca href=\"https://app.crewai.com\" rel=\"nofollow\"\u003eCrew Control Plane\u003c/a\u003e for free.\u003c/p\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch3 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eQ: Does CrewAI support fine-tuning or training custom models?\u003c/h3\u003e\u003ca id=\"user-content-q-does-crewai-support-fine-tuning-or-training-custom-models\" class=\"anchor\" aria-label=\"Permalink: Q: Does CrewAI support fine-tuning or training custom models?\" href=\"#q-does-crewai-support-fine-tuning-or-training-custom-models\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eA: Yes, CrewAI can integrate with custom-trained or fine-tuned models, allowing you to enhance your agents with domain-specific knowledge and accuracy.\u003c/p\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch3 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eQ: Can CrewAI agents interact with external tools and APIs?\u003c/h3\u003e\u003ca id=\"user-content-q-can-crewai-agents-interact-with-external-tools-and-apis\" class=\"anchor\" aria-label=\"Permalink: Q: Can CrewAI agents interact with external tools and APIs?\" href=\"#q-can-crewai-agents-interact-with-external-tools-and-apis\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eA: Absolutely! CrewAI agents can easily integrate with external tools, APIs, and databases, empowering them to leverage real-world data and resources.\u003c/p\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch3 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eQ: Is CrewAI suitable for production environments?\u003c/h3\u003e\u003ca id=\"user-content-q-is-crewai-suitable-for-production-environments\" class=\"anchor\" aria-label=\"Permalink: Q: Is CrewAI suitable for production environments?\" href=\"#q-is-crewai-suitable-for-production-environments\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eA: Yes, CrewAI is explicitly designed with production-grade standards, ensuring reliability, stability, and scalability for enterprise deployments.\u003c/p\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch3 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eQ: How scalable is CrewAI?\u003c/h3\u003e\u003ca id=\"user-content-q-how-scalable-is-crewai\" class=\"anchor\" aria-label=\"Permalink: Q: How scalable is CrewAI?\" href=\"#q-how-scalable-is-crewai\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eA: CrewAI is highly scalable, supporting simple automations and large-scale enterprise workflows involving numerous agents and complex tasks simultaneously.\u003c/p\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch3 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eQ: Does CrewAI offer debugging and monitoring tools?\u003c/h3\u003e\u003ca id=\"user-content-q-does-crewai-offer-debugging-and-monitoring-tools\" class=\"anchor\" aria-label=\"Permalink: Q: Does CrewAI offer debugging and monitoring tools?\" href=\"#q-does-crewai-offer-debugging-and-monitoring-tools\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eA: Yes, CrewAI Enterprise includes advanced debugging, tracing, and real-time observability features, simplifying the management and troubleshooting of your automations.\u003c/p\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch3 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eQ: What programming languages does CrewAI support?\u003c/h3\u003e\u003ca id=\"user-content-q-what-programming-languages-does-crewai-support\" class=\"anchor\" aria-label=\"Permalink: Q: What programming languages does CrewAI support?\" href=\"#q-what-programming-languages-does-crewai-support\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eA: CrewAI is primarily Python-based but easily integrates with services and APIs written in any programming language through its flexible API integration capabilities.\u003c/p\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch3 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eQ: Does CrewAI offer educational resources for beginners?\u003c/h3\u003e\u003ca id=\"user-content-q-does-crewai-offer-educational-resources-for-beginners\" class=\"anchor\" aria-label=\"Permalink: Q: Does CrewAI offer educational resources for beginners?\" href=\"#q-does-crewai-offer-educational-resources-for-beginners\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eA: Yes, CrewAI provides extensive beginner-friendly tutorials, courses, and documentation through learn.crewai.com, supporting developers at all skill levels.\u003c/p\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch3 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eQ: Can CrewAI automate human-in-the-loop workflows?\u003c/h3\u003e\u003ca id=\"user-content-q-can-crewai-automate-human-in-the-loop-workflows\" class=\"anchor\" aria-label=\"Permalink: Q: Can CrewAI automate human-in-the-loop workflows?\" href=\"#q-can-crewai-automate-human-in-the-loop-workflows\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eA: Yes, CrewAI fully supports human-in-the-loop workflows, allowing seamless collaboration between human experts and AI agents for enhanced decision-making.\u003c/p\u003e\n\u003c/article\u003e","loaded":true,"timedOut":false,"errorMessage":null,"headerInfo":{"toc":[{"level":3,"text":"Fast and Flexible Multi-Agent Automation Framework","anchor":"fast-and-flexible-multi-agent-automation-framework","htmlText":"Fast and Flexible Multi-Agent Automation Framework"},{"level":1,"text":"CrewAI Enterprise Suite","anchor":"crewai-enterprise-suite","htmlText":"CrewAI Enterprise Suite"},{"level":2,"text":"Crew Control Plane Key Features:","anchor":"crew-control-plane-key-features","htmlText":"Crew Control Plane Key Features:"},{"level":3,"text":"Homepage | Documentation | Chat with Docs | Discourse","anchor":"homepage--documentation--chat-with-docs--discourse","htmlText":"Homepage | Documentation | Chat with Docs | Discourse"},{"level":2,"text":"Table of contents","anchor":"table-of-contents","htmlText":"Table of contents"},{"level":2,"text":"Why CrewAI?","anchor":"why-crewai","htmlText":"Why CrewAI?"},{"level":2,"text":"Getting Started","anchor":"getting-started","htmlText":"Getting Started"},{"level":3,"text":"Learning Resources","anchor":"learning-resources","htmlText":"Learning Resources"},{"level":3,"text":"Understanding Flows and Crews","anchor":"understanding-flows-and-crews","htmlText":"Understanding Flows and Crews"},{"level":3,"text":"Getting Started with Installation","anchor":"getting-started-with-installation","htmlText":"Getting Started with Installation"},{"level":3,"text":"1. Installation","anchor":"1-installation","htmlText":"1. Installation"},{"level":3,"text":"Troubleshooting Dependencies","anchor":"troubleshooting-dependencies","htmlText":"Troubleshooting Dependencies"},{"level":4,"text":"Common Issues","anchor":"common-issues","htmlText":"Common Issues"},{"level":3,"text":"2. Setting Up Your Crew with the YAML Configuration","anchor":"2-setting-up-your-crew-with-the-yaml-configuration","htmlText":"2. Setting Up Your Crew with the YAML Configuration"},{"level":4,"text":"To customize your project, you can:","anchor":"to-customize-your-project-you-can","htmlText":"To customize your project, you can:"},{"level":4,"text":"Example of a simple crew with a sequential process:","anchor":"example-of-a-simple-crew-with-a-sequential-process","htmlText":"Example of a simple crew with a sequential process:"},{"level":3,"text":"3. Running Your Crew","anchor":"3-running-your-crew","htmlText":"3. Running Your Crew"},{"level":2,"text":"Key Features","anchor":"key-features","htmlText":"Key Features"},{"level":2,"text":"Examples","anchor":"examples","htmlText":"Examples"},{"level":3,"text":"Quick Tutorial","anchor":"quick-tutorial","htmlText":"Quick Tutorial"},{"level":3,"text":"Write Job Descriptions","anchor":"write-job-descriptions","htmlText":"Write Job Descriptions"},{"level":3,"text":"Trip Planner","anchor":"trip-planner","htmlText":"Trip Planner"},{"level":3,"text":"Stock Analysis","anchor":"stock-analysis","htmlText":"Stock Analysis"},{"level":3,"text":"Using Crews and Flows Together","anchor":"using-crews-and-flows-together","htmlText":"Using Crews and Flows Together"},{"level":2,"text":"Connecting Your Crew to a Model","anchor":"connecting-your-crew-to-a-model","htmlText":"Connecting Your Crew to a Model"},{"level":2,"text":"How CrewAI Compares","anchor":"how-crewai-compares","htmlText":"How CrewAI Compares"},{"level":2,"text":"Contribution","anchor":"contribution","htmlText":"Contribution"},{"level":3,"text":"Installing Dependencies","anchor":"installing-dependencies","htmlText":"Installing Dependencies"},{"level":3,"text":"Virtual Env","anchor":"virtual-env","htmlText":"Virtual Env"},{"level":3,"text":"Pre-commit hooks","anchor":"pre-commit-hooks","htmlText":"Pre-commit hooks"},{"level":3,"text":"Running Tests","anchor":"running-tests","htmlText":"Running Tests"},{"level":3,"text":"Running static type checks","anchor":"running-static-type-checks","htmlText":"Running static type checks"},{"level":3,"text":"Packaging","anchor":"packaging","htmlText":"Packaging"},{"level":3,"text":"Installing Locally","anchor":"installing-locally","htmlText":"Installing Locally"},{"level":2,"text":"Telemetry","anchor":"telemetry","htmlText":"Telemetry"},{"level":2,"text":"License","anchor":"license","htmlText":"License"},{"level":2,"text":"Frequently Asked Questions (FAQ)","anchor":"frequently-asked-questions-faq","htmlText":"Frequently Asked Questions (FAQ)"},{"level":3,"text":"General","anchor":"general","htmlText":"General"},{"level":3,"text":"Features and Capabilities","anchor":"features-and-capabilities","htmlText":"Features and Capabilities"},{"level":3,"text":"Resources and Community","anchor":"resources-and-community","htmlText":"Resources and Community"},{"level":3,"text":"Enterprise Features","anchor":"enterprise-features","htmlText":"Enterprise Features"},{"level":3,"text":"Q: What exactly is CrewAI?","anchor":"q-what-exactly-is-crewai","htmlText":"Q: What exactly is CrewAI?"},{"level":3,"text":"Q: How do I install CrewAI?","anchor":"q-how-do-i-install-crewai","htmlText":"Q: How do I install CrewAI?"},{"level":3,"text":"Q: Does CrewAI depend on LangChain?","anchor":"q-does-crewai-depend-on-langchain","htmlText":"Q: Does CrewAI depend on LangChain?"},{"level":3,"text":"Q: Can CrewAI handle complex use 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class="markdown-heading" dir="auto"><h3 tabindex="-1" class="heading-element" dir="auto">Fast and Flexible Multi-Agent Automation Framework</h3><a id="user-content-fast-and-flexible-multi-agent-automation-framework" class="anchor" aria-label="Permalink: Fast and Flexible Multi-Agent Automation Framework" href="#fast-and-flexible-multi-agent-automation-framework"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <p dir="auto">CrewAI is a lean, lightning-fast Python framework built entirely from scratch—completely <strong>independent of LangChain or other agent frameworks</strong>. It empowers developers with both high-level simplicity and precise low-level control, ideal for creating autonomous AI agents tailored to any scenario.</p> <ul dir="auto"> <li><strong>CrewAI Crews</strong>: Optimize for autonomy and collaborative intelligence.</li> <li><strong>CrewAI Flows</strong>: Enable granular, event-driven control, single LLM calls for precise task orchestration and supports Crews natively</li> </ul> <p dir="auto">With over 100,000 developers certified through our community courses at <a href="https://learn.crewai.com" rel="nofollow">learn.crewai.com</a>, CrewAI is rapidly becoming the standard for enterprise-ready AI automation.</p> <div class="markdown-heading" dir="auto"><h1 tabindex="-1" class="heading-element" dir="auto">CrewAI Enterprise Suite</h1><a id="user-content-crewai-enterprise-suite" class="anchor" aria-label="Permalink: CrewAI Enterprise Suite" href="#crewai-enterprise-suite"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <p dir="auto">CrewAI Enterprise Suite is a comprehensive bundle tailored for organizations that require secure, scalable, and easy-to-manage agent-driven automation.</p> <p dir="auto">You can try one part of the suite the <a href="https://app.crewai.com" rel="nofollow">Crew Control Plane for free</a></p> <div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">Crew Control Plane Key Features:</h2><a id="user-content-crew-control-plane-key-features" class="anchor" aria-label="Permalink: Crew Control Plane Key Features:" href="#crew-control-plane-key-features"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <ul dir="auto"> <li><strong>Tracing & Observability</strong>: Monitor and track your AI agents and workflows in real-time, including metrics, logs, and traces.</li> <li><strong>Unified Control Plane</strong>: A centralized platform for managing, monitoring, and scaling your AI agents and workflows.</li> <li><strong>Seamless Integrations</strong>: Easily connect with existing enterprise systems, data sources, and cloud infrastructure.</li> <li><strong>Advanced Security</strong>: Built-in robust security and compliance measures ensuring safe deployment and management.</li> <li><strong>Actionable Insights</strong>: Real-time analytics and reporting to optimize performance and decision-making.</li> <li><strong>24/7 Support</strong>: Dedicated enterprise support to ensure uninterrupted operation and quick resolution of issues.</li> <li><strong>On-premise and Cloud Deployment Options</strong>: Deploy CrewAI Enterprise on-premise or in the cloud, depending on your security and compliance requirements.</li> </ul> <p dir="auto">CrewAI Enterprise is designed for enterprises seeking a powerful, reliable solution to transform complex business processes into efficient, intelligent automations.</p> <div class="markdown-heading" dir="auto"><h3 tabindex="-1" class="heading-element" dir="auto"> <p dir="auto"><a href="https://www.crewai.com/" rel="nofollow">Homepage</a> | <a href="https://docs.crewai.com/" rel="nofollow">Documentation</a> | <a href="https://chatg.pt/DWjSBZn" rel="nofollow">Chat with Docs</a> | <a href="https://community.crewai.com" rel="nofollow">Discourse</a></p> </h3><a id="user-content-homepage--documentation--chat-with-docs--discourse" class="anchor" aria-label="Permalink: Homepage | Documentation | Chat with Docs | Discourse" href="#homepage--documentation--chat-with-docs--discourse"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <p dir="auto"><a href="https://github.com/crewAIInc/crewAI"><img src="https://camo.githubusercontent.com/ead7de14b8a5a2e0fcf9a435b40076799722ade121981a85605be68953e7e773/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f6a6f616f6d646d6f7572612f637265774149" alt="GitHub Repo stars" data-canonical-src="https://img.shields.io/github/stars/joaomdmoura/crewAI" style="max-width: 100%;"></a> <a href="https://opensource.org/licenses/MIT" rel="nofollow"><img src="https://camo.githubusercontent.com/28f4d479bf0a9b033b3a3b95ab2adc343da448a025b01aefdc0fbc7f0e169eb8/68747470733a2f2f696d672e736869656c64732e696f2f62616467652f4c6963656e73652d4d49542d677265656e2e737667" alt="License: MIT" data-canonical-src="https://img.shields.io/badge/License-MIT-green.svg" style="max-width: 100%;"></a></p> <div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">Table of contents</h2><a id="user-content-table-of-contents" class="anchor" aria-label="Permalink: Table of contents" href="#table-of-contents"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <ul dir="auto"> <li><a href="#why-crewai">Why CrewAI?</a></li> <li><a href="#getting-started">Getting Started</a></li> <li><a href="#key-features">Key Features</a></li> <li><a href="#understanding-flows-and-crews">Understanding Flows and Crews</a></li> <li><a href="#how-crewai-compares">CrewAI vs LangGraph</a></li> <li><a href="#examples">Examples</a> <ul dir="auto"> <li><a href="#quick-tutorial">Quick Tutorial</a></li> <li><a href="#write-job-descriptions">Write Job Descriptions</a></li> <li><a href="#trip-planner">Trip Planner</a></li> <li><a href="#stock-analysis">Stock Analysis</a></li> <li><a href="#using-crews-and-flows-together">Using Crews and Flows Together</a></li> </ul> </li> <li><a href="#connecting-your-crew-to-a-model">Connecting Your Crew to a Model</a></li> <li><a href="#how-crewai-compares">How CrewAI Compares</a></li> <li><a href="#frequently-asked-questions-faq">Frequently Asked Questions (FAQ)</a></li> <li><a href="#contribution">Contribution</a></li> <li><a href="#telemetry">Telemetry</a></li> <li><a href="#license">License</a></li> </ul> <div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">Why CrewAI?</h2><a id="user-content-why-crewai" class="anchor" aria-label="Permalink: Why CrewAI?" href="#why-crewai"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <div align="center" dir="auto"> <a target="_blank" rel="noopener noreferrer" href="/crewAIInc/crewAI/blob/main/docs/asset.png"><img src="/crewAIInc/crewAI/raw/main/docs/asset.png" alt="CrewAI Logo" width="100%" style="max-width: 100%;"></a> </div> <p dir="auto">CrewAI unlocks the true potential of multi-agent automation, delivering the best-in-class combination of speed, flexibility, and control with either Crews of AI Agents or Flows of Events:</p> <ul dir="auto"> <li><strong>Standalone Framework</strong>: Built from scratch, independent of LangChain or any other agent framework.</li> <li><strong>High Performance</strong>: Optimized for speed and minimal resource usage, enabling faster execution.</li> <li><strong>Flexible Low Level Customization</strong>: Complete freedom to customize at both high and low levels - from overall workflows and system architecture to granular agent behaviors, internal prompts, and execution logic.</li> <li><strong>Ideal for Every Use Case</strong>: Proven effective for both simple tasks and highly complex, real-world, enterprise-grade scenarios.</li> <li><strong>Robust Community</strong>: Backed by a rapidly growing community of over <strong>100,000 certified</strong> developers offering comprehensive support and resources.</li> </ul> <p dir="auto">CrewAI empowers developers and enterprises to confidently build intelligent automations, bridging the gap between simplicity, flexibility, and performance.</p> <div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">Getting Started</h2><a id="user-content-getting-started" class="anchor" aria-label="Permalink: Getting Started" href="#getting-started"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <div class="markdown-heading" dir="auto"><h3 tabindex="-1" class="heading-element" dir="auto">Learning Resources</h3><a id="user-content-learning-resources" class="anchor" aria-label="Permalink: Learning Resources" href="#learning-resources"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <p dir="auto">Learn CrewAI through our comprehensive courses:</p> <ul dir="auto"> <li><a href="https://www.deeplearning.ai/short-courses/multi-ai-agent-systems-with-crewai/" rel="nofollow">Multi AI Agent Systems with CrewAI</a> - Master the fundamentals of multi-agent systems</li> <li><a href="https://www.deeplearning.ai/short-courses/practical-multi-ai-agents-and-advanced-use-cases-with-crewai/" rel="nofollow">Practical Multi AI Agents and Advanced Use Cases</a> - Deep dive into advanced implementations</li> </ul> <div class="markdown-heading" dir="auto"><h3 tabindex="-1" class="heading-element" dir="auto">Understanding Flows and Crews</h3><a id="user-content-understanding-flows-and-crews" class="anchor" aria-label="Permalink: Understanding Flows and Crews" href="#understanding-flows-and-crews"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <p dir="auto">CrewAI offers two powerful, complementary approaches that work seamlessly together to build sophisticated AI applications:</p> <ol dir="auto"> <li> <p dir="auto"><strong>Crews</strong>: Teams of AI agents with true autonomy and agency, working together to accomplish complex tasks through role-based collaboration. Crews enable:</p> <ul dir="auto"> <li>Natural, autonomous decision-making between agents</li> <li>Dynamic task delegation and collaboration</li> <li>Specialized roles with defined goals and expertise</li> <li>Flexible problem-solving approaches</li> </ul> </li> <li> <p dir="auto"><strong>Flows</strong>: Production-ready, event-driven workflows that deliver precise control over complex automations. Flows provide:</p> <ul dir="auto"> <li>Fine-grained control over execution paths for real-world scenarios</li> <li>Secure, consistent state management between tasks</li> <li>Clean integration of AI agents with production Python code</li> <li>Conditional branching for complex business logic</li> </ul> </li> </ol> <p dir="auto">The true power of CrewAI emerges when combining Crews and Flows. This synergy allows you to:</p> <ul dir="auto"> <li>Build complex, production-grade applications</li> <li>Balance autonomy with precise control</li> <li>Handle sophisticated real-world scenarios</li> <li>Maintain clean, maintainable code structure</li> </ul> <div class="markdown-heading" dir="auto"><h3 tabindex="-1" class="heading-element" dir="auto">Getting Started with Installation</h3><a id="user-content-getting-started-with-installation" class="anchor" aria-label="Permalink: Getting Started with Installation" href="#getting-started-with-installation"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <p dir="auto">To get started with CrewAI, follow these simple steps:</p> <div class="markdown-heading" dir="auto"><h3 tabindex="-1" class="heading-element" dir="auto">1. Installation</h3><a id="user-content-1-installation" class="anchor" aria-label="Permalink: 1. Installation" href="#1-installation"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <p dir="auto">Ensure you have Python >=3.10 <3.13 installed on your system. CrewAI uses <a href="https://docs.astral.sh/uv/" rel="nofollow">UV</a> for dependency management and package handling, offering a seamless setup and execution experience.</p> <p dir="auto">First, install CrewAI:</p> <div class="highlight highlight-source-shell notranslate position-relative overflow-auto" dir="auto" data-snippet-clipboard-copy-content="pip install crewai"><pre>pip install crewai</pre></div> <p dir="auto">If you want to install the 'crewai' package along with its optional features that include additional tools for agents, you can do so by using the following command:</p> <div class="highlight highlight-source-shell notranslate position-relative overflow-auto" dir="auto" data-snippet-clipboard-copy-content="pip install 'crewai[tools]'"><pre>pip install <span class="pl-s"><span class="pl-pds">'</span>crewai[tools]<span class="pl-pds">'</span></span></pre></div> <p dir="auto">The command above installs the basic package and also adds extra components which require more dependencies to function.</p> <div class="markdown-heading" dir="auto"><h3 tabindex="-1" class="heading-element" dir="auto">Troubleshooting Dependencies</h3><a id="user-content-troubleshooting-dependencies" class="anchor" aria-label="Permalink: Troubleshooting Dependencies" href="#troubleshooting-dependencies"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <p dir="auto">If you encounter issues during installation or usage, here are some common solutions:</p> <div class="markdown-heading" dir="auto"><h4 tabindex="-1" class="heading-element" dir="auto">Common Issues</h4><a id="user-content-common-issues" class="anchor" aria-label="Permalink: Common Issues" href="#common-issues"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <ol dir="auto"> <li> <p dir="auto"><strong>ModuleNotFoundError: No module named 'tiktoken'</strong></p> <ul dir="auto"> <li>Install tiktoken explicitly: <code>pip install 'crewai[embeddings]'</code></li> <li>If using embedchain or other tools: <code>pip install 'crewai[tools]'</code></li> </ul> </li> <li> <p dir="auto"><strong>Failed building wheel for tiktoken</strong></p> <ul dir="auto"> <li>Ensure Rust compiler is installed (see installation steps above)</li> <li>For Windows: Verify Visual C++ Build Tools are installed</li> <li>Try upgrading pip: <code>pip install --upgrade pip</code></li> <li>If issues persist, use a pre-built wheel: <code>pip install tiktoken --prefer-binary</code></li> </ul> </li> </ol> <div class="markdown-heading" dir="auto"><h3 tabindex="-1" class="heading-element" dir="auto">2. Setting Up Your Crew with the YAML Configuration</h3><a id="user-content-2-setting-up-your-crew-with-the-yaml-configuration" class="anchor" aria-label="Permalink: 2. Setting Up Your Crew with the YAML Configuration" href="#2-setting-up-your-crew-with-the-yaml-configuration"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <p dir="auto">To create a new CrewAI project, run the following CLI (Command Line Interface) command:</p> <div class="highlight highlight-source-shell notranslate position-relative overflow-auto" dir="auto" data-snippet-clipboard-copy-content="crewai create crew <project_name>"><pre>crewai create crew <span class="pl-k"><</span>project_name<span class="pl-k">></span></pre></div> <p dir="auto">This command creates a new project folder with the following structure:</p> <div class="snippet-clipboard-content notranslate position-relative overflow-auto" data-snippet-clipboard-copy-content="my_project/ ├── .gitignore ├── pyproject.toml ├── README.md ├── .env └── src/ └── my_project/ ├── __init__.py ├── main.py ├── crew.py ├── tools/ │ ├── custom_tool.py │ └── __init__.py └── config/ ├── agents.yaml └── tasks.yaml"><pre class="notranslate"><code>my_project/ ├── .gitignore ├── pyproject.toml ├── README.md ├── .env └── src/ └── my_project/ ├── __init__.py ├── main.py ├── crew.py ├── tools/ │ ├── custom_tool.py │ └── __init__.py └── config/ ├── agents.yaml └── tasks.yaml </code></pre></div> <p dir="auto">You can now start developing your crew by editing the files in the <code>src/my_project</code> folder. The <code>main.py</code> file is the entry point of the project, the <code>crew.py</code> file is where you define your crew, the <code>agents.yaml</code> file is where you define your agents, and the <code>tasks.yaml</code> file is where you define your tasks.</p> <div class="markdown-heading" dir="auto"><h4 tabindex="-1" class="heading-element" dir="auto">To customize your project, you can:</h4><a id="user-content-to-customize-your-project-you-can" class="anchor" aria-label="Permalink: To customize your project, you can:" href="#to-customize-your-project-you-can"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <ul dir="auto"> <li>Modify <code>src/my_project/config/agents.yaml</code> to define your agents.</li> <li>Modify <code>src/my_project/config/tasks.yaml</code> to define your tasks.</li> <li>Modify <code>src/my_project/crew.py</code> to add your own logic, tools, and specific arguments.</li> <li>Modify <code>src/my_project/main.py</code> to add custom inputs for your agents and tasks.</li> <li>Add your environment variables into the <code>.env</code> file.</li> </ul> <div class="markdown-heading" dir="auto"><h4 tabindex="-1" class="heading-element" dir="auto">Example of a simple crew with a sequential process:</h4><a id="user-content-example-of-a-simple-crew-with-a-sequential-process" class="anchor" aria-label="Permalink: Example of a simple crew with a sequential process:" href="#example-of-a-simple-crew-with-a-sequential-process"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <p dir="auto">Instantiate your crew:</p> <div class="highlight highlight-source-shell notranslate position-relative overflow-auto" dir="auto" data-snippet-clipboard-copy-content="crewai create crew latest-ai-development"><pre>crewai create crew latest-ai-development</pre></div> <p dir="auto">Modify the files as needed to fit your use case:</p> <p dir="auto"><strong>agents.yaml</strong></p> <div class="highlight highlight-source-yaml notranslate position-relative overflow-auto" dir="auto" data-snippet-clipboard-copy-content="# src/my_project/config/agents.yaml researcher: role: > {topic} Senior Data Researcher goal: > Uncover cutting-edge developments in {topic} backstory: > You're a seasoned researcher with a knack for uncovering the latest developments in {topic}. Known for your ability to find the most relevant information and present it in a clear and concise manner. reporting_analyst: role: > {topic} Reporting Analyst goal: > Create detailed reports based on {topic} data analysis and research findings backstory: > You're a meticulous analyst with a keen eye for detail. You're known for your ability to turn complex data into clear and concise reports, making it easy for others to understand and act on the information you provide."><pre><span class="pl-c"><span class="pl-c">#</span> src/my_project/config/agents.yaml</span> <span class="pl-ent">researcher</span>: <span class="pl-ent">role</span>: <span class="pl-s">></span> <span class="pl-s"> {topic} Senior Data Researcher</span> <span class="pl-s"></span> <span class="pl-ent">goal</span>: <span class="pl-s">></span> <span class="pl-s"> Uncover cutting-edge developments in {topic}</span> <span class="pl-s"></span> <span class="pl-ent">backstory</span>: <span class="pl-s">></span> <span class="pl-s"> You're a seasoned researcher with a knack for uncovering the latest</span> <span class="pl-s"> developments in {topic}. Known for your ability to find the most relevant</span> <span class="pl-s"> information and present it in a clear and concise manner.</span> <span class="pl-s"></span> <span class="pl-s"></span><span class="pl-ent">reporting_analyst</span>: <span class="pl-ent">role</span>: <span class="pl-s">></span> <span class="pl-s"> {topic} Reporting Analyst</span> <span class="pl-s"></span> <span class="pl-ent">goal</span>: <span class="pl-s">></span> <span class="pl-s"> Create detailed reports based on {topic} data analysis and research findings</span> <span class="pl-s"></span> <span class="pl-ent">backstory</span>: <span class="pl-s">></span> <span class="pl-s"> You're a meticulous analyst with a keen eye for detail. You're known for</span> <span class="pl-s"> your ability to turn complex data into clear and concise reports, making</span> <span class="pl-s"> it easy for others to understand and act on the information you provide.</span></pre></div> <p dir="auto"><strong>tasks.yaml</strong></p> <div class="highlight highlight-source-yaml notranslate position-relative overflow-auto" dir="auto" data-snippet-clipboard-copy-content="# src/my_project/config/tasks.yaml research_task: description: > Conduct a thorough research about {topic} Make sure you find any interesting and relevant information given the current year is 2025. expected_output: > A list with 10 bullet points of the most relevant information about {topic} agent: researcher reporting_task: description: > Review the context you got and expand each topic into a full section for a report. Make sure the report is detailed and contains any and all relevant information. expected_output: > A fully fledge reports with the mains topics, each with a full section of information. Formatted as markdown without '```' agent: reporting_analyst output_file: report.md"><pre><span class="pl-c"><span class="pl-c">#</span> src/my_project/config/tasks.yaml</span> <span class="pl-ent">research_task</span>: <span class="pl-ent">description</span>: <span class="pl-s">></span> <span class="pl-s"> Conduct a thorough research about {topic}</span> <span class="pl-s"> Make sure you find any interesting and relevant information given</span> <span class="pl-s"> the current year is 2025.</span> <span class="pl-s"></span> <span class="pl-ent">expected_output</span>: <span class="pl-s">></span> <span class="pl-s"> A list with 10 bullet points of the most relevant information about {topic}</span> <span class="pl-s"></span> <span class="pl-ent">agent</span>: <span class="pl-s">researcher</span> <span class="pl-ent">reporting_task</span>: <span class="pl-ent">description</span>: <span class="pl-s">></span> <span class="pl-s"> Review the context you got and expand each topic into a full section for a report.</span> <span class="pl-s"> Make sure the report is detailed and contains any and all relevant information.</span> <span class="pl-s"></span> <span class="pl-ent">expected_output</span>: <span class="pl-s">></span> <span class="pl-s"> A fully fledge reports with the mains topics, each with a full section of information.</span> <span class="pl-s"> Formatted as markdown without '```'</span> <span class="pl-s"></span> <span class="pl-ent">agent</span>: <span class="pl-s">reporting_analyst</span> <span class="pl-ent">output_file</span>: <span class="pl-s">report.md</span></pre></div> <p dir="auto"><strong>crew.py</strong></p> <div class="highlight highlight-source-python notranslate position-relative overflow-auto" dir="auto" data-snippet-clipboard-copy-content="# src/my_project/crew.py from crewai import Agent, Crew, Process, Task from crewai.project import CrewBase, agent, crew, task from crewai_tools import SerperDevTool @CrewBase class LatestAiDevelopmentCrew(): """LatestAiDevelopment crew""" @agent def researcher(self) -> Agent: return Agent( config=self.agents_config['researcher'], verbose=True, tools=[SerperDevTool()] ) @agent def reporting_analyst(self) -> Agent: return Agent( config=self.agents_config['reporting_analyst'], verbose=True ) @task def research_task(self) -> Task: return Task( config=self.tasks_config['research_task'], ) @task def reporting_task(self) -> Task: return Task( config=self.tasks_config['reporting_task'], output_file='report.md' ) @crew def crew(self) -> Crew: """Creates the LatestAiDevelopment crew""" return Crew( agents=self.agents, # Automatically created by the @agent decorator tasks=self.tasks, # Automatically created by the @task decorator process=Process.sequential, verbose=True, )"><pre><span class="pl-c"># src/my_project/crew.py</span> <span class="pl-k">from</span> <span class="pl-s1">crewai</span> <span class="pl-k">import</span> <span class="pl-v">Agent</span>, <span class="pl-v">Crew</span>, <span class="pl-v">Process</span>, <span class="pl-v">Task</span> <span class="pl-k">from</span> <span class="pl-s1">crewai</span>.<span class="pl-s1">project</span> <span class="pl-k">import</span> <span class="pl-v">CrewBase</span>, <span class="pl-s1">agent</span>, <span class="pl-s1">crew</span>, <span class="pl-s1">task</span> <span class="pl-k">from</span> <span class="pl-s1">crewai_tools</span> <span class="pl-k">import</span> <span class="pl-v">SerperDevTool</span> <span class="pl-en">@<span class="pl-v">CrewBase</span></span> <span class="pl-k">class</span> <span class="pl-v">LatestAiDevelopmentCrew</span>(): <span class="pl-s">"""LatestAiDevelopment crew"""</span> <span class="pl-en">@<span class="pl-s1">agent</span></span> <span class="pl-k">def</span> <span class="pl-en">researcher</span>(<span class="pl-s1">self</span>) <span class="pl-c1">-></span> <span class="pl-smi">Agent</span>: <span class="pl-k">return</span> <span class="pl-en">Agent</span>( <span class="pl-s1">config</span><span class="pl-c1">=</span><span class="pl-s1">self</span>.<span class="pl-c1">agents_config</span>[<span class="pl-s">'researcher'</span>], <span class="pl-s1">verbose</span><span class="pl-c1">=</span><span class="pl-c1">True</span>, <span class="pl-s1">tools</span><span class="pl-c1">=</span>[<span class="pl-en">SerperDevTool</span>()] ) <span class="pl-en">@<span class="pl-s1">agent</span></span> <span class="pl-k">def</span> <span class="pl-en">reporting_analyst</span>(<span class="pl-s1">self</span>) <span class="pl-c1">-></span> <span class="pl-smi">Agent</span>: <span class="pl-k">return</span> <span class="pl-en">Agent</span>( <span class="pl-s1">config</span><span class="pl-c1">=</span><span class="pl-s1">self</span>.<span class="pl-c1">agents_config</span>[<span class="pl-s">'reporting_analyst'</span>], <span class="pl-s1">verbose</span><span class="pl-c1">=</span><span class="pl-c1">True</span> ) <span class="pl-en">@<span class="pl-s1">task</span></span> <span class="pl-k">def</span> <span class="pl-en">research_task</span>(<span class="pl-s1">self</span>) <span class="pl-c1">-></span> <span class="pl-smi">Task</span>: <span class="pl-k">return</span> <span class="pl-en">Task</span>( <span class="pl-s1">config</span><span class="pl-c1">=</span><span class="pl-s1">self</span>.<span class="pl-c1">tasks_config</span>[<span class="pl-s">'research_task'</span>], ) <span class="pl-en">@<span class="pl-s1">task</span></span> <span class="pl-k">def</span> <span class="pl-en">reporting_task</span>(<span class="pl-s1">self</span>) <span class="pl-c1">-></span> <span class="pl-smi">Task</span>: <span class="pl-k">return</span> <span class="pl-en">Task</span>( <span class="pl-s1">config</span><span class="pl-c1">=</span><span class="pl-s1">self</span>.<span class="pl-c1">tasks_config</span>[<span class="pl-s">'reporting_task'</span>], <span class="pl-s1">output_file</span><span class="pl-c1">=</span><span class="pl-s">'report.md'</span> ) <span class="pl-en">@<span class="pl-s1">crew</span></span> <span class="pl-k">def</span> <span class="pl-en">crew</span>(<span class="pl-s1">self</span>) <span class="pl-c1">-></span> <span class="pl-smi">Crew</span>: <span class="pl-s">"""Creates the LatestAiDevelopment crew"""</span> <span class="pl-k">return</span> <span class="pl-en">Crew</span>( <span class="pl-s1">agents</span><span class="pl-c1">=</span><span class="pl-s1">self</span>.<span class="pl-c1">agents</span>, <span class="pl-c"># Automatically created by the @agent decorator</span> <span class="pl-s1">tasks</span><span class="pl-c1">=</span><span class="pl-s1">self</span>.<span class="pl-c1">tasks</span>, <span class="pl-c"># Automatically created by the @task decorator</span> <span class="pl-s1">process</span><span class="pl-c1">=</span><span class="pl-v">Process</span>.<span class="pl-c1">sequential</span>, <span class="pl-s1">verbose</span><span class="pl-c1">=</span><span class="pl-c1">True</span>, )</pre></div> <p dir="auto"><strong>main.py</strong></p> <div class="highlight highlight-source-python notranslate position-relative overflow-auto" dir="auto" data-snippet-clipboard-copy-content="#!/usr/bin/env python # src/my_project/main.py import sys from latest_ai_development.crew import LatestAiDevelopmentCrew def run(): """ Run the crew. """ inputs = { 'topic': 'AI Agents' } LatestAiDevelopmentCrew().crew().kickoff(inputs=inputs)"><pre><span class="pl-c">#!/usr/bin/env python</span> <span class="pl-c"># src/my_project/main.py</span> <span class="pl-k">import</span> <span class="pl-s1">sys</span> <span class="pl-k">from</span> <span class="pl-s1">latest_ai_development</span>.<span class="pl-s1">crew</span> <span class="pl-k">import</span> <span class="pl-v">LatestAiDevelopmentCrew</span> <span class="pl-k">def</span> <span class="pl-en">run</span>(): <span class="pl-s">"""</span> <span class="pl-s"> Run the crew.</span> <span class="pl-s"> """</span> <span class="pl-s1">inputs</span> <span class="pl-c1">=</span> { <span class="pl-s">'topic'</span>: <span class="pl-s">'AI Agents'</span> } <span class="pl-en">LatestAiDevelopmentCrew</span>().<span class="pl-c1">crew</span>().<span class="pl-c1">kickoff</span>(<span class="pl-s1">inputs</span><span class="pl-c1">=</span><span class="pl-s1">inputs</span>)</pre></div> <div class="markdown-heading" dir="auto"><h3 tabindex="-1" class="heading-element" dir="auto">3. Running Your Crew</h3><a id="user-content-3-running-your-crew" class="anchor" aria-label="Permalink: 3. Running Your Crew" href="#3-running-your-crew"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <p dir="auto">Before running your crew, make sure you have the following keys set as environment variables in your <code>.env</code> file:</p> <ul dir="auto"> <li>An <a href="https://platform.openai.com/account/api-keys" rel="nofollow">OpenAI API key</a> (or other LLM API key): <code>OPENAI_API_KEY=sk-...</code></li> <li>A <a href="https://serper.dev/" rel="nofollow">Serper.dev</a> API key: <code>SERPER_API_KEY=YOUR_KEY_HERE</code></li> </ul> <p dir="auto">Lock the dependencies and install them by using the CLI command but first, navigate to your project directory:</p> <div class="highlight highlight-source-shell notranslate position-relative overflow-auto" dir="auto" data-snippet-clipboard-copy-content="cd my_project crewai install (Optional)"><pre><span class="pl-c1">cd</span> my_project crewai install (Optional)</pre></div> <p dir="auto">To run your crew, execute the following command in the root of your project:</p> <div class="highlight highlight-source-shell notranslate position-relative overflow-auto" dir="auto" data-snippet-clipboard-copy-content="crewai run"><pre>crewai run</pre></div> <p dir="auto">or</p> <div class="highlight highlight-source-shell notranslate position-relative overflow-auto" dir="auto" data-snippet-clipboard-copy-content="python src/my_project/main.py"><pre>python src/my_project/main.py</pre></div> <p dir="auto">If an error happens due to the usage of poetry, please run the following command to update your crewai package:</p> <div class="highlight highlight-source-shell notranslate position-relative overflow-auto" dir="auto" data-snippet-clipboard-copy-content="crewai update"><pre>crewai update</pre></div> <p dir="auto">You should see the output in the console and the <code>report.md</code> file should be created in the root of your project with the full final report.</p> <p dir="auto">In addition to the sequential process, you can use the hierarchical process, which automatically assigns a manager to the defined crew to properly coordinate the planning and execution of tasks through delegation and validation of results. <a href="https://docs.crewai.com/core-concepts/Processes/" rel="nofollow">See more about the processes here</a>.</p> <div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">Key Features</h2><a id="user-content-key-features" class="anchor" aria-label="Permalink: Key Features" href="#key-features"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <p dir="auto">CrewAI stands apart as a lean, standalone, high-performance framework delivering simplicity, flexibility, and precise control—free from the complexity and limitations found in other agent frameworks.</p> <ul dir="auto"> <li><strong>Standalone & Lean</strong>: Completely independent from other frameworks like LangChain, offering faster execution and lighter resource demands.</li> <li><strong>Flexible & Precise</strong>: Easily orchestrate autonomous agents through intuitive <a href="https://docs.crewai.com/concepts/crews" rel="nofollow">Crews</a> or precise <a href="https://docs.crewai.com/concepts/flows" rel="nofollow">Flows</a>, achieving perfect balance for your needs.</li> <li><strong>Seamless Integration</strong>: Effortlessly combine Crews (autonomy) and Flows (precision) to create complex, real-world automations.</li> <li><strong>Deep Customization</strong>: Tailor every aspect—from high-level workflows down to low-level internal prompts and agent behaviors.</li> <li><strong>Reliable Performance</strong>: Consistent results across simple tasks and complex, enterprise-level automations.</li> <li><strong>Thriving Community</strong>: Backed by robust documentation and over 100,000 certified developers, providing exceptional support and guidance.</li> </ul> <p dir="auto">Choose CrewAI to easily build powerful, adaptable, and production-ready AI automations.</p> <div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">Examples</h2><a id="user-content-examples" class="anchor" aria-label="Permalink: Examples" href="#examples"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <p dir="auto">You can test different real life examples of AI crews in the <a href="https://github.com/crewAIInc/crewAI-examples?tab=readme-ov-file">CrewAI-examples repo</a>:</p> <ul dir="auto"> <li><a href="https://github.com/crewAIInc/crewAI-examples/tree/main/landing_page_generator">Landing Page Generator</a></li> <li><a href="https://docs.crewai.com/how-to/Human-Input-on-Execution" rel="nofollow">Having Human input on the execution</a></li> <li><a href="https://github.com/crewAIInc/crewAI-examples/tree/main/trip_planner">Trip Planner</a></li> <li><a href="https://github.com/crewAIInc/crewAI-examples/tree/main/stock_analysis">Stock Analysis</a></li> </ul> <div class="markdown-heading" dir="auto"><h3 tabindex="-1" class="heading-element" dir="auto">Quick Tutorial</h3><a id="user-content-quick-tutorial" class="anchor" aria-label="Permalink: Quick Tutorial" href="#quick-tutorial"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <p dir="auto"><a href="https://www.youtube.com/watch?v=tnejrr-0a94" title="CrewAI Tutorial" rel="nofollow"><img src="https://camo.githubusercontent.com/abfd5573f1ee34a73581a46e11c1f18ae641a748a353f0aae0c0fc63cb858cc0/68747470733a2f2f696d672e796f75747562652e636f6d2f76692f746e656a72722d306139342f6d617872657364656661756c742e6a7067" alt="CrewAI Tutorial" data-canonical-src="https://img.youtube.com/vi/tnejrr-0a94/maxresdefault.jpg" style="max-width: 100%;"></a></p> <div class="markdown-heading" dir="auto"><h3 tabindex="-1" class="heading-element" dir="auto">Write Job Descriptions</h3><a id="user-content-write-job-descriptions" class="anchor" aria-label="Permalink: Write Job Descriptions" href="#write-job-descriptions"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <p dir="auto"><a href="https://github.com/crewAIInc/crewAI-examples/tree/main/job-posting">Check out code for this example</a> or watch a video below:</p> <p dir="auto"><a href="https://www.youtube.com/watch?v=u98wEMz-9to" title="Jobs postings" rel="nofollow"><img src="https://camo.githubusercontent.com/7d96688eed9342a1e2dae4ce154cd619e3c86f36668c28c90b6bd763c1a67be7/68747470733a2f2f696d672e796f75747562652e636f6d2f76692f75393877454d7a2d39746f2f6d617872657364656661756c742e6a7067" alt="Jobs postings" data-canonical-src="https://img.youtube.com/vi/u98wEMz-9to/maxresdefault.jpg" style="max-width: 100%;"></a></p> <div class="markdown-heading" dir="auto"><h3 tabindex="-1" class="heading-element" dir="auto">Trip Planner</h3><a id="user-content-trip-planner" class="anchor" aria-label="Permalink: Trip Planner" href="#trip-planner"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <p dir="auto"><a href="https://github.com/crewAIInc/crewAI-examples/tree/main/trip_planner">Check out code for this example</a> or watch a video below:</p> <p dir="auto"><a href="https://www.youtube.com/watch?v=xis7rWp-hjs" title="Trip Planner" rel="nofollow"><img src="https://camo.githubusercontent.com/4b2beed56091679ef8a9847b3716868e3759c9b37d6498e0f25c059bce3a56c5/68747470733a2f2f696d672e796f75747562652e636f6d2f76692f786973377257702d686a732f6d617872657364656661756c742e6a7067" alt="Trip Planner" data-canonical-src="https://img.youtube.com/vi/xis7rWp-hjs/maxresdefault.jpg" style="max-width: 100%;"></a></p> <div class="markdown-heading" dir="auto"><h3 tabindex="-1" class="heading-element" dir="auto">Stock Analysis</h3><a id="user-content-stock-analysis" class="anchor" aria-label="Permalink: Stock Analysis" href="#stock-analysis"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <p dir="auto"><a href="https://github.com/crewAIInc/crewAI-examples/tree/main/stock_analysis">Check out code for this example</a> or watch a video below:</p> <p dir="auto"><a href="https://www.youtube.com/watch?v=e0Uj4yWdaAg" title="Stock Analysis" rel="nofollow"><img src="https://camo.githubusercontent.com/64052dc9a50661bfbc0e8844559ca82ea63cf1e2c095602c1bd09502db081652/68747470733a2f2f696d672e796f75747562652e636f6d2f76692f6530556a347957646141672f6d617872657364656661756c742e6a7067" alt="Stock Analysis" data-canonical-src="https://img.youtube.com/vi/e0Uj4yWdaAg/maxresdefault.jpg" style="max-width: 100%;"></a></p> <div class="markdown-heading" dir="auto"><h3 tabindex="-1" class="heading-element" dir="auto">Using Crews and Flows Together</h3><a id="user-content-using-crews-and-flows-together" class="anchor" aria-label="Permalink: Using Crews and Flows Together" href="#using-crews-and-flows-together"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <p dir="auto">CrewAI's power truly shines when combining Crews with Flows to create sophisticated automation pipelines. Here's how you can orchestrate multiple Crews within a Flow:</p> <div class="highlight highlight-source-python notranslate position-relative overflow-auto" dir="auto" data-snippet-clipboard-copy-content="from crewai.flow.flow import Flow, listen, start, router from crewai import Crew, Agent, Task from pydantic import BaseModel # Define structured state for precise control class MarketState(BaseModel): sentiment: str = "neutral" confidence: float = 0.0 recommendations: list = [] class AdvancedAnalysisFlow(Flow[MarketState]): @start() def fetch_market_data(self): # Demonstrate low-level control with structured state self.state.sentiment = "analyzing" return {"sector": "tech", "timeframe": "1W"} # These parameters match the task description template @listen(fetch_market_data) def analyze_with_crew(self, market_data): # Show crew agency through specialized roles analyst = Agent( role="Senior Market Analyst", goal="Conduct deep market analysis with expert insight", backstory="You're a veteran analyst known for identifying subtle market patterns" ) researcher = Agent( role="Data Researcher", goal="Gather and validate supporting market data", backstory="You excel at finding and correlating multiple data sources" ) analysis_task = Task( description="Analyze {sector} sector data for the past {timeframe}", expected_output="Detailed market analysis with confidence score", agent=analyst ) research_task = Task( description="Find supporting data to validate the analysis", expected_output="Corroborating evidence and potential contradictions", agent=researcher ) # Demonstrate crew autonomy analysis_crew = Crew( agents=[analyst, researcher], tasks=[analysis_task, research_task], process=Process.sequential, verbose=True ) return analysis_crew.kickoff(inputs=market_data) # Pass market_data as named inputs @router(analyze_with_crew) def determine_next_steps(self): # Show flow control with conditional routing if self.state.confidence > 0.8: return "high_confidence" elif self.state.confidence > 0.5: return "medium_confidence" return "low_confidence" @listen("high_confidence") def execute_strategy(self): # Demonstrate complex decision making strategy_crew = Crew( agents=[ Agent(role="Strategy Expert", goal="Develop optimal market strategy") ], tasks=[ Task(description="Create detailed strategy based on analysis", expected_output="Step-by-step action plan") ] ) return strategy_crew.kickoff() @listen("medium_confidence", "low_confidence") def request_additional_analysis(self): self.state.recommendations.append("Gather more data") return "Additional analysis required""><pre><span class="pl-k">from</span> <span class="pl-s1">crewai</span>.<span class="pl-s1">flow</span>.<span class="pl-s1">flow</span> <span class="pl-k">import</span> <span class="pl-v">Flow</span>, <span class="pl-s1">listen</span>, <span class="pl-s1">start</span>, <span class="pl-s1">router</span> <span class="pl-k">from</span> <span class="pl-s1">crewai</span> <span class="pl-k">import</span> <span class="pl-v">Crew</span>, <span class="pl-v">Agent</span>, <span class="pl-v">Task</span> <span class="pl-k">from</span> <span class="pl-s1">pydantic</span> <span class="pl-k">import</span> <span class="pl-v">BaseModel</span> <span class="pl-c"># Define structured state for precise control</span> <span class="pl-k">class</span> <span class="pl-v">MarketState</span>(<span class="pl-v">BaseModel</span>): <span class="pl-s1">sentiment</span>: <span class="pl-smi">str</span> <span class="pl-c1">=</span> <span class="pl-s">"neutral"</span> <span class="pl-s1">confidence</span>: <span class="pl-smi">float</span> <span class="pl-c1">=</span> <span class="pl-c1">0.0</span> <span class="pl-s1">recommendations</span>: <span class="pl-smi">list</span> <span class="pl-c1">=</span> [] <span class="pl-k">class</span> <span class="pl-v">AdvancedAnalysisFlow</span>(<span class="pl-v">Flow</span>[<span class="pl-v">MarketState</span>]): <span class="pl-en">@<span class="pl-en">start</span>()</span> <span class="pl-k">def</span> <span class="pl-en">fetch_market_data</span>(<span class="pl-s1">self</span>): <span class="pl-c"># Demonstrate low-level control with structured state</span> <span class="pl-s1">self</span>.<span class="pl-c1">state</span>.<span class="pl-c1">sentiment</span> <span class="pl-c1">=</span> <span class="pl-s">"analyzing"</span> <span class="pl-k">return</span> {<span class="pl-s">"sector"</span>: <span class="pl-s">"tech"</span>, <span class="pl-s">"timeframe"</span>: <span class="pl-s">"1W"</span>} <span class="pl-c"># These parameters match the task description template</span> <span class="pl-en">@<span class="pl-en">listen</span>(<span class="pl-s1">fetch_market_data</span>)</span> <span class="pl-k">def</span> <span class="pl-en">analyze_with_crew</span>(<span class="pl-s1">self</span>, <span class="pl-s1">market_data</span>): <span class="pl-c"># Show crew agency through specialized roles</span> <span class="pl-s1">analyst</span> <span class="pl-c1">=</span> <span class="pl-en">Agent</span>( <span class="pl-s1">role</span><span class="pl-c1">=</span><span class="pl-s">"Senior Market Analyst"</span>, <span class="pl-s1">goal</span><span class="pl-c1">=</span><span class="pl-s">"Conduct deep market analysis with expert insight"</span>, <span class="pl-s1">backstory</span><span class="pl-c1">=</span><span class="pl-s">"You're a veteran analyst known for identifying subtle market patterns"</span> ) <span class="pl-s1">researcher</span> <span class="pl-c1">=</span> <span class="pl-en">Agent</span>( <span class="pl-s1">role</span><span class="pl-c1">=</span><span class="pl-s">"Data Researcher"</span>, <span class="pl-s1">goal</span><span class="pl-c1">=</span><span class="pl-s">"Gather and validate supporting market data"</span>, <span class="pl-s1">backstory</span><span class="pl-c1">=</span><span class="pl-s">"You excel at finding and correlating multiple data sources"</span> ) <span class="pl-s1">analysis_task</span> <span class="pl-c1">=</span> <span class="pl-en">Task</span>( <span class="pl-s1">description</span><span class="pl-c1">=</span><span class="pl-s">"Analyze {sector} sector data for the past {timeframe}"</span>, <span class="pl-s1">expected_output</span><span class="pl-c1">=</span><span class="pl-s">"Detailed market analysis with confidence score"</span>, <span class="pl-s1">agent</span><span class="pl-c1">=</span><span class="pl-s1">analyst</span> ) <span class="pl-s1">research_task</span> <span class="pl-c1">=</span> <span class="pl-en">Task</span>( <span class="pl-s1">description</span><span class="pl-c1">=</span><span class="pl-s">"Find supporting data to validate the analysis"</span>, <span class="pl-s1">expected_output</span><span class="pl-c1">=</span><span class="pl-s">"Corroborating evidence and potential contradictions"</span>, <span class="pl-s1">agent</span><span class="pl-c1">=</span><span class="pl-s1">researcher</span> ) <span class="pl-c"># Demonstrate crew autonomy</span> <span class="pl-s1">analysis_crew</span> <span class="pl-c1">=</span> <span class="pl-en">Crew</span>( <span class="pl-s1">agents</span><span class="pl-c1">=</span>[<span class="pl-s1">analyst</span>, <span class="pl-s1">researcher</span>], <span class="pl-s1">tasks</span><span class="pl-c1">=</span>[<span class="pl-s1">analysis_task</span>, <span class="pl-s1">research_task</span>], <span class="pl-s1">process</span><span class="pl-c1">=</span><span class="pl-v">Process</span>.<span class="pl-c1">sequential</span>, <span class="pl-s1">verbose</span><span class="pl-c1">=</span><span class="pl-c1">True</span> ) <span class="pl-k">return</span> <span class="pl-s1">analysis_crew</span>.<span class="pl-c1">kickoff</span>(<span class="pl-s1">inputs</span><span class="pl-c1">=</span><span class="pl-s1">market_data</span>) <span class="pl-c"># Pass market_data as named inputs</span> <span class="pl-en">@<span class="pl-en">router</span>(<span class="pl-s1">analyze_with_crew</span>)</span> <span class="pl-k">def</span> <span class="pl-en">determine_next_steps</span>(<span class="pl-s1">self</span>): <span class="pl-c"># Show flow control with conditional routing</span> <span class="pl-k">if</span> <span class="pl-s1">self</span>.<span class="pl-c1">state</span>.<span class="pl-c1">confidence</span> <span class="pl-c1">></span> <span class="pl-c1">0.8</span>: <span class="pl-k">return</span> <span class="pl-s">"high_confidence"</span> <span class="pl-k">elif</span> <span class="pl-s1">self</span>.<span class="pl-c1">state</span>.<span class="pl-c1">confidence</span> <span class="pl-c1">></span> <span class="pl-c1">0.5</span>: <span class="pl-k">return</span> <span class="pl-s">"medium_confidence"</span> <span class="pl-k">return</span> <span class="pl-s">"low_confidence"</span> <span class="pl-en">@<span class="pl-en">listen</span>(<span class="pl-s">"high_confidence"</span>)</span> <span class="pl-k">def</span> <span class="pl-en">execute_strategy</span>(<span class="pl-s1">self</span>): <span class="pl-c"># Demonstrate complex decision making</span> <span class="pl-s1">strategy_crew</span> <span class="pl-c1">=</span> <span class="pl-en">Crew</span>( <span class="pl-s1">agents</span><span class="pl-c1">=</span>[ <span class="pl-en">Agent</span>(<span class="pl-s1">role</span><span class="pl-c1">=</span><span class="pl-s">"Strategy Expert"</span>, <span class="pl-s1">goal</span><span class="pl-c1">=</span><span class="pl-s">"Develop optimal market strategy"</span>) ], <span class="pl-s1">tasks</span><span class="pl-c1">=</span>[ <span class="pl-en">Task</span>(<span class="pl-s1">description</span><span class="pl-c1">=</span><span class="pl-s">"Create detailed strategy based on analysis"</span>, <span class="pl-s1">expected_output</span><span class="pl-c1">=</span><span class="pl-s">"Step-by-step action plan"</span>) ] ) <span class="pl-k">return</span> <span class="pl-s1">strategy_crew</span>.<span class="pl-c1">kickoff</span>() <span class="pl-en">@<span class="pl-en">listen</span>(<span class="pl-s">"medium_confidence"</span>, <span class="pl-s">"low_confidence"</span>)</span> <span class="pl-k">def</span> <span class="pl-en">request_additional_analysis</span>(<span class="pl-s1">self</span>): <span class="pl-s1">self</span>.<span class="pl-c1">state</span>.<span class="pl-c1">recommendations</span>.<span class="pl-c1">append</span>(<span class="pl-s">"Gather more data"</span>) <span class="pl-k">return</span> <span class="pl-s">"Additional analysis required"</span></pre></div> <p dir="auto">This example demonstrates how to:</p> <ol dir="auto"> <li>Use Python code for basic data operations</li> <li>Create and execute Crews as steps in your workflow</li> <li>Use Flow decorators to manage the sequence of operations</li> <li>Implement conditional branching based on Crew results</li> </ol> <div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">Connecting Your Crew to a Model</h2><a id="user-content-connecting-your-crew-to-a-model" class="anchor" aria-label="Permalink: Connecting Your Crew to a Model" href="#connecting-your-crew-to-a-model"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <p dir="auto">CrewAI supports using various LLMs through a variety of connection options. By default your agents will use the OpenAI API when querying the model. However, there are several other ways to allow your agents to connect to models. For example, you can configure your agents to use a local model via the Ollama tool.</p> <p dir="auto">Please refer to the <a href="https://docs.crewai.com/how-to/LLM-Connections/" rel="nofollow">Connect CrewAI to LLMs</a> page for details on configuring you agents' connections to models.</p> <div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">How CrewAI Compares</h2><a id="user-content-how-crewai-compares" class="anchor" aria-label="Permalink: How CrewAI Compares" href="#how-crewai-compares"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <p dir="auto"><strong>CrewAI's Advantage</strong>: CrewAI combines autonomous agent intelligence with precise workflow control through its unique Crews and Flows architecture. The framework excels at both high-level orchestration and low-level customization, enabling complex, production-grade systems with granular control.</p> <ul dir="auto"> <li><strong>LangGraph</strong>: While LangGraph provides a foundation for building agent workflows, its approach requires significant boilerplate code and complex state management patterns. The framework's tight coupling with LangChain can limit flexibility when implementing custom agent behaviors or integrating with external systems.</li> </ul> <p dir="auto"><em>P.S. CrewAI demonstrates significant performance advantages over LangGraph, executing 5.76x faster in certain cases like this QA task example (<a href="https://github.com/crewAIInc/crewAI-examples/tree/main/Notebooks/CrewAI%20Flows%20%26%20Langgraph/QA%20Agent">see comparison</a>) while achieving higher evaluation scores with faster completion times in certain coding tasks, like in this example (<a href="https://github.com/crewAIInc/crewAI-examples/blob/main/Notebooks/CrewAI%20Flows%20%26%20Langgraph/Coding%20Assistant/coding_assistant_eval.ipynb">detailed analysis</a>).</em></p> <ul dir="auto"> <li> <p dir="auto"><strong>Autogen</strong>: While Autogen excels at creating conversational agents capable of working together, it lacks an inherent concept of process. In Autogen, orchestrating agents' interactions requires additional programming, which can become complex and cumbersome as the scale of tasks grows.</p> </li> <li> <p dir="auto"><strong>ChatDev</strong>: ChatDev introduced the idea of processes into the realm of AI agents, but its implementation is quite rigid. Customizations in ChatDev are limited and not geared towards production environments, which can hinder scalability and flexibility in real-world applications.</p> </li> </ul> <div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">Contribution</h2><a id="user-content-contribution" class="anchor" aria-label="Permalink: Contribution" href="#contribution"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <p dir="auto">CrewAI is open-source and we welcome contributions. If you're looking to contribute, please:</p> <ul dir="auto"> <li>Fork the repository.</li> <li>Create a new branch for your feature.</li> <li>Add your feature or improvement.</li> <li>Send a pull request.</li> <li>We appreciate your input!</li> </ul> <div class="markdown-heading" dir="auto"><h3 tabindex="-1" class="heading-element" dir="auto">Installing Dependencies</h3><a id="user-content-installing-dependencies" class="anchor" aria-label="Permalink: Installing Dependencies" href="#installing-dependencies"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <div class="highlight highlight-source-shell notranslate position-relative overflow-auto" dir="auto" data-snippet-clipboard-copy-content="uv lock uv sync"><pre>uv lock uv sync</pre></div> <div class="markdown-heading" dir="auto"><h3 tabindex="-1" class="heading-element" dir="auto">Virtual Env</h3><a id="user-content-virtual-env" class="anchor" aria-label="Permalink: Virtual Env" href="#virtual-env"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <div class="highlight highlight-source-shell notranslate position-relative overflow-auto" dir="auto" data-snippet-clipboard-copy-content="uv venv"><pre>uv venv</pre></div> <div class="markdown-heading" dir="auto"><h3 tabindex="-1" class="heading-element" dir="auto">Pre-commit hooks</h3><a id="user-content-pre-commit-hooks" class="anchor" aria-label="Permalink: Pre-commit hooks" href="#pre-commit-hooks"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <div class="highlight highlight-source-shell notranslate position-relative overflow-auto" dir="auto" data-snippet-clipboard-copy-content="pre-commit install"><pre>pre-commit install</pre></div> <div class="markdown-heading" dir="auto"><h3 tabindex="-1" class="heading-element" dir="auto">Running Tests</h3><a id="user-content-running-tests" class="anchor" aria-label="Permalink: Running Tests" href="#running-tests"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <div class="highlight highlight-source-shell notranslate position-relative overflow-auto" dir="auto" data-snippet-clipboard-copy-content="uv run pytest ."><pre>uv run pytest <span class="pl-c1">.</span></pre></div> <div class="markdown-heading" dir="auto"><h3 tabindex="-1" class="heading-element" dir="auto">Running static type checks</h3><a id="user-content-running-static-type-checks" class="anchor" aria-label="Permalink: Running static type checks" href="#running-static-type-checks"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <div class="highlight highlight-source-shell notranslate position-relative overflow-auto" dir="auto" data-snippet-clipboard-copy-content="uvx mypy src"><pre>uvx mypy src</pre></div> <div class="markdown-heading" dir="auto"><h3 tabindex="-1" class="heading-element" dir="auto">Packaging</h3><a id="user-content-packaging" class="anchor" aria-label="Permalink: Packaging" href="#packaging"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <div class="highlight highlight-source-shell notranslate position-relative overflow-auto" dir="auto" data-snippet-clipboard-copy-content="uv build"><pre>uv build</pre></div> <div class="markdown-heading" dir="auto"><h3 tabindex="-1" class="heading-element" dir="auto">Installing Locally</h3><a id="user-content-installing-locally" class="anchor" aria-label="Permalink: Installing Locally" href="#installing-locally"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <div class="highlight highlight-source-shell notranslate position-relative overflow-auto" dir="auto" data-snippet-clipboard-copy-content="pip install dist/*.tar.gz"><pre>pip install dist/<span class="pl-k">*</span>.tar.gz</pre></div> <div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">Telemetry</h2><a id="user-content-telemetry" class="anchor" aria-label="Permalink: Telemetry" href="#telemetry"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <p dir="auto">CrewAI uses anonymous telemetry to collect usage data with the main purpose of helping us improve the library by focusing our efforts on the most used features, integrations and tools.</p> <p dir="auto">It's pivotal to understand that <strong>NO data is collected</strong> concerning prompts, task descriptions, agents' backstories or goals, usage of tools, API calls, responses, any data processed by the agents, or secrets and environment variables, with the exception of the conditions mentioned. When the <code>share_crew</code> feature is enabled, detailed data including task descriptions, agents' backstories or goals, and other specific attributes are collected to provide deeper insights while respecting user privacy. Users can disable telemetry by setting the environment variable OTEL_SDK_DISABLED to true.</p> <p dir="auto">Data collected includes:</p> <ul dir="auto"> <li>Version of CrewAI <ul dir="auto"> <li>So we can understand how many users are using the latest version</li> </ul> </li> <li>Version of Python <ul dir="auto"> <li>So we can decide on what versions to better support</li> </ul> </li> <li>General OS (e.g. number of CPUs, macOS/Windows/Linux) <ul dir="auto"> <li>So we know what OS we should focus on and if we could build specific OS related features</li> </ul> </li> <li>Number of agents and tasks in a crew <ul dir="auto"> <li>So we make sure we are testing internally with similar use cases and educate people on the best practices</li> </ul> </li> <li>Crew Process being used <ul dir="auto"> <li>Understand where we should focus our efforts</li> </ul> </li> <li>If Agents are using memory or allowing delegation <ul dir="auto"> <li>Understand if we improved the features or maybe even drop them</li> </ul> </li> <li>If Tasks are being executed in parallel or sequentially <ul dir="auto"> <li>Understand if we should focus more on parallel execution</li> </ul> </li> <li>Language model being used <ul dir="auto"> <li>Improved support on most used languages</li> </ul> </li> <li>Roles of agents in a crew <ul dir="auto"> <li>Understand high level use cases so we can build better tools, integrations and examples about it</li> </ul> </li> <li>Tools names available <ul dir="auto"> <li>Understand out of the publicly available tools, which ones are being used the most so we can improve them</li> </ul> </li> </ul> <p dir="auto">Users can opt-in to Further Telemetry, sharing the complete telemetry data by setting the <code>share_crew</code> attribute to <code>True</code> on their Crews. Enabling <code>share_crew</code> results in the collection of detailed crew and task execution data, including <code>goal</code>, <code>backstory</code>, <code>context</code>, and <code>output</code> of tasks. This enables a deeper insight into usage patterns while respecting the user's choice to share.</p> <div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">License</h2><a id="user-content-license" class="anchor" aria-label="Permalink: License" href="#license"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <p dir="auto">CrewAI is released under the <a href="https://github.com/crewAIInc/crewAI/blob/main/LICENSE">MIT License</a>.</p> <div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">Frequently Asked Questions (FAQ)</h2><a id="user-content-frequently-asked-questions-faq" class="anchor" aria-label="Permalink: Frequently Asked Questions (FAQ)" href="#frequently-asked-questions-faq"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <div class="markdown-heading" dir="auto"><h3 tabindex="-1" class="heading-element" dir="auto">General</h3><a id="user-content-general" class="anchor" aria-label="Permalink: General" href="#general"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <ul dir="auto"> <li><a href="#q-what-exactly-is-crewai">What exactly is CrewAI?</a></li> <li><a href="#q-how-do-i-install-crewai">How do I install CrewAI?</a></li> <li><a href="#q-does-crewai-depend-on-langchain">Does CrewAI depend on LangChain?</a></li> <li><a href="#q-is-crewai-open-source">Is CrewAI open-source?</a></li> <li><a href="#q-does-crewai-collect-data-from-users">Does CrewAI collect data from users?</a></li> </ul> <div class="markdown-heading" dir="auto"><h3 tabindex="-1" class="heading-element" dir="auto">Features and Capabilities</h3><a id="user-content-features-and-capabilities" class="anchor" aria-label="Permalink: Features and Capabilities" href="#features-and-capabilities"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <ul dir="auto"> <li><a href="#q-can-crewai-handle-complex-use-cases">Can CrewAI handle complex use cases?</a></li> <li><a href="#q-can-i-use-crewai-with-local-ai-models">Can I use CrewAI with local AI models?</a></li> <li><a href="#q-what-makes-crews-different-from-flows">What makes Crews different from Flows?</a></li> <li><a href="#q-how-is-crewai-better-than-langchain">How is CrewAI better than LangChain?</a></li> <li><a href="#q-does-crewai-support-fine-tuning-or-training-custom-models">Does CrewAI support fine-tuning or training custom models?</a></li> </ul> <div class="markdown-heading" dir="auto"><h3 tabindex="-1" class="heading-element" dir="auto">Resources and Community</h3><a id="user-content-resources-and-community" class="anchor" aria-label="Permalink: Resources and Community" href="#resources-and-community"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <ul dir="auto"> <li><a href="#q-where-can-i-find-real-world-crewai-examples">Where can I find real-world CrewAI examples?</a></li> <li><a href="#q-how-can-i-contribute-to-crewai">How can I contribute to CrewAI?</a></li> </ul> <div class="markdown-heading" dir="auto"><h3 tabindex="-1" class="heading-element" dir="auto">Enterprise Features</h3><a id="user-content-enterprise-features" class="anchor" aria-label="Permalink: Enterprise Features" href="#enterprise-features"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <ul dir="auto"> <li><a href="#q-what-additional-features-does-crewai-enterprise-offer">What additional features does CrewAI Enterprise offer?</a></li> <li><a href="#q-is-crewai-enterprise-available-for-cloud-and-on-premise-deployments">Is CrewAI Enterprise available for cloud and on-premise deployments?</a></li> <li><a href="#q-can-i-try-crewai-enterprise-for-free">Can I try CrewAI Enterprise for free?</a></li> </ul> <div class="markdown-heading" dir="auto"><h3 tabindex="-1" class="heading-element" dir="auto">Q: What exactly is CrewAI?</h3><a id="user-content-q-what-exactly-is-crewai" class="anchor" aria-label="Permalink: Q: What exactly is CrewAI?" href="#q-what-exactly-is-crewai"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <p dir="auto">A: CrewAI is a standalone, lean, and fast Python framework built specifically for orchestrating autonomous AI agents. Unlike frameworks like LangChain, CrewAI does not rely on external dependencies, making it leaner, faster, and simpler.</p> <div class="markdown-heading" dir="auto"><h3 tabindex="-1" class="heading-element" dir="auto">Q: How do I install CrewAI?</h3><a id="user-content-q-how-do-i-install-crewai" class="anchor" aria-label="Permalink: Q: How do I install CrewAI?" href="#q-how-do-i-install-crewai"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <p dir="auto">A: Install CrewAI using pip:</p> <div class="highlight highlight-source-shell notranslate position-relative overflow-auto" dir="auto" data-snippet-clipboard-copy-content="pip install crewai"><pre>pip install crewai</pre></div> <p dir="auto">For additional tools, use:</p> <div class="highlight highlight-source-shell notranslate position-relative overflow-auto" dir="auto" data-snippet-clipboard-copy-content="pip install 'crewai[tools]'"><pre>pip install <span class="pl-s"><span class="pl-pds">'</span>crewai[tools]<span class="pl-pds">'</span></span></pre></div> <div class="markdown-heading" dir="auto"><h3 tabindex="-1" class="heading-element" dir="auto">Q: Does CrewAI depend on LangChain?</h3><a id="user-content-q-does-crewai-depend-on-langchain" class="anchor" aria-label="Permalink: Q: Does CrewAI depend on LangChain?" href="#q-does-crewai-depend-on-langchain"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <p dir="auto">A: No. CrewAI is built entirely from the ground up, with no dependencies on LangChain or other agent frameworks. This ensures a lean, fast, and flexible experience.</p> <div class="markdown-heading" dir="auto"><h3 tabindex="-1" class="heading-element" dir="auto">Q: Can CrewAI handle complex use cases?</h3><a id="user-content-q-can-crewai-handle-complex-use-cases" class="anchor" aria-label="Permalink: Q: Can CrewAI handle complex use cases?" href="#q-can-crewai-handle-complex-use-cases"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <p dir="auto">A: Yes. CrewAI excels at both simple and highly complex real-world scenarios, offering deep customization options at both high and low levels, from internal prompts to sophisticated workflow orchestration.</p> <div class="markdown-heading" dir="auto"><h3 tabindex="-1" class="heading-element" dir="auto">Q: Can I use CrewAI with local AI models?</h3><a id="user-content-q-can-i-use-crewai-with-local-ai-models" class="anchor" aria-label="Permalink: Q: Can I use CrewAI with local AI models?" href="#q-can-i-use-crewai-with-local-ai-models"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <p dir="auto">A: Absolutely! CrewAI supports various language models, including local ones. Tools like Ollama and LM Studio allow seamless integration. Check the <a href="https://docs.crewai.com/how-to/LLM-Connections/" rel="nofollow">LLM Connections documentation</a> for more details.</p> <div class="markdown-heading" dir="auto"><h3 tabindex="-1" class="heading-element" dir="auto">Q: What makes Crews different from Flows?</h3><a id="user-content-q-what-makes-crews-different-from-flows" class="anchor" aria-label="Permalink: Q: What makes Crews different from Flows?" href="#q-what-makes-crews-different-from-flows"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <p dir="auto">A: Crews provide autonomous agent collaboration, ideal for tasks requiring flexible decision-making and dynamic interaction. Flows offer precise, event-driven control, ideal for managing detailed execution paths and secure state management. You can seamlessly combine both for maximum effectiveness.</p> <div class="markdown-heading" dir="auto"><h3 tabindex="-1" class="heading-element" dir="auto">Q: How is CrewAI better than LangChain?</h3><a id="user-content-q-how-is-crewai-better-than-langchain" class="anchor" aria-label="Permalink: Q: How is CrewAI better than LangChain?" href="#q-how-is-crewai-better-than-langchain"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <p dir="auto">A: CrewAI provides simpler, more intuitive APIs, faster execution speeds, more reliable and consistent results, robust documentation, and an active community—addressing common criticisms and limitations associated with LangChain.</p> <div class="markdown-heading" dir="auto"><h3 tabindex="-1" class="heading-element" dir="auto">Q: Is CrewAI open-source?</h3><a id="user-content-q-is-crewai-open-source" class="anchor" aria-label="Permalink: Q: Is CrewAI open-source?" href="#q-is-crewai-open-source"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <p dir="auto">A: Yes, CrewAI is open-source and actively encourages community contributions and collaboration.</p> <div class="markdown-heading" dir="auto"><h3 tabindex="-1" class="heading-element" dir="auto">Q: Does CrewAI collect data from users?</h3><a id="user-content-q-does-crewai-collect-data-from-users" class="anchor" aria-label="Permalink: Q: Does CrewAI collect data from users?" href="#q-does-crewai-collect-data-from-users"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <p dir="auto">A: CrewAI collects anonymous telemetry data strictly for improvement purposes. Sensitive data such as prompts, tasks, or API responses are never collected unless explicitly enabled by the user.</p> <div class="markdown-heading" dir="auto"><h3 tabindex="-1" class="heading-element" dir="auto">Q: Where can I find real-world CrewAI examples?</h3><a id="user-content-q-where-can-i-find-real-world-crewai-examples" class="anchor" aria-label="Permalink: Q: Where can I find real-world CrewAI examples?" href="#q-where-can-i-find-real-world-crewai-examples"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <p dir="auto">A: Check out practical examples in the <a href="https://github.com/crewAIInc/crewAI-examples">CrewAI-examples repository</a>, covering use cases like trip planners, stock analysis, and job postings.</p> <div class="markdown-heading" dir="auto"><h3 tabindex="-1" class="heading-element" dir="auto">Q: How can I contribute to CrewAI?</h3><a id="user-content-q-how-can-i-contribute-to-crewai" class="anchor" aria-label="Permalink: Q: How can I contribute to CrewAI?" href="#q-how-can-i-contribute-to-crewai"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <p dir="auto">A: Contributions are warmly welcomed! Fork the repository, create your branch, implement your changes, and submit a pull request. See the Contribution section of the README for detailed guidelines.</p> <div class="markdown-heading" dir="auto"><h3 tabindex="-1" class="heading-element" dir="auto">Q: What additional features does CrewAI Enterprise offer?</h3><a id="user-content-q-what-additional-features-does-crewai-enterprise-offer" class="anchor" aria-label="Permalink: Q: What additional features does CrewAI Enterprise offer?" href="#q-what-additional-features-does-crewai-enterprise-offer"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <p dir="auto">A: CrewAI Enterprise provides advanced features such as a unified control plane, real-time observability, secure integrations, advanced security, actionable insights, and dedicated 24/7 enterprise support.</p> <div class="markdown-heading" dir="auto"><h3 tabindex="-1" class="heading-element" dir="auto">Q: Is CrewAI Enterprise available for cloud and on-premise deployments?</h3><a id="user-content-q-is-crewai-enterprise-available-for-cloud-and-on-premise-deployments" class="anchor" aria-label="Permalink: Q: Is CrewAI Enterprise available for cloud and on-premise deployments?" href="#q-is-crewai-enterprise-available-for-cloud-and-on-premise-deployments"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <p dir="auto">A: Yes, CrewAI Enterprise supports both cloud-based and on-premise deployment options, allowing enterprises to meet their specific security and compliance requirements.</p> <div class="markdown-heading" dir="auto"><h3 tabindex="-1" class="heading-element" dir="auto">Q: Can I try CrewAI Enterprise for free?</h3><a id="user-content-q-can-i-try-crewai-enterprise-for-free" class="anchor" aria-label="Permalink: Q: Can I try CrewAI Enterprise for free?" href="#q-can-i-try-crewai-enterprise-for-free"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <p dir="auto">A: Yes, you can explore part of the CrewAI Enterprise Suite by accessing the <a href="https://app.crewai.com" rel="nofollow">Crew Control Plane</a> for free.</p> <div class="markdown-heading" dir="auto"><h3 tabindex="-1" class="heading-element" dir="auto">Q: Does CrewAI support fine-tuning or training custom models?</h3><a id="user-content-q-does-crewai-support-fine-tuning-or-training-custom-models" class="anchor" aria-label="Permalink: Q: Does CrewAI support fine-tuning or training custom models?" href="#q-does-crewai-support-fine-tuning-or-training-custom-models"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <p dir="auto">A: Yes, CrewAI can integrate with custom-trained or fine-tuned models, allowing you to enhance your agents with domain-specific knowledge and accuracy.</p> <div class="markdown-heading" dir="auto"><h3 tabindex="-1" class="heading-element" dir="auto">Q: Can CrewAI agents interact with external tools and APIs?</h3><a id="user-content-q-can-crewai-agents-interact-with-external-tools-and-apis" class="anchor" aria-label="Permalink: Q: Can CrewAI agents interact with external tools and APIs?" href="#q-can-crewai-agents-interact-with-external-tools-and-apis"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <p dir="auto">A: Absolutely! CrewAI agents can easily integrate with external tools, APIs, and databases, empowering them to leverage real-world data and resources.</p> <div class="markdown-heading" dir="auto"><h3 tabindex="-1" class="heading-element" dir="auto">Q: Is CrewAI suitable for production environments?</h3><a id="user-content-q-is-crewai-suitable-for-production-environments" class="anchor" aria-label="Permalink: Q: Is CrewAI suitable for production environments?" href="#q-is-crewai-suitable-for-production-environments"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <p dir="auto">A: Yes, CrewAI is explicitly designed with production-grade standards, ensuring reliability, stability, and scalability for enterprise deployments.</p> <div class="markdown-heading" dir="auto"><h3 tabindex="-1" class="heading-element" dir="auto">Q: How scalable is CrewAI?</h3><a id="user-content-q-how-scalable-is-crewai" class="anchor" aria-label="Permalink: Q: How scalable is CrewAI?" href="#q-how-scalable-is-crewai"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <p dir="auto">A: CrewAI is highly scalable, supporting simple automations and large-scale enterprise workflows involving numerous agents and complex tasks simultaneously.</p> <div class="markdown-heading" dir="auto"><h3 tabindex="-1" class="heading-element" dir="auto">Q: Does CrewAI offer debugging and monitoring tools?</h3><a id="user-content-q-does-crewai-offer-debugging-and-monitoring-tools" class="anchor" aria-label="Permalink: Q: Does CrewAI offer debugging and monitoring tools?" href="#q-does-crewai-offer-debugging-and-monitoring-tools"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <p dir="auto">A: Yes, CrewAI Enterprise includes advanced debugging, tracing, and real-time observability features, simplifying the management and troubleshooting of your automations.</p> <div class="markdown-heading" dir="auto"><h3 tabindex="-1" class="heading-element" dir="auto">Q: What programming languages does CrewAI support?</h3><a id="user-content-q-what-programming-languages-does-crewai-support" class="anchor" aria-label="Permalink: Q: What programming languages does CrewAI support?" href="#q-what-programming-languages-does-crewai-support"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <p dir="auto">A: CrewAI is primarily Python-based but easily integrates with services and APIs written in any programming language through its flexible API integration capabilities.</p> <div class="markdown-heading" dir="auto"><h3 tabindex="-1" class="heading-element" dir="auto">Q: Does CrewAI offer educational resources for beginners?</h3><a id="user-content-q-does-crewai-offer-educational-resources-for-beginners" class="anchor" aria-label="Permalink: Q: Does CrewAI offer educational resources for beginners?" href="#q-does-crewai-offer-educational-resources-for-beginners"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <p dir="auto">A: Yes, CrewAI provides extensive beginner-friendly tutorials, courses, and documentation through learn.crewai.com, supporting developers at all skill levels.</p> <div class="markdown-heading" dir="auto"><h3 tabindex="-1" class="heading-element" dir="auto">Q: Can CrewAI automate human-in-the-loop workflows?</h3><a id="user-content-q-can-crewai-automate-human-in-the-loop-workflows" class="anchor" aria-label="Permalink: Q: Can CrewAI automate human-in-the-loop workflows?" href="#q-can-crewai-automate-human-in-the-loop-workflows"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <p dir="auto">A: Yes, CrewAI fully supports human-in-the-loop workflows, allowing seamless collaboration between human experts and AI agents for enhanced decision-making.</p> </article></div></div></div></div></div> <!-- --> <!-- --> <script type="application/json" id="__PRIMER_DATA_:R0:__">{"resolvedServerColorMode":"day"}</script></div> </react-partial> <input type="hidden" data-csrf="true" value="iitT+9m5QXZ3HXOEy72jDayP6r42dvB0RoibU8vxlPZdX2bUEFqzLAEhhPwxAsy8RTteAczyOwCwjphJCql7qg==" /> </div> <div data-view-component="true" class="Layout-sidebar"> <div class="BorderGrid about-margin" data-pjax> <div class="BorderGrid-row"> <div class="BorderGrid-cell"> <div class="hide-sm hide-md"> <h2 class="mb-3 h4">About</h2> <p class="f4 my-3"> Framework for orchestrating role-playing, autonomous AI agents. By fostering collaborative intelligence, CrewAI empowers agents to work together seamlessly, tackling complex tasks. </p> <div class="my-3 d-flex flex-items-center"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-link flex-shrink-0 mr-2"> <path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path> </svg> <span class="flex-auto min-width-0 css-truncate css-truncate-target width-fit"> <a title="https://crewai.com" role="link" target="_blank" rel="noopener noreferrer nofollow" class="text-bold" href="https://crewai.com">crewai.com</a> </span> </div> <h3 class="sr-only">Topics</h3> <div class="my-3"> <div class="f6"> <a href="/topics/ai" title="Topic: ai" data-view-component="true" class="topic-tag topic-tag-link"> ai </a> <a href="/topics/agents" title="Topic: agents" data-view-component="true" class="topic-tag topic-tag-link"> agents </a> <a href="/topics/ai-agents" title="Topic: ai-agents" data-view-component="true" class="topic-tag topic-tag-link"> ai-agents </a> <a href="/topics/llms" title="Topic: llms" data-view-component="true" class="topic-tag topic-tag-link"> llms </a> <a href="/topics/aiagentframework" title="Topic: aiagentframework" data-view-component="true" class="topic-tag topic-tag-link"> aiagentframework </a> </div> </div> <h3 class="sr-only">Resources</h3> <div class="mt-2"> <a class="Link--muted" data-analytics-event="{"category":"Repository 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class="mt-2"> <a href="/crewAIInc/crewAI/activity" data-view-component="true" class="Link Link--muted"><svg text="gray" aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-pulse mr-2"> <path d="M6 2c.306 0 .582.187.696.471L10 10.731l1.304-3.26A.751.751 0 0 1 12 7h3.25a.75.75 0 0 1 0 1.5h-2.742l-1.812 4.528a.751.751 0 0 1-1.392 0L6 4.77 4.696 8.03A.75.75 0 0 1 4 8.5H.75a.75.75 0 0 1 0-1.5h2.742l1.812-4.529A.751.751 0 0 1 6 2Z"></path> </svg> <span class="color-fg-muted">Activity</span></a> </div> <div class="mt-2"> <a href="/crewAIInc/crewAI/custom-properties" data-view-component="true" class="Link Link--muted"><svg text="gray" aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-note mr-2"> <path d="M0 3.75C0 2.784.784 2 1.75 2h12.5c.966 0 1.75.784 1.75 1.75v8.5A1.75 1.75 0 0 1 14.25 14H1.75A1.75 1.75 0 0 1 0 12.25Zm1.75-.25a.25.25 0 0 0-.25.25v8.5c0 .138.112.25.25.25h12.5a.25.25 0 0 0 .25-.25v-8.5a.25.25 0 0 0-.25-.25ZM3.5 6.25a.75.75 0 0 1 .75-.75h7a.75.75 0 0 1 0 1.5h-7a.75.75 0 0 1-.75-.75Zm.75 2.25h4a.75.75 0 0 1 0 1.5h-4a.75.75 0 0 1 0-1.5Z"></path> </svg> <span class="color-fg-muted">Custom properties</span></a> </div> <h3 class="sr-only">Stars</h3> <div class="mt-2"> <a href="/crewAIInc/crewAI/stargazers" data-view-component="true" class="Link Link--muted"><svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-star 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> <strong>29.3k</strong> stars</a> </div> <h3 class="sr-only">Watchers</h3> <div class="mt-2"> <a href="/crewAIInc/crewAI/watchers" data-view-component="true" class="Link Link--muted"><svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-eye mr-2"> <path d="M8 2c1.981 0 3.671.992 4.933 2.078 1.27 1.091 2.187 2.345 2.637 3.023a1.62 1.62 0 0 1 0 1.798c-.45.678-1.367 1.932-2.637 3.023C11.67 13.008 9.981 14 8 14c-1.981 0-3.671-.992-4.933-2.078C1.797 10.83.88 9.576.43 8.898a1.62 1.62 0 0 1 0-1.798c.45-.677 1.367-1.931 2.637-3.022C4.33 2.992 6.019 2 8 2ZM1.679 7.932a.12.12 0 0 0 0 .136c.411.622 1.241 1.75 2.366 2.717C5.176 11.758 6.527 12.5 8 12.5c1.473 0 2.825-.742 3.955-1.715 1.124-.967 1.954-2.096 2.366-2.717a.12.12 0 0 0 0-.136c-.412-.621-1.242-1.75-2.366-2.717C10.824 4.242 9.473 3.5 8 3.5c-1.473 0-2.825.742-3.955 1.715-1.124.967-1.954 2.096-2.366 2.717ZM8 10a2 2 0 1 1-.001-3.999A2 2 0 0 1 8 10Z"></path> </svg> <strong>279</strong> watching</a> </div> <h3 class="sr-only">Forks</h3> <div class="mt-2"> <a href="/crewAIInc/crewAI/forks" data-view-component="true" class="Link Link--muted"><svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-repo-forked mr-2"> <path d="M5 5.372v.878c0 .414.336.75.75.75h4.5a.75.75 0 0 0 .75-.75v-.878a2.25 2.25 0 1 1 1.5 0v.878a2.25 2.25 0 0 1-2.25 2.25h-1.5v2.128a2.251 2.251 0 1 1-1.5 0V8.5h-1.5A2.25 2.25 0 0 1 3.5 6.25v-.878a2.25 2.25 0 1 1 1.5 0ZM5 3.25a.75.75 0 1 0-1.5 0 .75.75 0 0 0 1.5 0Zm6.75.75a.75.75 0 1 0 0-1.5.75.75 0 0 0 0 1.5Zm-3 8.75a.75.75 0 1 0-1.5 0 .75.75 0 0 0 1.5 0Z"></path> </svg> <strong>4k</strong> forks</a> </div> <div class="mt-2"> <a class="Link--muted" href="/contact/report-content?content_url=https%3A%2F%2Fgithub.com%2FcrewAIInc%2FcrewAI&report=crewAIInc+%28user%29"> Report repository 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0l5.025-5.025a.25.25 0 0 0 0-.354l-6.25-6.25a.25.25 0 0 0-.177-.073H2.75a.25.25 0 0 0-.25.25ZM6 5a1 1 0 1 1 0 2 1 1 0 0 1 0-2Z"></path> </svg> <div class="ml-2 min-width-0"> <div class="d-flex"> <span class="css-truncate css-truncate-target text-bold mr-2" style="max-width: none;">0.108.0</span> <span title="Label: Latest" data-view-component="true" class="Label Label--success flex-shrink-0"> Latest </span> </div> <div class="text-small color-fg-muted"><relative-time datetime="2025-03-17T16:15:32Z" class="no-wrap">Mar 17, 2025</relative-time></div> </div> </a> <div data-view-component="true" class="mt-3"> <a text="small" data-pjax="#repo-content-pjax-container" data-turbo-frame="repo-content-turbo-frame" href="/crewAIInc/crewAI/releases" data-view-component="true" class="Link">+ 77 releases</a></div> </div> </div> <div class="BorderGrid-row"> <div class="BorderGrid-cell"> <h2 class="h4 mb-3"> <a href="/orgs/crewAIInc/packages?repo_name=crewAI" data-view-component="true" class="Link--primary no-underline Link d-flex flex-items-center">Packages <span title="0" hidden="hidden" data-view-component="true" class="Counter ml-1">0</span></a></h2> <div class="text-small color-fg-muted" > No packages published <br> </div> </div> </div> <div class="BorderGrid-row" > <div class="BorderGrid-cell"> <h2 class="h4 mb-3"> <a href="/crewAIInc/crewAI/network/dependents" data-view-component="true" class="Link--primary no-underline Link">Used by <span title="11,548" data-view-component="true" class="Counter">11.5k</span></a> </h2> <a class="d-flex flex-items-center" href="/crewAIInc/crewAI/network/dependents"> <ul class="hx_flex-avatar-stack list-style-none min-width-0"> <li class="hx_flex-avatar-stack-item"> <img class="avatar avatar-user" src="https://avatars.githubusercontent.com/u/160382155?s=64&v=4" width="32" height="32" alt="@JayanthJammula" /> </li> <li class="hx_flex-avatar-stack-item"> <img class="avatar avatar-user" src="https://avatars.githubusercontent.com/u/51451405?s=64&v=4" width="32" height="32" alt="@vbndesign" /> </li> <li class="hx_flex-avatar-stack-item"> <img class="avatar avatar-user" src="https://avatars.githubusercontent.com/u/125211339?s=64&v=4" width="32" height="32" alt="@siyavyas" /> </li> <li class="hx_flex-avatar-stack-item"> <img class="avatar avatar-user" src="https://avatars.githubusercontent.com/u/98558150?s=64&v=4" width="32" height="32" alt="@ankitmishralive" /> </li> <li class="hx_flex-avatar-stack-item"> <img class="avatar avatar-user" src="https://avatars.githubusercontent.com/u/5800048?s=64&v=4" width="32" height="32" alt="@lucaslarcher" /> </li> <li class="hx_flex-avatar-stack-item"> <img class="avatar avatar-user" src="https://avatars.githubusercontent.com/u/60590990?s=64&v=4" width="32" height="32" alt="@AnaRecio" /> </li> <li class="hx_flex-avatar-stack-item"> <img class="avatar avatar-user" src="https://avatars.githubusercontent.com/u/2719675?s=64&v=4" width="32" height="32" alt="@pingajax" /> </li> <li class="hx_flex-avatar-stack-item"> <img class="avatar avatar-user" src="https://avatars.githubusercontent.com/u/12728265?s=64&v=4" width="32" height="32" alt="@evilangelsaahi" /> </li> </ul> <span class="px-2 text-bold text-small no-wrap"> + 11,540 </span> </a> </div> </div> <div class="BorderGrid-row"> <div class="BorderGrid-cell"> <h2 class="h4 mb-3"> <a href="/crewAIInc/crewAI/graphs/contributors" data-view-component="true" class="Link--primary no-underline Link d-flex flex-items-center">Contributors <span title="232" data-view-component="true" class="Counter ml-1">232</span></a></h2> <ul class="list-style-none d-flex flex-wrap mb-n2"> <li class="mb-2 mr-2" > <a href="https://github.com/joaomdmoura" class="" data-hovercard-type="user" data-hovercard-url="/users/joaomdmoura/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" > <img src="https://avatars.githubusercontent.com/u/667063?s=64&v=4" alt="@joaomdmoura" size="32" height="32" width="32" data-view-component="true" class="avatar circle" /> </a> </li> <li class="mb-2 mr-2" > <a href="https://github.com/bhancockio" class="" data-hovercard-type="user" data-hovercard-url="/users/bhancockio/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" > <img src="https://avatars.githubusercontent.com/u/109994880?s=64&v=4" alt="@bhancockio" size="32" height="32" width="32" data-view-component="true" class="avatar circle" /> </a> </li> <li class="mb-2 mr-2" > <a href="https://github.com/lorenzejay" class="" data-hovercard-type="user" data-hovercard-url="/users/lorenzejay/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" > <img src="https://avatars.githubusercontent.com/u/63378463?s=64&v=4" alt="@lorenzejay" size="32" height="32" width="32" data-view-component="true" class="avatar circle" /> </a> </li> <li class="mb-2 mr-2" > <a href="https://github.com/pythonbyte" class="" data-hovercard-type="user" data-hovercard-url="/users/pythonbyte/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" > <img src="https://avatars.githubusercontent.com/u/25188076?s=64&v=4" alt="@pythonbyte" size="32" height="32" width="32" data-view-component="true" class="avatar circle" /> </a> </li> <li class="mb-2 mr-2" > <a href="https://github.com/tonykipkemboi" class="" data-hovercard-type="user" data-hovercard-url="/users/tonykipkemboi/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" > <img src="https://avatars.githubusercontent.com/u/64493665?s=64&v=4" alt="@tonykipkemboi" size="32" height="32" width="32" data-view-component="true" class="avatar circle" /> </a> </li> <li class="mb-2 mr-2" > <a href="https://github.com/theCyberTech" class="" data-hovercard-type="user" data-hovercard-url="/users/theCyberTech/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" > <img src="https://avatars.githubusercontent.com/u/84775494?s=64&v=4" alt="@theCyberTech" size="32" height="32" width="32" data-view-component="true" class="avatar circle" /> </a> </li> <li class="mb-2 mr-2" > <a href="https://github.com/apps/devin-ai-integration" class="" > <img src="https://avatars.githubusercontent.com/in/811515?s=64&v=4" alt="@devin-ai-integration[bot]" size="32" height="32" width="32" data-view-component="true" class="avatar" /> </a> </li> <li class="mb-2 mr-2" > <a href="https://github.com/thiagomoretto" class="" data-hovercard-type="user" data-hovercard-url="/users/thiagomoretto/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" > <img src="https://avatars.githubusercontent.com/u/168731?s=64&v=4" alt="@thiagomoretto" size="32" height="32" width="32" data-view-component="true" class="avatar circle" /> </a> </li> <li class="mb-2 mr-2" > <a href="https://github.com/vinibrsl" class="" data-hovercard-type="user" data-hovercard-url="/users/vinibrsl/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" > <img src="https://avatars.githubusercontent.com/u/5093045?s=64&v=4" alt="@vinibrsl" size="32" height="32" width="32" data-view-component="true" class="avatar circle" /> </a> </li> <li class="mb-2 mr-2" > <a href="https://github.com/gvieira" class="" data-hovercard-type="user" data-hovercard-url="/users/gvieira/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" > <img src="https://avatars.githubusercontent.com/u/856480?s=64&v=4" alt="@gvieira" size="32" height="32" width="32" data-view-component="true" class="avatar circle" /> </a> </li> <li class="mb-2 mr-2" > <a href="https://github.com/Vidit-Ostwal" class="" data-hovercard-type="user" data-hovercard-url="/users/Vidit-Ostwal/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" > <img src="https://avatars.githubusercontent.com/u/110953813?s=64&v=4" alt="@Vidit-Ostwal" size="32" height="32" width="32" data-view-component="true" class="avatar circle" /> </a> </li> <li class="mb-2 mr-2" > <a href="https://github.com/greysonlalonde" class="" data-hovercard-type="user" data-hovercard-url="/users/greysonlalonde/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" > <img src="https://avatars.githubusercontent.com/u/77358368?s=64&v=4" alt="@greysonlalonde" size="32" height="32" width="32" data-view-component="true" class="avatar circle" /> </a> </li> <li class="mb-2 mr-2" > <a href="https://github.com/lucasgomide" class="" data-hovercard-type="user" data-hovercard-url="/users/lucasgomide/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" > <img src="https://avatars.githubusercontent.com/u/5209129?s=64&v=4" alt="@lucasgomide" size="32" height="32" width="32" data-view-component="true" class="avatar circle" /> </a> </li> <li class="mb-2 mr-2" > <a href="https://github.com/anmorgan24" class="" data-hovercard-type="user" data-hovercard-url="/users/anmorgan24/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" > <img src="https://avatars.githubusercontent.com/u/86856445?s=64&v=4" alt="@anmorgan24" size="32" height="32" width="32" data-view-component="true" class="avatar circle" /> </a> </li> </ul> <div data-view-component="true" class="mt-3"> <a text="small" href="/crewAIInc/crewAI/graphs/contributors" data-view-component="true" class="Link--inTextBlock Link">+ 218 contributors</a></div> </div> </div> <div class="BorderGrid-row"> <div class="BorderGrid-cell"> <h2 class="h4 mb-3">Languages</h2> <div class="mb-2"> <span data-view-component="true" class="Progress"> <span style="background-color:#3572A5 !important;;width: 99.8%;" itemprop="keywords" data-view-component="true" class="Progress-item color-bg-success-emphasis"></span> <span 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