[{"data":1,"prerenderedAt":746},["ShallowReactive",2],{"/de-de/blog/categories/ai-ml":3,"navigation-de-de":21,"banner-de-de":424,"footer-de-de":434,"ai-ml-category-page-total-items-de-de":639,"ai-ml-category-page-featured-de-de":640,"ai-ml-category-page-1-de-de":668},{"id":4,"title":5,"body":6,"category":6,"config":7,"content":11,"description":6,"extension":13,"meta":14,"navigation":15,"path":16,"seo":17,"slug":6,"stem":19,"testContent":6,"type":6,"__hash__":20},"blogCategories/de-de/blog/categories/ai-ml.yml","Ai Ml",null,{"template":8,"slug":9,"hide":10},"BlogCategory","ai-ml",false,{"name":12},"KI/ML","yml",{},true,"/de-de/blog/categories/ai-ml",{"title":12,"description":18},"Browse articles related to KI/ML on the GitLab Blog","de-de/blog/categories/ai-ml","1ZXMYZ95h3sv7hO1jba_Y-UZre4Tax4JM6QlNpoAdE4",{"data":22},{"logo":23,"freeTrial":28,"sales":33,"login":38,"items":43,"search":352,"minimal":387,"duo":405,"pricingDeployment":414},{"config":24},{"href":25,"dataGaName":26,"dataGaLocation":27},"/de-de/","gitlab logo","header",{"text":29,"config":30},"Kostenlose Testversion anfordern",{"href":31,"dataGaName":32,"dataGaLocation":27},"https://gitlab.com/-/trial_registrations/new?glm_source=about.gitlab.com/de-de&glm_content=default-saas-trial/","free trial",{"text":34,"config":35},"Vertrieb kontaktieren",{"href":36,"dataGaName":37,"dataGaLocation":27},"/de-de/sales/","sales",{"text":39,"config":40},"Anmelden",{"href":41,"dataGaName":42,"dataGaLocation":27},"https://gitlab.com/users/sign_in/","sign in",[44,71,167,172,273,333],{"text":45,"config":46,"cards":48},"Plattform",{"dataNavLevelOne":47},"platform",[49,55,63],{"title":45,"description":50,"link":51},"Die intelligente Orchestrierungsplattform für DevSecOps",{"text":52,"config":53},"Erkunde unsere Plattform",{"href":54,"dataGaName":47,"dataGaLocation":27},"/de-de/platform/",{"title":56,"description":57,"link":58},"GitLab Duo Agent Platform","Agentische KI für den gesamten Softwareentwicklungszyklus",{"text":59,"config":60},"Lerne GitLab Duo kennen",{"href":61,"dataGaName":62,"dataGaLocation":27},"/de-de/gitlab-duo-agent-platform/","gitlab duo agent platform",{"title":64,"description":65,"link":66},"Gründe, die für GitLab sprechen","Erfahre, warum Unternehmen auf GitLab setzen",{"text":67,"config":68},"Mehr erfahren",{"href":69,"dataGaName":70,"dataGaLocation":27},"/de-de/why-gitlab/","why gitlab",{"text":72,"left":15,"config":73,"link":75,"lists":79,"footer":149},"Produkt",{"dataNavLevelOne":74},"solutions",{"text":76,"config":77},"Alle Lösungen anzeigen",{"href":78,"dataGaName":74,"dataGaLocation":27},"/de-de/solutions/",[80,105,127],{"title":81,"description":82,"link":83,"items":88},"Automatisierung","CI/CD und Automatisierung zur Beschleunigung der Bereitstellung",{"config":84},{"icon":85,"href":86,"dataGaName":87,"dataGaLocation":27},"AutomatedCodeAlt","/de-de/solutions/delivery-automation/","automated software delivery",[89,93,96,101],{"text":90,"config":91},"CI/CD",{"href":92,"dataGaLocation":27,"dataGaName":90},"/de-de/solutions/continuous-integration/",{"text":56,"config":94},{"href":61,"dataGaLocation":27,"dataGaName":95},"gitlab duo agent platform - product menu",{"text":97,"config":98},"Quellcodeverwaltung",{"href":99,"dataGaLocation":27,"dataGaName":100},"/de-de/solutions/source-code-management/","Source Code Management",{"text":102,"config":103},"Automatisierte Softwarebereitstellung",{"href":86,"dataGaLocation":27,"dataGaName":104},"Automated software delivery",{"title":106,"description":107,"link":108,"items":113},"Sicherheit","Entwickle schneller, ohne die Sicherheit zu gefährden",{"config":109},{"href":110,"dataGaName":111,"dataGaLocation":27,"icon":112},"/de-de/solutions/application-security-testing/","security and compliance","ShieldCheckLight",[114,118,123],{"text":115,"config":116},"Application Security Testing",{"href":110,"dataGaName":117,"dataGaLocation":27},"Application security testing",{"text":119,"config":120},"Schutz der Software-Lieferkette",{"href":121,"dataGaLocation":27,"dataGaName":122},"/de-de/solutions/supply-chain/","Software supply chain security",{"text":124,"config":125},"Software Compliance",{"href":126,"dataGaName":124,"dataGaLocation":27},"/de-de/solutions/software-compliance/",{"title":128,"link":129,"items":134},"Bewertung",{"config":130},{"icon":131,"href":132,"dataGaName":133,"dataGaLocation":27},"DigitalTransformation","/de-de/solutions/visibility-measurement/","visibility and measurement",[135,139,144],{"text":136,"config":137},"Sichtbarkeit und Bewertung",{"href":132,"dataGaLocation":27,"dataGaName":138},"Visibility and Measurement",{"text":140,"config":141},"Wertstrommanagement",{"href":142,"dataGaLocation":27,"dataGaName":143},"/de-de/solutions/value-stream-management/","Value Stream Management",{"text":145,"config":146},"Analysen und Einblicke",{"href":147,"dataGaLocation":27,"dataGaName":148},"/de-de/solutions/analytics-and-insights/","Analytics and insights",{"title":150,"items":151},"GitLab für",[152,157,162],{"text":153,"config":154},"Enterprise",{"href":155,"dataGaLocation":27,"dataGaName":156},"/de-de/enterprise/","enterprise",{"text":158,"config":159},"Kleinunternehmen",{"href":160,"dataGaLocation":27,"dataGaName":161},"/de-de/small-business/","small business",{"text":163,"config":164},"den öffentlichen Sektor",{"href":165,"dataGaLocation":27,"dataGaName":166},"/de-de/solutions/public-sector/","public sector",{"text":168,"config":169},"Preise",{"href":170,"dataGaName":171,"dataGaLocation":27,"dataNavLevelOne":171},"/de-de/pricing/","pricing",{"text":173,"config":174,"link":176,"lists":180,"feature":260},"Ressourcen",{"dataNavLevelOne":175},"resources",{"text":177,"config":178},"Alle Ressourcen anzeigen",{"href":179,"dataGaName":175,"dataGaLocation":27},"/de-de/resources/",[181,214,232],{"title":182,"items":183},"Erste Schritte",[184,189,194,199,204,209],{"text":185,"config":186},"Installieren",{"href":187,"dataGaName":188,"dataGaLocation":27},"/de-de/install/","install",{"text":190,"config":191},"Kurzanleitungen",{"href":192,"dataGaName":193,"dataGaLocation":27},"/de-de/get-started/","quick setup checklists",{"text":195,"config":196},"Lernen",{"href":197,"dataGaLocation":27,"dataGaName":198},"https://university.gitlab.com/","learn",{"text":200,"config":201},"Produktdokumentation",{"href":202,"dataGaName":203,"dataGaLocation":27},"https://docs.gitlab.com/","product documentation",{"text":205,"config":206},"Best-Practice-Videos",{"href":207,"dataGaName":208,"dataGaLocation":27},"/de-de/getting-started-videos/","best practice videos",{"text":210,"config":211},"Integrationen",{"href":212,"dataGaName":213,"dataGaLocation":27},"/de-de/integrations/","integrations",{"title":215,"items":216},"Entdecken",[217,222,227],{"text":218,"config":219},"Kundenerfolge",{"href":220,"dataGaName":221,"dataGaLocation":27},"/de-de/customers/","customer success stories",{"text":223,"config":224},"Blog",{"href":225,"dataGaName":226,"dataGaLocation":27},"/de-de/blog/","blog",{"text":228,"config":229},"Remote",{"href":230,"dataGaName":231,"dataGaLocation":27},"https://handbook.gitlab.com/handbook/company/culture/all-remote/","remote",{"title":233,"items":234},"Vernetzen",[235,240,245,250,255],{"text":236,"config":237},"GitLab-Services",{"href":238,"dataGaName":239,"dataGaLocation":27},"/de-de/services/","services",{"text":241,"config":242},"Community",{"href":243,"dataGaName":244,"dataGaLocation":27},"/community/","community",{"text":246,"config":247},"Forum",{"href":248,"dataGaName":249,"dataGaLocation":27},"https://forum.gitlab.com/","forum",{"text":251,"config":252},"Veranstaltungen",{"href":253,"dataGaName":254,"dataGaLocation":27},"/events/","events",{"text":256,"config":257},"Partner",{"href":258,"dataGaName":259,"dataGaLocation":27},"/de-de/partners/","partners",{"backgroundColor":261,"textColor":262,"text":263,"image":264,"link":268},"#2f2a6b","#fff","Perspektiven für die Softwareentwicklung der Zukunft",{"altText":265,"config":266},"the source promo card",{"src":267},"https://res.cloudinary.com/about-gitlab-com/image/upload/v1758208064/dzl0dbift9xdizyelkk4.svg",{"text":269,"config":270},"Lies die News",{"href":271,"dataGaName":272,"dataGaLocation":27},"/de-de/the-source/","the source",{"text":274,"config":275,"lists":277},"Unternehmen",{"dataNavLevelOne":276},"company",[278],{"items":279},[280,285,291,293,298,303,308,313,318,323,328],{"text":281,"config":282},"Über",{"href":283,"dataGaName":284,"dataGaLocation":27},"/de-de/company/","about",{"text":286,"config":287,"footerGa":290},"Karriere",{"href":288,"dataGaName":289,"dataGaLocation":27},"/jobs/","jobs",{"dataGaName":289},{"text":251,"config":292},{"href":253,"dataGaName":254,"dataGaLocation":27},{"text":294,"config":295},"Geschäftsführung",{"href":296,"dataGaName":297,"dataGaLocation":27},"/company/team/e-group/","leadership",{"text":299,"config":300},"Team",{"href":301,"dataGaName":302,"dataGaLocation":27},"/company/team/","team",{"text":304,"config":305},"Handbuch",{"href":306,"dataGaName":307,"dataGaLocation":27},"https://handbook.gitlab.com/","handbook",{"text":309,"config":310},"Investor Relations",{"href":311,"dataGaName":312,"dataGaLocation":27},"https://ir.gitlab.com/","investor relations",{"text":314,"config":315},"Trust Center",{"href":316,"dataGaName":317,"dataGaLocation":27},"/de-de/security/","trust center",{"text":319,"config":320},"AI Transparency Center",{"href":321,"dataGaName":322,"dataGaLocation":27},"/de-de/ai-transparency-center/","ai transparency center",{"text":324,"config":325},"Newsletter",{"href":326,"dataGaName":327,"dataGaLocation":27},"/company/contact/#contact-forms","newsletter",{"text":329,"config":330},"Presse",{"href":331,"dataGaName":332,"dataGaLocation":27},"/press/","press",{"text":334,"config":335,"lists":336},"Kontakt",{"dataNavLevelOne":276},[337],{"items":338},[339,342,347],{"text":34,"config":340},{"href":36,"dataGaName":341,"dataGaLocation":27},"talk to sales",{"text":343,"config":344},"Support-Portal",{"href":345,"dataGaName":346,"dataGaLocation":27},"https://support.gitlab.com","support portal",{"text":348,"config":349},"Kundenportal",{"href":350,"dataGaName":351,"dataGaLocation":27},"https://customers.gitlab.com/customers/sign_in/","customer portal",{"close":353,"login":354,"suggestions":361},"Schließen",{"text":355,"link":356},"Um Repositories und Projekte zu durchsuchen, melde dich an bei",{"text":357,"config":358},"gitlab.com",{"href":41,"dataGaName":359,"dataGaLocation":360},"search login","search",{"text":362,"default":363},"Vorschläge",[364,366,371,373,378,383],{"text":56,"config":365},{"href":61,"dataGaName":56,"dataGaLocation":360},{"text":367,"config":368},"Code Suggestions (KI)",{"href":369,"dataGaName":370,"dataGaLocation":360},"/de-de/solutions/code-suggestions/","Code Suggestions (AI)",{"text":90,"config":372},{"href":92,"dataGaName":90,"dataGaLocation":360},{"text":374,"config":375},"GitLab auf AWS",{"href":376,"dataGaName":377,"dataGaLocation":360},"/de-de/partners/technology-partners/aws/","GitLab on AWS",{"text":379,"config":380},"GitLab auf Google Cloud",{"href":381,"dataGaName":382,"dataGaLocation":360},"/de-de/partners/technology-partners/google-cloud-platform/","GitLab on Google Cloud",{"text":384,"config":385},"Warum GitLab?",{"href":69,"dataGaName":386,"dataGaLocation":360},"Why GitLab?",{"freeTrial":388,"mobileIcon":393,"desktopIcon":398,"secondaryButton":401},{"text":389,"config":390},"Kostenlos testen",{"href":391,"dataGaName":32,"dataGaLocation":392},"https://gitlab.com/-/trials/new/","nav",{"altText":394,"config":395},"GitLab-Symbol",{"src":396,"dataGaName":397,"dataGaLocation":392},"https://res.cloudinary.com/about-gitlab-com/image/upload/v1758203874/jypbw1jx72aexsoohd7x.svg","gitlab icon",{"altText":394,"config":399},{"src":400,"dataGaName":397,"dataGaLocation":392},"https://res.cloudinary.com/about-gitlab-com/image/upload/v1758203875/gs4c8p8opsgvflgkswz9.svg",{"text":182,"config":402},{"href":403,"dataGaName":404,"dataGaLocation":392},"https://gitlab.com/-/trial_registrations/new?glm_source=about.gitlab.com/de-de/get-started/","get started",{"freeTrial":406,"mobileIcon":410,"desktopIcon":412},{"text":407,"config":408},"Erfahre mehr über GitLab Duo",{"href":61,"dataGaName":409,"dataGaLocation":392},"gitlab duo",{"altText":394,"config":411},{"src":396,"dataGaName":397,"dataGaLocation":392},{"altText":394,"config":413},{"src":400,"dataGaName":397,"dataGaLocation":392},{"freeTrial":415,"mobileIcon":420,"desktopIcon":422},{"text":416,"config":417},"Zurück zur Preisübersicht",{"href":170,"dataGaName":418,"dataGaLocation":392,"icon":419},"back to pricing","GoBack",{"altText":394,"config":421},{"src":396,"dataGaName":397,"dataGaLocation":392},{"altText":394,"config":423},{"src":400,"dataGaName":397,"dataGaLocation":392},{"title":425,"button":426,"config":431},"Sieh dir an, wie agentische KI die Softwarebereitstellung transformiert",{"text":427,"config":428},"GitLab Transcend jetzt ansehen",{"href":429,"dataGaName":430,"dataGaLocation":27},"/de-de/events/transcend/virtual/","transcend event",{"layout":432,"icon":433,"disabled":15},"release","AiStar",{"data":435},{"text":436,"source":437,"edit":443,"contribute":448,"config":453,"items":458,"minimal":631},"Git ist eine Marke von Software Freedom Conservancy und unsere Verwendung von „GitLab“ erfolgt unter Lizenz.",{"text":438,"config":439},"Quelltext der Seite anzeigen",{"href":440,"dataGaName":441,"dataGaLocation":442},"https://gitlab.com/gitlab-com/marketing/digital-experience/about-gitlab-com/","page source","footer",{"text":444,"config":445},"Diese Seite bearbeiten",{"href":446,"dataGaName":447,"dataGaLocation":442},"https://gitlab.com/gitlab-com/marketing/digital-experience/about-gitlab-com/-/blob/main/content/","web ide",{"text":449,"config":450},"Beteilige dich",{"href":451,"dataGaName":452,"dataGaLocation":442},"https://gitlab.com/gitlab-com/marketing/digital-experience/about-gitlab-com/-/blob/main/CONTRIBUTING.md/","please contribute",{"twitter":454,"facebook":455,"youtube":456,"linkedin":457},"https://x.com/gitlab","https://www.facebook.com/gitlab","https://www.youtube.com/channel/UCnMGQ8QHMAnVIsI3xJrihhg","https://www.linkedin.com/company/gitlab-com",[459,482,537,564,598],{"title":45,"links":460,"subMenu":465},[461],{"text":462,"config":463},"DevSecOps-Plattform",{"href":54,"dataGaName":464,"dataGaLocation":442},"devsecops platform",[466],{"title":168,"links":467},[468,472,477],{"text":469,"config":470},"Tarife anzeigen",{"href":170,"dataGaName":471,"dataGaLocation":442},"view plans",{"text":473,"config":474},"Vorteile von Premium",{"href":475,"dataGaName":476,"dataGaLocation":442},"/de-de/pricing/premium/","why premium",{"text":478,"config":479},"Vorteile von Ultimate",{"href":480,"dataGaName":481,"dataGaLocation":442},"/de-de/pricing/ultimate/","why ultimate",{"title":483,"links":484},"Lösungen",[485,490,493,495,500,505,509,512,515,520,522,524,527,532],{"text":486,"config":487},"Digitale Transformation",{"href":488,"dataGaName":489,"dataGaLocation":442},"/de-de/topics/digital-transformation/","digital transformation",{"text":491,"config":492},"Sicherheit und Compliance",{"href":110,"dataGaName":117,"dataGaLocation":442},{"text":102,"config":494},{"href":86,"dataGaName":87,"dataGaLocation":442},{"text":496,"config":497},"Agile Entwicklung",{"href":498,"dataGaName":499,"dataGaLocation":442},"/de-de/solutions/agile-delivery/","agile delivery",{"text":501,"config":502},"Cloud-Transformation",{"href":503,"dataGaName":504,"dataGaLocation":442},"/de-de/topics/cloud-native/","cloud transformation",{"text":506,"config":507},"SCM",{"href":99,"dataGaName":508,"dataGaLocation":442},"source code management",{"text":90,"config":510},{"href":92,"dataGaName":511,"dataGaLocation":442},"continuous integration & delivery",{"text":140,"config":513},{"href":142,"dataGaName":514,"dataGaLocation":442},"value stream management",{"text":516,"config":517},"GitOps",{"href":518,"dataGaName":519,"dataGaLocation":442},"/de-de/solutions/gitops/","gitops",{"text":153,"config":521},{"href":155,"dataGaName":156,"dataGaLocation":442},{"text":158,"config":523},{"href":160,"dataGaName":161,"dataGaLocation":442},{"text":525,"config":526},"Öffentlicher Sektor",{"href":165,"dataGaName":166,"dataGaLocation":442},{"text":528,"config":529},"Bildungswesen",{"href":530,"dataGaName":531,"dataGaLocation":442},"/de-de/solutions/education/","education",{"text":533,"config":534},"Finanzdienstleistungen",{"href":535,"dataGaName":536,"dataGaLocation":442},"/de-de/solutions/finance/","financial services",{"title":173,"links":538},[539,541,543,545,548,550,552,554,556,558,560,562],{"text":185,"config":540},{"href":187,"dataGaName":188,"dataGaLocation":442},{"text":190,"config":542},{"href":192,"dataGaName":193,"dataGaLocation":442},{"text":195,"config":544},{"href":197,"dataGaName":198,"dataGaLocation":442},{"text":200,"config":546},{"href":202,"dataGaName":547,"dataGaLocation":442},"docs",{"text":223,"config":549},{"href":225,"dataGaName":226,"dataGaLocation":442},{"text":218,"config":551},{"href":220,"dataGaName":221,"dataGaLocation":442},{"text":228,"config":553},{"href":230,"dataGaName":231,"dataGaLocation":442},{"text":236,"config":555},{"href":238,"dataGaName":239,"dataGaLocation":442},{"text":241,"config":557},{"href":243,"dataGaName":244,"dataGaLocation":442},{"text":246,"config":559},{"href":248,"dataGaName":249,"dataGaLocation":442},{"text":251,"config":561},{"href":253,"dataGaName":254,"dataGaLocation":442},{"text":256,"config":563},{"href":258,"dataGaName":259,"dataGaLocation":442},{"title":274,"links":565},[566,568,570,572,574,576,578,582,587,589,591,593],{"text":281,"config":567},{"href":283,"dataGaName":276,"dataGaLocation":442},{"text":286,"config":569},{"href":288,"dataGaName":289,"dataGaLocation":442},{"text":294,"config":571},{"href":296,"dataGaName":297,"dataGaLocation":442},{"text":299,"config":573},{"href":301,"dataGaName":302,"dataGaLocation":442},{"text":304,"config":575},{"href":306,"dataGaName":307,"dataGaLocation":442},{"text":309,"config":577},{"href":311,"dataGaName":312,"dataGaLocation":442},{"text":579,"config":580},"Sustainability",{"href":581,"dataGaName":579,"dataGaLocation":442},"/sustainability/",{"text":583,"config":584},"Vielfalt, Inklusion und Zugehörigkeit",{"href":585,"dataGaName":586,"dataGaLocation":442},"/de-de/diversity-inclusion-belonging/","Diversity, inclusion and belonging",{"text":314,"config":588},{"href":316,"dataGaName":317,"dataGaLocation":442},{"text":324,"config":590},{"href":326,"dataGaName":327,"dataGaLocation":442},{"text":329,"config":592},{"href":331,"dataGaName":332,"dataGaLocation":442},{"text":594,"config":595},"Transparenzerklärung zu moderner Sklaverei",{"href":596,"dataGaName":597,"dataGaLocation":442},"https://handbook.gitlab.com/handbook/legal/modern-slavery-act-transparency-statement/","modern slavery transparency statement",{"title":599,"links":600},"Nimm Kontakt auf",[601,604,609,611,616,621,626],{"text":602,"config":603},"Sprich mit einem Experten/einer Expertin",{"href":36,"dataGaName":37,"dataGaLocation":442},{"text":605,"config":606},"Support",{"href":607,"dataGaName":608,"dataGaLocation":442},"https://support.gitlab.com/hc/en-us/articles/11626483177756-GitLab-Support","get help",{"text":348,"config":610},{"href":350,"dataGaName":351,"dataGaLocation":442},{"text":612,"config":613},"Status",{"href":614,"dataGaName":615,"dataGaLocation":442},"https://status.gitlab.com/","status",{"text":617,"config":618},"Nutzungsbedingungen",{"href":619,"dataGaName":620,"dataGaLocation":442},"/terms/","terms of use",{"text":622,"config":623},"Datenschutzerklärung",{"href":624,"dataGaName":625,"dataGaLocation":442},"/de-de/privacy/","privacy statement",{"text":627,"config":628},"Cookie-Einstellungen",{"dataGaName":629,"dataGaLocation":442,"id":630,"isOneTrustButton":15},"cookie preferences","ot-sdk-btn",{"items":632},[633,635,637],{"text":617,"config":634},{"href":619,"dataGaName":620,"dataGaLocation":442},{"text":622,"config":636},{"href":624,"dataGaName":625,"dataGaLocation":442},{"text":627,"config":638},{"dataGaName":629,"dataGaLocation":442,"id":630,"isOneTrustButton":15},70,{"id":641,"title":642,"authorSlugs":643,"body":6,"categorySlug":9,"config":645,"content":648,"description":6,"extension":13,"isFeatured":10,"meta":659,"navigation":15,"path":660,"publishedDate":654,"seo":661,"stem":665,"tagSlugs":666,"__hash__":667},"blogPosts/de-de/blog/extend-gitlab-duo-agent-platform-connect-any-tool-with-mcp.yml","Extend Gitlab Duo Agent Platform Connect Any Tool With Mcp",[644],"albert-rabassa",{"featured":10,"template":646,"slug":647},"BlogPost","extend-gitlab-duo-agent-platform-connect-any-tool-with-mcp",{"heroImage":649,"title":650,"description":651,"authors":652,"date":654,"category":9,"tags":655,"body":658},"https://res.cloudinary.com/about-gitlab-com/image/upload/v1772643639/sapu29gmlgtwvhggmj6k.png","GitLab Duo Agent Platform erweitern: Beliebige Tools per MCP verbinden","Externe Tools wie Jira über MCP direkt in GitLab Duo Agent Platform einbinden – Schritt-für-Schritt-Einrichtung mit drei praxisnahen Workflow-Demos.",[653],"Albert Rabassa","2026-03-05",[9,656,657],"product","tutorial","Die Verwaltung von Software-Entwicklungsprojekten bedeutet oft, zwischen verschiedenen Tools zu wechseln: Issues in Jira verfolgen, Code in der IDE schreiben, in GitLab zusammenarbeiten. Dieses ständige Wechseln zwischen Plattformen unterbricht den Fokus und verlangsamt die Lieferung.\n\n\n\nMit der MCP-Unterstützung des [GitLab Duo Agent Platform](https://about.gitlab.com/topics/ai/model-context-protocol/) lassen sich Jira und andere MCP-kompatible Tools direkt in die KI-gestützte Entwicklungsumgebung einbinden. Issues abfragen, Tickets aktualisieren, Workflows synchronisieren – per natürlicher Sprache, direkt aus der IDE.\n\n\n\n## Was in diesem Tutorial vermittelt wird\n\n\n\nDieses Tutorial zeigt:\n\n\n\n* **Einrichtung der Jira/Atlassian OAuth-Anwendung** für sichere Authentifizierung\n\n* **Konfiguration des GitLab Duo Agent Platform** als MCP-Client\n\n* **Drei praxisnahe Anwendungsfälle** mit realen Workflows\n\n\n\n## Voraussetzungen\n\n\n\nVor dem Start sollten folgende Voraussetzungen erfüllt sein:\n\n\n\n| Voraussetzung | Details |\n| ---- | ----- |\n| **GitLab-Instanz** | GitLab 18.8+ mit aktiviertem Duo Agent Platform |\n| **Jira-Konto** | Jira Cloud-Instanz mit Admin-Zugriff zum Erstellen von OAuth-Anwendungen |\n| **IDE** | Visual Studio Code mit installierter GitLab Workflow-Erweiterung |\n| **MCP-Unterstützung** | MCP-Unterstützung in GitLab aktiviert |\n\n\n\n## Architektur verstehen\n\n\n\nDer GitLab Duo Agent Platform agiert als **MCP-Client** und stellt eine Verbindung zum Atlassian MCP-Server her, um auf Jira-Projektmanagement-Daten zuzugreifen. Der Atlassian MCP-Server übernimmt die Authentifizierung, übersetzt natürlichsprachliche Anfragen in API-Aufrufe und gibt strukturierte Daten zurück – bei gleichzeitiger Einhaltung von Sicherheits- und Audit-Anforderungen.\n\n\n\n## Teil 1: Jira OAuth-Anwendung konfigurieren\n\n\n\nUm den GitLab Duo Agent Platform sicher mit der Jira-Instanz zu verbinden, muss eine OAuth 2.0-Anwendung in der Atlassian Developer Console erstellt werden. Diese erteilt dem GitLab MCP-Server autorisierten Zugriff auf die Jira-Daten.\n\n\n\n### Einrichtungsschritte\n\n\n\nFür die manuelle Konfiguration sind folgende Schritte erforderlich:\n\n\n\n1. **Atlassian Developer Console aufrufen**\n\n\n   * [developer.atlassian.com/console/myapps](https://developer.atlassian.com/console/myapps) öffnen\n\n\n   * Mit dem Atlassian-Konto anmelden\n\n\n2. **Neue OAuth 2.0-App erstellen**\n\n\n   * **Create** → **OAuth 2.0 integration** klicken\n\n\n   * Namen eingeben (z. B. „gitlab-dap-mcp\")\n\n\n   * Nutzungsbedingungen akzeptieren und **Create** klicken\n\n\n3. **Berechtigungen konfigurieren**\n\n\n   * In der linken Seitenleiste zu **Permissions** navigieren\n\n\n   * **Jira API** hinzufügen und folgende Scopes konfigurieren:\n\n\n     * `read:jira-work` — Issues, Projekte und Boards lesen\n\n\n     * `write:jira-work` — Issues erstellen und aktualisieren\n\n\n     * `read:jira-user` — Benutzerinformationen lesen\n\n\n4. **Autorisierung einrichten**\n\n\n   * In der linken Seitenleiste zu **Authorization** navigieren\n\n\n   * Callback-URL für die Umgebung hinzufügen (`https://gitlab.com/oauth/callback`)\n\n\n   * Änderungen speichern\n\n\n5. **Zugangsdaten abrufen**\n\n\n   * Zu **Settings** navigieren\n\n\n   * **Client ID** und **Client Secret** kopieren\n\n\n   * Sicher aufbewahren – diese werden für die MCP-Konfiguration benötigt\n\n\n\n\n### Interaktive Anleitung: Jira OAuth-Einrichtung\n\n\n\nAuf das Bild klicken, um zu beginnen.\n\n\n\n\n\n[![Jira OAuth setup tour](https://res.cloudinary.com/about-gitlab-com/image/upload/v1772644850/wnzfoq43nkkfmgdqldmr.png)](https://gitlab.navattic.com/jira-oauth-setup)\n\n\n\n\n\n## Teil 2: GitLab Duo Agent Platform MCP-Client konfigurieren\n\n\n\nMit den bereitgestellten OAuth-Zugangsdaten kann der GitLab Duo Agent Platform nun für die Verbindung mit dem Atlassian MCP-Server konfiguriert werden.\n\n\n\n### MCP-Konfigurationsdatei erstellen\n\n\n\nDie MCP-Konfigurationsdatei im GitLab-Projekt unter `.gitlab/duo/mcp.json` erstellen:\n\n```json\n{\n  \"mcpServers\": {\n    \"atlassian\": {\n      \"type\": \"http\",\n      \"url\": \"https://mcp.atlassian.com/v1/mcp\",\n      \"auth\": {\n        \"type\": \"oauth2\",\n        \"clientId\": \"YOUR_CLIENT_ID\",\n        \"clientSecret\": \"YOUR_CLIENT_SECRET\",\n        \"authorizationUrl\": \"https://auth.atlassian.com/oauth/authorize\",\n        \"tokenUrl\": \"https://auth.atlassian.com/oauth/token\"\n      },\n      \"approvedTools\": true\n    }\n  }\n}\n```\n\n\n\n`YOUR_CLIENT_ID` und `YOUR_CLIENT_SECRET` durch die in Teil 1 generierten Zugangsdaten ersetzen.\n\n\n\n### MCP in GitLab aktivieren\n\n\n\n1. Zu **Gruppeneinstellungen** → **GitLab Duo** → **Konfiguration** navigieren\n\n2. „Externe MCP-Tools erlauben\" aktivieren\n\n\n\n### Verbindung überprüfen\n\n\n\nDas Projekt in VS Code öffnen und im GitLab Duo Agent Platform Chat eingeben:\n\n```text\nWhat MCP tools do you have access to?\n```\n\n\n\nDann\n```text\nTest the MCP JIRA configuration in this project\n```\n\n\n\nAnschließend erfolgt eine Weiterleitung von der IDE zur MCP Atlassian-Website zur Zugriffsgenehmigung:\n\n\n\n![Redirect to MCP Atlassian website](https://res.cloudinary.com/about-gitlab-com/image/upload/v1772643461/z5acqjgguh0damnnde9g.png \"Redirect to MCP Atlassian website\")\n\n\n\n\u003Cbr>\u003C/br>\n\n\n\n![Approve access](https://res.cloudinary.com/about-gitlab-com/image/upload/v1772643461/rwowamm8nsubhpixtn3i.png \"Approve access\")\n\n\n\n\u003Cbr>\u003C/br>\n\n\n\n![Select your JIRA instance and approve](https://res.cloudinary.com/about-gitlab-com/image/upload/v1772643461/chuzqd0jeptfwvoj7wjr.png \"Select your JIRA instance and approve\")\n\n\n\n\u003Cbr>\u003C/br>\n\n\n\n![Success!](https://res.cloudinary.com/about-gitlab-com/image/upload/v1772643462/bsgti5iste2bzck19o5y.png \"Success!\")\n\n\n\n\u003Cbr>\u003C/br>\n\n\n\n### Überprüfung über das MCP-Dashboard\n\n\n\nGitLab bietet zudem ein integriertes **MCP-Dashboard** direkt in der IDE.\n\n\n\nIn VS Code oder VSCodium die Befehlspalette öffnen (`Cmd+Shift+P` unter macOS, `Ctrl+Shift+P` unter Windows/Linux) und nach **„GitLab: Show MCP Dashboard\"** suchen. Das Dashboard öffnet sich in einem neuen Editor-Tab und zeigt:\n\n\n\n* **Verbindungsstatus** für jeden konfigurierten MCP-Server\n\n* **Verfügbare Tools** des Servers (z. B. `jira_get_issue`, `jira_create_issue`)\n\n* **Server-Logs** mit Echtzeit-Protokollierung der aufgerufenen Tools\n\n\n\n![MCP servers dashboard and status](https://res.cloudinary.com/about-gitlab-com/image/upload/v1772643462/mmvdfchucacsydivowvn.png \"MCP servers dashboard and status\")\n\n\n\n\u003Cbr>\u003C/br>\n\n\n\n![Server details and permissions](https://res.cloudinary.com/about-gitlab-com/image/upload/v1772643462/tcocgdvovp2dl42pvfn8.png \"Server details and permissions\")\n\n\n\n\u003Cbr>\u003C/br>\n\n\n\n![MCP Server logs](https://res.cloudinary.com/about-gitlab-com/image/upload/v1772643466/mougvqqk1bozchaufsci.png \"MCP Server logs\")\n\n\n\n\u003Cbr>\u003C/br>\n\n\n\n### Interaktive Anleitung: MCP testen\n\n\n\n\u003Ciframe src=\"https://player.vimeo.com/video/1170005495?badge=0&autopause=0& player_id=0&app_id=58479\" frameborder=\"0\" allow=\"autoplay; fullscreen; picture-in-picture; clipboard-write; encrypted-media; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" style=\"position:absolute;top:0;left:0;width:100%;height:100%;\" title=\"Testing MCP\">\u003C/iframe>\u003Cscript src=\"https://player.vimeo.com/api/player.js\">\u003C/script>\n\n\n\n## Teil 3: Anwendungsfälle in der Praxis\n\n\n\nMit der konfigurierten Integration lassen sich drei praxisnahe Workflows erkunden, die die Möglichkeiten der Jira-Anbindung an den GitLab Duo Agent Platform demonstrieren.\n\n\n\n### Planungsassistent\n\n\n\n**Szenario:** Vorbereitung auf Sprint-Planung – schnelle Bewertung des Backlogs, Verstehen von Prioritäten, Identifizierung von Blockern.\n\n\n\nDiese Demo zeigt:\n\n\n\n* Backlog abfragen\n\n* Nicht zugewiesene hochpriorisierte Issues identifizieren\n\n* KI-gestützte Sprint-Empfehlungen erhalten\n\n\n\n#### Beispiel-Prompts\n\n\n\nIm GitLab Duo Agent Platform Chat ausprobieren:\n\n```text\nList all the unassigned issues in JIRA for project GITLAB\n```\n\n```text\nSuggest the two top issues to prioritize and summarize them. Assign them to me.\n```\n\n\n### Interaktive Anleitung: Projektplanung\n\n\n\n\u003Ciframe src=\"https://player.vimeo.com/video/1170005462?badge=0&autopause=0&player_id=0&app_id=58479\" frameborder=\"0\" allow=\"autoplay; fullscreen; picture-in-picture; clipboard-write; encrypted-media; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" style=\"position:absolute;top:0;left:0;width:100%;height:100%;\" title=\"Project Planning\">\u003C/iframe>\u003Cscript src=\"https://player.vimeo.com/api/player.js\">\u003C/script>\n\n\n\n### Issue-Triage und Erstellung aus dem Code\n\n\n\n**Szenario:** Beim Code-Review wird ein Bug entdeckt – ein Jira-Issue mit relevantem Kontext erstellen, ohne die IDE zu verlassen.\n\n\n\nDiese Demo zeigt:\n\n\n\n* Einen Bug beim Coding identifizieren\n\n* Ein detailliertes Jira-Issue per natürlicher Sprache erstellen\n\n* Issue-Felder automatisch mit Code-Kontext befüllen\n\n* Das Issue mit dem aktuellen Branch verknüpfen\n\n\n\n#### Beispiel-Prompts\n```text\nSearch in JIRA for a bug related to: Null pointer exception in PaymentService.processRefund().\n\nIf it does not exist create it with all the context needed from the code. Find possible blockers that this bug may cause.\n```\n\n```text\nCreate a new branch called issue-gitlab-18, checkout, and link it to the issue we just created. Assign the JIRA issue to me and mark it as in-progress.\n```\n\n\n\n### Interaktive Anleitung: Bug-Review und Aufgaben-Automatisierung\n\n\n\n\u003Ciframe src=\"https://player.vimeo.com/video/1170005368?badge=0&autopause=0& player_id=0&app_id=58479\" frameborder=\"0\" allow=\"autoplay; fullscreen; picture-in-picture; clipboard-write; encrypted-media; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" style=\"position:absolute;top:0;left:0;width:100%;height:100%;\" title=\"Bug Review\">\u003C/iframe>\u003Cscript src=\"https://player.vimeo.com/api/player.js\">\u003C/script>\n\n\n\n### Systemübergreifende Incident-Untersuchung\n\n\n\n**Szenario:** Ein Production-Incident tritt auf – Informationen aus Jira, GitLab Project Management, Codebase und Merge Requests werden korreliert, um die Ursache zu identifizieren.\n\n\n\nDiese Demo zeigt:\n\n\n\n* Incident-Details aus Jira abrufen\n\n* Mit aktuellen Merge Requests in GitLab korrelieren\n\n* Möglicherweise betroffene Code-Änderungen identifizieren\n\n* Eine Incident-Timeline generieren\n\n* Einen Behebungsplan entwerfen und als Work Item in GitLab erstellen\n\n\n\n#### Beispiel-Prompts\n\n```text\n\"We have a production incident INC-1 about checkout failures. Can you help me investigate with all available context?\"\n```\n\n```text\nCreate a timeline of events for incident INC-1 including related Jira issues and recent deployments\n```\n\n```text\nPropose a remediation plan\n```\n\n\n\n### Interaktive Anleitung: Systemübergreifende Fehleranalyse und Behebung\n\n\n\n\u003Ciframe src=\"https://player.vimeo.com/video/1170005413?badge=0&autopause=0& player_id=0&app_id=58479\" frameborder=\"0\" allow=\"autoplay; fullscreen; picture-in-picture; clipboard-write; encrypted-media; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" style=\"position:absolute;top:0;left:0;width:100%;height:100%;\" title=\"Cross System Investigation\">\u003C/iframe>\u003Cscript src=\"https://player.vimeo.com/api/player.js\">\u003C/script>\n\n\n\n## Fehlerbehebung\n\n\n\nHäufige Einrichtungsprobleme und schnelle Lösungen:\n\n\n\n| Problem | Lösung |\n| ----- | ----- |\n| „MCP server not found\" | Prüfen, ob die Datei `mcp.json` am richtigen Ort liegt und korrekt formatiert ist |\n| „Authentication failed\" | OAuth-Zugangsdaten und Scopes in Atlassian überprüfen |\n| „No Jira tools available\" | VS Code nach dem Aktualisieren von `mcp.json` neu starten und MCP in GitLab aktivieren |\n| „Connection timeout\" | Netzwerkverbindung zu `mcp.atlassian.com` prüfen |\n\n\u003Cbr/>\nDetaillierte Informationen zur Fehlerbehebung: [GitLab MCP-Clients-Dokumentation](https://docs.gitlab.com/user/gitlab_duo/model_context_protocol/mcp_clients/).\n\n\n\n## Sicherheitshinweise\n\n\n\nBei der Integration von Jira mit dem GitLab Duo Agent Platform:\n\n\n\n* **OAuth-Token** — Zugangsdaten sicher aufbewahren\n\n* **Prinzip der minimalen Rechtevergabe** — Nur die minimal erforderlichen Jira-Scopes vergeben\n\n* **Token-Rotation** — OAuth-Zugangsdaten regelmäßig rotieren\n\n\n\n## Zusammenfassung\n\n\n\nDie Anbindung des GitLab Duo Agent Platform an verschiedene Tools über MCP verändert die Interaktion mit dem Entwicklungslebenszyklus. In diesem Artikel wurde gezeigt:\n\n\n\n* **Issues per natürlicher Sprache abfragen** — Fragen zum Backlog, zu Sprints und Incidents in natürlicher Sprache stellen.\n\n* **Issues in der gesamten DevSecOps-Umgebung erstellen und aktualisieren** — Bugs melden und Tickets aktualisieren, ohne die IDE zu verlassen.\n\n* **Systemübergreifend korrelieren** — Jira-Daten mit GitLab Project Management, Merge Requests und Pipelines für vollständige Transparenz kombinieren.\n\n* **Kontextwechsel reduzieren** — Fokus auf den Code behalten und gleichzeitig mit dem Projektmanagement verbunden bleiben.\n\n\n\n## Für deutsche Unternehmen könnte dies folgende Themen betreffen\n\n\n\nTeams, die externe Tools über MCP einbinden, haben möglicherweise auch Governance- und Sicherheitsüberlegungen – beispielsweise in Bereichen wie Zugriffskontrolle, Token-Management und Audit-Nachvollziehbarkeit.\n\n\n\nRegulatorische Frameworks wie NIS2, ISO 27001 und DSGVO adressieren ähnliche Themen rund um Zugriffssteuerung und Protokollierung. Für konkrete Compliance-Anforderungen empfiehlt sich Rücksprache mit entsprechender Fachberatung.\n\n\n\n## Weiterführende Informationen\n\n\n\n* [GitLab Duo Agent Platform unterstützt jetzt das Model Context Protocol](https://about.gitlab.com/de-de/blog/duo-agent-platform-with-mcp/)\n\n\n\n* [Was ist das Model Context Protocol?](https://about.gitlab.com/topics/ai/model-context-protocol/)\n\n\n\n* [Leitfäden und Ressourcen für Agentic AI](https://about.gitlab.com/de-de/blog/agentic-ai-guides-and-resources/)\n\n\n\n* [Dokumentation zu GitLab-MCP-Clients](https://docs.gitlab.com/user/gitlab_duo/model_context_protocol/mcp_clients/)\n\n\n\n* [Erste Schritte mit der GitLab Duo Agent Platform: Der vollständige Leitfaden](https://about.gitlab.com/de-de/blog/gitlab-duo-agent-platform-complete-getting-started-guide/)",{},"/de-de/blog/extend-gitlab-duo-agent-platform-connect-any-tool-with-mcp",{"config":662,"title":663,"description":664},{"noIndex":10},"Tools per MCP mit GitLab Duo Agent Platform verbinden","Externe Tools wie Jira mit dem GitLab Duo Agent Platform über MCP verbinden. Schritt-für-Schritt-Einrichtung mit drei praxisnahen Workflow-Demos.","de-de/blog/extend-gitlab-duo-agent-platform-connect-any-tool-with-mcp",[9,656,657],"3-bLIvM-2ew5mXCW0c5ZWfhIatl-a6viFk1YaZazL58",[669,678,687,696,703,712,721,730,739],{"content":670,"config":676},{"title":671,"heroImage":672,"category":9,"description":673,"authors":674},"10 KI-Prompts für den gesamten Software-Delivery-Prozess","https://res.cloudinary.com/about-gitlab-com/image/upload/v1772632341/duj8vaznbhtyxxhodb17.png","Code Review, Security, Dokumentation, Tests, Planung, Debugging – einsatzbereite Prompts, die Team-Engpässe systematisch adressieren.",[675],"Chandler Gibbons",{"externalUrl":-1,"slug":677},"10-ai-prompts-to-speed-your-teams-software-delivery",{"content":679,"config":685},{"title":680,"heroImage":681,"category":9,"description":682,"authors":683},"KI erkennt Schwachstellen – aber wer verantwortet das Risiko?","https://res.cloudinary.com/about-gitlab-com/image/upload/v1772195014/ooezwusxjl1f7ijfmbvj.png","KI-gestützte Schwachstellenerkennung entwickelt sich schnell, doch Durchsetzung, Governance und Supply-Chain-Sicherheit erfordern eine integrierte Plattform.",[684],"Omer Azaria",{"externalUrl":-1,"slug":686},"ai-can-detect-vulnerabilities-but-who-governs-risk",{"content":688,"config":694},{"title":689,"heroImage":690,"category":9,"description":691,"authors":692},"Wie GitLab Duo Agent Platform und Claude Softwareentwicklung beschleunigen","https://res.cloudinary.com/about-gitlab-com/image/upload/v1772058602/epl3sinfezlzxnppxak6.png","Wie externe KI-Modelle wie Claude von Anthropic Code-Generierung, Code-Reviews und Pipeline-Erstellung direkt in GitLab übernehmen.",[693],"Cesar Saavedra",{"externalUrl":-1,"slug":695},"gitlab-duo-agent-platform-with-claude-accelerates-development",{"content":697,"config":701},{"title":698,"heroImage":699,"category":9,"description":700,"authors":-1},"Agentic SDLC: GitLab und TCS bringen Intelligent Orchestration ins Unternehmen","https://res.cloudinary.com/about-gitlab-com/image/upload/v1771866240/l16gpgupgz8uelyc8jfy.png","DevSecOps mit KI-Agenten skalieren, die Entwicklungsteams bei der Automatisierung von Workflows, Compliance und Delivery unterstützen.",{"externalUrl":-1,"slug":702},"agentic-sdlc-gitlab-and-tcs-deliver-intelligent-orchestration-across-the-enterprise",{"content":704,"config":710},{"title":705,"heroImage":706,"category":9,"description":707,"authors":708},"Agentic AI mit Enterprise-Kontrolle: Self-Hosted Duo Agent Platform und BYOM","https://res.cloudinary.com/about-gitlab-com/image/upload/v1771438388/t6sts5qw4z8561gtlxiq.png","GitLab 18.9 bietet regulierten Unternehmen eine verwaltete Agentic-AI mit Self-Hosted Duo Agent Platform und Bring Your Own Model.",[709],"Rebecca Carter",{"externalUrl":-1,"slug":711},"agentic-ai-enterprise-control-self-hosted-duo-agent-platform-and-byom",{"content":713,"config":719},{"title":714,"heroImage":715,"category":9,"description":716,"authors":717},"Claude Opus 4.6 ab sofort in GitLab Duo Agent Platform verfügbar","https://res.cloudinary.com/about-gitlab-com/image/upload/v1751464636/htrk5th3q0tq1rcfntkp.png","Anthropics leistungsstärkstes Modell ist ab sofort in GitLab Duo Agent Platform für alle Agents verfügbar, einschließlich Agentic Chat.",[718],"Stuart Moncada",{"externalUrl":-1,"slug":720},"claude-opus-4-6-now-available-in-gitlab-duo-agent-platform",{"content":722,"config":728},{"title":723,"heroImage":724,"category":9,"description":725,"authors":726},"GitLab Duo Agent Platform ist jetzt allgemein verfügbar","https://res.cloudinary.com/about-gitlab-com/image/upload/v1768314192/llizjeumcduj2enqpdi4.png","Erfahre, wie KI-Agenten im gesamten Software-Lebenszyklus schnelleres Programmieren in beschleunigte Innovationszyklen übersetzen.",[727],"Bill Staples",{"externalUrl":-1,"slug":729},"gitlab-duo-agent-platform-is-generally-available",{"content":731,"config":737},{"title":732,"heroImage":733,"category":9,"description":734,"authors":735},"Flows verstehen: Multi-Agent-Workflows","https://res.cloudinary.com/about-gitlab-com/image/upload/v1765809212/noh0mdfn9o94ry9ykura.png","Vertiefe dich in GitLab Duo Agent Platform Flows. Lerne Foundational Flows kennen, erstelle Custom User-defined Workflows und lerne Flow-Orchestrierungsmuster.",[736],"Itzik Gan Baruch",{"externalUrl":-1,"slug":738},"understanding-flows-multi-agent-workflows",{"content":740,"config":744},{"title":741,"heroImage":733,"category":9,"description":742,"authors":743},"Agenten verstehen: Foundational, Custom und External","Lerne, wann du welchen Agententyp nutzt: sofort verfügbare Foundational Agents, teamspezifische Custom Agents oder externe KI-Integrationen.",[736],{"externalUrl":-1,"slug":745},"understanding-agents-foundational-custom-external",1777309966537]