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1<script type="application/ld+json">{"@context":"https://schema.org","@type":"FAQPage","mainEntity":[{"@type":"Question","name":"What is the difference between AI agents and chatbots?","acceptedAnswer":{"@type":"Answer","text":"AI agents autonomously execute multi-step tasks using tools (APIs, databases, code), while chatbots only reply with scripted text. Agents can reason, call external services, and decide what to do next; chatbots cannot. Use a chatbot for FAQs and an AI agent for multistep workflows like triaging tickets or running RAG pipelines."}},{"@type":"Question","name":"How do you build AI agents without coding?","acceptedAnswer":{"@type":"Answer","text":"No-code AI agent builders like Kopern let you create agents through a visual interface: describe the goal, pick a template or model, configure tools via JSON schemas, and deploy. No Python, no LangChain boilerplate. Most production agents can ship in 15â60 minutes through drag-and-drop workflow editors and pre-built connectors."}},{"@type":"Question","name":"What is the best alternative to CrewAI and LangChain?","acceptedA
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11.594l-1.051 5.558a1 1 0 0 1-1.966 0l-1.051-5.558a2 2 0 0 0-1.594-1.594l-5.558-1.051a1 1 0 0 1 0-1.966l5.558-1.051a2 2 0 0 0 1.594-1.594z"></path><path d="M20 2v4"></path><path d="M22 4h-4"></path><circle cx="4" cy="20" r="2"></circle></svg>Templates</button></a><button data-slot="dropdown-menu-trigger" data-variant="ghost" data-size="sm" class="inline-flex shrink-0 items-center justify-center text-sm whitespace-nowrap transition-all outline-none focus-visible:border-ring focus-visible:ring-[3px] focus-visible:ring-ring/50 disabled:pointer-events-none disabled:opacity-50 aria-invalid:border-destructive aria-invalid:ring-destructive/20 dark:aria-invalid:ring-destructive/40 [&_svg]:pointer-events-none [&_svg]:shrink-0 [&_svg:not([class*='size-'])]:size-4 hover:bg-accent dark:hover:bg-accent/50 h-8 rounded-md px-3 has-[>svg]:px-2.5 gap-2 font-semibold text-muted-foreground hover:text-foreground hover:!bg-transparent dark:hover:!bg-transparent border border-transparent hover:border-primary/50 !text-accent" type="button" id="radix-_R_3diumivb_" aria-haspopup="menu" aria-expanded="false" data-state="closed"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-book-open h-4 w-4" aria-hidden="true"><path d="M12 7v14"></path><path d="M3 18a1 1 0 0 1-1-1V4a1 1 0 0 1 1-1h5a4 4 0 0 1 4 4 4 4 0 0 1 4-4h5a1 1 0 0 1 1 1v13a1 1 0 0 1-1 1h-6a3 3 0 0 0-3 3 3 3 0 0 0-3-3z"></path></svg>Documentation<svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-chevron-down h-3 w-3 ml-0.5 opacity-60" aria-hidden="true"><path d="m6 9 6 6 6-6"></path></svg></button><a href="/en/blog"><button data-slot="button" data-variant="ghost" data-size="sm" class="inline-flex shrink-0 items-center justify-center text-sm whitespace-nowrap transition-all outline-none focus-visible:border-ring focus-visible:ring-[3px] focus-visible:ring-ring/50 disabled:pointer-events-none disabled:opacity-50 aria-invalid:border-destructive aria-invalid:ring-destructive/20 dark:aria-invalid:ring-destructive/40 [&_svg]:pointer-events-none [&_svg]:shrink-0 [&_svg:not([class*='size-'])]:size-4 hover:bg-accent dark:hover:bg-accent/50 h-8 rounded-md px-3 has-[>svg]:px-2.5 gap-2 font-semibold text-muted-foreground hover:text-foreground hover:!bg-transparent dark:hover:!bg-transparent border border-transparent hover:border-primary/50"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-newspaper h-4 w-4" aria-hidden="true"><path d="M15 18h-5"></path><path d="M18 14h-8"></path><path d="M4 22h16a2 2 0 0 0 2-2V4a2 2 0 0 0-2-2H8a2 2 0 0 0-2 2v16a2 2 0 0 1-4 0v-9a2 2 0 0 1 2-2h2"></path><rect width="8" height="4" x="10" y="6" rx="1"></rect></svg>Blog</button></a><a href="/en/pricing"><button data-slot="button" data-variant="ghost" data-size="sm" class="inline-flex shrink-0 items-center justify-center text-sm whitespace-nowrap transition-all outline-none focus-visible:border-ring focus-visible:ring-[3px] focus-visible:ring-ring/50 disabled:pointer-events-none disabled:opacity-50 aria-invalid:border-destructive aria-invalid:ring-destructive/20 dark:aria-invalid:ring-destructive/40 [&_svg]:pointer-events-none [&_svg]:shrink-0 [&_svg:not([class*='size-'])]:size-4 hover:bg-accent dark:hover:bg-accent/50 h-8 rounded-md px-3 has-[>svg]:px-2.5 gap-2 font-semibold text-muted-foreground hover:text-foreground hover:!bg-transparent dark:hover:!bg-transparent border border-transparent hover:border-primary/50"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-dollar-sign h-4 w-4" aria-hidden="true"><line x1="12" x2="12" y1="2" y2="22"></line><path d="M17 5H9.5a3.5 3.5 0 0 0 0 7h5a3.5 3.5 0 0 1 0 7H6"></path></svg>Pricing</button></a></div><div class="flex-1 md:hidden"></div><div class="flex items-center gap-2 shrink-0"><div class="hidden md:block"><button data-slot="dialog-trigger" data-variant="outline" data-size="sm" class="inline-flex shrink-0 items-center justify-center text-sm font-medium whitespace-nowrap transition-all outline-none focus-visible:border-ring focus-visible:ring-[3px] focus-visible:ring-ring/50 disabled:pointer-events-none disabled:opacity-50 aria-invalid:border-destructive aria-invalid:ring-destructive/20 dark:aria-invalid:ring-destructive/40 [&_svg]:pointer-events-none [&_svg]:shrink-0 [&_svg:not([class*='
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Each example includes system prompt, skills, tools, MCP integration, and grading suite â ready to deploy on Kopern.</p></div></div><div style="opacity:0;transform:translateY(20px)"><div class="rounded-xl border-2 border-blue-500/30 bg-blue-500/5 p-6 mb-10"><div class="flex items-center gap-3 mb-2"><div class="flex h-10 w-10 items-center justify-center rounded-lg bg-blue-500/10"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-database h-5 w-5 text-blue-500" aria-hidden="true"><ellipse cx="12" cy="5" rx="9" ry="3"></ellipse><path d="M3 5V19A9 3 0 0 0 21 19V5"></path><path d="M3 12A9 3 0 0 0 21 12"></path></svg></div><div><div class="flex items-center gap-2"><h2 class="text-xl font-bold">Powered by data.gouv.fr MCP</h2><span data-slot="badge" data-variant="secondary" class="inline-flex w-fit shrink-0 items-center justify-center gap-1 overflow-hidden rounded-full border border-transparent px-2 py-0.5 font-medium whitespace-nowrap transition-[color,box-shadow] focu
1s-visible:border-ring focus-visible:ring-[3px] focus-visible:ring-ring/50 aria-invalid:border-destructive aria-invalid:ring-destructive/20 dark:aria-invalid:ring-destructive/40 [&>svg]:pointer-events-none [&>svg]:size-3 [a&]:hover:bg-secondary/90 bg-blue-500/10 text-blue-600 dark:text-blue-400 text-xs">MCP</span></div></div></div><p class="text-sm text-muted-foreground mb-6 max-w-3xl">These agents leverage the official data.gouv.fr MCP server â free, no API key required. Access 90,000+ French open datasets, query tabular data in-place, and discover government APIs.</p><div class="grid gap-6 sm:grid-cols-2 lg:grid-cols-3"><div style="opacity:0;transform:translateY(20px)"><a href="/en/examples/analyste-donnees-publiques"><div class="group relative flex h-full flex-col rounded-xl border bg-card p-6 transition-all hover:border-primary/50 hover:shadow-lg hover:shadow-primary/5"><div class="flex items-start justify-between mb-4"><div class="flex h-12 w-12 items-center justify-center rounded-lg bg-primary/10"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-landmark h-6 w-6 text-primary" aria-hidden="true"><path d="M10 18v-7"></path><path d="M11.12 2.198a2 2 0 0 1 1.76.006l7.866 3.847c.476.233.31.949-.22.949H3.474c-.53 0-.695-.716-.22-.949z"></path><path d="M14 18v-7"></path><path d="M18 18v-7"></path><path d="M3 22h18"></path><path d="M6 18v-7"></path></svg></div><div class="flex items-center gap-1.5"><span data-slot="badge" data-variant="secondary" class="inline-flex w-fit shrink-0 items-center justify-center gap-1 overflow-hidden rounded-full border border-transparent font-medium whitespace-nowrap transition-[color,box-shadow] focus-visible:border-ring focus-visible:ring-[3px] focus-visible:ring-ring/50 aria-invalid:border-destructive aria-invalid:ring-destructive/20 dark:aria-invalid:ring-destructive/40 [&>svg]:pointer-events-none [&>svg]:size-3 [a&]:hover:bg-secondary/90 bg-blue-500/10 text-blue-600 dark:text-blue-400 text-[10px] px-1.5 py-0">MCP</span><span data-slot="badge" data-variant="secondary" class="inline-flex w-fit shrink-0 items-center justify-center gap-1 overflow-hidden rounded-full border border-transparent px-2 py-0.5 font-medium whitespace-nowrap transition-[color,box-shadow] focus-visible:border-ring focus-visible:ring-[3px] focus-visible:ring-ring/50 aria-invalid:border-destructive aria-invalid:ring-destructive/20 dark:aria-invalid:ring-destructive/40 [&>svg]:pointer-events-none [&>svg]:size-3 bg-secondary text-secondary-foreground [a&]:hover:bg-secondary/90 text-xs">data.gouv.fr / Open Data</span></div></div><h3 class="text-lg font-semibold mb-2 group-hover:text-primary transition-colors">Public Data Analyst â France</h3><p class="text-sm text-muted-foreground mb-4 line-clamp-2">Explore, query, and analyze any dataset from data.gouv.fr using the official MCP server</p><div class="mt-auto space-y-2 pt-4 border-t"><div class="flex items-center gap-2 text-xs text-muted-foreground"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-clock h-3.5 w-3.5 text-green-500 shrink-0" aria-hidden="true"><circle cx="12" cy="12" r="10"></circle><path d="M12 6v6l4 2"></path></svg><span>2-6 hours of manual data.gouv.fr browsing + CSV downloading reduced to a conversation</span></div><div class="flex items-center gap-2 text-xs text-muted-foreground"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-dollar-sign h-3.5 w-3.5 text-blue-500 shrink-0" aria-hidden="true"><line x1="12" x2="12" y1="2" y2="22"></line><path d="M17 5H9.5a3.5 3.5 0 0 0 0 7h5a3.5 3.5 0 0 1 0 7H6"></path></svg><span>Eliminates need for specialized data engineers for exploratory analysis (~$30K/year)</span></div><div class="flex items-center gap-2 text-xs text-muted-foreground"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-shield h-3.5 w-3.5 text-orange-500 shrink-0" aria-hidden="true"><path d="M20 13c0 5-3.5 7.5-7.66 8.95a1 1 0 0 1-.67-.01C7.5 20.5 4 18 4 13V6a1 1 0 0 1 1-1c2 0 4.5-1.2 6.24-2.72a1.17 1.17 0 0 1 1.52 0C14.51 3.81 17 5 19 5a1 1 0 0 1 1 1z"></path></svg><span>Queries live data â no stale CSV copies, no version mismatch</span></div></div><div class="absolute bottom-6 right-6 opacity-0 group-hover:opacity-100 transition-opacity"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-arrow-right h-5 w-5 text-primary" aria-hidden="true"><path d="M5 12h14"></path><path d="m12 5 7 7-7 7"></path></svg></div></div></a></div><div style="opacity:0;transform:translateY(20px)"><a href="/en/examples/assistant-juridique-france"><div class="group relative flex h-full flex-col rounded-xl border bg-card p-6 transition-all hover:border-primary/50 hover:shadow-lg hover:shadow-
1primary/5"><div class="flex items-start justify-between mb-4"><div class="flex h-12 w-12 items-center justify-center rounded-lg bg-primary/10"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-scale h-6 w-6 text-primary" aria-hidden="true"><path d="M12 3v18"></path><path d="m19 8 3 8a5 5 0 0 1-6 0zV7"></path><path d="M3 7h1a17 17 0 0 0 8-2 17 17 0 0 0 8 2h1"></path><path d="m5 8 3 8a5 5 0 0 1-6 0zV7"></path><path d="M7 21h10"></path></svg></div><div class="flex items-center gap-1.5"><span data-slot="badge" data-variant="secondary" class="inline-flex w-fit shrink-0 items-center justify-center gap-1 overflow-hidden rounded-full border border-transparent px-2 py-0.5 font-medium whitespace-nowrap transition-[color,box-shadow] focus-visible:border-ring focus-visible:ring-[3px] focus-visible:ring-ring/50 aria-invalid:border-destructive aria-invalid:ring-destructive/20 dark:aria-invalid:ring-destructive/40 [&>svg]:pointer-events-none [&>svg]:size-3 bg-secondary text-secondary-foreground [a&]:hover:bg-secondary/90 text-xs">data.gouv.fr / Open Data</span></div></div><h3 class="text-lg font-semibold mb-2 group-hover:text-primary transition-colors">Legal Research Assistant â France</h3><p class="text-sm text-muted-foreground mb-4 line-clamp-2">Search French codes, laws, decrees, and collective agreements via the official Légifrance API (PISTE)</p><div class="mt-auto space-y-2 pt-4 border-t"><div class="flex items-center gap-2 text-xs text-muted-foreground"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-clock h-3.5 w-3.5 text-green-500 shrink-0" aria-hidden="true"><circle cx="12" cy="12" r="10"></circle><path d="M12 6v6l4 2"></path></svg><span>1-3 hours of Legifrance manual search reduced to minutes</span></div><div class="flex items-center gap-2 text-xs text-muted-foreground"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-dollar-sign h-3.5 w-3.5 text-blue-500 shrink-0" aria-hidden="true"><line x1="12" x2="12" y1="2" y2="22"></line><path d="M17 5H9.5a3.5 3.5 0 0 0 0 7h5a3.5 3.5 0 0 1 0 7H6"></path></svg><span>~$20K/year in junior associate research time for a small firm</span></div><div class="flex items-center gap-2 text-xs text-muted-foreground"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-shield h-3.5 w-3.5 text-orange-500 shrink-0" aria-hidden="true"><path d="M20 13c0 5-3.5 7.5-7.66 8.95a1 1 0 0 1-.67-.01C7.5 20.5 4 18 4 13V6a1 1 0 0 1 1-1c2 0 4.5-1.2 6.24-2.72a1.17 1.17 0 0 1 1.52 0C14.51 3.81 17 5 19 5a1 1 0 0 1 1 1z"></path></svg><span>Official Légifrance data â the authoritative source for French law</span></div></div><div class="absolute bottom-6 right-6 opacity-0 group-hover:opacity-100 transition-opacity"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-arrow-right h-5 w-5 text-primary" aria-hidden="true"><path d="M5 12h14"></path><path d="m12 5 7 7-7 7"></path></svg></div></div></a></div><div style="opacity:0;transform:translateY(20px)"><a href="/en/examples/assistant-immobilier-dvf"><div class="group relative flex h-full flex-col rounded-xl border bg-card p-6 transition-all hover:border-primary/50 hover:shadow-lg hover:shadow-primary/5"><div class="flex items-start justify-between mb-4"><div class="flex h-12 w-12 items-center justify-center rounded-lg bg-primary/10"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-house h-6 w-6 text-primary" aria-hidden="true"><path d="M15 21v-8a1 1 0 0 0-1-1h-4a1 1 0 0 0-1 1v8"></path><path d="M3 10a2 2 0 0 1 .709-1.528l7-6a2 2 0 0 1 2.582 0l7 6A2 2 0 0 1 21 10v9a2 2 0 0 1-2 2H5a2 2 0 0 1-2-2z"></path></svg></div><div class="flex items-center gap-1.5"><span data-slot="badge" data-variant="secondary" class="inline-flex w-fit shrink-0 items-center justify-center gap-1 overflow-hidden rounded-full border border-transparent font-medium whitespace-nowrap transition-[color,box-shadow] focu
1s-visible:border-ring focus-visible:ring-[3px] focus-visible:ring-ring/50 aria-invalid:border-destructive aria-invalid:ring-destructive/20 dark:aria-invalid:ring-destructive/40 [&>svg]:pointer-events-none [&>svg]:size-3 [a&]:hover:bg-secondary/90 bg-blue-500/10 text-blue-600 dark:text-blue-400 text-[10px] px-1.5 py-0">MCP</span><span data-slot="badge" data-variant="secondary" class="inline-flex w-fit shrink-0 items-center justify-center gap-1 overflow-hidden rounded-full border border-transparent px-2 py-0.5 font-medium whitespace-nowrap transition-[color,box-shadow] focus-visible:border-ring focus-visible:ring-[3px] focus-visible:ring-ring/50 aria-invalid:border-destructive aria-invalid:ring-destructive/20 dark:aria-invalid:ring-destructive/40 [&>svg]:pointer-events-none [&>svg]:size-3 bg-secondary text-secondary-foreground [a&]:hover:bg-secondary/90 text-xs">data.gouv.fr / Open Data</span></div></div><h3 class="text-lg font-semibold mb-2 group-hover:text-primary transition-colors">Real Estate Analyst â DVF France</h3><p class="text-sm text-muted-foreground mb-4 line-clamp-2">Analyze French real estate transactions (DVF), cadastral data, and building databases from data.gouv.fr</p><div class="mt-auto space-y-2 pt-4 border-t"><div class="flex items-center gap-2 text-xs text-muted-foreground"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-clock h-3.5 w-3.5 text-green-500 shrink-0" aria-hidden="true"><circle cx="12" cy="12" r="10"></circle><path d="M12 6v6l4 2"></path></svg><span>4-8 hours of DVF spreadsheet analysis reduced to a conversation</span></div><div class="flex items-center gap-2 text-xs text-muted-foreground"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-dollar-sign h-3.5 w-3.5 text-blue-500 shrink-0" aria-hidden="true"><line x1="12" x2="12" y1="2" y2="22"></line><path d="M17 5H9.5a3.5 3.5 0 0 0 0 7h5a3.5 3.5 0 0 1 0 7H6"></path></svg><span>Replaces specialized real estate data subscriptions ($5K-$15K/year)</span></div><div class="flex items-center gap-2 text-xs text-muted-foreground"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-shield h-3.5 w-3.5 text-orange-500 shrink-0" aria-hidden="true"><path d="M20 13c0 5-3.5 7.5-7.66 8.95a1 1 0 0 1-.67-.01C7.5 20.5 4 18 4 13V6a1 1 0 0 1 1-1c2 0 4.5-1.2 6.24-2.72a1.17 1.17 0 0 1 1.52 0C14.51 3.81 17 5 19 5a1 1 0 0 1 1 1z"></path></svg><span>Official transaction data from DGFiP â no estimation bias or sample error</span></div></div><div class="absolute bottom-6 right-6 opacity-0 group-hover:opacity-100 transition-opacity"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-arrow-right h-5 w-5 text-primary" aria-hidden="true"><path d="M5 12h14"></path><path d="m12 5 7 7-7 7"></path></svg></div></div></a></div><div style="opacity:0;transform:translateY(20px)"><a href="/en/examples/veille-fiscale-comptable"><div class="group relative flex h-full flex-col rounded-xl border bg-card p-6 transition-all hover:border-primary/50 hover:shadow-lg hover:shadow-primary/5"><div class="flex items-start justify-between mb-4"><div class="flex h-12 w-12 items-center justify-center rounded-lg bg-primary/10"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-calculator h-6 w-6 text-primary" aria-hidden="true"><rect width="16" height="20" x="4" y="2" rx="2"></rect><line x1="8" x2="16" y1="6" y2="6"></line><line x1="16" x2="16" y1="14" y2="18"></line><path d="M16 10h.01"></path><path d="M12 10h.01"></path><path d="M8 10h.01"></path><path d="M12 14h.01"></path><path d="M8 14h.01"></path><path d="M12 18h.01"></path><path d="M8 18h.01"></path></svg></div><div class="flex items-center gap-1.5"><span data-slot="badge" data-variant="secondary" class="inline-flex w-fit shrink-0 items-center justify-center gap-1 overflow-hidden rounded-full border border-transparent font-medium whitespace-nowrap transition-[color,box-shadow] focu
1s-visible:border-ring focus-visible:ring-[3px] focus-visible:ring-ring/50 aria-invalid:border-destructive aria-invalid:ring-destructive/20 dark:aria-invalid:ring-destructive/40 [&>svg]:pointer-events-none [&>svg]:size-3 [a&]:hover:bg-secondary/90 bg-blue-500/10 text-blue-600 dark:text-blue-400 text-[10px] px-1.5 py-0">MCP</span><span data-slot="badge" data-variant="secondary" class="inline-flex w-fit shrink-0 items-center justify-center gap-1 overflow-hidden rounded-full border border-transparent px-2 py-0.5 font-medium whitespace-nowrap transition-[color,box-shadow] focus-visible:border-ring focus-visible:ring-[3px] focus-visible:ring-ring/50 aria-invalid:border-destructive aria-invalid:ring-destructive/20 dark:aria-invalid:ring-destructive/40 [&>svg]:pointer-events-none [&>svg]:size-3 bg-secondary text-secondary-foreground [a&]:hover:bg-secondary/90 text-xs">data.gouv.fr / Open Data</span></div></div><h3 class="text-lg font-semibold mb-2 group-hover:text-primary transition-colors">Tax & Accounting Intelligence â France</h3><p class="text-sm text-muted-foreground mb-4 line-clamp-2">Query French tax data, local tax rates, and fiscal statistics from DGFiP open datasets</p><div class="mt-auto space-y-2 pt-4 border-t"><div class="flex items-center gap-2 text-xs text-muted-foreground"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-clock h-3.5 w-3.5 text-green-500 shrink-0" aria-hidden="true"><circle cx="12" cy="12" r="10"></circle><path d="M12 6v6l4 2"></path></svg><span>2-4 hours of manual DGFiP data lookup per analysis</span></div><div class="flex items-center gap-2 text-xs text-muted-foreground"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-dollar-sign h-3.5 w-3.5 text-blue-500 shrink-0" aria-hidden="true"><line x1="12" x2="12" y1="2" y2="22"></line><path d="M17 5H9.5a3.5 3.5 0 0 0 0 7h5a3.5 3.5 0 0 1 0 7H6"></path></svg><span>Replaces specialized fiscal data tools ($3K-$8K/year licenses)</span></div><div class="flex items-center gap-2 text-xs text-muted-foreground"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-shield h-3.5 w-3.5 text-orange-500 shrink-0" aria-hidden="true"><path d="M20 13c0 5-3.5 7.5-7.66 8.95a1 1 0 0 1-.67-.01C7.5 20.5 4 18 4 13V6a1 1 0 0 1 1-1c2 0 4.5-1.2 6.24-2.72a1.17 1.17 0 0 1 1.52 0C14.51 3.81 17 5 19 5a1 1 0 0 1 1 1z"></path></svg><span>Official DGFiP data â authoritative source for tax rates and fiscal statistics</span></div></div><div class="absolute bottom-6 right-6 opacity-0 group-hover:opacity-100 transition-opacity"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-arrow-right h-5 w-5 text-primary" aria-hidden="true"><path d="M5 12h14"></path><path d="m12 5 7 7-7 7"></path></svg></div></div></a></div><div style="opacity:0;transform:translateY(20px)"><a href="/en/examples/assistant-urbanisme-construction"><div class="group relative flex h-full flex-col rounded-xl border bg-card p-6 transition-all hover:border-primary/50 hover:shadow-lg hover:shadow-primary/5"><div class="flex items-start justify-between mb-4"><div class="flex h-12 w-12 items-center justify-center rounded-lg bg-primary/10"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-building2 lucide-building-2 h-6 w-6 text-primary" aria-hidden="true"><path d="M10 12h4"></path><path d="M10 8h4"></path><path d="M14 21v-3a2 2 0 0 0-4 0v3"></path><path d="M6 10H4a2 2 0 0 0-2 2v7a2 2 0 0 0 2 2h16a2 2 0 0 0 2-2V9a2 2 0 0 0-2-2h-2"></path><path d="M6 21V5a2 2 0 0 1 2-2h8a2 2 0 0 1 2 2v16"></path></svg></div><div class="flex items-center gap-1.5"><span data-slot="badge" data-variant="secondary" class="inline-flex w-fit shrink-0 items-center justify-center gap-1 overflow-hidden rounded-full border border-transparent font-medium whitespace-nowrap transition-[color,box-shadow] focu
1s-visible:border-ring focus-visible:ring-[3px] focus-visible:ring-ring/50 aria-invalid:border-destructive aria-invalid:ring-destructive/20 dark:aria-invalid:ring-destructive/40 [&>svg]:pointer-events-none [&>svg]:size-3 [a&]:hover:bg-secondary/90 bg-blue-500/10 text-blue-600 dark:text-blue-400 text-[10px] px-1.5 py-0">MCP</span><span data-slot="badge" data-variant="secondary" class="inline-flex w-fit shrink-0 items-center justify-center gap-1 overflow-hidden rounded-full border border-transparent px-2 py-0.5 font-medium whitespace-nowrap transition-[color,box-shadow] focus-visible:border-ring focus-visible:ring-[3px] focus-visible:ring-ring/50 aria-invalid:border-destructive aria-invalid:ring-destructive/20 dark:aria-invalid:ring-destructive/40 [&>svg]:pointer-events-none [&>svg]:size-3 bg-secondary text-secondary-foreground [a&]:hover:bg-secondary/90 text-xs">data.gouv.fr / Open Data</span></div></div><h3 class="text-lg font-semibold mb-2 group-hover:text-primary transition-colors">Urban Planning & Building Intelligence â France</h3><p class="text-sm text-muted-foreground mb-4 line-clamp-2">Explore PLU zoning data, building databases, and construction permits from French open data</p><div class="mt-auto space-y-2 pt-4 border-t"><div class="flex items-center gap-2 text-xs text-muted-foreground"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-clock h-3.5 w-3.5 text-green-500 shrink-0" aria-hidden="true"><circle cx="12" cy="12" r="10"></circle><path d="M12 6v6l4 2"></path></svg><span>3-6 hours of cross-referencing multiple urban planning sources</span></div><div class="flex items-center gap-2 text-xs text-muted-foreground"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-dollar-sign h-3.5 w-3.5 text-blue-500 shrink-0" aria-hidden="true"><line x1="12" x2="12" y1="2" y2="22"></line><path d="M17 5H9.5a3.5 3.5 0 0 0 0 7h5a3.5 3.5 0 0 1 0 7H6"></path></svg><span>Prevents costly zoning compliance errors ($10K-$100K per project)</span></div><div class="flex items-center gap-2 text-xs text-muted-foreground"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-shield h-3.5 w-3.5 text-orange-500 shrink-0" aria-hidden="true"><path d="M20 13c0 5-3.5 7.5-7.66 8.95a1 1 0 0 1-.67-.01C7.5 20.5 4 18 4 13V6a1 1 0 0 1 1-1c2 0 4.5-1.2 6.24-2.72a1.17 1.17 0 0 1 1.52 0C14.51 3.81 17 5 19 5a1 1 0 0 1 1 1z"></path></svg><span>Cross-references official sources to validate zoning compatibility before land acquisition</span></div></div><div class="absolute bottom-6 right-6 opacity-0 group-hover:opacity-100 transition-opacity"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-arrow-right h-5 w-5 text-primary" aria-hidden="true"><path d="M5 12h14"></path><path d="m12 5 7 7-7 7"></path></svg></div></div></a></div></div></div></div><div class="flex flex-wrap gap-2 mb-8"><button data-slot="button" data-variant="default" data-size="sm" class="inline-flex shrink-0 items-center justify-center text-sm font-medium whitespace-nowrap transition-all outline-none focus-visible:border-ring focus-visible:ring-[3px] focus-visible:ring-ring/50 disabled:pointer-events-none disabled:opacity-50 aria-invalid:border-destructive aria-invalid:ring-destructive/20 dark:aria-invalid:ring-destructive/40 [&_svg]:pointer-events-none [&_svg]:shrink-0 [&_svg:not([class*='size-'])]:size-4 bg-primary text-primary-foreground hover:bg-primary/85 dark:shadow-[0_0_12px_-3px] dark:shadow-primary/25 h-8 gap-1.5 rounded-md px-3 has-[>svg]:px-2.5">All</button><button data-slot="button" data-variant="outline" data-size="sm" class="inline-flex shrink-0 items-center justify-center text-sm font-medium whitespace-nowrap transition-all outline-none focus-visible:border-ring focus-visible:ring-[3px] focus-visible:ring-ring/50 disabled:pointer-events-none disabled:opacity-50 aria-invalid:border-destructive aria-invalid:ring-destructive/20 dark:aria-invalid:ring-destructive/40 [&_svg]:pointer-events-none [&_svg]:shrink-0 [&_svg:not([class*='
1size-'])]:size-4 border bg-background shadow-xs hover:bg-accent hover:text-accent-foreground dark:border-input dark:bg-input/30 dark:hover:bg-input/50 h-8 gap-1.5 rounded-md px-3 has-[>svg]:px-2.5">DevOps / Code Quality</button><button data-slot="button" data-variant="outline" data-size="sm" class="inline-flex shrink-0 items-center justify-center text-sm font-medium whitespace-nowrap transition-all outline-none focus-visible:border-ring focus-visible:ring-[3px] focus-visible:ring-ring/50 disabled:pointer-events-none disabled:opacity-50 aria-invalid:border-destructive aria-invalid:ring-destructive/20 dark:aria-invalid:ring-destructive/40 [&_svg]:pointer-events-none [&_svg]:shrink-0 [&_svg:not([class*='size-'])]:size-4 border bg-background shadow-xs hover:bg-accent hover:text-accent-foreground dark:border-input dark:bg-input/30 dark:hover:bg-input/50 h-8 gap-1.5 rounded-md px-3 has-[>svg]:px-2.5">Backend / DBA</button><button data-slot="button" data-variant="outline" data-size="sm" class="inline-flex shrink-0 items-center justify-center text-sm font-medium whitespace-nowrap transition-all outline-none focus-visible:border-ring focus-visible:ring-[3px] focus-visible:ring-ring/50 disabled:pointer-events-none disabled:opacity-50 aria-invalid:border-destructive aria-invalid:ring-destructive/20 dark:aria-invalid:ring-destructive/40 [&_svg]:pointer-events-none [&_svg]:shrink-0 [&_svg:not([class*='size-'])]:size-4 border bg-background shadow-xs hover:bg-accent hover:text-accent-foreground dark:border-input dark:bg-input/30 dark:hover:bg-input/50 h-8 gap-1.5 rounded-md px-3 has-[>svg]:px-2.5">DevOps / SRE</button><button data-slot="button" data-variant="outline" data-size="sm" class="inline-flex shrink-0 items-center justify-center text-sm font-medium whitespace-nowrap transition-all outline-none focus-visible:border-ring focus-visible:ring-[3px] focus-visible:ring-ring/50 disabled:pointer-events-none disabled:opacity-50 aria-invalid:border-destructive aria-invalid:ring-destructive/20 dark:aria-invalid:ring-destructive/40 [&_svg]:pointer-events-none [&_svg]:shrink-0 [&_svg:not([class*='size-'])]:size-4 border bg-background shadow-xs hover:bg-accent hover:text-accent-foreground dark:border-input dark:bg-input/30 dark:hover:bg-input/50 h-8 gap-1.5 rounded-md px-3 has-[>svg]:px-2.5">FinOps / Infrastructure</button><button data-slot="button" data-variant="outline" data-size="sm" class="inline-flex shrink-0 items-center justify-center text-sm font-medium whitespace-nowrap transition-all outline-none focus-visible:border-ring focus-visible:ring-[3px] focus-visible:ring-ring/50 disabled:pointer-events-none disabled:opacity-50 aria-invalid:border-destructive aria-invalid:ring-destructive/20 dark:aria-invalid:ring-destructive/40 [&_svg]:pointer-events-none [&_svg]:shrink-0 [&_svg:not([class*='size-'])]:size-4 border bg-background shadow-xs hover:bg-accent hover:text-accent-foreground dark:border-input dark:bg-input/30 dark:hover:bg-input/50 h-8 gap-1.5 rounded-md px-3 has-[>svg]:px-2.5">SRE / Operations</button><button data-slot="button" data-variant="outline" data-size="sm" class="inline-flex shrink-0 items-center justify-center text-sm font-medium whitespace-nowrap transition-all outline-none focus-visible:border-ring focus-visible:ring-[3px] focus-visible:ring-ring/50 disabled:pointer-events-none disabled:opacity-50 aria-invalid:border-destructive aria-invalid:ring-destructive/20 dark:aria-invalid:ring-destructive/40 [&_svg]:pointer-events-none [&_svg]:shrink-0 [&_svg:not([class*='size-'])]:size-4 border bg-background shadow-xs hover:bg-accent hover:text-accent-foreground dark:border-input dark:bg-input/30 dark:hover:bg-input/50 h-8 gap-1.5 rounded-md px-3 has-[>svg]:px-2.5">Team Management</button><button data-slot="button" data-variant="outline" data-size="sm" class="inline-flex shrink-0 items-center justify-center text-sm font-medium whitespace-nowrap transition-all outline-none focus-visible:border-ring focus-visible:ring-[3px] focus-visible:ring-ring/50 disabled:pointer-events-none disabled:opacity-50 aria-invalid:border-destructive aria-invalid:ring-destructive/20 dark:aria-invalid:ring-destructive/40 [&_svg]:pointer-events-none [&_svg]:shrink-0 [&_svg:not([class*='
1size-'])]:size-4 border bg-background shadow-xs hover:bg-accent hover:text-accent-foreground dark:border-input dark:bg-input/30 dark:hover:bg-input/50 h-8 gap-1.5 rounded-md px-3 has-[>svg]:px-2.5">Legal / Procurement</button><button data-slot="button" data-variant="outline" data-size="sm" class="inline-flex shrink-0 items-center justify-center text-sm font-medium whitespace-nowrap transition-all outline-none focus-visible:border-ring focus-visible:ring-[3px] focus-visible:ring-ring/50 disabled:pointer-events-none disabled:opacity-50 aria-invalid:border-destructive aria-invalid:ring-destructive/20 dark:aria-invalid:ring-destructive/40 [&_svg]:pointer-events-none [&_svg]:shrink-0 [&_svg:not([class*='size-'])]:size-4 border bg-background shadow-xs hover:bg-accent hover:text-accent-foreground dark:border-input dark:bg-input/30 dark:hover:bg-input/50 h-8 gap-1.5 rounded-md px-3 has-[>svg]:px-2.5">Sales / Prospecting</button><button data-slot="button" data-variant="outline" data-size="sm" class="inline-flex shrink-0 items-center justify-center text-sm font-medium whitespace-nowrap transition-all outline-none focus-visible:border-ring focus-visible:ring-[3px] focus-visible:ring-ring/50 disabled:pointer-events-none disabled:opacity-50 aria-invalid:border-destructive aria-invalid:ring-destructive/20 dark:aria-invalid:ring-destructive/40 [&_svg]:pointer-events-none [&_svg]:shrink-0 [&_svg:not([class*='size-'])]:size-4 border bg-background shadow-xs hover:bg-accent hover:text-accent-foreground dark:border-input dark:bg-input/30 dark:hover:bg-input/50 h-8 gap-1.5 rounded-md px-3 has-[>svg]:px-2.5">Marketing / Growth</button><button data-slot="button" data-variant="outline" data-size="sm" class="inline-flex shrink-0 items-center justify-center text-sm font-medium whitespace-nowrap transition-all outline-none focus-visible:border-ring focus-visible:ring-[3px] focus-visible:ring-ring/50 disabled:pointer-events-none disabled:opacity-50 aria-invalid:border-destructive aria-invalid:ring-destructive/20 dark:aria-invalid:ring-destructive/40 [&_svg]:pointer-events-none [&_svg]:shrink-0 [&_svg:not([class*='size-'])]:size-4 border bg-background shadow-xs hover:bg-accent hover:text-accent-foreground dark:border-input dark:bg-input/30 dark:hover:bg-input/50 h-8 gap-1.5 rounded-md px-3 has-[>svg]:px-2.5">MLOps / Data Science</button><button data-slot="button" data-variant="outline" data-size="sm" class="inline-flex shrink-0 items-center justify-center text-sm font-medium whitespace-nowrap transition-all outline-none focus-visible:border-ring focus-visible:ring-[3px] focus-visible:ring-ring/50 disabled:pointer-events-none disabled:opacity-50 aria-invalid:border-destructive aria-invalid:ring-destructive/20 dark:aria-invalid:ring-destructive/40 [&_svg]:pointer-events-none [&_svg]:shrink-0 [&_svg:not([class*='size-'])]:size-4 border bg-background shadow-xs hover:bg-accent hover:text-accent-foreground dark:border-input dark:bg-input/30 dark:hover:bg-input/50 h-8 gap-1.5 rounded-md px-3 has-[>svg]:px-2.5">Security / Compliance</button><button data-slot="button" data-variant="outline" data-size="sm" class="inline-flex shrink-0 items-center justify-center text-sm font-medium whitespace-nowrap transition-all outline-none focus-visible:border-ring focus-visible:ring-[3px] focus-visible:ring-ring/50 disabled:pointer-events-none disabled:opacity-50 aria-invalid:border-destructive aria-invalid:ring-destructive/20 dark:aria-invalid:ring-destructive/40 [&_svg]:pointer-events-none [&_svg]:shrink-0 [&_svg:not([class*='size-'])]:size-4 border bg-background shadow-xs hover:bg-accent hover:text-accent-foreground dark:border-input dark:bg-input/30 dark:hover:bg-input/50 h-8 gap-1.5 rounded-md px-3 has-[>svg]:px-2.5">Engineering Management / HR</button><button data-slot="button" data-variant="outline" data-size="sm" class="inline-flex shrink-0 items-center justify-center text-sm font-medium whitespace-nowrap transition-all outline-none focus-visible:border-ring focus-visible:ring-[3px] focus-visible:ring-ring/50 disabled:pointer-events-none disabled:opacity-50 aria-invalid:border-destructive aria-invalid:ring-destructive/20 dark:aria-invalid:ring-destructive/40 [&_svg]:pointer-events-none [&_svg]:shrink-0 [&_svg:not([class*='
1size-'])]:size-4 border bg-background shadow-xs hover:bg-accent hover:text-accent-foreground dark:border-input dark:bg-input/30 dark:hover:bg-input/50 h-8 gap-1.5 rounded-md px-3 has-[>svg]:px-2.5">Finance / Accounting</button><button data-slot="button" data-variant="outline" data-size="sm" class="inline-flex shrink-0 items-center justify-center text-sm font-medium whitespace-nowrap transition-all outline-none focus-visible:border-ring focus-visible:ring-[3px] focus-visible:ring-ring/50 disabled:pointer-events-none disabled:opacity-50 aria-invalid:border-destructive aria-invalid:ring-destructive/20 dark:aria-invalid:ring-destructive/40 [&_svg]:pointer-events-none [&_svg]:shrink-0 [&_svg:not([class*='size-'])]:size-4 border bg-background shadow-xs hover:bg-accent hover:text-accent-foreground dark:border-input dark:bg-input/30 dark:hover:bg-input/50 h-8 gap-1.5 rounded-md px-3 has-[>svg]:px-2.5">Platform Engineering</button><button data-slot="button" data-variant="outline" data-size="sm" class="inline-flex shrink-0 items-center justify-center text-sm font-medium whitespace-nowrap transition-all outline-none focus-visible:border-ring focus-visible:ring-[3px] focus-visible:ring-ring/50 disabled:pointer-events-none disabled:opacity-50 aria-invalid:border-destructive aria-invalid:ring-destructive/20 dark:aria-invalid:ring-destructive/40 [&_svg]:pointer-events-none [&_svg]:shrink-0 [&_svg:not([class*='size-'])]:size-4 border bg-background shadow-xs hover:bg-accent hover:text-accent-foreground dark:border-input dark:bg-input/30 dark:hover:bg-input/50 h-8 gap-1.5 rounded-md px-3 has-[>svg]:px-2.5">Product / Customer Success</button><button data-slot="button" data-variant="outline" data-size="sm" class="inline-flex shrink-0 items-center justify-center text-sm font-medium whitespace-nowrap transition-all outline-none focus-visible:border-ring focus-visible:ring-[3px] focus-visible:ring-ring/50 disabled:pointer-events-none disabled:opacity-50 aria-invalid:border-destructive aria-invalid:ring-destructive/20 dark:aria-invalid:ring-destructive/40 [&_svg]:pointer-events-none [&_svg]:shrink-0 [&_svg:not([class*='size-'])]:size-4 border bg-background shadow-xs hover:bg-accent hover:text-accent-foreground dark:border-input dark:bg-input/30 dark:hover:bg-input/50 h-8 gap-1.5 rounded-md px-3 has-[>svg]:px-2.5">Multi-Agent / DevOps</button><button data-slot="button" data-variant="outline" data-size="sm" class="inline-flex shrink-0 items-center justify-center text-sm font-medium whitespace-nowrap transition-all outline-none focus-visible:border-ring focus-visible:ring-[3px] focus-visible:ring-ring/50 disabled:pointer-events-none disabled:opacity-50 aria-invalid:border-destructive aria-invalid:ring-destructive/20 dark:aria-invalid:ring-destructive/40 [&_svg]:pointer-events-none [&_svg]:shrink-0 [&_svg:not([class*='size-'])]:size-4 border bg-background shadow-xs hover:bg-accent hover:text-accent-foreground dark:border-input dark:bg-input/30 dark:hover:bg-input/50 h-8 gap-1.5 rounded-md px-3 has-[>svg]:px-2.5">Pipeline / Content</button><button data-slot="button" data-variant="outline" data-size="sm" class="inline-flex shrink-0 items-center justify-center text-sm font-medium whitespace-nowrap transition-all outline-none focus-visible:border-ring focus-visible:ring-[3px] focus-visible:ring-ring/50 disabled:pointer-events-none disabled:opacity-50 aria-invalid:border-destructive aria-invalid:ring-destructive/20 dark:aria-invalid:ring-destructive/40 [&_svg]:pointer-events-none [&_svg]:shrink-0 [&_svg:not([class*='size-'])]:size-4 border bg-background shadow-xs hover:bg-accent hover:text-accent-foreground dark:border-input dark:bg-input/30 dark:hover:bg-input/50 h-8 gap-1.5 rounded-md px-3 has-[>svg]:px-2.5">Meta-Agent / Platform</button><button data-slot="button" data-variant="outline" data-size="sm" class="inline-flex shrink-0 items-center justify-center text-sm font-medium whitespace-nowrap transition-all outline-none focus-visible:border-ring focus-visible:ring-[3px] focus-visible:ring-ring/50 disabled:pointer-events-none disabled:opacity-50 aria-invalid:border-destructive aria-invalid:ring-destructive/20 dark:aria-invalid:ring-destructive/40 [&_svg]:pointer-events-none [&_svg]:shrink-0 [&_svg:not([class*='
1size-'])]:size-4 border bg-background shadow-xs hover:bg-accent hover:text-accent-foreground dark:border-input dark:bg-input/30 dark:hover:bg-input/50 h-8 gap-1.5 rounded-md px-3 has-[>svg]:px-2.5">Multi-Agent / SRE</button><button data-slot="button" data-variant="outline" data-size="sm" class="inline-flex shrink-0 items-center justify-center text-sm font-medium whitespace-nowrap transition-all outline-none focus-visible:border-ring focus-visible:ring-[3px] focus-visible:ring-ring/50 disabled:pointer-events-none disabled:opacity-50 aria-invalid:border-destructive aria-invalid:ring-destructive/20 dark:aria-invalid:ring-destructive/40 [&_svg]:pointer-events-none [&_svg]:shrink-0 [&_svg:not([class*='size-'])]:size-4 border bg-background shadow-xs hover:bg-accent hover:text-accent-foreground dark:border-input dark:bg-input/30 dark:hover:bg-input/50 h-8 gap-1.5 rounded-md px-3 has-[>svg]:px-2.5">Pipeline / Observability</button></div><div class="grid gap-6 sm:grid-cols-2 lg:grid-cols-3"><div style="opacity:0;transform:translateY(20px)"><a href="/en/examples/pr-review-guardian"><div class="group relative flex h-full flex-col rounded-xl border bg-card p-6 transition-all hover:border-primary/50 hover:shadow-lg hover:shadow-primary/5"><div class="flex items-start justify-between mb-4"><div class="flex h-12 w-12 items-center justify-center rounded-lg bg-primary/10"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-git-pull-request h-6 w-6 text-primary" aria-hidden="true"><circle cx="18" cy="18" r="3"></circle><circle cx="6" cy="6" r="3"></circle><path d="M13 6h3a2 2 0 0 1 2 2v7"></path><line x1="6" x2="6" y1="9" y2="21"></line></svg></div><div class="flex items-center gap-1.5"><span data-slot="badge" data-variant="secondary" class="inline-flex w-fit shrink-0 items-center justify-center gap-1 overflow-hidden rounded-full border border-transparent px-2 py-0.5 font-medium whitespace-nowrap transition-[color,box-shadow] focus-visible:border-ring focus-visible:ring-[3px] focus-visible:ring-ring/50 aria-invalid:border-destructive aria-invalid:ring-destructive/20 dark:aria-invalid:ring-destructive/40 [&>svg]:pointer-events-none [&>svg]:size-3 bg-secondary text-secondary-foreground [a&]:hover:bg-secondary/90 text-xs">DevOps / Code Quality</span></div></div><h3 class="text-lg font-semibold mb-2 group-hover:text-primary transition-colors">PR Review Guardian</h3><p class="text-sm text-muted-foreground mb-4 line-clamp-2">Automated pull request analysis with security, performance and convention checks</p><div class="mt-auto space-y-2 pt-4 border-t"><div class="flex items-center gap-2 text-xs text-muted-foreground"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-clock h-3.5 w-3.5 text-green-500 shrink-0" aria-hidden="true"><circle cx="12" cy="12" r="10"></circle><path d="M12 6v6l4 2"></path></svg><span>30-60 min per PR review reduced to 10 seconds</span></div><div class="flex items-center gap-2 text-xs text-muted-foreground"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-dollar-sign h-3.5 w-3.5 text-blue-500 shrink-0" aria-hidden="true"><line x1="12" x2="12" y1="2" y2="22"></line><path d="M17 5H9.5a3.5 3.5 0 0 0 0 7h5a3.5 3.5 0 0 1 0 7H6"></path></svg><span>~$45K/year for a team of 8 developers (senior reviewer time)</span></div><div class="flex items-center gap-2 text-xs text-muted-foreground"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-shield h-3.5 w-3.5 text-orange-500 shrink-0" aria-hidden="true"><path d="M20 13c0 5-3.5 7.5-7.66 8.95a1 1 0 0 1-.67-.01C7.5 20.5 4 18 4 13V6a1 1 0 0 1 1-1c2 0 4.5-1.2 6.24-2.72a1.17 1.17 0 0 1 1.52 0C14.51 3.81 17 5 19 5a1 1 0 0 1 1 1z"></path></svg><span>Catches 92% of common vulnerabilities before human review</span></div></div><div class="absolute bottom-6 right-6 opacity-0 group-hover:opacity-100 transition-opacity"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-arrow-right h-5 w-5 text-primary" aria-hidden="true"><path d="M5 12h14"></path><path d="m12 5 7 7-7 7"></path></svg></div></div></a></div><div style="opacity:0;transform:translateY(20px)"><a href="/en/examples/database-migration-auditor"><div class="group relative flex h-full flex-col rounded-xl border bg-card p-6 transition-all hover:border-primary/50 hover:shadow-lg hover:shadow-
1primary/5"><div class="flex items-start justify-between mb-4"><div class="flex h-12 w-12 items-center justify-center rounded-lg bg-primary/10"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-database h-6 w-6 text-primary" aria-hidden="true"><ellipse cx="12" cy="5" rx="9" ry="3"></ellipse><path d="M3 5V19A9 3 0 0 0 21 19V5"></path><path d="M3 12A9 3 0 0 0 21 12"></path></svg></div><div class="flex items-center gap-1.5"><span data-slot="badge" data-variant="secondary" class="inline-flex w-fit shrink-0 items-center justify-center gap-1 overflow-hidden rounded-full border border-transparent px-2 py-0.5 font-medium whitespace-nowrap transition-[color,box-shadow] focus-visible:border-ring focus-visible:ring-[3px] focus-visible:ring-ring/50 aria-invalid:border-destructive aria-invalid:ring-destructive/20 dark:aria-invalid:ring-destructive/40 [&>svg]:pointer-events-none [&>svg]:size-3 bg-secondary text-secondary-foreground [a&]:hover:bg-secondary/90 text-xs">Backend / DBA</span></div></div><h3 class="text-lg font-semibold mb-2 group-hover:text-primary transition-colors">Database Migration Auditor</h3><p class="text-sm text-muted-foreground mb-4 line-clamp-2">Analyze migration files for breaking changes, lock risks, and auto-generate rollback scripts</p><div class="mt-auto space-y-2 pt-4 border-t"><div class="flex items-center gap-2 text-xs text-muted-foreground"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-clock h-3.5 w-3.5 text-green-500 shrink-0" aria-hidden="true"><circle cx="12" cy="12" r="10"></circle><path d="M12 6v6l4 2"></path></svg><span>2-4 hours of DBA review per migration</span></div><div class="flex items-center gap-2 text-xs text-muted-foreground"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-dollar-sign h-3.5 w-3.5 text-blue-500 shrink-0" aria-hidden="true"><line x1="12" x2="12" y1="2" y2="22"></line><path d="M17 5H9.5a3.5 3.5 0 0 0 0 7h5a3.5 3.5 0 0 1 0 7H6"></path></svg><span>Prevents downtime incidents worth $10K-$500K each</span></div><div class="flex items-center gap-2 text-xs text-muted-foreground"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-shield h-3.5 w-3.5 text-orange-500 shrink-0" aria-hidden="true"><path d="M20 13c0 5-3.5 7.5-7.66 8.95a1 1 0 0 1-.67-.01C7.5 20.5 4 18 4 13V6a1 1 0 0 1 1-1c2 0 4.5-1.2 6.24-2.72a1.17 1.17 0 0 1 1.52 0C14.51 3.81 17 5 19 5a1 1 0 0 1 1 1z"></path></svg><span>100% of destructive migrations flagged before execution</span></div></div><div class="absolute bottom-6 right-6 opacity-0 group-hover:opacity-100 transition-opacity"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-arrow-right h-5 w-5 text-primary" aria-hidden="true"><path d="M5 12h14"></path><path d="m12 5 7 7-7 7"></path></svg></div></div></a></div><div style="opacity:0;transform:translateY(20px)"><a href="/en/examples/cicd-pipeline-monitor"><div class="group relative flex h-full flex-col rounded-xl border bg-card p-6 transition-all hover:border-primary/50 hover:shadow-lg hover:shadow-primary/5"><div class="flex items-start justify-between mb-4"><div class="flex h-12 w-12 items-center justify-center rounded-lg bg-primary/10"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-activity h-6 w-6 text-primary" aria-hidden="true"><path d="M22 12h-2.48a2 2 0 0 0-1.93 1.46l-2.35 8.36a.25.25 0 0 1-.48 0L9.24 2.18a.25.25 0 0 0-.48 0l
1-2.35 8.36A2 2 0 0 1 4.49 12H2"></path></svg></div><div class="flex items-center gap-1.5"><span data-slot="badge" data-variant="secondary" class="inline-flex w-fit shrink-0 items-center justify-center gap-1 overflow-hidden rounded-full border border-transparent px-2 py-0.5 font-medium whitespace-nowrap transition-[color,box-shadow] focus-visible:border-ring focus-visible:ring-[3px] focus-visible:ring-ring/50 aria-invalid:border-destructive aria-invalid:ring-destructive/20 dark:aria-invalid:ring-destructive/40 [&>svg]:pointer-events-none [&>svg]:size-3 bg-secondary text-secondary-foreground [a&]:hover:bg-secondary/90 text-xs">DevOps / SRE</span></div></div><h3 class="text-lg font-semibold mb-2 group-hover:text-primary transition-colors">CI/CD Pipeline Monitor</h3><p class="text-sm text-muted-foreground mb-4 line-clamp-2">Real-time pipeline failure analysis with root cause detection and fix suggestions</p><div class="mt-auto space-y-2 pt-4 border-t"><div class="flex items-center gap-2 text-xs text-muted-foreground"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-clock h-3.5 w-3.5 text-green-500 shrink-0" aria-hidden="true"><circle cx="12" cy="12" r="10"></circle><path d="M12 6v6l4 2"></path></svg><span>15-45 min per pipeline failure investigation</span></div><div class="flex items-center gap-2 text-xs text-muted-foreground"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-dollar-sign h-3.5 w-3.5 text-blue-500 shrink-0" aria-hidden="true"><line x1="12" x2="12" y1="2" y2="22"></line><path d="M17 5H9.5a3.5 3.5 0 0 0 0 7h5a3.5 3.5 0 0 1 0 7H6"></path></svg><span>$30K/year in developer time on a team with 5+ daily deploys</span></div><div class="flex items-center gap-2 text-xs text-muted-foreground"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-shield h-3.5 w-3.5 text-orange-500 shrink-0" aria-hidden="true"><path d="M20 13c0 5-3.5 7.5-7.66 8.95a1 1 0 0 1-.67-.01C7.5 20.5 4 18 4 13V6a1 1 0 0 1 1-1c2 0 4.5-1.2 6.24-2.72a1.17 1.17 0 0 1 1.52 0C14.51 3.81 17 5 19 5a1 1 0 0 1 1 1z"></path></svg><span>Reduces mean time to recovery (MTTR) by 60%</span></div></div><div class="absolute bottom-6 right-6 opacity-0 group-hover:opacity-100 transition-opacity"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-arrow-right h-5 w-5 text-primary" aria-hidden="true"><path d="M5 12h14"></path><path d="m12 5 7 7-7 7"></path></svg></div></div></a></div><div style="opacity:0;transform:translateY(20px)"><a href="/en/examples/cloud-cost-optimizer"><div class="group relative flex h-full flex-col rounded-xl border bg-card p-6 transition-all hover:border-primary/50 hover:shadow-lg hover:shadow-primary/5"><div class="flex items-start justify-between mb-4"><div class="flex h-12 w-12 items-center justify-center rounded-lg bg-primary/10"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-dollar-sign h-6 w-6 text-primary" aria-hidden="true"><line x1="12" x2="12" y1="2" y2="22"></line><path d="M17 5H9.5a3.5 3.5 0 0 0 0 7h5a3.5 3.5 0 0 1 0 7H6"></path></svg></div><div class="flex items-center gap-1.5"><span data-slot="badge" data-variant="secondary" class="inline-flex w-fit shrink-0 items-center justify-center gap-1 overflow-hidden rounded-full border border-transparent px-2 py-0.5 font-medium whitespace-nowrap transition-[color,box-shadow] focus-visible:border-ring focus-visible:ring-[3px] focus-visible:ring-ring/50 aria-invalid:border-destructive aria-invalid:ring-destructive/20 dark:aria-invalid:ring-destructive/40 [&>svg]:pointer-events-none [&>svg]:size-3 bg-secondary text-secondary-foreground [a&]:hover:bg-secondary/90 text-xs">
1FinOps / Infrastructure</span></div></div><h3 class="text-lg font-semibold mb-2 group-hover:text-primary transition-colors">Cloud Cost Optimizer</h3><p class="text-sm text-muted-foreground mb-4 line-clamp-2">Analyze cloud billing data and identify savings opportunities with ROI estimates</p><div class="mt-auto space-y-2 pt-4 border-t"><div class="flex items-center gap-2 text-xs text-muted-foreground"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-clock h-3.5 w-3.5 text-green-500 shrink-0" aria-hidden="true"><circle cx="12" cy="12" r="10"></circle><path d="M12 6v6l4 2"></path></svg><span>2-3 days of monthly FinOps audit reduced to minutes</span></div><div class="flex items-center gap-2 text-xs text-muted-foreground"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-dollar-sign h-3.5 w-3.5 text-blue-500 shrink-0" aria-hidden="true"><line x1="12" x2="12" y1="2" y2="22"></line><path d="M17 5H9.5a3.5 3.5 0 0 0 0 7h5a3.5 3.5 0 0 1 0 7H6"></path></svg><span>Typically identifies 20-40% savings ($50K-$500K/year)</span></div><div class="flex items-center gap-2 text-xs text-muted-foreground"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-shield h-3.5 w-3.5 text-orange-500 shrink-0" aria-hidden="true"><path d="M20 13c0 5-3.5 7.5-7.66 8.95a1 1 0 0 1-.67-.01C7.5 20.5 4 18 4 13V6a1 1 0 0 1 1-1c2 0 4.5-1.2 6.24-2.72a1.17 1.17 0 0 1 1.52 0C14.51 3.81 17 5 19 5a1 1 0 0 1 1 1z"></path></svg><span>Prevents budget overruns with automated threshold alerts</span></div></div><div class="absolute bottom-6 right-6 opacity-0 group-hover:opacity-100 transition-opacity"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-arrow-right h-5 w-5 text-primary" aria-hidden="true"><path d="M5 12h14"></path><path d="m12 5 7 7-7 7"></path></svg></div></div></a></div><div style="opacity:0;transform:translateY(20px)"><a href="/en/examples/incident-postmortem-generator"><div class="group relative flex h-full flex-col rounded-xl border bg-card p-6 transition-all hover:border-primary/50 hover:shadow-lg hover:shadow-primary/5"><div class="flex items-start justify-between mb-4"><div class="flex h-12 w-12 items-center justify-center rounded-lg bg-primary/10"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-file-exclamation-point h-6 w-6 text-primary" aria-hidden="true"><path d="M6 22a2 2 0 0 1-2-2V4a2 2 0 0 1 2-2h8a2.4 2.4 0 0 1 1.704.706l3.588 3.588A2.4 2.4 0 0 1 20 8v12a2 2 0 0 1-2 2z"></path><path d="M12 9v4"></path><path d="M12 17h.01"></path></svg></div><div class="flex items-center gap-1.5"><span data-slot="badge" data-variant="secondary" class="inline-flex w-fit shrink-0 items-center justify-center gap-1 overflow-hidden rounded-full border border-transparent px-2 py-0.5 font-medium whitespace-nowrap transition-[color,box-shadow] focus-visible:border-ring focus-visible:ring-[3px] focus-visible:ring-ring/50 aria-invalid:border-destructive aria-invalid:ring-destructive/20 dark:aria-invalid:ring-destructive/40 [&>svg]:pointer-events-none [&>svg]:size-3 bg-secondary text-secondary-foreground [a&]:hover:bg-secondary/90 text-xs">SRE / Operations</span></div></div><h3 class="text-lg font-semibold mb-2 group-hover:text-primary transition-colors">Incident Post-Mortem Generator</h3><p class="text-sm text-muted-foreground mb-4 line-clamp-2">Auto-generate structured post-mortems from incident logs with timeline and action items</p><div class="mt-auto space-y-2 pt-4 border-t"><div class="flex items-center gap-2 text-xs text-muted-foreground"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-clock h-3.5 w-3.5 text-green-500 shrink-0" aria-hidden="true"><circle cx="12" cy="12" r="10"></circle><path d="M12 6v6l4 2"></path></svg><span>2-4 hours per post-mortem reduced to 5 minutes</span></div><div class="flex items-center gap-2 text-xs text-muted-foreground"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-dollar-sign h-3.5 w-3.5 text-blue-500 shrink-0" aria-hidden="true"><line x1="12" x2="12" y1="2" y2="22"></line><path d="M17 5H9.5a3.5 3.5 0 0 0 0 7h5a3.5 3.5 0 0 1 0 7H6"></path></svg><span>$25K/year for a team handling 2+ incidents/month</span></div><div class="flex items-center gap-2 text-xs text-muted-foreground"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-shield h-3.5 w-3.5 text-orange-500 shrink-0" aria-hidden="true"><path d="M20 13c0 5-3.5 7.5-7.66 8.95a1 1 0 0 1-.67-.01C7.5 20.5 4 18 4 13V6a1 1 0 0 1 1-1c2 0 4.5-1.2 6.24-2.72a1.17 1.17 0 0 1 1.52 0C14.51 3.81 17 5 19 5a1 1 0 0 1 1 1z"></path></svg><span>Ensures 100% of incidents have documented post-mortems</span></div></div><div class="absolute bottom-6 right-6 opacity-0 group-hover:opacity-100 transition-opacity"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-arrow-right h-5 w-5 text-primary" aria-hidden="true"><path d="M5 12h14"></path><path d="m12 5 7 7-7 7"></path></svg></div></div></a></div><div style="opacity:0;transform:translateY(20px)"><a href="/en/examples/slack-standup-synthesizer"><div class="group relative flex h-full flex-col rounded-xl border bg-card p-6 transition-all hover:border-primary/50 hover:shadow-lg hover:shadow-
1primary/5"><div class="flex items-start justify-between mb-4"><div class="flex h-12 w-12 items-center justify-center rounded-lg bg-primary/10"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-message-square h-6 w-6 text-primary" aria-hidden="true"><path d="M22 17a2 2 0 0 1-2 2H6.828a2 2 0 0 0-1.414.586l-2.202 2.202A.71.71 0 0 1 2 21.286V5a2 2 0 0 1 2-2h16a2 2 0 0 1 2 2z"></path></svg></div><div class="flex items-center gap-1.5"><span data-slot="badge" data-variant="secondary" class="inline-flex w-fit shrink-0 items-center justify-center gap-1 overflow-hidden rounded-full border border-transparent px-2 py-0.5 font-medium whitespace-nowrap transition-[color,box-shadow] focus-visible:border-ring focus-visible:ring-[3px] focus-visible:ring-ring/50 aria-invalid:border-destructive aria-invalid:ring-destructive/20 dark:aria-invalid:ring-destructive/40 [&>svg]:pointer-events-none [&>svg]:size-3 bg-secondary text-secondary-foreground [a&]:hover:bg-secondary/90 text-xs">Team Management</span></div></div><h3 class="text-lg font-semibold mb-2 group-hover:text-primary transition-colors">Slack Standup Synthesizer</h3><p class="text-sm text-muted-foreground mb-4 line-clamp-2">Aggregate daily standups from Slack into team dashboards with blocker detection</p><div class="mt-auto space-y-2 pt-4 border-t"><div class="flex items-center gap-2 text-xs text-muted-foreground"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-clock h-3.5 w-3.5 text-green-500 shrink-0" aria-hidden="true"><circle cx="12" cy="12" r="10"></circle><path d="M12 6v6l4 2"></path></svg><span>20 min/day for engineering managers (reading + summarizing)</span></div><div class="flex items-center gap-2 text-xs text-muted-foreground"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-dollar-sign h-3.5 w-3.5 text-blue-500 shrink-0" aria-hidden="true"><line x1="12" x2="12" y1="2" y2="22"></line><path d="M17 5H9.5a3.5 3.5 0 0 0 0 7h5a3.5 3.5 0 0 1 0 7H6"></path></svg><span>$15K/year per manager in recovered productive time</span></div><div class="flex items-center gap-2 text-xs text-muted-foreground"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-shield h-3.5 w-3.5 text-orange-500 shrink-0" aria-hidden="true"><path d="M20 13c0 5-3.5 7.5-7.66 8.95a1 1 0 0 1-.67-.01C7.5 20.5 4 18 4 13V6a1 1 0 0 1 1-1c2 0 4.5-1.2 6.24-2.72a1.17 1.17 0 0 1 1.52 0C14.51 3.81 17 5 19 5a1 1 0 0 1 1 1z"></path></svg><span>Blockers detected 2x faster, preventing sprint slippage</span></div></div><div class="absolute bottom-6 right-6 opacity-0 group-hover:opacity-100 transition-opacity"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-arrow-right h-5 w-5 text-primary" aria-hidden="true"><path d="M5 12h14"></path><path d="m12 5 7 7-7 7"></path></svg></div></div></a></div><div style="opacity:0;transform:translateY(20px)"><a href="/en/examples/contract-clause-analyzer"><div class="group relative flex h-full flex-col rounded-xl border bg-card p-6 transition-all hover:border-primary/50 hover:shadow-lg hover:shadow-primary/5"><div class="flex items-start justify-between mb-4"><div class="flex h-12 w-12 items-center justify-center rounded-lg bg-primary/10"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-file-text h-6 w-6 text-primary" aria-hidden="true"><path d="M6 22a2 2 0 0 1-2-2V4a2 2 0 0 1 2-2h8a2.4 2.4 0 0 1 1.704.706l3.588 3.588A2.4 2.4 0 0 1 20 8v12a2 2 0 0 1-2 2z"></path><path d="M14 2v5a1 1 0 0 0 1 1h5"></path><path d="M10 9H8"></path><path d="M16 13H8"></path><path d="M16 17H8"></path></svg></div><div class="flex items-center gap-1.5"><span data-slot="badge" data-variant="secondary" class="inline-flex w-fit shrink-0 items-center justify-center gap-1 overflow-hidden rounded-full border border-transparent px-2 py-0.5 font-medium whitespace-nowrap transition-[color,box-shadow] focu
1s-visible:border-ring focus-visible:ring-[3px] focus-visible:ring-ring/50 aria-invalid:border-destructive aria-invalid:ring-destructive/20 dark:aria-invalid:ring-destructive/40 [&>svg]:pointer-events-none [&>svg]:size-3 bg-secondary text-secondary-foreground [a&]:hover:bg-secondary/90 text-xs">Legal / Procurement</span></div></div><h3 class="text-lg font-semibold mb-2 group-hover:text-primary transition-colors">Contract Clause Analyzer</h3><p class="text-sm text-muted-foreground mb-4 line-clamp-2">Detect risky clauses, GDPR violations, and missing protections in contracts</p><div class="mt-auto space-y-2 pt-4 border-t"><div class="flex items-center gap-2 text-xs text-muted-foreground"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-clock h-3.5 w-3.5 text-green-500 shrink-0" aria-hidden="true"><circle cx="12" cy="12" r="10"></circle><path d="M12 6v6l4 2"></path></svg><span>1-2 hours per contract review for legal team</span></div><div class="flex items-center gap-2 text-xs text-muted-foreground"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-dollar-sign h-3.5 w-3.5 text-blue-500 shrink-0" aria-hidden="true"><line x1="12" x2="12" y1="2" y2="22"></line><path d="M17 5H9.5a3.5 3.5 0 0 0 0 7h5a3.5 3.5 0 0 1 0 7H6"></path></svg><span>$40K/year for companies reviewing 50+ contracts/year</span></div><div class="flex items-center gap-2 text-xs text-muted-foreground"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-shield h-3.5 w-3.5 text-orange-500 shrink-0" aria-hidden="true"><path d="M20 13c0 5-3.5 7.5-7.66 8.95a1 1 0 0 1-.67-.01C7.5 20.5 4 18 4 13V6a1 1 0 0 1 1-1c2 0 4.5-1.2 6.24-2.72a1.17 1.17 0 0 1 1.52 0C14.51 3.81 17 5 19 5a1 1 0 0 1 1 1z"></path></svg><span>Prevents signing contracts with hidden liability exposure</span></div></div><div class="absolute bottom-6 right-6 opacity-0 group-hover:opacity-100 transition-opacity"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-arrow-right h-5 w-5 text-primary" aria-hidden="true"><path d="M5 12h14"></path><path d="m12 5 7 7-7 7"></path></svg></div></div></a></div><div style="opacity:0;transform:translateY(20px)"><a href="/en/examples/sales-lead-qualifier"><div class="group relative flex h-full flex-col rounded-xl border bg-card p-6 transition-all hover:border-primary/50 hover:shadow-lg hover:shadow-primary/5"><div class="flex items-start justify-between mb-4"><div class="flex h-12 w-12 items-center justify-center rounded-lg bg-primary/10"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-target h-6 w-6 text-primary" aria-hidden="true"><circle cx="12" cy="12" r="10"></circle><circle cx="12" cy="12" r="6"></circle><circle cx="12" cy="12" r="2"></circle></svg></div><div class="flex items-center gap-1.5"><span data-slot="badge" data-variant="secondary" class="inline-flex w-fit shrink-0 items-center justify-center gap-1 overflow-hidden rounded-full border border-transparent px-2 py-0.5 font-medium whitespace-nowrap transition-[color,box-shadow] focus-visible:border-ring focus-visible:ring-[3px] focus-visible:ring-ring/50 aria-invalid:border-destructive aria-invalid:ring-destructive/20 dark:aria-invalid:ring-destructive/40 [&>svg]:pointer-events-none [&>svg]:size-3 bg-secondary text-secondary-foreground [a&]:hover:bg-secondary/90 text-xs">Sales / Prospecting</span></div></div><h3 class="text-lg font-semibold mb-2 group-hover:text-primary transition-colors">Sales Lead Qualifier</h3><p class="text-sm text-muted-foreground mb-4 line-clamp-2">Score and qualify inbound leads with enrichment data and personalized outreach drafts</p><div class="mt-auto space-y-2 pt-4 border-t"><div class="flex items-center gap-2 text-xs text-muted-foreground"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-clock h-3.5 w-3.5 text-green-500 shrink-0" aria-hidden="true"><circle cx="12" cy="12" r="10"></circle><path d="M12 6v6l4 2"></path></svg><span>10-15 min per lead qualification, 80% of SDR research time</span></div><div class="flex items-center gap-2 text-xs text-muted-foreground"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-dollar-sign h-3.5 w-3.5 text-blue-500 shrink-0" aria-hidden="true"><line x1="12" x2="12" y1="2" y2="22"></line><path d="M17 5H9.5a3.5 3.5 0 0 0 0 7h5a3.5 3.5 0 0 1 0 7H6"></path></svg><span>
1$60K/year per SDR in recovered selling time</span></div><div class="flex items-center gap-2 text-xs text-muted-foreground"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-shield h-3.5 w-3.5 text-orange-500 shrink-0" aria-hidden="true"><path d="M20 13c0 5-3.5 7.5-7.66 8.95a1 1 0 0 1-.67-.01C7.5 20.5 4 18 4 13V6a1 1 0 0 1 1-1c2 0 4.5-1.2 6.24-2.72a1.17 1.17 0 0 1 1.52 0C14.51 3.81 17 5 19 5a1 1 0 0 1 1 1z"></path></svg><span>Increases conversion rate 25% by prioritizing high-intent leads</span></div></div><div class="absolute bottom-6 right-6 opacity-0 group-hover:opacity-100 transition-opacity"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-arrow-right h-5 w-5 text-primary" aria-hidden="true"><path d="M5 12h14"></path><path d="m12 5 7 7-7 7"></path></svg></div></div></a></div><div style="opacity:0;transform:translateY(20px)"><a href="/en/examples/marketing-campaign-analyzer"><div class="group relative flex h-full flex-col rounded-xl border bg-card p-6 transition-all hover:border-primary/50 hover:shadow-lg hover:shadow-primary/5"><div class="flex items-start justify-between mb-4"><div class="flex h-12 w-12 items-center justify-center rounded-lg bg-primary/10"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-trending-up h-6 w-6 text-primary" aria-hidden="true"><path d="M16 7h6v6"></path><path d="m22 7-8.5 8.5-5-5L2 17"></path></svg></div><div class="flex items-center gap-1.5"><span data-slot="badge" data-variant="secondary" class="inline-flex w-fit shrink-0 items-center justify-center gap-1 overflow-hidden rounded-full border border-transparent px-2 py-0.5 font-medium whitespace-nowrap transition-[color,box-shadow] focus-visible:border-ring focus-visible:ring-[3px] focus-visible:ring-ring/50 aria-invalid:border-destructive aria-invalid:ring-destructive/20 dark:aria-invalid:ring-destructive/40 [&>svg]:pointer-events-none [&>svg]:size-3 bg-secondary text-secondary-foreground [a&]:hover:bg-secondary/90 text-xs">Marketing / Growth</span></div></div><h3 class="text-lg font-semibold mb-2 group-hover:text-primary transition-colors">Marketing Campaign Analyzer</h3><p class="text-sm text-muted-foreground mb-4 line-clamp-2">Multi-channel campaign performance analysis with attribution and optimization suggestions</p><div class="mt-auto space-y-2 pt-4 border-t"><div class="flex items-center gap-2 text-xs text-muted-foreground"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-clock h-3.5 w-3.5 text-green-500 shrink-0" aria-hidden="true"><circle cx="12" cy="12" r="10"></circle><path d="M12 6v6l4 2"></path></svg><span>4-6 hours of weekly marketing reporting</span></div><div class="flex items-center gap-2 text-xs text-muted-foreground"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-dollar-sign h-3.5 w-3.5 text-blue-500 shrink-0" aria-hidden="true"><line x1="12" x2="12" y1="2" y2="22"></line><path d="M17 5H9.5a3.5 3.5 0 0 0 0 7h5a3.5 3.5 0 0 1 0 7H6"></path></svg><span>15-25% ROAS improvement from data-driven budget shifts</span></div><div class="flex items-center gap-2 text-xs text-muted-foreground"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-shield h-3.5 w-3.5 text-orange-500 shrink-0" aria-hidden="true"><path d="M20 13c0 5-3.5 7.5-7.66 8.95a1 1 0 0 1-.67-.01C7.5 20.5 4 18 4 13V6a1 1 0 0 1 1-1c2 0 4.5-1.2 6.24-2.72a1.17 1.17 0 0 1 1.52 0C14.51 3.81 17 5 19 5a1 1 0 0 1 1 1z"></path></svg><span>Prevents budget waste on underperforming channels</span></div></div><div class="absolute bottom-6 right-6 opacity-0 group-hover:opacity-100 transition-opacity"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-arrow-right h-5 w-5 text-primary" aria-hidden="true"><path d="M5 12h14"></path><path d="m12 5 7 7-7 7"></path></svg></div></div></a></div><div style="opacity:0;transform:translateY(20px)"><a href="/en/examples/ml-model-drift-monitor"><div class="group relative flex h-full flex-col rounded-xl border bg-card p-6 transition-all hover:border-primary/50 hover:shadow-lg hover:shadow-
1primary/5"><div class="flex items-start justify-between mb-4"><div class="flex h-12 w-12 items-center justify-center rounded-lg bg-primary/10"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-brain h-6 w-6 text-primary" aria-hidden="true"><path d="M12 18V5"></path><path d="M15 13a4.17 4.17 0 0 1-3-4 4.17 4.17 0 0 1-3 4"></path><path d="M17.598 6.5A3 3 0 1 0 12 5a3 3 0 1 0-5.598 1.5"></path><path d="M17.997 5.125a4 4 0 0 1 2.526 5.77"></path><path d="M18 18a4 4 0 0 0 2-7.464"></path><path d="M19.967 17.483A4 4 0 1 1 12 18a4 4 0 1 1-7.967-.517"></path><path d="M6 18a4 4 0 0 1-2-7.464"></path><path d="M6.003 5.125a4 4 0 0 0-2.526 5.77"></path></svg></div><div class="flex items-center gap-1.5"><span data-slot="badge" data-variant="secondary" class="inline-flex w-fit shrink-0 items-center justify-center gap-1 overflow-hidden rounded-full border border-transparent px-2 py-0.5 font-medium whitespace-nowrap transition-[color,box-shadow] focus-visible:border-ring focus-visible:ring-[3px] focus-visible:ring-ring/50 aria-invalid:border-destructive aria-invalid:ring-destructive/20 dark:aria-invalid:ring-destructive/40 [&>svg]:pointer-events-none [&>svg]:size-3 bg-secondary text-secondary-foreground [a&]:hover:bg-secondary/90 text-xs">MLOps / Data Science</span></div></div><h3 class="text-lg font-semibold mb-2 group-hover:text-primary transition-colors">ML Model Drift Monitor</h3><p class="text-sm text-muted-foreground mb-4 line-clamp-2">Detect data drift, concept drift, and model performance degradation in production</p><div class="mt-auto space-y-2 pt-4 border-t"><div class="flex items-center gap-2 text-xs text-muted-foreground"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-clock h-3.5 w-3.5 text-green-500 shrink-0" aria-hidden="true"><circle cx="12" cy="12" r="10"></circle><path d="M12 6v6l4 2"></path></svg><span>Continuous monitoring vs 2-hour weekly manual checks</span></div><div class="flex items-center gap-2 text-xs text-muted-foreground"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-dollar-sign h-3.5 w-3.5 text-blue-500 shrink-0" aria-hidden="true"><line x1="12" x2="12" y1="2" y2="22"></line><path d="M17 5H9.5a3.5 3.5 0 0 0 0 7h5a3.5 3.5 0 0 1 0 7H6"></path></svg><span>Prevents revenue loss from stale models ($100K+ impact)</span></div><div class="flex items-center gap-2 text-xs text-muted-foreground"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-shield h-3.5 w-3.5 text-orange-500 shrink-0" aria-hidden="true"><path d="M20 13c0 5-3.5 7.5-7.66 8.95a1 1 0 0 1-.67-.01C7.5 20.5 4 18 4 13V6a1 1 0 0 1 1-1c2 0 4.5-1.2 6.24-2.72a1.17 1.17 0 0 1 1.52 0C14.51 3.81 17 5 19 5a1 1 0 0 1 1 1z"></path></svg><span>Catches model degradation before it impacts business metrics</span></div></div><div class="absolute bottom-6 right-6 opacity-0 group-hover:opacity-100 transition-opacity"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-arrow-right h-5 w-5 text-primary" aria-hidden="true"><path d="M5 12h14"></path><path d="m12 5 7 7-7 7"></path></svg></div></div></a></div><div style="opacity:0;transform:translateY(20px)"><a href="/en/examples/security-vulnerability-scanner"><div class="group relative flex h-full flex-col rounded-xl border bg-card p-6 transition-all hover:border-primary/50 hover:shadow-lg hover:shadow-primary/5"><div class="flex items-start justify-between mb-4"><div class="flex h-12 w-12 items-center justify-center rounded-lg bg-primary/10"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-shield-check h-6 w-6 text-primary" aria-hidden="true"><path d="M20 13c0 5-3.5 7.5-7.66 8.95a1 1 0 0 1-.67-.01C7.5 20.5 4 18 4 13V6a1 1 0 0 1 1-1c2 0 4.5-1.2 6.24-2.72a1.17 1.17 0 0 1 1.52 0C14.51 3.81 17 5 19 5a1 1 0 0 1 1 1z"></path><path d="m9 12 2 2 4-4"></path></svg></div><div class="flex items-center gap-1.5"><span data-slot="badge" data-variant="secondary" class="inline-flex w-fit shrink-0 items-center justify-center gap-1 overflow-hidden rounded-full border border-transparent px-2 py-0.5 font-medium whitespace-nowrap transition-[color,box-shadow] focu
1s-visible:border-ring focus-visible:ring-[3px] focus-visible:ring-ring/50 aria-invalid:border-destructive aria-invalid:ring-destructive/20 dark:aria-invalid:ring-destructive/40 [&>svg]:pointer-events-none [&>svg]:size-3 bg-secondary text-secondary-foreground [a&]:hover:bg-secondary/90 text-xs">Security / Compliance</span></div></div><h3 class="text-lg font-semibold mb-2 group-hover:text-primary transition-colors">Security Vulnerability Scanner</h3><p class="text-sm text-muted-foreground mb-4 line-clamp-2">Continuous codebase security analysis with CVE detection and remediation guidance</p><div class="mt-auto space-y-2 pt-4 border-t"><div class="flex items-center gap-2 text-xs text-muted-foreground"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-clock h-3.5 w-3.5 text-green-500 shrink-0" aria-hidden="true"><circle cx="12" cy="12" r="10"></circle><path d="M12 6v6l4 2"></path></svg><span>8-16 hours of manual security audit per sprint</span></div><div class="flex items-center gap-2 text-xs text-muted-foreground"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-dollar-sign h-3.5 w-3.5 text-blue-500 shrink-0" aria-hidden="true"><line x1="12" x2="12" y1="2" y2="22"></line><path d="M17 5H9.5a3.5 3.5 0 0 0 0 7h5a3.5 3.5 0 0 1 0 7H6"></path></svg><span>$80K/year vs external penetration testing frequency</span></div><div class="flex items-center gap-2 text-xs text-muted-foreground"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-shield h-3.5 w-3.5 text-orange-500 shrink-0" aria-hidden="true"><path d="M20 13c0 5-3.5 7.5-7.66 8.95a1 1 0 0 1-.67-.01C7.5 20.5 4 18 4 13V6a1 1 0 0 1 1-1c2 0 4.5-1.2 6.24-2.72a1.17 1.17 0 0 1 1.52 0C14.51 3.81 17 5 19 5a1 1 0 0 1 1 1z"></path></svg><span>Reduces security incident probability by 75%</span></div></div><div class="absolute bottom-6 right-6 opacity-0 group-hover:opacity-100 transition-opacity"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-arrow-right h-5 w-5 text-primary" aria-hidden="true"><path d="M5 12h14"></path><path d="m12 5 7 7-7 7"></path></svg></div></div></a></div><div style="opacity:0;transform:translateY(20px)"><a href="/en/examples/onboarding-knowledge-agent"><div class="group relative flex h-full flex-col rounded-xl border bg-card p-6 transition-all hover:border-primary/50 hover:shadow-lg hover:shadow-primary/5"><div class="flex items-start justify-between mb-4"><div class="flex h-12 w-12 items-center justify-center rounded-lg bg-primary/10"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-users h-6 w-6 text-primary" aria-hidden="true"><path d="M16 21v-2a4 4 0 0 0-4-4H6a4 4 0 0 0-4 4v2"></path><path d="M16 3.128a4 4 0 0 1 0 7.744"></path><path d="M22 21v-2a4 4 0 0 0-3-3.87"></path><circle cx="9" cy="7" r="4"></circle></svg></div><div class="flex items-center gap-1.5"><span data-slot="badge" data-variant="secondary" class="inline-flex w-fit shrink-0 items-center justify-center gap-1 overflow-hidden rounded-full border border-transparent px-2 py-0.5 font-medium whitespace-nowrap transition-[color,box-shadow] focus-visible:border-ring focus-visible:ring-[3px] focus-visible:ring-ring/50 aria-invalid:border-destructive aria-invalid:ring-destructive/20 dark:aria-invalid:ring-destructive/40 [&>svg]:pointer-events-none [&>svg]:size-3 bg-secondary text-secondary-foreground [a&]:hover:bg-secondary/90 text-xs">Engineering Management / HR</span></div></div><h3 class="text-lg font-semibold mb-2 group-hover:text-primary transition-colors">Onboarding Knowledge Agent</h3><p class="text-sm text-muted-foreground mb-4 line-clamp-2">Accelerate developer onboarding with instant answers from internal documentation</p><div class="mt-auto space-y-2 pt-4 border-t"><div class="flex items-center gap-2 text-xs text-muted-foreground"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-clock h-3.5 w-3.5 text-green-500 shrink-0" aria-hidden="true"><circle cx="12" cy="12" r="10"></circle><path d="M12 6v6l4 2"></path></svg><span>2-4 weeks of onboarding reduced to 3-5 days</span></div><div class="flex items-center gap-2 text-xs text-muted-foreground"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-dollar-sign h-3.5 w-3.5 text-blue-500 shrink-0" aria-hidden="true"><line x1="12" x2="12" y1="2" y2="22"></line><path d="M17 5H9.5a3.5 3.5 0 0 0 0 7h5a3.5 3.5 0 0 1 0 7H6"></path></svg><span>$25K per new hire in reduced onboarding cost</span></div><div class="flex items-center gap-2 text-xs text-muted-foreground"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-shield h-3.5 w-3.5 text-orange-500 shrink-0" aria-hidden="true"><path d="M20 13c0 5-3.5 7.5-7.66 8.95a1 1 0 0 1-.67-.01C7.5 20.5 4 18 4 13V6a1 1 0 0 1 1-1c2 0 4.5-1.2 6.24-2.72a1.17 1.17 0 0 1 1.52 0C14.51 3.81 17 5 19 5a1 1 0 0 1 1 1z"></path></svg><span>Reduces senior engineer interruptions by 60%</span></div></div><div class="absolute bottom-6 right-6 opacity-0 group-hover:opacity-100 transition-opacity"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-arrow-right h-5 w-5 text-primary" aria-hidden="true"><path d="M5 12h14"></path><path d="m12 5 7 7-7 7"></path></svg></div></div></a></div><div style="opacity:0;transform:translateY(20px)"><a href="/en/examples/financial-report-analyzer"><div class="group relative flex h-full flex-col rounded-xl border bg-card p-6 transition-all hover:border-primary/50 hover:shadow-lg hover:shadow-
1primary/5"><div class="flex items-start justify-between mb-4"><div class="flex h-12 w-12 items-center justify-center rounded-lg bg-primary/10"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-chart-column h-6 w-6 text-primary" aria-hidden="true"><path d="M3 3v16a2 2 0 0 0 2 2h16"></path><path d="M18 17V9"></path><path d="M13 17V5"></path><path d="M8 17v-3"></path></svg></div><div class="flex items-center gap-1.5"><span data-slot="badge" data-variant="secondary" class="inline-flex w-fit shrink-0 items-center justify-center gap-1 overflow-hidden rounded-full border border-transparent px-2 py-0.5 font-medium whitespace-nowrap transition-[color,box-shadow] focus-visible:border-ring focus-visible:ring-[3px] focus-visible:ring-ring/50 aria-invalid:border-destructive aria-invalid:ring-destructive/20 dark:aria-invalid:ring-destructive/40 [&>svg]:pointer-events-none [&>svg]:size-3 bg-secondary text-secondary-foreground [a&]:hover:bg-secondary/90 text-xs">Finance / Accounting</span></div></div><h3 class="text-lg font-semibold mb-2 group-hover:text-primary transition-colors">Financial Report Analyzer</h3><p class="text-sm text-muted-foreground mb-4 line-clamp-2">Extract KPIs, detect anomalies, and generate executive summaries from financial data</p><div class="mt-auto space-y-2 pt-4 border-t"><div class="flex items-center gap-2 text-xs text-muted-foreground"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-clock h-3.5 w-3.5 text-green-500 shrink-0" aria-hidden="true"><circle cx="12" cy="12" r="10"></circle><path d="M12 6v6l4 2"></path></svg><span>3-5 hours per financial reporting cycle</span></div><div class="flex items-center gap-2 text-xs text-muted-foreground"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-dollar-sign h-3.5 w-3.5 text-blue-500 shrink-0" aria-hidden="true"><line x1="12" x2="12" y1="2" y2="22"></line><path d="M17 5H9.5a3.5 3.5 0 0 0 0 7h5a3.5 3.5 0 0 1 0 7H6"></path></svg><span>$35K/year in FP&A analyst time</span></div><div class="flex items-center gap-2 text-xs text-muted-foreground"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-shield h-3.5 w-3.5 text-orange-500 shrink-0" aria-hidden="true"><path d="M20 13c0 5-3.5 7.5-7.66 8.95a1 1 0 0 1-.67-.01C7.5 20.5 4 18 4 13V6a1 1 0 0 1 1-1c2 0 4.5-1.2 6.24-2.72a1.17 1.17 0 0 1 1.52 0C14.51 3.81 17 5 19 5a1 1 0 0 1 1 1z"></path></svg><span>Catches accounting anomalies 10x faster than manual review</span></div></div><div class="absolute bottom-6 right-6 opacity-0 group-hover:opacity-100 transition-opacity"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-arrow-right h-5 w-5 text-primary" aria-hidden="true"><path d="M5 12h14"></path><path d="m12 5 7 7-7 7"></path></svg></div></div></a></div><div style="opacity:0;transform:translateY(20px)"><a href="/en/examples/api-schema-changelog"><div class="group relative flex h-full flex-col rounded-xl border bg-card p-6 transition-all hover:border-primary/50 hover:shadow-lg hover:shadow-primary/5"><div class="flex items-start justify-between mb-4"><div class="flex h-12 w-12 items-center justify-center rounded-lg bg-primary/10"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-workflow h-6 w-6 text-primary" aria-hidden="true"><rect width="8" height="8" x="3" y="3" rx="2"></rect><path d="M7 11v4a2 2 0 0 0 2 2h4"></path><rect width="8" height="8" x="13" y="13" rx="2"></rect></svg></div><div class="flex items-center gap-1.5"><span data-slot="badge" data-variant="secondary" class="inline-flex w-fit shrink-0 items-center justify-center gap-1 overflow-hidden rounded-full border border-transparent px-2 py-0.5 font-medium whitespace-nowrap transition-[color,box-shadow] focu
1s-visible:border-ring focus-visible:ring-[3px] focus-visible:ring-ring/50 aria-invalid:border-destructive aria-invalid:ring-destructive/20 dark:aria-invalid:ring-destructive/40 [&>svg]:pointer-events-none [&>svg]:size-3 bg-secondary text-secondary-foreground [a&]:hover:bg-secondary/90 text-xs">Platform Engineering</span></div></div><h3 class="text-lg font-semibold mb-2 group-hover:text-primary transition-colors">API Schema Changelog Generator</h3><p class="text-sm text-muted-foreground mb-4 line-clamp-2">Detect breaking changes between API versions and generate migration guides</p><div class="mt-auto space-y-2 pt-4 border-t"><div class="flex items-center gap-2 text-xs text-muted-foreground"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-clock h-3.5 w-3.5 text-green-500 shrink-0" aria-hidden="true"><circle cx="12" cy="12" r="10"></circle><path d="M12 6v6l4 2"></path></svg><span>1-2 hours per API release for documentation</span></div><div class="flex items-center gap-2 text-xs text-muted-foreground"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-dollar-sign h-3.5 w-3.5 text-blue-500 shrink-0" aria-hidden="true"><line x1="12" x2="12" y1="2" y2="22"></line><path d="M17 5H9.5a3.5 3.5 0 0 0 0 7h5a3.5 3.5 0 0 1 0 7H6"></path></svg><span>Prevents downstream integration breakage ($20K+ per incident)</span></div><div class="flex items-center gap-2 text-xs text-muted-foreground"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-shield h-3.5 w-3.5 text-orange-500 shrink-0" aria-hidden="true"><path d="M20 13c0 5-3.5 7.5-7.66 8.95a1 1 0 0 1-.67-.01C7.5 20.5 4 18 4 13V6a1 1 0 0 1 1-1c2 0 4.5-1.2 6.24-2.72a1.17 1.17 0 0 1 1.52 0C14.51 3.81 17 5 19 5a1 1 0 0 1 1 1z"></path></svg><span>Zero silent breaking changes reaching production</span></div></div><div class="absolute bottom-6 right-6 opacity-0 group-hover:opacity-100 transition-opacity"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-arrow-right h-5 w-5 text-primary" aria-hidden="true"><path d="M5 12h14"></path><path d="m12 5 7 7-7 7"></path></svg></div></div></a></div><div style="opacity:0;transform:translateY(20px)"><a href="/en/examples/customer-feedback-classifier"><div class="group relative flex h-full flex-col rounded-xl border bg-card p-6 transition-all hover:border-primary/50 hover:shadow-lg hover:shadow-primary/5"><div class="flex items-start justify-between mb-4"><div class="flex h-12 w-12 items-center justify-center rounded-lg bg-primary/10"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-mail h-6 w-6 text-primary" aria-hidden="true"><path d="m22 7-8.991 5.727a2 2 0 0 1-2.009 0L2 7"></path><rect x="2" y="4" width="20" height="16" rx="2"></rect></svg></div><div class="flex items-center gap-1.5"><span data-slot="badge" data-variant="secondary" class="inline-flex w-fit shrink-0 items-center justify-center gap-1 overflow-hidden rounded-full border border-transparent px-2 py-0.5 font-medium whitespace-nowrap transition-[color,box-shadow] focus-visible:border-ring focus-visible:ring-[3px] focus-visible:ring-ring/50 aria-invalid:border-destructive aria-invalid:ring-destructive/20 dark:aria-invalid:ring-destructive/40 [&>svg]:pointer-events-none [&>svg]:size-3 bg-secondary text-secondary-foreground [a&]:hover:bg-secondary/90 text-xs">Product / Customer Success</span></div></div><h3 class="text-lg font-semibold mb-2 group-hover:text-primary transition-colors">Customer Feedback Classifier</h3><p class="text-sm text-muted-foreground mb-4 line-clamp-2">Classify, prioritize and route customer feedback to the right product team</p><div class="mt-auto space-y-2 pt-4 border-t"><div class="flex items-center gap-2 text-xs text-muted-foreground"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-clock h-3.5 w-3.5 text-green-500 shrink-0" aria-hidden="true"><circle cx="12" cy="12" r="10"></circle><path d="M12 6v6l4 2"></path></svg><span>5-10 hours/week of manual feedback triage</span></div><div class="flex items-center gap-2 text-xs text-muted-foreground"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-dollar-sign h-3.5 w-3.5 text-blue-500 shrink-0" aria-hidden="true"><line x1="12" x2="12" y1="2" y2="22"></line><path d="M17 5H9.5a3.5 3.5 0 0 0 0 7h5a3.5 3.5 0 0 1 0 7H6"></path></svg><span>$30K/year in customer success team time</span></div><div class="flex items-center gap-2 text-xs text-muted-foreground"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-shield h-3.5 w-3.5 text-orange-500 shrink-0" aria-hidden="true"><path d="M20 13c0 5-3.5 7.5-7.66 8.95a1 1 0 0 1-.67-.01C7.5 20.5 4 18 4 13V6a1 1 0 0 1 1-1c2 0 4.5-1.2 6.24-2.72a1.17 1.17 0 0 1 1.52 0C14.51 3.81 17 5 19 5a1 1 0 0 1 1 1z"></path></svg><span>Catches emerging product issues 5x faster, reducing churn</span></div></div><div class="absolute bottom-6 right-6 opacity-0 group-hover:opacity-100 transition-opacity"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-arrow-right h-5 w-5 text-primary" aria-hidden="true"><path d="M5 12h14"></path><path d="m12 5 7 7-7 7"></path></svg></div></div></a></div><div style="opacity:0;transform:translateY(20px)"><a href="/en/examples/agent-team-code-review"><div class="group relative flex h-full flex-col rounded-xl border bg-card p-6 transition-all hover:border-primary/50 hover:shadow-lg hover:shadow-
1primary/5"><div class="flex items-start justify-between mb-4"><div class="flex h-12 w-12 items-center justify-center rounded-lg bg-primary/10"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-network h-6 w-6 text-primary" aria-hidden="true"><rect x="16" y="16" width="6" height="6" rx="1"></rect><rect x="2" y="16" width="6" height="6" rx="1"></rect><rect x="9" y="2" width="6" height="6" rx="1"></rect><path d="M5 16v-3a1 1 0 0 1 1-1h12a1 1 0 0 1 1 1v3"></path><path d="M12 12V8"></path></svg></div><div class="flex items-center gap-1.5"><span data-slot="badge" data-variant="secondary" class="inline-flex w-fit shrink-0 items-center justify-center gap-1 overflow-hidden rounded-full border border-transparent px-2 py-0.5 font-medium whitespace-nowrap transition-[color,box-shadow] focus-visible:border-ring focus-visible:ring-[3px] focus-visible:ring-ring/50 aria-invalid:border-destructive aria-invalid:ring-destructive/20 dark:aria-invalid:ring-destructive/40 [&>svg]:pointer-events-none [&>svg]:size-3 bg-secondary text-secondary-foreground [a&]:hover:bg-secondary/90 text-xs">Multi-Agent / DevOps</span></div></div><h3 class="text-lg font-semibold mb-2 group-hover:text-primary transition-colors">Agent Team: Full-Stack Code Review</h3><p class="text-sm text-muted-foreground mb-4 line-clamp-2">Three specialist agents review code in parallel, then a coordinator synthesizes a unified report</p><div class="mt-auto space-y-2 pt-4 border-t"><div class="flex items-center gap-2 text-xs text-muted-foreground"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-clock h-3.5 w-3.5 text-green-500 shrink-0" aria-hidden="true"><circle cx="12" cy="12" r="10"></circle><path d="M12 6v6l4 2"></path></svg><span>45-90 min per complex PR reduced to 20 seconds of parallel analysis</span></div><div class="flex items-center gap-2 text-xs text-muted-foreground"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-dollar-sign h-3.5 w-3.5 text-blue-500 shrink-0" aria-hidden="true"><line x1="12" x2="12" y1="2" y2="22"></line><path d="M17 5H9.5a3.5 3.5 0 0 0 0 7h5a3.5 3.5 0 0 1 0 7H6"></path></svg><span>~$80K/year for a team of 10 developers (replaces 3 senior reviewer passes)</span></div><div class="flex items-center gap-2 text-xs text-muted-foreground"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-shield h-3.5 w-3.5 text-orange-500 shrink-0" aria-hidden="true"><path d="M20 13c0 5-3.5 7.5-7.66 8.95a1 1 0 0 1-.67-.01C7.5 20.5 4 18 4 13V6a1 1 0 0 1 1-1c2 0 4.5-1.2 6.24-2.72a1.17 1.17 0 0 1 1.52 0C14.51 3.81 17 5 19 5a1 1 0 0 1 1 1z"></path></svg><span>3x coverage depth â security, performance, and convention issues caught simultaneously</span></div></div><div class="absolute bottom-6 right-6 opacity-0 group-hover:opacity-100 transition-opacity"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-arrow-right h-5 w-5 text-primary" aria-hidden="true"><path d="M5 12h14"></path><path d="m12 5 7 7-7 7"></path></svg></div></div></a></div><div style="opacity:0;transform:translateY(20px)"><a href="/en/examples/pipeline-content-creator"><div class="group relative flex h-full flex-col rounded-xl border bg-card p-6 transition-all hover:border-primary/50 hover:shadow-lg hover:shadow-primary/5"><div class="flex items-start justify-between mb-4"><div class="flex h-12 w-12 items-center justify-center rounded-lg bg-primary/10"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-layers h-6
1w-6 text-primary" aria-hidden="true"><path d="M12.83 2.18a2 2 0 0 0-1.66 0L2.6 6.08a1 1 0 0 0 0 1.83l8.58 3.91a2 2 0 0 0 1.66 0l8.58-3.9a1 1 0 0 0 0-1.83z"></path><path d="M2 12a1 1 0 0 0 .58.91l8.6 3.91a2 2 0 0 0 1.65 0l8.58-3.9A1 1 0 0 0 22 12"></path><path d="M2 17a1 1 0 0 0 .58.91l8.6 3.91a2 2 0 0 0 1.65 0l8.58-3.9A1 1 0 0 0 22 17"></path></svg></div><div class="flex items-center gap-1.5"><span data-slot="badge" data-variant="secondary" class="inline-flex w-fit shrink-0 items-center justify-center gap-1 overflow-hidden rounded-full border border-transparent px-2 py-0.5 font-medium whitespace-nowrap transition-[color,box-shadow] focus-visible:border-ring focus-visible:ring-[3px] focus-visible:ring-ring/50 aria-invalid:border-destructive aria-invalid:ring-destructive/20 dark:aria-invalid:ring-destructive/40 [&>svg]:pointer-events-none [&>svg]:size-3 bg-secondary text-secondary-foreground [a&]:hover:bg-secondary/90 text-xs">Pipeline / Content</span></div></div><h3 class="text-lg font-semibold mb-2 group-hover:text-primary transition-colors">Content Pipeline: Research â Write â SEO</h3><p class="text-sm text-muted-foreground mb-4 line-clamp-2">A 3-step pipeline where agents research, write, and optimize content sequentially</p><div class="mt-auto space-y-2 pt-4 border-t"><div class="flex items-center gap-2 text-xs text-muted-foreground"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-clock h-3.5 w-3.5 text-green-500 shrink-0" aria-hidden="true"><circle cx="12" cy="12" r="10"></circle><path d="M12 6v6l4 2"></path></svg><span>4-6 hours per article reduced to 15 minutes of review</span></div><div class="flex items-center gap-2 text-xs text-muted-foreground"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-dollar-sign h-3.5 w-3.5 text-blue-500 shrink-0" aria-hidden="true"><line x1="12" x2="12" y1="2" y2="22"></line><path d="M17 5H9.5a3.5 3.5 0 0 0 0 7h5a3.5 3.5 0 0 1 0 7H6"></path></svg><span>~$60K/year replacing freelance writer + SEO specialist costs</span></div><div class="flex items-center gap-2 text-xs text-muted-foreground"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-shield h-3.5 w-3.5 text-orange-500 shrink-0" aria-hidden="true"><path d="M20 13c0 5-3.5 7.5-7.66 8.95a1 1 0 0 1-.67-.01C7.5 20.5 4 18 4 13V6a1 1 0 0 1 1-1c2 0 4.5-1.2 6.24-2.72a1.17 1.17 0 0 1 1.52 0C14.51 3.81 17 5 19 5a1 1 0 0 1 1 1z"></path></svg><span>Consistent brand voice and SEO compliance across 100% of published content</span></div></div><div class="absolute bottom-6 right-6 opacity-0 group-hover:opacity-100 transition-opacity"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-arrow-right h-5 w-5 text-primary" aria-hidden="true"><path d="M5 12h14"></path><path d="m12 5 7 7-7 7"></path></svg></div></div></a></div><div style="opacity:0;transform:translateY(20px)"><a href="/en/examples/meta-agent-builder"><div class="group relative flex h-full flex-col rounded-xl border bg-card p-6 transition-all hover:border-primary/50 hover:shadow-lg hover:shadow-primary/5"><div class="flex items-start justify-between mb-4"><div class="flex h-12 w-12 items-center justify-center rounded-lg bg-primary/10"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-sparkles h-6 w-6 text-primary" aria-hidden="true"><path d="M11.017 2.814a1 1 0 0 1 1.966 0l1.051 5.558a2 2 0 0 0 1.594 1.594l5.558 1.051a1 1 0 0 1 0 1.966l-5.558 1.051a2 2 0 0 0-1.594
11.594l-1.051 5.558a1 1 0 0 1-1.966 0l-1.051-5.558a2 2 0 0 0-1.594-1.594l-5.558-1.051a1 1 0 0 1 0-1.966l5.558-1.051a2 2 0 0 0 1.594-1.594z"></path><path d="M20 2v4"></path><path d="M22 4h-4"></path><circle cx="4" cy="20" r="2"></circle></svg></div><div class="flex items-center gap-1.5"><span data-slot="badge" data-variant="secondary" class="inline-flex w-fit shrink-0 items-center justify-center gap-1 overflow-hidden rounded-full border border-transparent px-2 py-0.5 font-medium whitespace-nowrap transition-[color,box-shadow] focus-visible:border-ring focus-visible:ring-[3px] focus-visible:ring-ring/50 aria-invalid:border-destructive aria-invalid:ring-destructive/20 dark:aria-invalid:ring-destructive/40 [&>svg]:pointer-events-none [&>svg]:size-3 bg-secondary text-secondary-foreground [a&]:hover:bg-secondary/90 text-xs">Meta-Agent / Platform</span></div></div><h3 class="text-lg font-semibold mb-2 group-hover:text-primary transition-colors">Meta-Agent: AI Agent Architect</h3><p class="text-sm text-muted-foreground mb-4 line-clamp-2">Describe what you need in plain language and get a fully configured agent</p><div class="mt-auto space-y-2 pt-4 border-t"><div class="flex items-center gap-2 text-xs text-muted-foreground"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-clock h-3.5 w-3.5 text-green-500 shrink-0" aria-hidden="true"><circle cx="12" cy="12" r="10"></circle><path d="M12 6v6l4 2"></path></svg><span>2-4 hours of agent configuration reduced to a 5-minute conversation</span></div><div class="flex items-center gap-2 text-xs text-muted-foreground"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-dollar-sign h-3.5 w-3.5 text-blue-500 shrink-0" aria-hidden="true"><line x1="12" x2="12" y1="2" y2="22"></line><path d="M17 5H9.5a3.5 3.5 0 0 0 0 7h5a3.5 3.5 0 0 1 0 7H6"></path></svg><span>Enables non-technical users to build agents ($0 training cost)</span></div><div class="flex items-center gap-2 text-xs text-muted-foreground"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-shield h-3.5 w-3.5 text-orange-500 shrink-0" aria-hidden="true"><path d="M20 13c0 5-3.5 7.5-7.66 8.95a1 1 0 0 1-.67-.01C7.5 20.5 4 18 4 13V6a1 1 0 0 1 1-1c2 0 4.5-1.2 6.24-2.72a1.17 1.17 0 0 1 1.52 0C14.51 3.81 17 5 19 5a1 1 0 0 1 1 1z"></path></svg><span>Generated configs follow proven patterns, reducing misconfiguration by 85%</span></div></div><div class="absolute bottom-6 right-6 opacity-0 group-hover:opacity-100 transition-opacity"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-arrow-right h-5 w-5 text-primary" aria-hidden="true"><path d="M5 12h14"></path><path d="m12 5 7 7-7 7"></path></svg></div></div></a></div><div style="opacity:0;transform:translateY(20px)"><a href="/en/examples/multi-agent-incident-response"><div class="group relative flex h-full flex-col rounded-xl border bg-card p-6 transition-all hover:border-primary/50 hover:shadow-lg hover:shadow-primary/5"><div class="flex items-start justify-between mb-4"><div class="flex h-12 w-12 items-center justify-center rounded-lg bg-primary/10"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-git-merge h-6 w-6 text-primary" aria-hidden="true"><circle cx="18" cy="18" r="3"></circle><circle cx="6" cy="6" r="3"></circle><path d="M6 21V9a9 9 0 0 0 9 9"></path></svg></div><div class="flex items-center gap-1.5"><span data-slot="badge" data-variant="secondary" class="inline-flex w-fit shrink-0 items-center justify-center gap-1 overflow-hidden rounded-full border border-transparent px-2 py-0.5 font-medium whitespace-nowrap transition-[color,box-shadow] focu
1s-visible:border-ring focus-visible:ring-[3px] focus-visible:ring-ring/50 aria-invalid:border-destructive aria-invalid:ring-destructive/20 dark:aria-invalid:ring-destructive/40 [&>svg]:pointer-events-none [&>svg]:size-3 bg-secondary text-secondary-foreground [a&]:hover:bg-secondary/90 text-xs">Multi-Agent / SRE</span></div></div><h3 class="text-lg font-semibold mb-2 group-hover:text-primary transition-colors">Incident Response Squad</h3><p class="text-sm text-muted-foreground mb-4 line-clamp-2">Router agent triages alerts to the right specialist, who diagnoses and fixes while a comms agent updates stakeholders</p><div class="mt-auto space-y-2 pt-4 border-t"><div class="flex items-center gap-2 text-xs text-muted-foreground"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-clock h-3.5 w-3.5 text-green-500 shrink-0" aria-hidden="true"><circle cx="12" cy="12" r="10"></circle><path d="M12 6v6l4 2"></path></svg><span>15-30 min of initial triage + 30-60 min of status communication per incident</span></div><div class="flex items-center gap-2 text-xs text-muted-foreground"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-dollar-sign h-3.5 w-3.5 text-blue-500 shrink-0" aria-hidden="true"><line x1="12" x2="12" y1="2" y2="22"></line><path d="M17 5H9.5a3.5 3.5 0 0 0 0 7h5a3.5 3.5 0 0 1 0 7H6"></path></svg><span>~$120K/year for a 5-person on-call rotation (faster MTTR, less toil)</span></div><div class="flex items-center gap-2 text-xs text-muted-foreground"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-shield h-3.5 w-3.5 text-orange-500 shrink-0" aria-hidden="true"><path d="M20 13c0 5-3.5 7.5-7.66 8.95a1 1 0 0 1-.67-.01C7.5 20.5 4 18 4 13V6a1 1 0 0 1 1-1c2 0 4.5-1.2 6.24-2.72a1.17 1.17 0 0 1 1.52 0C14.51 3.81 17 5 19 5a1 1 0 0 1 1 1z"></path></svg><span>Reduces MTTR by 65% with automated triage and parallel diagnosis + communication</span></div></div><div class="absolute bottom-6 right-6 opacity-0 group-hover:opacity-100 transition-opacity"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-arrow-right h-5 w-5 text-primary" aria-hidden="true"><path d="M5 12h14"></path><path d="m12 5 7 7-7 7"></path></svg></div></div></a></div><div style="opacity:0;transform:translateY(20px)"><a href="/en/examples/orchestrated-data-pipeline"><div class="group relative flex h-full flex-col rounded-xl border bg-card p-6 transition-all hover:border-primary/50 hover:shadow-lg hover:shadow-primary/5"><div class="flex items-start justify-between mb-4"><div class="flex h-12 w-12 items-center justify-center rounded-lg bg-primary/10"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-eye h-6 w-6 text-primary" aria-hidden="true"><path d="M2.062 12.348a1 1 0 0 1 0-.696 10.75 10.75 0 0 1 19.876 0 1 1 0 0 1 0 .696 10.75 10.75 0 0 1-19.876 0"></path><circle cx="12" cy="12" r="3"></circle></svg></div><div class="flex items-center gap-1.5"><span data-slot="badge" data-variant="secondary" class="inline-flex w-fit shrink-0 items-center justify-center gap-1 overflow-hidden rounded-full border border-transparent px-2 py-0.5 font-medium whitespace-nowrap transition-[color,box-shadow] focus-visible:border-ring focus-visible:ring-[3px] focus-visible:ring-ring/50 aria-invalid:border-destructive aria-invalid:ring-destructive/20 dark:aria-invalid:ring-destructive/40 [&>svg]:pointer-events-none [&>svg]:size-3 bg-secondary text-secondary-foreground [a&]:hover:bg-secondary/90 text-xs">Pipeline / Observability</span></div></div><h3 class="text-lg font-semibold mb-2 group-hover:text-primary transition-colors">Observable Data Pipeline</h3><p class="text-sm text-muted-foreground mb-4 line-clamp-2">A fully traced ETL pipeline with token cost tracking, error handling, and quality validation at every step</p><div class="mt-auto space-y-2 pt-4 border-t"><div class="flex items-center gap-2 text-xs text-muted-foreground"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-clock h-3.5 w-3.5 text-green-500 shrink-0" aria-hidden="true"><circle cx="12" cy="12" r="10"></circle><path d="M12 6v6l4 2"></path></svg><span>3-8 hours of manual ETL debugging reduced to instant root-cause identification</span></div><div class="flex items-center gap-2 text-xs text-muted-foreground"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-dollar-sign h-3.5 w-3.5 text-blue-500 shrink-0" aria-hidden="true"><line x1="12" x2="12" y1="2" y2="22"></line><path d="M17 5H9.5a3.5 3.5 0 0 0 0 7h5a3.5 3.5 0 0 1 0 7H6"></path></svg><span>~$50K/year in data engineering time + prevents $200K+ in bad-data downstream costs</span></div><div class="flex items-center gap-2 text-xs text-muted-foreground"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-shield h-3.5 w-3.5 text-orange-500 shrink-0" aria-hidden="true"><path d="M20 13c0 5-3.5 7.5-7.66 8.95a1 1 0 0 1-.67-.01C7.5 20.5 4 18 4 13V6a1 1 0 0 1 1-1c2 0 4.5-1.2 6.24-2.72a1.17 1.17 0 0 1 1.52 0C14.51 3.81 17 5 19 5a1 1 0 0 1 1 1z"></path></svg><span>99.5% data quality with pre-load validation â zero silent data corruption</span></div></div><div class="absolute bottom-6 right-6 opacity-0 group-hover:opacity-100 transition-opacity"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-arrow-right h-5 w-5 text-primary" aria-hidden="true"><path d="M5 12h14"></path><path d="m12 5 7 7-7 7"></path></svg></div></div></a></div></div></div><!--$--><!--/$--></main><footer class="border-t py-6"><div class="max-w-6xl mx-auto px-4 md:px-6 flex flex-col sm:flex-row items-center justify-between gap-2"><span class="text-sm text-muted-foreground">Kopern â AI Agent Builder & Grader</span><div class="flex items-center gap-4 text-xs text-muted-foreground"><a class="hover:text-foreground transition-colors" href="/en/privacy">Privacy Policy</a><a class="hover:text-foreground transition-colors" href="/en/terms">Terms of Service</a></div></div></footer></div>
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1de (JavaScript)\"},\"tutorial\":\"Tutorial\",\"closeTutorial\":\"Close tutorial\"},\"extensions\":{\"title\":\"Extensions\",\"addExtension\":\"Add Extension\",\"newExtension\":\"New Extension\",\"noExtensions\":\"No extensions yet\",\"noExtensionsDesc\":\"Extensions are event hooks for custom agent behavior\",\"name\":\"Name\",\"description\":\"Description\",\"events\":\"Events\",\"blocking\":\"Blocking\",\"blockingDesc\":\"Can prevent actions (only works with blocking events)\",\"createExtension\":\"Create Extension\",\"selectEvent\":\"Select at least one event to trigger this extension.\",\"enabled\":\"Enabled\",\"disabled\":\"Disabled\",\"enable\":\"Enable\",\"disable\":\"Disable\",\"edit\":\"Edit\",\"save\":\"Save\",\"cancel\":\"Cancel\",\"loading\":\"Loading extensions...\",\"created\":\"Extension created\",\"saved\":\"Extension saved\",\"deleted\":\"Extension deleted\",\"errorCreate\":\"Failed to create extension\",\"errorSave\":\"Failed to save extension\",\"errorToggle\":\"Failed to toggle extension\",\"errorDelete\":\"Failed to delete extension\",\"categories\":{\"session\":\"Session Lifecycle\",\"message\":\"Message Lifecycle\",\"tool\":\"Tool Lifecycle\",\"agent\":\"Agent Lifecycle\",\"subAgent\":\"Sub-agent Lifecycle\",\"pipeline\":\"Pipeline Lifecycle\",\"team\":\"Team Lifecycle\",\"user\":\"User Interaction\",\"system\":\"System\",\"autoresearch\":\"Optimization Lab\"}},\"playground\":{\"title\":\"Playground\",\"sendMessage\":\"Send a message...\",\"send\":\"Send\",\"clearChat\":\"Clear chat\",\"thinking\":\"Thinking...\",\"purposePrompt\":\"What is the purpose of this session?\",\"purposePlaceholder\":\"e.g. Explore and debug the authentication flow...\",\"startSession\":\"Start Session\",\"skipPurpose\":\"Skip\",\"sessionMetrics\":\"Session Metrics\",\"tokensIn\":\"Tokens In\",\"tokensOut\":\"Tokens Out\",\"estimatedCost\":\"Est. Cost\",\"toolsCalled\":\"Tools Called\",\"contextUsed\":\"Context Used\",\"subtitle\":\"Test your agent in real-time with streaming responses\",\"emptyChat\":\"Send a message to start chatting with your agent\",\"loadingConfig\":\"Loading agent configuration...\",\"toolCalls\":\"tool calls\",\"viewSession\":\"View session\",\"delegatedTo\":\"Delegated to\",\"subAgentResult\":\"Sub-agent result\",\"tillDone\":{\"title\":\"Task List\",\"pending\":\"Pending\",\"inProgress\":\"In Progress\",\"done\":\"Done\",\"noTasks\":\"Agent must create tasks before executing\",\"clearConfirm\":\"Clear completed tasks?\",\"incomplete\":\"tasks remaining\"}},\"grading\":{\"title\":\"Grading\",\"addSuite\":\"Add Suite\",\"noSuites\":\"No grading suites yet\",\"noSuitesDesc\":\"Create a grading suite to validate your agent's behavior\",\"criteria\":{\"outputMatch\":\"Output Match\",\"schemaValidation\":\"Schema Validation\",\"toolUsage\":\"Tool Usage\",\"safetyCheck\":\"Safety Check\",\"customScript\":\"Custom Script\",\"llmJudge\":\"LLM Judge\"},\"runs\":{\"title\":\"Runs\",\"noRuns\":\"No runs yet\",\"runGrading\":\"Run Grading\",\"running\":\"Running...\",\"passed\":\"Passed\",\"failed\":\"Failed\",\"score\":\"Score\"},\"improvementNotes\":{\"title\":\"Improvement Suggestions\",\"analyzing\":\"Analyzing results and generating improvement suggestions...\",\"categories\":{\"system_prompt\":\"System Prompt\",\"skill\":\"Skill\",\"tool\":\"Tool\",\"general\":\"General\"},\"addSkill\":\"Add skill\",\"sendToLab\":\"Send to lab\",\"sendAllToLab\":\"Send all to lab\",\"applied\":\"Applied\",\"sent\":\"Sent\",\"skillAdded\":\"Skill added\",\"sentToOptimize\":\"Sent to optimization lab\",\"suggestionsSent\":\"{count} suggestions sent to lab\",\"error\":\"Error\"},\"nextSteps\":{\"title\":\"Next Steps\",\"perfectScore\":\"All tests passed! Your agent is performing well.\",\"perfectScoreOptimize\":\"You can still optimize cost or latency with Tournament or Distillation.\",\"failuresDetected\":\"{count} test(s) failed â AutoFix can diagnose root causes and patch your prompt automatically.\",\"lowScore\":\"Score below target â AutoTune can iteratively improve your agent through optimization loops.\",\"autofixCta\":\"Fix with AutoFix\",\"autotuneCta\":\"Optimize with AutoTune\",\"stressLabCta\":\"Run Stress Lab\",\"tournamentCta\":\"Compare Models\",\"viewOptimizeLab\":\"Open Optimization Lab\",\"runAgain\":\"Run Again\"}},\"mcp\":{\"title\":\"MCP Servers\",\"createServer\":\"Create Server\",\"noServers\":\"No MCP servers yet\",\"noServersDesc\":\"Create an MCP server to expose your agent as an API endpoint\",\"quickStart\":\"Quick Start\",\"endpoint\"
1:\"Endpoint\",\"apiKey\":\"API Key\",\"rateLimit\":\"Rate Limit\",\"usage\":\"Usage\",\"tokens\":\"Tokens\",\"requests\":\"Requests\",\"faq\":{\"title\":\"MCP Frequently Asked Questions\",\"items\":[{\"question\":\"How do I connect my Kopern agent to Claude Code?\",\"answer\":\"Install the Kopern MCP server with one command: claude mcp add kopern -- npx -y @kopern/mcp-server. Set KOPERN_API_KEY to your personal or agent-bound key. Claude Code will discover 32 tools for creating agents, running grading, deploying connectors, and more.\"},{\"question\":\"What is the difference between user and agent API keys?\",\"answer\":\"A user key (personal) is not bound to any agent and unlocks 30 platform tools (create/manage agents, grading, teams). An agent-bound key gives access to all 32 tools including kopern_chat and kopern_agent_info for that specific agent. Generate both from Settings or the API Keys page.\"},{\"question\":\"Can I self-host the Kopern MCP server?\",\"answer\":\"Yes. Kopern ships with Docker support: clone the repo, run docker compose up, and you get Next.js + Redis + optional Ollama + Firebase Emulator. The MCP server runs as part of the standard deployment. Point clients at your self-hosted URL via KOPERN_URL.\"},{\"question\":\"Which IDEs support MCP?\",\"answer\":\"Claude Code, Cursor, VS Code (with Copilot), Windsurf, and any MCP-compliant client. All use stdio or Streamable HTTP transport. Kopern's npm package handles the bridge automatically so a single config line enables the full toolset in any supported IDE.\"},{\"question\":\"Is MCP secure for production use?\",\"answer\":\"Kopern MCP keys support expiration, rotation without downtime, and per-key scoping. All traffic uses HTTPS. API keys are hashed with SHA-256 in Firestore. For enterprise, self-host behind your VPN and use role-based access control on top.\"}]}},\"examples\":{\"title\":\"Workflow Examples\",\"subtitle\":\"Production-ready agent configurations for real business workflows. Each example includes system prompt, skills, tools, MCP integration, and grading suite â ready to deploy on Kopern.\",\"datagouvTitle\":\"Powered by data.gouv.fr MCP\",\"datagouvSubtitle\":\"These agents leverage the official data.gouv.fr MCP server â free, no API key required. Access 90,000+ French open datasets, query tabular data in-place, and discover government APIs.\",\"datagouvBadge\":\"data.gouv.fr MCP\",\"useThisAgent\":\"Use this Agent\",\"creating\":\"Creating...\",\"allExamples\":\"All examples\",\"backToExamples\":\"Back to examples\",\"exampleNotFound\":\"Example not found.\",\"copyFull\":\"Full example\",\"timeSaved\":\"Time Saved\",\"costReduction\":\"Cost Reduction\",\"riskMitigation\":\"Risk Mitigation\",\"agentCreated\":\"Agent created successfully!\",\"agentCreateFailed\":\"Failed to create agent\",\"copiedToClipboard\":\"{label} copied to clipboard\"},\"teams\":{\"title\":\"Agent Teams\",\"newTeam\":\"New Team\",\"noTeams\":\"No teams yet\",\"noTeamsDesc\":\"Create agent teams to orchestrate multiple agents working together\",\"createTeam\":\"Create Team\",\"form\":{\"name\":\"Team Name\",\"namePlaceholder\":\"e.g. Plan-Build-Review Pipeline\",\"description\":\"Description\",\"descriptionPlaceholder\":\"What does this team accomplish?\",\"executionMode\":\"Execution Mode\",\"parallel\":\"Parallel â all agents run simultaneously\",\"sequential\":\"Sequential â agents run in order, output chains\",\"conditional\":\"Conditional â route based on content\"},\"members\":\"Team Members\",\"addMember\":\"Add Agent\",\"role\":\"Role\",\"rolePlaceholder\":\"e.g. Scout, Planner, Builder, Reviewer\",\"noMembers\":\"Add agents to this team\",\"execute\":\"Run Team\",\"executing\":\"Running team...\",\"results\":\"Team Results\",\"memberCompleted\":\"completed\",\"memberRunning\":\"running\",\"flow\":{\"title\":\"Flow Editor\",\"saveFlow\":\"Save Flow\",\"saving\":\"Saving...\",\"addAgent\":\"Agent\",\"addCondition\":\"Condition\",\"addTrigger\":\"Trigger\",\"addOutput\":\"Output\"},\"kanban\":{\"title\":\"Tasks\",\"addTask\":\"Add Task\",\"backlog\":\"Backlog\",\"ready\":\"Ready\",\"inProgress\":\"In Progress\",\"review\":\"Review\",\"done\":\"Done\",\"blocked\":\"Blocked\"},\"routines\":{\"title\":\"Routines\",\"newRoutine\":\"New Routine\",\"noRoutines\":\"No routines configured\",\"noRoutinesDesc\":\"Create a rout
1ine to automate agent tasks on a schedule.\"},\"goals\":{\"title\":\"Goals\",\"noGoals\":\"No goals defined\",\"noGoalsDesc\":\"Create goals to track your team objectives.\",\"newGoal\":\"New Goal\",\"titleLabel\":\"Title\",\"descLabel\":\"Description\",\"create\":\"Create Goal\",\"created\":\"Goal created\"},\"activity\":{\"title\":\"Activity\",\"noActivity\":\"No activity yet\"},\"orgChart\":{\"title\":\"Organization\"},\"roles\":{\"coordinator\":\"Coordinator\",\"specialist\":\"Specialist\",\"reviewer\":\"Reviewer\",\"researcher\":\"Researcher\",\"communicator\":\"Communicator\",\"custom\":\"Custom\"}},\"pipelines\":{\"title\":\"Pipelines\",\"newPipeline\":\"New Pipeline\",\"noPipelines\":\"No pipelines yet\",\"noPipelinesDesc\":\"Create pipelines to chain agents sequentially â output of one becomes input for the next\",\"createPipeline\":\"Create Pipeline\",\"form\":{\"name\":\"Pipeline Name\",\"namePlaceholder\":\"e.g. Scout â Analyze â Document\",\"description\":\"Description\",\"descriptionPlaceholder\":\"What does this pipeline produce?\"},\"steps\":\"Pipeline Steps\",\"addStep\":\"Add Step\",\"inputMapping\":\"Input Source\",\"previousOutput\":\"Previous step output\",\"originalInput\":\"Original user input\",\"customTemplate\":\"Custom template\",\"templatePlaceholder\":\"Use {{previous_output}} and {{original_input}}\",\"continueOnError\":\"Continue on error\",\"execute\":\"Run Pipeline\",\"executing\":\"Running pipeline...\",\"stepProgress\":\"Step {current} of {total}\",\"stepCompleted\":\"Step completed\",\"stepFailed\":\"Step failed\"},\"bugs\":{\"title\":\"Bug Tracker\",\"subtitle\":\"Monitor bug reports and Bug Fixer agent activity\",\"noBugs\":\"No bugs reported yet\",\"noBugsDesc\":\"Bug reports submitted via the form will appear here\",\"severity\":\"Severity\",\"status\":\"Status\",\"reporter\":\"Reporter\",\"analysis\":\"Analysis\",\"fixBranch\":\"Fix Branch\",\"prUrl\":\"Pull Request\",\"thankYouSent\":\"Thank-you Sent\",\"notes\":\"Notes\",\"viewPr\":\"View PR\",\"page\":\"Page\",\"bugId\":\"Bug ID\",\"created\":\"Created\",\"updated\":\"Updated\",\"assigned\":\"Assigned\",\"filterAll\":\"All\",\"changeStatus\":\"Change status\",\"addNote\":\"Add\",\"addNotePlaceholder\":\"Add admin note...\",\"triggerAgent\":\"Analyze with Bug Fixer\",\"statusUpdated\":\"Status updated\",\"noteAdded\":\"Note added\",\"agentTriggered\":\"Bug Fixer agent triggered\",\"errorUpdate\":\"Failed to update bug\",\"errorTrigger\":\"Failed to trigger agent\",\"statsTotal\":\"Total\",\"statsOpen\":\"Open\",\"statsInProgress\":\"In Progress\",\"statsAwaitingReview\":\"Awaiting Review\",\"statsResolved\":\"Resolved\",\"statuses\":{\"new\":\"New\",\"analyzing\":\"Analyzing\",\"fixing\":\"Fixing\",\"awaiting_review\":\"Awaiting Review\",\"fixed\":\"Fixed\",\"closed\":\"Closed\",\"wont_fix\":\"Won't Fix\"}},\"sessions\":{\"title\":\"Sessions\",\"noSessions\":\"No sessions yet\",\"noSessionsDesc\":\"Chat with your agent to create session traces\",\"purpose\":\"Purpose\",\"duration\":\"Duration\",\"tokens\":\"Tokens\",\"cost\":\"Cost\",\"tools\":\"Tool Calls\",\"messages\":\"Messages\",\"timeline\":\"Event Timeline\",\"exportTrace\":\"Export Trace\",\"subSources\":{\"autotune\":\"AutoTune\",\"autofix\":\"AutoFix\",\"stress_lab\":\"Stress Lab\",\"tournament\":\"Tournament\",\"distillation\":\"Distillation\",\"evolution\":\"Evolution\"}},\"billing\":{\"title\":\"Billing \u0026 Usage\",\"subtitle\":\"Monitor your token consumption and costs\",\"currentMonth\":\"Current Month\",\"inputTokens\":\"Input Tokens\",\"outputTokens\":\"Output Tokens\",\"totalCost\":\"Total Cost\",\"requests\":\"Requests\",\"agentBreakdown\":\"Per-Agent Breakdown\",\"usageHistory\":\"Usage History\",\"noUsage\":\"No usage recorded yet\",\"noUsageDesc\":\"Start chatting with your agents to track usage\",\"costEstimate\":\"Cost Estimate\",\"perMillionInput\":\"per 1M input tokens\",\"perMillionOutput\":\"per 1M output tokens\",\"currentPlan\":\"Current Plan\",\"planStarter\":\"Starter (Free)\",\"planPro\":\"Pro\",\"planUsage\":\"Usage-Based\",\"planEnterprise\":\"Enterprise\",\"managePlan\":\"Manage Subscription\",\"upgradePlan\":\"Upgrade Plan\",\"renewsOn\":\"Renews on\",\"cancelsOn\":\"Cancels on\",\"planActive\":\"Active\",\"planPastDue\":\"Past Due â please update payment\",\"planCanceled\":\"Canceled\",\"usageCommission\":\"Includes 17% Kopern platform fee\",\"autoresearchUsage\":\"Optimization Lab Usage\",\"autoresearchIterations\":\"Optimization Iterations\",\"autoresearchCost\":\"Optimization Cost\",\"autoresearchTokens\":\"Tokens Used\",\"includedInTotal\":\"(included in total above)\",\"viewInvoices\":\"View Invoices\",\"changePlan\":\"Change Plan\",\"cancelPlan\":\"Cancel Subscription\"},\"orchestration\":{\"title\":\"Orchestration\",\"subtitle\":\"Multi-agent teams, pipelines, and sub-agent delegation\",\"delegateTool\":\"Delegate\",\"delegateDesc\":\"Allow this agent to delegate tasks to other agents\",\"targetAgent\":\"Target Agent\",\"prompt\":\"Delegation Prompt\"},\"purposeGate\":{\"title\":\"Purpose Gate\",\"description\":\"Ask the user for a session purpose before starting the chat. The answer is injected into the system prompt for focused agent behavior.\",\"enabled\":\"Enable Purpose Gate\",\"question\":\"Purpose Question\",\"questionPlaceholder\":\"What is the purpose of this session?\",\"injectInPrompt\":\"Inject purpose in system prompt\"},\"tillDone\":{\"title\":\"TillDone Mode\",\"description\":\"Force the agent to maintain a task list. The agent must create tasks before executing and complete all tasks before finishing.\",\"enabled\":\"Enable TillDone\",\"requireTaskList\":\"Require task list before execution\",\"autoPrompt\":\"Auto-prompt on incomplete tasks\",\"confirmClear\":\"Confirm before clearing tasks\"},\"agentBranding\":{\"title\":\"Agent Branding\",\"description\":\"Customize the visual identity of this agent\",\"themeColor\":\"Theme Color\",\"accentColor\":\"Accent Color\",\"icon\":\"Icon\"},\"toolOverrides\":{\"title\":\"Tool Overrides\",\"description\":\"Override default tool behavior with custom wrapper code\",\"addOverride\":\"Add Override\",\"toolName\":\"Tool Name\",\"wrapperCode\":\"Wrapper Code\",\"enabled\":\"Enabled\",\"noOverrides\":\"No tool overrides\",\"noOverridesDesc\":\"Override read, write, edit, or bash tools with custom behavior\"},\"metaAgent\":{\"title\":\"Create with AI\",\"description\":\"Describe what you need in plain language. The AI will design a complete agent specification â system prompt, skills, tools, and grading criteria.\",\"prompt\":\"Describe the agent you want to build...\",\"promptPlaceholder\":\"e.g. I need an agent that reviews pull requests for security vulnerabilities and coding standards, checks OWASP Top 10, and blocks merge if score is below 7/10...\",\"generating\":\"Designing your agent...\",\"generated\":\"Agent created successfully!\",\"generate\":\"Generate Agent Spec\",\"minChars\":\"Minimum 10 characters. Be as specific as possible for better results.\",\"specReady\":\"Agent specification ready\",\"agentName\":\"Name\",\"domain\":\"Domain\",\"skillsCount\":\"Skills\",\"createFromSpec\":\"Create Agent\",\"startOver\":\"Start Over\",\"error\":\"Generation failed. Please try again.\",\"apiKeyRequired\":\"Please add your API key in Settings before using the AI wizard. Go to Settings \u003e API Keys to configure your Anthropic key.\",\"demoRateLimited\":\"You've reached the daily demo limit. Sign up to create unlimited agents with your own API key!\"},\"pricing\":{\"title\":\"Simple, Transparent Pricing\",\"subtitle\":\"Start free, scale as you grow. All plans include core agent building features.\",\"monthly\":\"Monthly\",\"annual\":\"Annual\",\"savePercent\":\"Save 17%\",\"mo\":\"/mo\",\"yr\":\"/yr\",\"popular\":\"Popular\",\"payAsYouGo\":\"Flexible\",\"getStarted\":\"Get Started\",\"currentPlan\":\"Current Plan\",\"contactSales\":\"Contact Sales\",\"startFree\":\"Start Free\",\"startUsage\":\"Start Pay-as-you-Go\",\"tiers\":{\"starter\":{\"name\":\"Starter\",\"price\":\"0\",\"priceAnnual\":\"0\",\"description\":\"For individuals exploring AI agents\"},\"pro\":{\"name\":\"Pro\",\"price\":\"79\",\"priceAnnual\":\"790\",\"description\":\"For teams building production agents\"},\"usage\":{\"name\":\"Usage\",\"price\":\"0\",\"priceAnnual\":\"0\",\"description\":\"Pay only for what you use â no limits\"},\"enterprise\":{\"name\":\"Enterprise\",\"price\":\"499\",\"priceAnnual\":\"4990\",\"description\":\"For organizations with advanced needs\"}},\"features\":{\"agents\":\"Agents\",\"tokensPerMonth\":\"Tokens / month\",\"mcpEndpoints\":\"MCP Endpoints\",\"gradingRunsPerMonth\":\"Grading runs / month\",\"models\":\"Models\",\"support\":\"Supp
1ort\",\"sso\":\"SSO\",\"auditLogs\":\"Audit Logs\",\"versionHistory\":\"Version History\",\"teams\":\"Agent Teams\",\"pipelines\":\"Pipelines\",\"subAgents\":\"Sub-agent Delegation\",\"metaAgent\":\"AI Agent Builder\",\"observability\":\"Observability\",\"autoResearch\":\"Optimization Lab\",\"mcpProtocol\":\"MCP Protocol (Claude Code, Cursor...)\",\"extensions\":\"Extensions (30+ event hooks)\",\"githubIntegration\":\"GitHub Integration\",\"inputTokenPrice\":\"Input tokens\",\"outputTokenPrice\":\"Output tokens\",\"gradingPrice\":\"Grading\"},\"featureValues\":{\"starter\":{\"agents\":\"2\",\"tokensPerMonth\":\"10K\",\"mcpEndpoints\":\"1\",\"gradingRunsPerMonth\":\"5\",\"models\":\"Sonnet only\",\"support\":\"Community\",\"teams\":\"0\",\"pipelines\":\"0\",\"observability\":\"Basic\",\"autoResearch\":\"â\"},\"pro\":{\"agents\":\"25\",\"tokensPerMonth\":\"1M\",\"mcpEndpoints\":\"10\",\"gradingRunsPerMonth\":\"100\",\"models\":\"All models\",\"support\":\"Priority email\",\"teams\":\"5\",\"pipelines\":\"10\",\"observability\":\"Advanced\",\"autoResearch\":\"All 6 modes\"},\"usage\":{\"agents\":\"Unlimited\",\"tokensPerMonth\":\"Pay per use\",\"mcpEndpoints\":\"Unlimited\",\"gradingRunsPerMonth\":\"$$0.10 / run\",\"models\":\"All models\",\"support\":\"Email\",\"teams\":\"Unlimited\",\"pipelines\":\"Unlimited\",\"observability\":\"Advanced\",\"autoResearch\":\"All 6 modes\",\"inputTokenPrice\":\"$$3 / 1M\",\"outputTokenPrice\":\"$$15 / 1M\",\"gradingPrice\":\"$$0.10 / run\"},\"enterprise\":{\"agents\":\"Unlimited\",\"tokensPerMonth\":\"10M\",\"mcpEndpoints\":\"Unlimited\",\"gradingRunsPerMonth\":\"Unlimited\",\"models\":\"All + fine-tuned\",\"support\":\"Dedicated + SLA\",\"teams\":\"Unlimited\",\"pipelines\":\"Unlimited\",\"observability\":\"Complete\",\"autoResearch\":\"All 6 + priority\"}},\"comparisonTitle\":\"Compare Plans\",\"comparisonSubtitle\":\"Everything you need to build, test, and deploy AI agents\",\"usageNote\":\"Usage-based pricing\",\"usageNoteDesc\":\"Pay only for what you use. A transparent 17% platform fee covers the full agentic stack: sandboxed tool execution, session tracing, grading engine, Optimization Lab, multi-provider routing, encrypted API keys, and 4 deployment connectors.\",\"
1inputPrice\":\"$$3.90 / 1M input tokens\",\"outputPrice\":\"$$19.50 / 1M output tokens\",\"gradingPrice2\":\"$$0.14 / grading run\",\"commissionLabel\":\"Platform fee: 17%\",\"commissionDesc\":\"One of the lowest markups in the industry â covers agentic orchestration, 6-criteria grading, Optimization Lab (6 modes), sandboxed execution, real-time observability, Widget/Webhook/Slack/MCP connectors, and dedicated support.\",\"subscribe\":\"Subscribe\",\"subscribing\":\"Redirecting...\"},\"docs\":{\"title\":\"Documentation\",\"subtitle\":\"Complete guide to building agents with Kopern\",\"saveMarkdown\":\"Save as Markdown\",\"saveSkill\":\"Save as Skill\",\"savedMarkdown\":\"Documentation saved as Markdown\",\"copiedSkill\":\"Documentation copied â paste it as a skill's content\",\"loginRequired\":\"You must be logged in\"},\"settings\":{\"title\":\"Settings\",\"apiKeys\":\"API Keys\",\"defaults\":\"Defaults\",\"defaultProvider\":\"Default Provider\",\"defaultModel\":\"Default Model\",\"saveSettings\":\"Save Settings\",\"saved\":\"Settings saved\",\"saveFailed\":\"Failed to save settings\",\"language\":\"Language\",\"theme\":\"Theme\",\"githubDesc\":\"Connect your GitHub account to give agents access to your repositories.\",\"connectGithub\":\"Connect GitHub\",\"githubConnected\":\"Connected\",\"githubLinked\":\"GitHub account linked successfully\",\"githubAlreadyLinked\":\"GitHub is already linked to your account\",\"githubLinkFailed\":\"Failed to link GitHub account\",\"apiKeysDesc\":\"Your API keys are stored securely. Add multiple keys per provider for automatic failover on rate limits.\",\"failoverKey\":\"Failover key\",\"addFailoverKey\":\"Add failover key\",\"personalKey\":\"Personal API Key\",\"personalKeyDesc\":\"Connect Kopern to any MCP client (Claude Code, Cursor, Smithery...) â no agent setup required.\",\"personalKeyGenerate\":\"Generate key\",\"personalKeyDelete\":\"Delete key\",\"personalKeyCopied\":\"Key copied to clipboard\",\"personalKeyGenerated\":\"API key generated. Copy it now â it won't be shown again.\",\"personalKeyDeleted\":\"Personal API key deleted\",\"personalKeyDeleteConfirm\":\"Delete this key? Active MCP connections will stop working.\",\"personalKeyShowOnce\":\"Copy this key now â it won't be shown again\",\"personalKeyActive\":\"Active\"},\"apiKeys\":{\"title\":\"API Endpoints\",\"subtitle\":\"All MCP servers across your agents\",\"noEndpoints\":\"No API endpoints yet\",\"noEndpointsDesc\":\"Go to an agent's detail page and create an MCP server to expose it as an API\"},\"github\":{\"connectRepo\":\"Connect Repo\",\"connectDesc\":\"Select repositories your agent can access to read code, review PRs, and analyze projects.\",\"searchRepos\":\"Search repositories...\",\"connected\":\"{repo} connected\",\"disconnected\":\"{repo} disconnected\",\"noToken\":\"No GitHub connection found. Please sign in with GitHub to connect repositories.\",\"reloginHint\":\"Sign out and sign back in with GitHub to grant repository access.\",\"fetchFailed\":\"Failed to fetch repositories\",\"updateFailed\":\"Failed to update connected repos\",\"connectedRepos\":\"Connected Repos\"},\"integrations\":{\"title\":\"Connect Your Tools\",\"titleAccent\":\"Ship Faster\",\"subtitle\":\"Link GitHub repos for code-aware agents, or connect any service via MCP â Slack, Jira, AWS, Notion, and more.\",\"github\":{\"title\":\"GitHub Integration\",\"description\":\"Agents read your code, review PRs, analyze dependencies, and suggest fixes â directly from your repositories.\"},\"mcp\":{\"title\":\"MCP Connectors\",\"description\":\"Connect any external service via the Model Context Protocol. Slack, Linear, Notion, databases â your agents access them all.\"},\"workflow\":{\"title\":\"End-to-End Workflows\",\"description\":\"Chain integrations: an agent reads a GitHub PR, checks Jira for context, posts a review, and updates Slack â fully automated.\"}},\"deploySection\":{\"title\":\"Connect Everything,\",\"titleAccent\":\"Deploy Anywhere\",\"subtitle\":\"WhatsApp, Telegram, Slack, GitHub, webhooks, MCP, embedded widgets \\n 9 connectors to deploy your agents where your users already work.\",\"widget\":{\"title\":\"Chat Widget\",\"description\":\"Embed a fully-featured AI chat bubble on any website with a single script tag. Shadow DOM
1isolation, SSE streaming, mobile-ready.\"},\"automation\":{\"title\":\"Automation Platforms\",\"description\":\"Connect n8n, Zapier, or Make to orchestrate complex workflows. Your agent becomes a node in your automation stack.\"},\"webhooks\":{\"title\":\"Webhooks\",\"description\":\"Trigger your agent from any service â Stripe, Jira, Zapier, n8n. Inbound JSON responses, outbound event notifications, HMAC security.\"},\"slack\":{\"title\":\"Slack\",\"description\":\"Your agent joins Slack conversations. Mention it in channels, DM it directly, full thread context preserved.\"},\"telegram\":{\"title\":\"Telegram\",\"description\":\"Deploy your agent as a Telegram bot. Private chats and groups, MarkdownV2 formatting, instant setup via @BotFather.\"},\"whatsapp\":{\"title\":\"WhatsApp\",\"description\":\"Reach your customers on WhatsApp â the #1 messaging app. Meta Cloud API, read receipts, 1000 free conversations/month.\"},\"integratesWith\":\"Integrates natively\"},\"graderSection\":{\"title\":\"Grade your agents\",\"titleAccent\":\"for free\",\"subtitle\":\"Test your AI agent's quality and security in seconds. Paste a system prompt or point at an HTTP endpoint â get a multi-criteria score with actionable insights.\",\"feature1Title\":\"Endpoint grading\",\"feature1Description\":\"Send adversarial attacks to your agent's HTTP endpoint and grade its responses across 4 security criteria.\",\"feature2Title\":\"Prompt grading\",\"feature2Description\":\"Paste your system prompt, generate test cases with AI, and get a detailed quality score.\",\"feature3Title\":\"Shareable scorecard\",\"feature3Description\":\"Share your agent's score on LinkedIn or X with a beautiful OG image. Show the world your agent is production-ready.\",\"cta\":\"Try the Grader\"},\"mcpSection\":{\"title\":\"Built for\",\"titleAccent\":\"Developers\",\"subtitle\":\"32 MCP tools to build, test, grade, and deploy AI agents from your terminal or IDE. One command to install. Zero dependencies.\",\"install\":{\"title\":\"One-Line Install\",\"description\":\"Add Kopern to Claude Code, Cursor, or Windsurf in seconds. Zero dependencies â just Node.js 18+.\"},\"tools\":{\"title\":\"32 Tools\",\"description\":\"Agent CRUD, grading suites, AutoTune optimization, multi-agent teams, pipelines, 7 connectors, memory, compliance reports, and more.\"},\"protocol\":{\"title\":\"MCP Protocol\",\"description\":\"Standard Streamable HTTP transport. Works with any MCP-compatible client â no vendor lock-in.\"},\"registries\":{\"title\":\"Available On\",\"description\":\"Published on npm, Smithery, Glama, and more. Install from your favorite registry.\"},\"cliTitle\":\"Full CLI Mode\",\"cliDescription\":\"Every Kopern feature is available as an MCP tool. Create agents, run grading, deploy templates, connect channels â all without leaving your editor.\",\"categories\":{\"agents\":\"Agent Management\",\"agentsCount\":\"8 tools\",\"grading\":\"Grading \u0026 Optimization\",\"gradingCount\":\"6 tools\",\"teams\":\"Teams \u0026 Pipelines\",\"teamsCount\":\"4 tools\",\"connectors\":\"Connectors\",\"connectorsCount\":\"7 tools\",\"sessions\":\"Sessions \u0026 Memory\",\"sessionsCount\":\"3 tools\",\"utilities\":\"Utilities\",\"utilitiesCount\":\"4 tools\"},\"httpTitle\":\"Or use Streamable HTTP directly\",\"fullDocsLink\":\"Full MCP Documentation\",\"npmBadge\":\"npm\",\"smitheryBadge\":\"Smithery\",\"glamaBadge\":\"Glama\"},\"bugReport\":{\"button\":\"Report a Bug\",\"title\":\"Report a Bug\",\"description\":\"Help us improve Kopern by reporting issues you encounter.\",\"severity\":\"Severity\",\"low\":\"Low â cosmetic or minor issue\",\"medium\":\"Medium â feature broken but workaround exists\",\"high\":\"High â critical blocker, data loss, or security issue\",\"descriptionLabel\":\"Description\",\"descriptionPlaceholder\":\"Describe the bug in detail: what happened, what you expected, steps to reproduce...\",\"emailLabel\":\"Your email\",\"emailOptional\":\"optional\",\"emailPlaceholder\":\"[email protected]\",\"emailHint\":\"We'll send you a follow-up when the bug is fixed.\",\"send\":\"Send Report\",\"sending\":\"Sending...\",\"sent\":\"Report Sent!\",\"contribute\":\"Want to contribute?\",\"githubCta\":\"View on GitHub\"},\"breadcrumbs\":{\"home\":\"Home\",\"dashboard\":\"Dashboard\",\"agents\":\"Agents\",\"edit\":\"Edit\",\"skills\":\"Skills\",\"tools\":\"Tools\",\"extensions\":\"Extensions\",\"playground\":\"Playground\",\"grading\":\"Grading\",\"mcpServers\":\"MCP Servers\",\"apiKeys\":\"API\",\"examples\":\"Workflow Examples\",\"docs\":\"Documentation\",\"settings\":\"Settings\",\"new\":\"New\",\"runs\":\"Runs\",\"pricing\":\"Pricing\",\"teams\":\"Teams\",\"pipelines\":\"Pipelines\",\"sessions\":\"Sessions\",\"bugs\":\"Bug Tracker\",\"billing\":\"Billing\",\"optimize\":\"Optimization Lab\"},\"optimize\":{\"title\":\"Agent Optimization Lab\",\"subtitle\":\"Self-improving agent optimization powered by tight-loop experimentation with objective metrics as feedback signal.\",\"currentScore\":\"Current Score\",\"modes\":{\"autotune\":\"AutoTune\",\"autofix\":\"AutoFix\",\"stress_lab\":\"Stress Lab\",\"tournament\":\"Tournament\",\"distillation\":\"Distillation\",\"evolution\":\"Evolution\"}
1,\"modesShort\":{\"autotune\":\"Tune\",\"autofix\":\"Fix\",\"stress_lab\":\"Stress\",\"tournament\":\"Arena\",\"distillation\":\"Distill\",\"evolution\":\"Evolve\"},\"descriptions\":{\"autotune\":\"Hill-climbing optimization loop: iteratively refines your agent's system prompt by analyzing grading results and proposing targeted improvements. Keeps improvements, discards regressions.\",\"autofix\":\"One-click fix: analyzes failed grading cases, diagnoses root causes, and patches your system prompt to pass. Verifies the fix with a full re-run.\",\"stress_lab\":\"Adversarial red-team testing: generates attack cases (prompt injection, edge cases, hallucination traps, jailbreak attempts) and automatically hardens your agent.\",\"tournament\":\"A/B tournament: pits different model/config combinations against your grading suite and ranks them by score, cost, and latency. Find the best config for YOUR use case.\",\"distillation\":\"Cost optimizer: evaluates your agent on cheaper models and finds the best quality/cost ratio. Same quality for a fraction of the price.\",\"evolution\":\"Multi-dimensional evolution: simultaneously optimizes prompt, model, thinking level, and more using population-based search. The most thorough optimization mode.\"},\"gradingSuite\":\"Grading Suite\",\"selectSuite\":\"Select a grading suite\",\"maxIterations\":\"Max Iterations\",\"maxGenerations\":\"Max Generations\",\"targetScore\":\"Target Score (0-1)\",\"startRun\":\"Start Optimization\",\"running\":\"Running...\",\"stop\":\"Stop\",\"runComplete\":\"Optimization complete!\",\"progressChart\":\"Score Progression\",\"kept\":\"Kept (improved)\",\"discarded\":\"Discarded\",\"iterationLog\":\"Iteration Log\",\"bestResult\":\"Best Result\",\"applyPrompt\":\"Apply Optimized Prompt\",\"promptApplied\":\"Optimized prompt applied to agent!\",\"securityReport\":\"Security Report\",\"totalTests\":\"Total Tests\",\"passed\":\"Passed\",\"robustness\":\"Robustness\",\"vulnerabilities\":\"Vulnerabilities Found\",\"applyHardenedPrompt\":\"Apply Hardened Prompt\",\"previewHardenedPrompt\":\"Preview Hardened Prompt\",\"hardenedPromptDesc\":\"The stress lab analyzed your vulnerabilities and generated a hardened version of your system prompt with added safety constraints.\",\"adversarialPrompt\":\"Adversarial Prompt\",\"expectedBehavior\":\"Expected Behavior\",\"agentResponse\":\"Agent Response\",\"systemic\":\"Systemic\",\"notSystemic\":\"Isolated\",\"category\":\"Category\",\"patchApplied\":\"Patch Applied\",\"variantsTested\":\"Variants Tested\",\"backToLab\":\"Back to Optimization Lab\",\"iterations\":\"iterations\",\"baselineScore\":\"Baseline\",\"improvement\":\"Improvement\",\"totalTokens\":\"Total Tokens\",\"optimizedPrompt\":\"Optimized Prompt\",\"diagnosticsFound\":\"Diagnostics\",\"originalScore\":\"Original Score\",\"newScore\":\"New Score\",\"promptDiff\":\"View Diff\",\"distillationResults\":\"Distillation Results\",\"teacherModel\":\"Teacher Model\",\"qualityRetention\":\"Quality\",\"costReduction\":\"Cost Savings\",\"bestROI\":\"Best ROI\",\"champion\":\"Champion\",\"noResults\":\"No detailed results available for this run (completed before persistence was added).\",\"leaderboard\":\"Tournament Leaderboard\",\"config\":\"Configuration\",\"score\":\"Score\",\"cost\":\"Cost/req\",\"latency\":\"Latency\",\"evolutionProgress\":\"Evolution Progress\",\"generationCount\":\"Generations\",\"populationSize\":\"Population\",\"runHistory\":\"Run History\",\"noSuites\":\"No Grading Suites\",\"noSuitesDesc\":\"Create a grading suite first to use the Optimization Lab.\",\"status\":{\"loading\":\"Loading agent dataâ¦\",\"analyzing\":\"Analyzing failed casesâ¦\",\"validating\":\"Validating patchâ¦\",\"evaluating_teacher\":\"Evaluating teacher modelâ¦\",\"evaluating_initial\":\"Evaluating initial configurationâ¦\",\"probing\":\"Probing for vulnerabilitiesâ¦\",\"exploiting\":\"Exploiting discovered weaknessesâ¦\",\"hardening\":\"Hardening system promptâ¦\",\"generating_candidates\":\"Generating tournament candidatesâ¦\",\"generation\":\"Generation {n} in progressâ¦\",\"round\":\"Round {n} in progressâ¦\",\"evaluating_model\":\"Evaluating {model}â¦\",\"iteration\":\"Iteration {n}: {desc}\",\"diagnostic\":\"Diagnosis: {detail}\",\"vulnerability\":\"Vulnerability: {detail}\",\"student\":\"{model} â {quality}% quality retention\"}
1,\"pendingNotes\":{\"title\":\"{count} grading judge suggestion(s)\",\"description\":\"These suggestions will be automatically integrated into the next optimization.\",\"clear\":\"Clear\",\"cleared\":\"Suggestions cleared\"}},\"compliance\":{\"riskLevel\":\"Risk Level (EU AI Act Art. 6)\",\"riskMinimal\":\"Minimal Risk\",\"riskLimited\":\"Limited Risk\",\"riskHigh\":\"High Risk\",\"riskDescription\":\"Classify your agent per EU AI Act risk categories. High-risk agents require tool approval and audit logging.\",\"auditLog\":\"Audit Trail (Art. 12)\",\"auditLogDesc\":\"Log all tool calls and session events for compliance. Required for limited/high risk agents.\",\"humanOversight\":\"Human Oversight (Art. 14)\",\"transparencyBadge\":\"AI-generated content\",\"downloadReport\":\"Download Compliance Report (Art. 11)\",\"reportTitle\":\"EU AI Act Compliance Report\",\"reportGenerated\":\"Report generated successfully\",\"reportDownloaded\":\"Compliance report downloaded\",\"reportError\":\"Failed to generate compliance report\"},\"approval\":{\"title\":\"Tool Approval Required\",\"destructive\":\"Destructive\",\"toolLabel\":\"Tool\",\"approve\":\"Approve\",\"deny\":\"Deny\",\"denied\":\"Tool execution denied by operator.\",\"timeout\":\"Approval timed out â tool denied.\",\"policyLabel\":\"Tool Approval Policy\",\"policyAuto\":\"Automatic (no confirmation)\",\"policyDestructive\":\"Confirm destructive actions\",\"policyAll\":\"Confirm all tool calls\",\"policyDescription\":\"Controls whether tool calls require human approval before execution. EU AI Act Art. 14 recommends human oversight for sensitive operations.\"},\"connectors\":{\"title\":\"Connectors\",\"subtitle\":\"Deploy your agent where your users already work.\",\"widget\":{\"title\":\"Chat Widget\",\"description\":\"Embed a chat widget on any website with a simple script tag.\",\"configure\":\"Configure Widget\",\"enabled\":\"Widget enabled\",\"disabled\":\"W
1idget disabled\",\"welcomeMessage\":\"Welcome message\",\"welcomeMessagePlaceholder\":\"Hi! How can I help you today?\",\"position\":\"Position\",\"bottomRight\":\"Bottom right\",\"bottomLeft\":\"Bottom left\",\"poweredBy\":\"Show 'Powered by Kopern'\",\"poweredByHint\":\"Removable on Pro plan and above\",\"allowedOrigins\":\"Allowed origins\",\"allowedOriginsPlaceholder\":\"https://example.com (one per line)\",\"allowedOriginsHint\":\"Leave empty to allow all origins\",\"embedSnippet\":\"Embed snippet\",\"preview\":\"Preview\",\"apiKey\":\"Widget API Key\",\"generateKey\":\"Generate API Key\",\"regenerateKey\":\"Regenerate Key\",\"keyWarning\":\"Save this key â it won't be shown again.\",\"configuration\":\"Configuration\",\"toastSaved\":\"Widget configuration saved\",\"toastSaveError\":\"Failed to save configuration\",\"toastKeyError\":\"Failed to generate key\"},\"webhooks\":{\"title\":\"Webhooks\",\"description\":\"Connect your agent to external services via HTTP webhooks.\",\"back\":\"Back\",\"webhooksTab\":\"Webhooks\",\"logsTab\":\"Logs\",\"create\":\"Create\",\"save\":\"Save\",\"createWebhook\":\"Create Webhook\",\"editWebhook\":\"Edit Webhook\",\"toastSaved\":\"Webhook saved\",\"inbound\":\"Inbound\",\"outbound\":\"Outbound\",\"inboundDesc\":\"External services send data to your agent\",\"outboundDesc\":\"Your agent sends events to external services\",\"name\":\"Name\",\"namePlaceholder\":\"e.g. Stripe events\",\"type\":\"Type\",\"targetUrl\":\"Target URL\",\"targetUrlPlaceholder\":\"https://your-service.com/webhook\",\"secret\":\"HMAC Secret\",\"secretLabel\":\"Secret (optional)\",\"secretPlaceholder\":\"HMAC signing secret\",\"secretHint\":\"Optional. Used to sign/verify webhook payloads.\",\"events\":\"Trigger events\",\"creating\":\"Creating...\",\"endpointUrl\":\"Endpoint URL\",\"loadingWebhooks\":\"Loading webhooks...\",\"noWebhooks\":\"No webhooks configured yet.\",\"loadingLogs\":\"Loading logs...\",\"noLogs\":\"No logs yet.\",\"logs\":\"Recent Logs\",\"success\":\"Success\",\"error\":\"Error\",\"replaceKey\":\"Replace {key} with your full API key.\",\"test\":\"Test Webhook\",\"testSuccess\":\"Test webhook sent successfully!\",\"testError\":\"Test webhook failed\",\"toastCreated\":\"Webhook created\",\"toastDeleted\":\"Webhook deleted\",\"toastCreateError\":\"Failed to create webhook\",\"toastDeleteError\":\"Failed to delete webhook\",\"toastUpdateError\":\"Failed to update webhook\",\"toastLogsError\":\"Failed to load logs\",\"toastCopied\":\"Copied to clipboard\"},\"slack\":{\"title\":\"Slack Bot\",\"description\":\"Add your agent to a Slack workspace. Users can mention it in channels or DM it directly.\",\"connect\":\"Connect to Slack\",\"disconnect\":\"Disconnect\",\"connected\":\"Connected\",\"workspace\":\"Workspace\",\"channels\":\"Channels\",\"installedBy\":\"Installed by\",\"reconnect\":\"Reconnect\",\"confirmDisconnect\":\"Are you sure you want to disconnect this Slack workspace?\",\"toastDisconnected\":\"Slack workspace disconnected\",\"toastDisconnectError\":\"Failed to disconnect Slack workspace\",\"howItWorks\":\"How it works\",\"tipMention\":\"Mention the bot in any channel to get a response\",\"tipDm\":\"Send a direct message for private conversations\",\"tipThreads\":\"Thread replies maintain conversation context\",\"teamId\":\"Team ID\"},\"telegram\":{\"title\":\"Telegram Bot\",\"description\":\"Connect your agent to Telegram. Users can message the bot directly or add it to groups.\",\"botToken\":\"Bot Token\",\"botTokenPlaceholder\":\"Paste your bot token from @BotFather\",\"connect\":\"Connect Bot\",\"disconnect\":\"Disconnect\",\"connected\":\"Connected\",\"botUsername\":\"Bot Username\",\"confirmDisconnect\":\"Are you sure you want to disconnect this Telegram bot?\",\"toastConnected\":\"Telegram bot connected\",\"toastDisconnected\":\"Telegram bot disconnected\",\"toastConnectError\":\"Failed to connect Telegram bot\",\"toastDisconnectError\":\"Failed to disconnect\",\"howItWorks\":\"How it works\",\"step1\":\"Open Telegram and message @BotFather\",\"step2\":\"Send /newbot and follow the instructions\",\"step3\":\"Copy the bot token and paste it above\",\"step4\":\"Your agent will respond to all messages sent to the bot\"},\"whatsapp\":{\"title\":\"WhatsApp\",\"description\":\"Connect your agent to WhatsApp via Meta Business API. The #1 messaging channel for businesses in France.\",\"phoneNumberId\":\"Phone Number ID\",\"accessToken\":\"Permanent Access Token\",\"verifyToken\":\"Verify Token\",\"phoneNumber\":\"Display Phone Number\",\"connect\":\"Connect WhatsApp\",\"disconnect\":\"Disconnect\",\"connected\":\"Connected\",\"confirmDisconnect\":\"Are you sure you want to disconnect WhatsApp?\",\"toastConnected\":\"WhatsApp connected\",\"toastDisconnected\":\"WhatsApp disconnected\",\"toastConnectError\":\"Failed to connect WhatsApp\",\"toastDisconnectError\":\"Failed to disconnect\",\"webhookUrl\":\"Webhook URL\",\"webhookUrlHint\":\"Paste this URL in your Meta App Dashboard â WhatsApp â Configuration â Callback URL\",\"howItWorks\":\"How it works\",\"step1\":\"Create a Meta Business App at developers.facebook.com\",\"step2\":\"Enable WhatsApp Business API and add a phone number\",\"step3\":\"Copy the Phone Number ID and Access Token from the dashboard\",\"step4\":\"Paste the webhook URL below into your Meta App configuration\",\"step5\":\"Your agent will respond to all incoming WhatsApp messages\"},\"tutorial\":\"Tutorial\",\"closeTutorial\":\"Close tutorial\",\"noConnectors\":\"No connectors configured yet.\",\"planRequired\":\"Upgrade to Pro to use connectors.\"}
1,\"planLimit\":{\"title\":\"Plan limit reached\",\"description\":\"Upgrade your plan or switch to usage-based billing to continue.\",\"viewPlans\":\"View Plans\"},\"consent\":{\"title\":\"We respect your privacy\",\"description\":\"Kopern uses essential cookies for authentication and app functionality. You can also enable functional tracking to get detailed session analytics and usage breakdowns.\",\"acceptAll\":\"Accept All\",\"rejectNonEssential\":\"Essential Only\",\"customize\":\"Customize\",\"savePreferences\":\"Save Preferences\",\"essential\":\"Essential\",\"essentialDesc\":\"Authentication, security, language preferences. Always active â required for the app to function.\",\"functional\":\"Functional Analytics\",\"functionalDesc\":\"Detailed session tracking, per-agent usage breakdowns, error logs, and performance metrics. Helps you monitor your agents and optimize costs.\",\"alwaysActive\":\"Always active\",\"privacyLink\":\"Read our Privacy Policy\",\"updatedToast\":\"Privacy preferences updated\",\"managedInSettings\":\"You can change your preferences anytime in Settings.\"},\"privacy\":{\"title\":\"Privacy Policy\",\"lastUpdated\":\"Last updated: March 23, 2026\",\"intro\":\"Kopern (\\\"we\\\", \\\"us\\\", \\\"our\\\") is committed to protecting your personal data in compliance with the EU General Data Protection Regulation (GDPR) and French data protection laws (Loi Informatique et Libertés).\",\"controllerTitle\":\"1. Data Controller\",\"controllerText\":\"The data controller is Kopern, operated from France. For any data protection inquiries, contact us at: [email protected]\",\"dataCollectedTitle\":\"2. Data We Collect\",\"dataCollectedIntro\":\"We collect the following categories of personal data:\",\"dataAccount\":\"Account data: email address, display name, authentication provider (Google, GitHub, email)\",\"dataApiKeys\":\"API keys: your LLM provider keys (Anthropic, OpenAI, Google, Mistral), stored encrypted in Firestore\",\"dataUsage\":\"Usage data: token consumption, costs, request counts, per-agent breakdowns (for billing purposes)\",\"dataSessions\":\"Session data: conversation logs, tool call history, timestamps (when functional consent is given)\",\"dataGithub\":\"GitHub data: OAuth access token, connected repository names (if you enable GitHub integration)\",\"dataPayment\":\"Payment data: processed by Stripe â we store only your Stripe customer ID, not card details\",\"legalBasisTitle\":\"3. Legal Basis for Processing\",\"legalContract\":\"Contract performance: account management, billing, service delivery (Art. 6(1)(b) GDPR)\",\"legalConsent\":\"Consent: functional analytics, detailed session tracking (Art. 6(1)(a) GDPR)\",\"legalInterest\":\"Legitimate interest: security, fraud prevention, error monitoring (Art. 6(1)(f) GDPR)\",\"legalObligation\":\"Legal obligation: invoicing, tax records (Art. 6(1)(c) GDPR)\",\"cookiesTitle\":\"4. Cookies \u0026 Local Storage\",\"cookiesIntro\":\"Kopern uses minimal cookies:\",\"cookieLocale\":\"NEXT_LOCALE: stores your language preference (essential, 1 year)\",\"cookieAuth\":\"Firebase Auth: session tokens for authentication (essential, session-based)\",\"cookieConsent\":\"kopern_consent: your cookie preferences (essential, 1 year)\",\"cookiesNote\":\"We do not use any third-party analytics, advertising cookies, or tracking pixels.\",\"retentionTitle\":\"5. Data Retention\",\"retentionText\":\"Account data is retained for the duration of your account. Usage data is retained for 24 months for billing purposes. Session data is retained for 12 months. You may request deletion at any time.\",\"thirdPartiesTitle\":\"6. Third-Party Processors\",\"thirdFirebase\":\"Google Firebase (Firestore, Authentication): EU data center, data storage and auth\",\"thirdStripe\":\"Stripe: PCI-DSS compliant payment processing\",\"thirdVercel\":\"Vercel: application hosting (edge functions, EU region available)\",\"thirdLlm\":\"LLM Providers (Anthropic, OpenAI, Google, Mistral): your prompts are sent to these providers using YOUR API keys â Kopern does not store prompt content on its servers\",\"rightsTitle\":\"7. Your Rights (GDPR Art. 15-22)\",\"rightsIntro\":\"You have the right to:\",\"rightAccess\":\"Access: download all your personal data (Settings â Data \u0026 Privacy â Export)\",\"rightRectification\":\"Rectification: update your data in Settings at any time\",\"rightErasure\":\"Erasure: delete your account and all associated data (Settings â Data \u0026 Privacy â Delete Account)\",\"rightPortability\":\"Portability: export your data in JSON format\",\"rightRestriction\":\"Restriction: limit processing by disabling functional tracking\",\"rightObjection\":\"Objection: contact us to object to any processing\",\"rightComplaint\":\"Lodge a complaint with the CNIL (cnil.fr) if you believe your rights are not respected\",\"transfersTitle\":\"8. International Transfers\",\"transfersText\":\"Your data may be processed in the US (Firebase, Vercel, LLM providers). These transfers are covered by Standard Contractual Clauses (SCCs) and the EU-US Data Privacy Framework where applicable.\",\"securityTitle\":\"9. Security Measures\",\"securityText\":\"We implement encryption at rest (Firestore), encrypted API key storage, HMAC signature verification for webhooks, CORS whitelisting for widgets, sandboxed code execution for custom tools, and role-based access control.\",\"changesTitle\":\"10. Changes to This Policy\",\"changesText\":\"We will notify you of material changes via email or in-app notification. Continued use after notification constitutes acceptance.\",\"contactTitle\":\"11. Contact\",\"contactText\":\"For any privacy-related questions or to exercise your rights: [email protected]\"},\"terms\":{\"title\":\"Terms of Service\",\"lastUpdated\":\"Last updated: March 23, 2026\",\"intro\":\"These Terms of Service (\\\"Terms\\\") govern your use of the Kopern platform (\\\"Service\\\"), operated from France.\",\"acceptanceTitle\":\"1. Acceptance\",\"acceptanceText\":\"By creating an account or using the Service, you agree to these Terms. If you do not agree, do not use the Service.\",\"serviceTitle\":\"2. Service Description\",\"serviceText\":\"Kopern is an AI agent builder platform that allows you to create, test, grade, optimize, and deploy AI agents. The Service includes: agent creation and configuration, grading engine, optimization lab, multi-provider LLM integration, deployment c
1onnectors (widget, webhooks, Slack, MCP), billing and usage tracking.\",\"accountTitle\":\"3. Account \u0026 API Keys\",\"accountText\":\"You are responsible for maintaining the security of your account credentials and API keys. Kopern stores your LLM provider API keys encrypted in Firestore to execute agent requests on your behalf. You must have valid agreements with LLM providers whose keys you provide. Kopern is not liable for charges incurred on your provider accounts.\",\"usageTitle\":\"4. Acceptable Use\",\"usageText\":\"You agree not to: use the Service for illegal purposes, attempt to bypass security measures, share API keys with unauthorized parties, use agents to generate harmful, misleading, or illegal content, reverse-engineer or scrape the Service.\",\"billingTitle\":\"5. Billing \u0026 Payments\",\"billingText\":\"Free (Starter) tier has limited features. Paid plans (Pro, Usage-Based, Enterprise) are billed through Stripe. Usage-based billing applies a 17% platform fee on top of LLM provider costs. You can cancel at any time; access continues until the end of the billing period. Refunds are handled on a case-by-case basis.\",\"ipTitle\":\"6. Intellectual Property\",\"ipText\":\"You retain all rights to the agents, prompts, tools, and content you create on Kopern. Kopern retains rights to the platform, UI, and underlying technology. Agents deployed via connectors (widget, webhook, Slack) remain your property.\",\"liabilityTitle\":\"7. Limitation of Liability\",\"liabilityText\":\"Kopern is provided \\\"as is\\\". We are not liable for: LLM provider outages or errors, content generated by your agents, data loss beyond our reasonable control, indirect or consequential damages. Our total liability is limited to the amount you paid us in the 12 months preceding the claim.\",\"terminationTitle\":\"8. Termination\",\"terminationText\":\"Either party may terminate at any time. Upon termination, you may export your data within 30 days. After 30 days, your data will be permanently deleted.\",\"lawTitle\":\"9. Governing Law\",\"lawText\":\"These Terms are governed by French law. Disputes shall be submitted to the courts of Paris, France.\",\"changesTitle\":\"10. Changes\",\"changesText\":\"We may update these Terms with 30 days notice. Continued use after the notice period constitutes acceptance.\",\"contactTitle\":\"11. Contact\",\"contactText\":\"For questions about these Terms: [email protected]\"},\"gdpr\":{\"dataPrivacy\":\"Data \u0026 Privacy\",\"dataPrivacyDesc\":\"Manage your data, privacy preferences, and exercise your GDPR rights.\",\"consentPreferences\":\"Cookie Preferences\",\"consentPreferencesDesc\":\"Choose which types of data processing you consent to.\",\"exportData\":\"Export My Data\",\"exportDataDesc\":\"Download all your personal data in JSON format (GDPR Art. 15).\",\"exportButton\":\"Export Data\",\"exporting\":\"Exporting...\",\"exportSuccess\":\"Data exported successfully\",\"exportError\":\"Failed to export data\",\"deleteAccount\":\"Delete My A
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