Retrieval-Augmented Generation: embed documents, store in a vector database, and retrieve context for grounded AI responses.
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Automatically installs the pattern and its dependencies in your project.
Download the complete pattern as a standalone Next.js project.
Add your AI provider API key to enable real functionality.
Open http://localhost:3000 to see the pattern in action.
The pattern is ready to use. Modify the components, API routes, and styling to fit your application.
app/page.tsxapp/api/Build question-answering systems that search through company documents, legal papers, or technical manuals for accurate responses.
Create support systems that retrieve relevant information from documentation, FAQs, and help articles to answer user queries.
Develop tools that search academic papers, extract relevant passages, and provide context-aware answers to research questions.
Build assistants that search API documentation, code repositories, and technical guides to provide accurate coding help.
The rag-pipeline pattern demo is being prepared.
Download the pattern to try it with your API key