Production architecture
The download is a complete Next.js app with clean server routes, isolated secrets, environment examples, a polished UI, and setup docs that make it runnable immediately after adding keys.
AI project generator for RAG, chatbot, AI agents, and voice AI agents starters.
Download a Next.js + Clerk + Supabase + OpenAI RAG chatbot starter in 30 seconds.
Knowledge Assistant
Talk with PDFs and documents
Step 1
Upload docs
Step 2
Embed chunks
Step 3
Retrieve context
Starter quality
The download is a complete Next.js app with clean server routes, isolated secrets, environment examples, a polished UI, and setup docs that make it runnable immediately after adding keys.
It includes request validation, Clerk protection when enabled, prompt-injection checks, audit events, and controlled failure messages instead of exposing raw errors.
Document upload, parsing, metadata, chunking, embeddings, hybrid retrieval, reranking, citations, source previews, document deletion, and re-indexing are built into the starter.
The starter ships with scored eval dimensions for answer quality, groundedness, citations, refusals, injection resistance, approvals, completion, and latency.
The README includes a Vercel deploy button pattern, required environment variables, and clear deployment notes so the starter can move from local preview to hosted app quickly.
The previewed theme, project type, auth setting, and storage choice are reflected in the generated zip so the starter feels tailored before anyone edits code.