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by therealumerhayat • Uncategorized
A collection of minimal, production-ready starter projects for building multi-agent and retrieval-augmented AI workflows.
Expose and query local document collections via REST API.
Retrieval-augmented generation capabilities with semantic search over documents.
Orchestrate multiple AI roles collaboratively to solve complex tasks.
This repository provides three main components: a document server exposing documents via REST API with optional MCP agent integration, a retrieval-augmented generation Q/A bot for websites and documents using Pinecone and OpenAI, and a multi-agent workflow demonstrating collaborative AI agent orchestration. It enables developers to quickly build and experiment with multi-agent AI systems and retrieval-augmented applications, facilitating integration with OpenAI and vector databases. The kit is designed to be minimal yet production-ready, supporting both mock and real API modes.