# Ollama Projects

A collection of example LLM projects built with Ollama's open-source models, covering retrieval-augmented generation, agent tooling and protocols, multi-agent systems, voice and vision use cases.

This repository collects small, runnable example projects built with Ollama's open-source models, organized by use case. Retrieval-augmented generation examples include chatting with PDFs, hybrid RAG, multimodal RAG and voice RAG; agent-tooling examples cover an agent with memory, an MCP-based agent, a secure MCP server and client, and ACP-based agents.

Practical single-agent examples include a web-scraping agent, a research-assistant agent and a text-to-SQL agent, and multi-agent examples include a supervisor-architecture researcher and a swarm-architecture investment advisor. Voice examples cover an AI podcast generator and a local voice assistant, and vision examples cover video summarization, OCR, emotion detection, object detection and an image search engine.

Each project accompanies a video on the author's YouTube channel and is released under the MIT license.

Website: https://github.com/NarimanN2/ollama-playground