ai-cli.py is a simple tool for interacting with LLM models on the command line utilizing tool calling, MCP server integration, vector databases, and RAG. It uses Ollama as a backend and is written in python using LangChain and LangGraph.

I am Implementing RAG in Python using LangChain and Ollama together with Retrievers and Vector Stores to provide ranked context to a local tool calling LLM.

Procrastinating & remembering that time I was mining crypto.