rag-alternative

Open-source structured memory for AI agents. Ingot stores tool results and documents in SQL-friendly form, with optional embeddings, MCP access, and a local quick start for running the stack.

Open-source Python project for execution-first multi-agent workflows built around YAML Charterfiles, runtime schema enforcement, and a boss-agent hierarchy. The README includes install commands, a short usage tour, and a small code example.