Adaptive Agent Memory Research

About

A local-first, model-agnostic project memory engine for coding agents, paired with open research on deciding what an agent should remember based on measured future usefulness. It runs as an MCP server or CLI and stores memories in an append-only log inside the repository, so it needs no API key, vector database or cloud account. The authors state it is a research engine and not a finished product.