Spectral

Spectral is an open-source (Apache 2.0) memory system for AI agents and the memory engine behind Permagent. It retrieves memories with deterministic, inspectable full-text and graph search—no model in the recall path—delivering 17ms median recall and 81.5% on the LongMemEval benchmark with honest, published methodology. Built to be checked, and designed for federation.