MemoryAtlas

Memory in plain SQL — no vector DB, fully inspectable, portable.

Storage
Any SQLite / Postgres / MySQL
Retrieval
Recalls memories via plain SQL queries over relational tables — no vector database.
Self-host
Self-host: trivial
License
Apache-2.0
Pricing
Free OSS; managed cloud Free/Paid · Free + paid
GitHub stars
15,478
Last release
2026-05-28
Last commit
2026-06-15
First catalogued
2026-06-28

Strengths

  • ~80–90% cheaper infra
  • SQL-queryable / debuggable
  • One line to add

Watch out

  • Simpler retrieval than graph/hybrid systems

Best for

  • Skip the vector DB — inspectable SQL

Benchmark results

BenchmarkValueBackboneTrustSource
locomo81.95 accuracySelf-reportedMemori (MemoriLabs)

Sources

Last verified 2026-06-28 · updated by refresh-framework-cards