MemoryAtlas

Clean, deterministic structured user profiles (slot-filling).

Storage
Cloud, or self-hosted Postgres
Retrieval
Reads a deterministic, slot-filled structured user profile rather than searching raw messages.
Self-host
Self-host: moderate
License
OSS*
Pricing
Free OSS; managed cloud usage-based · Free + paid
GitHub stars
2,771
Last release
Last commit
2026-01-11
First catalogued
2026-06-28

Strengths

  • Predictable, cheap
  • Simple profile schema

Watch out

  • Profile-centric — narrower than full memory engines
  • Maintenance cadence slowing: no repo commits since 2026-01-11 (~5.5 months as of Jun 2026) — re-verify it's still actively maintained before adopting

Best for

  • Structured user profiles for chat personalization

Benchmark results

No sourced results yet.

Sources

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