MemoryAtlas

Bi-temporal knowledge graph — every fact carries validity windows; stale facts are auto-superseded.

Storage
Cloud, or Graphiti + Neo4j/FalkorDB/Kuzu
Retrieval
Temporal graph traversal + semantic search over fact nodes.
Self-host
Self-host: heavy
License
Apache-2.0
Pricing
Credit-based cloud; OSS engine free · Free + paid
GitHub stars
28,082
Last release
2026-06-08
Last commit
2026-06-27
First catalogued
2026-06-28

Strengths

  • Best 'current state + history'
  • Beats Mem0 on neutral temporal tests
  • 20k+ stars

Watch out

  • Self-host got harder after Community Edition deprecation; needs a graph DB

Best for

  • Facts that change over time

Benchmark results

BenchmarkValueBackboneTrustSource
longmemeval63.8 accuracyGPT-4oSelf-reportedZep
longmemeval90.2 accuracygpt-5.4 (reasoning=medium)Self-reportedZep
longmemeval71.2 accuracyGPT-4oIndependentHindsight/Vectorize (competitor re-run)
longmemeval58.6 accuracygpt-4o-miniIndependentLiCoMemory (Huang et al., HKUST et al.) — competitor re-run
locomo44.76 accuracygpt-4o-miniIndependentLiCoMemory (Huang et al., HKUST et al.) — competitor re-run

Sources

Last verified 2026-06-28 · updated by manual-refresh