Benchmarks

Live benchmark results comparing MemOS against Mem0 and other memory systems.

BEAM-1M (Production Scale)

CategoryMemOSMem0
Overall (recall@10)95.9%64.1%
Temporal Reasoning97.1%16.3%
Contradiction Resolution88.6%35.7%

Token Efficiency

FormatTokens (20 entries)Savings vs JSON
JSON (full objects)5,479
Verbose TOON1,52272.2%
Compact TOON (new)1,22977.6%