Failure Attributioni

How often each tool fails, and why. Lower is better.

1 CogneeCognee
2.7%
1 Karpathy WikiKarpathy Wiki
2.7%
3 MnemosyneMnemosyne
3.3%
4 Mem0Mem0
4.7%
5 HindsightHindsight
5.3%
7 gbraingbrain
7.3%
7 HyperspellHyperspell
7.3%
9 SupermemorySupermemory
10.0%
10 MembaseMembase
14.0%
11 StashStash
15.3%
12 HonchoHoncho
27.3%
Incorrect AnswerQuestion Not AddressedOutdated AnswerFabricated MemoryLeaked Deleted DataNot Erased
Agentic Memory Index · Verging Labs