Agent Memory Leaderboard - Cycle 1 - Industry: leaderboard
Agent Memory Leaderboard (2026): cycle-one textual public_suite_v3, 0–100. Academic and industry tracks remain separate. Rows identify complete memory systems and their submitted versions, not their underlying language model; aggregate average_score is retained at source precision. Score (%).
Metric: Score (%). Source: agentmemoryleaderboard.ai. Saturation forecast: Rough model projection: around 2026. 15 models tracked.
Top models
| # | Model | Score | Overall rank |
|---|---|---|---|
| 1 | AML MemoraX | 58.02 | |
| 2 | AML MemOS | 45.89 | |
| 3 | AML NTES-MEMORY-SMART | 44.21 | |
| 4 | AML AML-Eval-FLASH | 43.65 | |
| 5 | AML Cognee | 42.61 | |
| 6 | AML NTES-MEMORY-MQ-LAYER | 42.11 | |
| 7 | AML TencentDB | 41.48 | |
| 8 | AML Mem0 | 41.4 | |
| 9 | AML MemPalace | 39.48 | |
| 10 | AML Vectorize Hindsight Cloud | 38.54 |
Interactive version: theaggregate.ai/benchmark?slug=agent-memory-leaderboard-cycle-1-industry · How It Works · Data refreshed daily, snapshot 2026-10-21.