Cross-vendor agent-memory benchmarks (v2)¶
run at 2026-04-28T12:46:24.131671Z, iters/op = 30
Generated by bench/vendors/run_all.py. Each driver is invoked through a uniform memory_put / memory_get interface so latency is apples-to-apples. Drivers whose dependent service or pip package is missing on the host are skipped — install the vendor's client + point the driver's environment variables at a running instance to fill in the row.
| backend | n | put p50 | put p95 | put p99 | get p50 | get p95 | get p99 | note |
|---|---|---|---|---|---|---|---|---|
| EvolutionDB | 30 | 3.611 | 6.328 | 7.788 | 0.874 | 1.556 | 1.914 | |
| MongoDB (langgraph-store-mongodb shape) | — | — | — | — | — | — | — | not available |
| Mem0-compat (on EvolutionDB) | 30 | 3.889 | 6.374 | 6.732 | 0.968 | 2.280 | 3.080 | |
| Mem0 (upstream) | — | — | — | — | — | — | — | not available |
| Zep | — | — | — | — | — | — | — | not available |
| Pinecone | — | — | — | — | — | — | — | not available |
| Weaviate | — | — | — | — | — | — | — | not available |
units: milliseconds; vendors not pre-installed are marked not available.