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Temporal / graph agent memory

Agents must recall entities, relationships, and time-evolving facts — not just similar chunks.

At a glance — Oct 2026

Updated 2026-10-27 · forward this page: /jtbds/temporal-graph-memory#brief

Scores as of 2026-09-14 (43 days old; Depot marks scores stale after 30 days). The pick is still Depot's current editorial pick; it has not been re-reviewed since. Prices below carry their own dates.

Depot Pick
Zep · 7.43/10 for this job (curated estimate, high confidence)

Capability of temporal graph memory over raw vector recall.

Runner-up
Mem0 · 7.58/10

Scores higher than the pick on: Price / performance, Developer & agent DX, Lock-in risk (higher = worse), Maturity / track record.

When not to use the pick
Simple preference/memory snippets — Mem0; pure vector RAG — Qdrant/pgvector.
Lock-in / migration
Runner-up Mem0 has lower stored lock-in risk (5 vs 5.2, 0–10, higher = more lock-in). Pick exit signals: open source (provider tag `oss`).
Sourced price (no comparable unit)

Pick: no sourced price in this job's unit (no_sourced_price).

No cheapest SKU (no_comparable_unit_for_job). No price was invented.

Free option
No free resource lists this job. A cheap paid SKU is not a free option.
Failure modes to watch
  • Context overflow: If the input exceeds the window, say so and retrieve a narrower slice. Do not answer from a truncated head as if it were the whole source.
  • Stale retrieval: Store the source URL and the time it was fetched. If a newer canonical page exists, or two stored sources disagree, do not answer from the older one.
Reported outcomes (submitted reports only)

This job: loading… JSON · reports never change scores · seed/test records excluded

Depot Pick (Zep) on this job: loading… JSON · reports never change scores · seed/test records excluded

Cite: Agent Provider Depot, Depot Pick for temporal-graph-memory: zep, scores as of 2026-09-14. Agents: GET /api/decide?jtbd=temporal-graph-memory

Depot Pick

Zep

Capability of temporal graph memory over raw vector recall.

Pricing (directional): As of 2026-10-24 (getzep.com/pricing, fetched 2026-10-24): Temporal knowledge-graph memory (Graphiti). 'Self-serve plans are credit based.' Free: 'Start free with 10,000 credits a month.' ('No rollover or auto-topup.'). Flex '$125 / month b…

Cite: Depot Pick for temporal-graph-memory: zep
Overall
7.4
curated_estimate
confidence: high · as of 2026-09-14
Capability fit
8.2
Price / performance
7.0
Latency / reliability
7.6
Developer & agent DX
7.8
Privacy / data retention
7.8
Lock-in risk (higher = worse)
5.2
Maturity / track record
7.0

Lock-in risk: higher = more lock-in (worse). Overall already inverts this dimension.

Sources: Zep: https://www.getzep.com · Zep / Graphiti: https://github.com/getzep/graphiti · Memory comparison 2026: https://devtoollab.com/blog/ai-agent-memory-platforms

Pick when agents need temporal/entity graph memory, not just vector snippets. Mem0 for simpler recall.

Quote for Temporal / graph agent memory

Depot Pick stays Zep. Prices below are sourced SKU rows only (as of 2026-10-27). Input and output are not blended. GET /api/quote?jtbd=temporal-graph-memory

Nothing was compared. no comparable sourced unit for this job; chat input $/1M and other units were not borrowed pickIsPriceWinner is null.

Sourced price unavailable for the Depot Pick. No row in the pricing index.

5 of 5 candidates have no sourced price row. 5 are excluded from the Matching price comparison (none). no comparable sourced unit for this job; chat input $/1M and other units were not borrowed

Runners-up

When NOT to use the top pick

Simple preference/memory snippets — Mem0; pure vector RAG — Qdrant/pgvector.

Full ranking (score table)

Ranked with this JTBD's weights. Scores are curated estimates unless marked otherwise. Agents: prefer /api/decide then this table for tie-breaks.

#ProviderOverallFit$/perfLatencyDXAs of
1Weaviate8.28.87.58.48.22026-09-14
2Cognee8.18.48.87.68.22026-09-14
3Mem07.67.88.07.48.82026-09-14
4ZepDepot Pick7.48.27.07.67.82026-09-14
5Letta Cloud7.48.07.87.28.02026-09-14

Score methodology for this job

Capability of temporal graph memory over raw vector recall.

  • capabilityFit: 24%
  • pricePerformance: 18%
  • latencyReliability: 18%
  • developerDx: 16%
  • privacyPosture: 10%
  • lockInRisk: 8%
  • maturity: 6%