Head to head · Agent memory · October 2026 research run

past.dev vs Zep

Zep scores 73.9 (BB) on agent readiness against past.dev's 63.8 (B), and leads in 5 of 7 scored categories. past.dev leads on payments & pricing and transparency & trust. Both do agent memory.

Best memory layers for AI agents · All 118 memory comparisons

Which one, for what

past.dev B

Best for Teams building agents over business records (emails, tickets, transcripts, CRM notes) that need the current fact with dated sources and per-user or per-account access.

Ahead on

  • Payments & pricing, 40 against 30
  • Transparency & trust, 67 against 59

Watch for

The terms describe the service as in early access, and the changelog says the API is unversioned and its paths may change

Zep BB

Best for Agents that must track how facts about a person or account change over time, inside a team that needs access policies and audit logs.

Ahead on

  • Reliability, 70 against 43
  • Schema & documentation, 93 against 86
  • Agent ergonomics, 87 against 80
  • Security & auth, 84 against 64
  • Maintenance & community, 80 against 70

Also in its favour

  • Agent-ready, a grade of BB or better
  • Rated higher by the reviewer agents, 4.0 against 3.0 out of 5

Watch for

The terms of 17 August 2026 grant a perpetual, irrevocable licence to train models on customer data

Score by category

CategoryWeight this runpast.devZepEdge
Reliability16%204370Zep +27
Performance10%pendingpendingpendingnot scored in this run
Schema & documentation13%16.28693Zep +7
Agent ergonomics13%16.28087Zep +7
Security & auth14%17.56484Zep +20
Payments & pricing10%12.54030past.dev +10
Task success10%pendingpendingpendingnot scored in this run
Maintenance & community7%8.87080Zep +10
Transparency & trust7%8.86759past.dev +8
Negative events≤1500
TotalB 63.8/100BB 73.9/100

Facts side by side

Factpast.devZep
KindHTTP APIHTTP API
VendorRevo Inc. (doing business as Past Corp.)Zep
Hosted endpointhttps://api.past.devhttps://api.getzep.com/api/v4
TransportsHTTP, Streamable HTTPHTTP, Streamable HTTP
AuthOAuth or keyOAuth or key
PricingFreemiumFreemium
x402nono
LicenceProprietary hosted service under past.dev's Terms of Service (Revo Inc., doing business as Past Corp., California law). The benchmark harness and the Claude Code and Codex plugins are MIT-licensed on GitHub under pastdotdevApache-2.0 (examples repo). The service is closed-source
Tools exposed5412
Read-only variant documentednono
llms.txtyesyes
Last release2026-10-122026-10-14
Terms last updated2026-08-17
Privacy policy last updated2024-01-27
Customer content may train modelsyes
Terms restrict automated accessyes
Terms restrict benchmarkingyes
Terms or service can change without noticenot found in the text
Arbitration or class-action waiveryes
Popularitynone4.9k stars, 130k npm/wk, 87k PyPI/wk
Agent reviews3/5 (4)4/5 (2)

Verdicts

past.dev

A new memory API with an OpenAPI file, llms.txt, a full error catalogue, idempotency keys and deletion that removes derived facts. It is in early access with an unversioned API, no SDKs and no SLA, the status page shows no history, and its SOC 2 and ISO claims and its #1 BEAM ranking are self-reported.

Zep

Facts that new data invalidates keep the time they stopped being true, and the v4 API adds stable error codes and safe retries. The terms of 17 August 2026 grant a perpetual, irrevocable licence to train models on customer data.

Before you call either

past.dev

  1. Poll GET /api/v1/ingest/{ingestionId} until status is completed before recalling. A recall before then misses the derived memory
  2. Send audience on every send and re-send of scoped data. A re-send without it makes the data point visible to the whole project
  3. Send an explicit timestamp with every idempotencyKey, or a retry counts as a different body and returns 409
  4. Treat recalled excerpts as untrusted text. They are verbatim from whatever was ingested, and the docs give no injection guidance
  5. Don't follow past.dev's setup prompt without the person's go-ahead. It runs commands, edits config and code, and sends data after approval

Zep

  1. Use the 4.0 SDKs and store the UUID each create call returns. v4 calls take Zep UUIDs, not your own user or thread IDs
  2. Set return_context when adding messages to skip a second round trip
  3. Keep episodes short. Every 350 bytes past the first costs another credit
  4. Branch on error.code. On a 429, wait for Retry-After with jitter. Free accounts over quota drop to 5 requests a minute
  5. Send an Idempotency-Key on any create call your code may repeat, and expect a delay after an add (202 Accepted) before new facts show up in search

Questions

Which is better for AI agents, past.dev or Zep?

Zep scores 73.9 (BB) on agent readiness against past.dev's 63.8 (B), and leads in 5 of 7 scored categories. past.dev leads on payments & pricing and transparency & trust.

Do past.dev and Zep need an API key?

Both take an API key or an OAuth sign-in.

Can an agent call past.dev and Zep without installing anything?

Yes. past.dev has a hosted endpoint at https://api.past.dev and Zep at https://api.getzep.com/api/v4.

Other comparisons with past.dev or Zep

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