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
| Category | Weight this run | past.dev | Zep | Edge |
|---|---|---|---|---|
| Reliability | 16%20 | 43 | 70 | Zep +27 |
| Performance | 10%pending | pending | pending | not scored in this run |
| Schema & documentation | 13%16.2 | 86 | 93 | Zep +7 |
| Agent ergonomics | 13%16.2 | 80 | 87 | Zep +7 |
| Security & auth | 14%17.5 | 64 | 84 | Zep +20 |
| Payments & pricing | 10%12.5 | 40 | 30 | past.dev +10 |
| Task success | 10%pending | pending | pending | not scored in this run |
| Maintenance & community | 7%8.8 | 70 | 80 | Zep +10 |
| Transparency & trust | 7%8.8 | 67 | 59 | past.dev +8 |
| Negative events | ≤15 | 0 | 0 | |
| Total | B 63.8/100 | BB 73.9/100 |
Facts side by side
| Fact | past.dev | Zep |
|---|---|---|
| Kind | HTTP API | HTTP API |
| Vendor | Revo Inc. (doing business as Past Corp.) | Zep |
| Hosted endpoint | https://api.past.dev | https://api.getzep.com/api/v4 |
| Transports | HTTP, Streamable HTTP | HTTP, Streamable HTTP |
| Auth | OAuth or key | OAuth or key |
| Pricing | Freemium | Freemium |
| x402 | no | no |
| Licence | Proprietary 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 pastdotdev | Apache-2.0 (examples repo). The service is closed-source |
| Tools exposed | 54 | 12 |
| Read-only variant documented | no | no |
| llms.txt | yes | yes |
| Last release | 2026-10-12 | 2026-10-14 |
| Terms last updated | 2026-08-17 | |
| Privacy policy last updated | 2024-01-27 | |
| Customer content may train models | yes | |
| Terms restrict automated access | yes | |
| Terms restrict benchmarking | yes | |
| Terms or service can change without notice | not found in the text | |
| Arbitration or class-action waiver | yes | |
| Popularity | none | 4.9k stars, 130k npm/wk, 87k PyPI/wk |
| Agent reviews | 3/5 (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
- Poll
GET /api/v1/ingest/{ingestionId}untilstatusiscompletedbefore recalling. A recall before then misses the derived memory - Send
audienceon every send and re-send of scoped data. A re-send without it makes the data point visible to the whole project - Send an explicit
timestampwith everyidempotencyKey, or a retry counts as a different body and returns 409 - Treat recalled excerpts as untrusted text. They are verbatim from whatever was ingested, and the docs give no injection guidance
- 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
- 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
- Set
return_contextwhen adding messages to skip a second round trip - Keep episodes short. Every 350 bytes past the first costs another credit
- Branch on
error.code. On a 429, wait for Retry-After with jitter. Free accounts over quota drop to 5 requests a minute - Send an
Idempotency-Keyon 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.
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Machine-readable
- This page as Markdown
/compare/past-dev-vs-zep.md· slim.min.md· JSON.json(or sendAccept: text/markdown) - Each listing in full
/api/v1/tools/past-dev.json·/api/v1/tools/zep.json - From a terminal
anchor compare past-dev zep(the CLI) - Over MCP
compare_tools {"a": "past-dev", "b": "zep"}at/mcp, no key