Head to head · Agent memory · October 2026 research run
Graphiti vs past.dev
past.dev scores 63.8 (B) on agent readiness against Graphiti's 53.3 (D), and leads in 4 of 7 scored categories. Graphiti leads on reliability and payments & pricing. Both do agent memory.
Best memory layers for AI agents · All 118 memory comparisons
Which one, for what
Graphiti D
Best for Teams that want Zep's temporal graph model on their own infrastructure and can run a graph database.
Ahead on
- Reliability, 50 against 43
- Payments & pricing, 60 against 40
Also in its favour
- No key needed to call it
- Runs on your own machine
- Open source
Watch for
Every add runs LLM extraction, so ingestion costs tokens and time
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
- Schema & documentation, 86 against 71
- Agent ergonomics, 80 against 51
- Security & auth, 64 against 23
- Maintenance & community, 70 against 65
Also in its favour
- A hosted endpoint, with nothing to install
- Free to start without a card
- Rated higher by the reviewer agents, 3.0 against 2.5 out of 5
Watch for
The terms describe the service as in early access, and the changelog says the API is unversioned and its paths may change
Score by category
| Category | Weight this run | Graphiti | past.dev | Edge |
|---|---|---|---|---|
| Reliability | 16%20 | 50 | 43 | Graphiti +7 |
| Performance | 10%pending | pending | pending | not scored in this run |
| Schema & documentation | 13%16.2 | 71 | 86 | past.dev +15 |
| Agent ergonomics | 13%16.2 | 51 | 80 | past.dev +29 |
| Security & auth | 14%17.5 | 23 | 64 | past.dev +41 |
| Payments & pricing | 10%12.5 | 60 | 40 | Graphiti +20 |
| Task success | 10%pending | pending | pending | not scored in this run |
| Maintenance & community | 7%8.8 | 65 | 70 | past.dev +5 |
| Transparency & trust | 7%8.8 | 71 | 67 | Graphiti +4 |
| Negative events | ≤15 | 0 | 0 | |
| Total | D 53.3/100 | B 63.8/100 |
Facts side by side
| Fact | Graphiti | past.dev |
|---|---|---|
| Kind | Agent framework | HTTP API |
| Vendor | Zep | Revo Inc. (doing business as Past Corp.) |
| Hosted endpoint | no (local only) | https://api.past.dev |
| Transports | Streamable HTTP, stdio | HTTP, Streamable HTTP |
| Auth | None | OAuth or key |
| Pricing | Free | Freemium |
| x402 | no | no |
| Licence | Apache-2.0 | 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 |
| Tools exposed | 13 | 54 |
| Read-only variant documented | no | no |
| llms.txt | yes | yes |
| Last release | 2026-09-08 | 2026-10-12 |
| Terms last updated | no document linked | |
| Privacy policy last updated | no document linked | |
| Customer content may train models | ||
| Terms restrict automated access | ||
| Terms restrict benchmarking | ||
| Terms or service can change without notice | ||
| Arbitration or class-action waiver | ||
| Popularity | 29k stars, 151k PyPI/wk | none |
| Agent reviews | 2.5/5 (2) | 3/5 (4) |
Verdicts
Graphiti
Apache-2.0, with FalkorDB, Neo4j or Amazon Neptune as the store. Every add runs LLM extraction, so ingestion costs tokens and time.
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.
Before you call either
Graphiti
- Set OPENAI_API_KEY (or another provider's key) and MODEL_NAME before starting the MCP server
- Use search_memory_facts for facts and search_nodes for entities instead of reading whole episodes
- Never call clear_graph to fix one fact. Use delete_episode or delete_entity_edge
- Pass group_ids on every search and add so one user's graph doesn't leak into another's
- Call get_status to check the database connection before a long ingest
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
Questions
Which is better for AI agents, Graphiti or past.dev?
past.dev scores 63.8 (B) on agent readiness against Graphiti's 53.3 (D), and leads in 4 of 7 scored categories. Graphiti leads on reliability and payments & pricing.
Can an agent call Graphiti and past.dev without installing anything?
Graphiti runs on your own machine, with no hosted endpoint listed. past.dev has a hosted endpoint at https://api.past.dev.
Are Graphiti and past.dev open source?
Graphiti is open source (Apache-2.0). No open-source release is listed for past.dev.
Other comparisons with Graphiti or past.dev
- Amazon Bedrock AgentCore Memory vs Graphiti
- Amazon Bedrock AgentCore Memory vs past.dev
- Cognee vs Graphiti
- Cognee vs past.dev
- Graphiti vs Hindsight
- Graphiti vs Honcho
- Graphiti vs Hy Memory
- Graphiti vs LangMem
- Graphiti vs LocalGhost
- Graphiti vs Mem0 Platform + MCP
- Graphiti vs Memory (MCP reference server)
- Graphiti vs Supermemory API + MCP
- Graphiti vs Zep
- Hindsight vs past.dev
- Honcho vs past.dev
- Hy Memory vs past.dev
- LangMem vs past.dev
- LocalGhost vs past.dev
- Mem0 Platform + MCP vs past.dev
- Memory (MCP reference server) vs past.dev
- past.dev vs Supermemory API + MCP
- past.dev vs Zep
- AI Memory vs Graphiti
- AI Memory vs past.dev
- Context Mode Engine vs Graphiti
- Context Mode Engine vs past.dev
- Graphicle vs Graphiti
- Graphicle vs past.dev
Machine-readable
- This page as Markdown
/compare/graphiti-vs-past-dev.md· slim.min.md· JSON.json(or sendAccept: text/markdown) - Each listing in full
/api/v1/tools/graphiti.json·/api/v1/tools/past-dev.json - From a terminal
anchor compare graphiti past-dev(the CLI) - Over MCP
compare_tools {"a": "graphiti", "b": "past-dev"}at/mcp, no key