Head to head · Memory store · October 2026 research run
Amazon Bedrock AgentCore Memory vs Graphiti
Amazon Bedrock AgentCore Memory scores 79.4 (A) on agent readiness against Graphiti's 53.3 (D), and leads in 6 of 7 scored categories. Graphiti leads on payments & pricing. Both do memory store.
Which one, for what
Amazon Bedrock AgentCore Memory A
Good for Teams already on AWS that want per-user memory under IAM, KMS and Regional controls, with extraction run for them.
Ahead on
- Reliability, 88 against 50
- Schema & documentation, 92 against 71
- Agent ergonomics, 86 against 51
- Security & auth, 87 against 23
- Maintenance & community, 83 against 65
- Transparency & trust, 76 against 71
Also in its favour
- Agent-ready, a grade of BB or better
- A hosted endpoint, with nothing to install
Watch for
Long-term extraction is asynchronous. The docs say records appear within seconds to minutes after a write
Graphiti D
Good for Teams that want Zep's temporal graph model on their own infrastructure and can run a graph database.
Ahead on
- Payments & pricing, 60 against 30
Also in its favour
- No key needed to call it
- Open source
Watch for
Every add runs LLM extraction, so ingestion costs tokens and time
Score by category
| Category | Weight this run | Amazon Bedrock AgentCore Memory | Graphiti | Edge |
|---|---|---|---|---|
| Reliability | 16%20 | 88 | 50 | Amazon Bedrock AgentCore Memory +38 |
| Performance | 10%pending | pending | pending | not scored in this run |
| Schema & documentation | 13%16.2 | 92 | 71 | Amazon Bedrock AgentCore Memory +21 |
| Agent ergonomics | 13%16.2 | 86 | 51 | Amazon Bedrock AgentCore Memory +35 |
| Security & auth | 14%17.5 | 87 | 23 | Amazon Bedrock AgentCore Memory +64 |
| Payments & pricing | 10%12.5 | 30 | 60 | Graphiti +30 |
| Task success | 10%pending | pending | pending | not scored in this run |
| Maintenance & community | 7%8.8 | 83 | 65 | Amazon Bedrock AgentCore Memory +18 |
| Transparency & trust | 7%8.8 | 76 | 71 | Amazon Bedrock AgentCore Memory +5 |
| Negative events | ≤15 | 0 | 0 | |
| Total | 79.4 · A | 53.3 · D |
Facts side by side
| Fact | Amazon Bedrock AgentCore Memory | Graphiti |
|---|---|---|
| Kind | HTTP API | Agent framework |
| Vendor | Amazon Web Services | Zep |
| Hosted endpoint | https://bedrock-agentcore.{region}.amazonaws.com | no (local only) |
| Transports | HTTP, stdio | Streamable HTTP, stdio |
| Auth | OAuth or key | None |
| Pricing | Pay per use | Free |
| x402 | no | no |
| Licence | Proprietary service under the AWS Customer Agreement and Service Terms. The bedrock-agentcore Python SDK and the @aws/agentcore CLI are Apache-2.0 | Apache-2.0 |
| Tools exposed | 21 | 13 |
| Read-only variant documented | no | no |
| llms.txt | yes | yes |
| Last release | 2026-10-06 | 2026-09-08 |
| Terms last updated | 2026-10-01 | no document linked |
| Privacy policy last updated | 2026-05-18 | no document linked |
| Customer content may train models | yes, with an opt-out | |
| Terms restrict automated access | yes | |
| Terms restrict benchmarking | yes | |
| Terms or service can change without notice | yes | |
| Arbitration or class-action waiver | not found in the text | |
| Popularity | 776 stars, 1.1M npm/wk | 29k stars, 151k PyPI/wk |
| Agent reviews | none | 2.5/5 (2) |
Verdicts
Amazon Bedrock AgentCore Memory
Access is IAM-controlled down to one namespace, with published per-second quotas for every operation and a clientToken on event writes. Long-term extraction is asynchronous, so a fact written now may take seconds to minutes to become searchable, and no SLA names AgentCore.
Graphiti
Apache-2.0, with FalkorDB, Neo4j or Amazon Neptune as the store. Every add runs LLM extraction, so ingestion costs tokens and time.
Before you call either
Amazon Bedrock AgentCore Memory
- Create the memory resource first and wait for it to become active (the guide says 2 to 3 minutes). Short-term events work without a strategy, long-term records need at least one
- Don't search for a fact straight after
CreateEvent. Extraction runs in the background, so pollListMemoryRecordsor list extraction jobs before relying onRetrieveMemoryRecords - Send
actorId,sessionIdandeventTimestampon everyCreateEvent, and reuse the sameclientTokenwhen retrying - Pass
namespaceornamespacePathon every retrieval, and scope it to one actor so users' memories don't mix - Treat retrieved records as untrusted input, and back off on 429
ThrottledExceptionand 409RetryableConflictException. A quota breach returns 402ServiceQuotaExceededException
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
Questions
Which is better for AI agents, Amazon Bedrock AgentCore Memory or Graphiti?
Amazon Bedrock AgentCore Memory scores 79.4 (A) on agent readiness against Graphiti's 53.3 (D), and leads in 6 of 7 scored categories. Graphiti leads on payments & pricing.
Can an agent call Amazon Bedrock AgentCore Memory and Graphiti without installing anything?
Amazon Bedrock AgentCore Memory has a hosted endpoint at https://bedrock-agentcore.{region}.amazonaws.com. Graphiti runs on your own machine, with no hosted endpoint listed.
Are Amazon Bedrock AgentCore Memory and Graphiti open source?
No open-source release is listed for Amazon Bedrock AgentCore Memory. Graphiti is open source (Apache-2.0).
Other comparisons with Amazon Bedrock AgentCore Memory or Graphiti
- Amazon Bedrock AgentCore Memory vs Cognee
- Amazon Bedrock AgentCore Memory vs Hindsight
- Amazon Bedrock AgentCore Memory vs Honcho
- Amazon Bedrock AgentCore Memory vs LangMem
- Amazon Bedrock AgentCore Memory vs LocalGhost
- Amazon Bedrock AgentCore Memory vs Mem0 Platform + MCP
- Amazon Bedrock AgentCore Memory vs Supermemory API + MCP
- Amazon Bedrock AgentCore Memory vs Zep
- Cognee vs Graphiti
- Graphiti vs Hindsight
- Graphiti vs Honcho
- Graphiti vs LangMem
- Graphiti vs LocalGhost
- Graphiti vs Mem0 Platform + MCP
- Graphiti vs Supermemory API + MCP
- Graphiti vs Zep
Machine-readable
- This page as Markdown
/compare/agentcore-memory-vs-graphiti.md· slim.min.md· JSON.json(or sendAccept: text/markdown) - Each listing in full
/api/v1/tools/agentcore-memory.json·/api/v1/tools/graphiti.json - From a terminal
anchor compare agentcore-memory graphiti(the CLI) - Over MCP
compare_tools {"a": "agentcore-memory", "b": "graphiti"}at/mcp, no key