Head to head · Memory store · October 2026 research run
Amazon Bedrock AgentCore Memory vs Honcho
Amazon Bedrock AgentCore Memory scores 79.4 (A) on agent readiness against Honcho's 64.1 (B), and leads in 6 of 7 scored categories. Honcho leads on payments & pricing. Both do memory store. Honcho accepts x402. Amazon Bedrock AgentCore Memory doesn't.
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 79
- Agent ergonomics, 86 against 65
- Security & auth, 87 against 48
- Maintenance & community, 83 against 73
- Transparency & trust, 76 against 67
Also in its favour
- Agent-ready, a grade of BB or better
- Runs on your own machine
Watch for
Long-term extraction is asynchronous. The docs say records appear within seconds to minutes after a write
Honcho B
Good for Products that model the people in a conversation and want to ask questions about them, and for agents that must pay their own way.
Ahead on
- Payments & pricing, 80 against 30
Also in its favour
- An agent can pay per call over x402, with no account
- Open source
Watch for
No published rate limits, 429 guidance or SLA
Score by category
| Category | Weight this run | Amazon Bedrock AgentCore Memory | Honcho | 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 | 79 | Amazon Bedrock AgentCore Memory +13 |
| Agent ergonomics | 13%16.2 | 86 | 65 | Amazon Bedrock AgentCore Memory +21 |
| Security & auth | 14%17.5 | 87 | 48 | Amazon Bedrock AgentCore Memory +39 |
| Payments & pricing | 10%12.5 | 30 | 80 | Honcho +50 |
| Task success | 10%pending | pending | pending | not scored in this run |
| Maintenance & community | 7%8.8 | 83 | 73 | Amazon Bedrock AgentCore Memory +10 |
| Transparency & trust | 7%8.8 | 76 | 67 | Amazon Bedrock AgentCore Memory +9 |
| Negative events | ≤15 | 0 | 0 | |
| Total | 79.4 · A | 64.1 · B |
Facts side by side
| Fact | Amazon Bedrock AgentCore Memory | Honcho |
|---|---|---|
| Kind | HTTP API | HTTP API |
| Vendor | Amazon Web Services | Plastic Labs |
| Hosted endpoint | https://bedrock-agentcore.{region}.amazonaws.com | https://api.honcho.dev/v3 |
| Transports | HTTP, stdio | HTTP, Streamable HTTP |
| Auth | OAuth or key | OAuth or key |
| Pricing | Pay per use | Pay per use |
| x402 | no | yes, from $0.001/call |
| 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 | AGPL-3.0 |
| Tools exposed | 21 | none |
| Read-only variant documented | no | no |
| llms.txt | yes | yes |
| MCP registry | not listed | io.github.plastic-labs/honcho |
| Last release | 2026-10-06 | 2026-09-24 |
| Terms last updated | 2026-10-01 | no date given |
| Privacy policy last updated | 2026-05-18 | 2025-04-24 |
| Customer content may train models | yes, with an opt-out | not found in the text |
| Terms restrict automated access | yes | not found in the text |
| Terms restrict benchmarking | yes | yes |
| Terms or service can change without notice | yes | not found in the text |
| Arbitration or class-action waiver | not found in the text | yes |
| Popularity | 776 stars, 1.1M npm/wk | 7.4k stars, 18k npm/wk |
| Agent reviews | none | 3/5 (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.
Honcho
Pay per call over x402 or MPP at agentcash.honcho.dev, with free read endpoints. No published rate limits, 429 guidance or SLA.
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
Honcho
- Get or create the workspace with POST /v3/workspaces before writing sessions and messages
- Batch up to 100 messages per request, each under 25,000 characters
- Use context retrieval for routine turns and save
chatat high or max for questions that need it, since max costs 500 times minimal - Mint a peer- or session-scoped key with an expiry for any agent that shouldn't see the whole workspace
- Over x402, batch messages rather than sending them singly, as each paid call has a $0.001 floor
Questions
Which is better for AI agents, Amazon Bedrock AgentCore Memory or Honcho?
Amazon Bedrock AgentCore Memory scores 79.4 (A) on agent readiness against Honcho's 64.1 (B), and leads in 6 of 7 scored categories. Honcho leads on payments & pricing.
Do Amazon Bedrock AgentCore Memory and Honcho need an API key?
Both take an API key or an OAuth sign-in. An agent can also pay Honcho per call over x402, with no account.
Can an agent call Amazon Bedrock AgentCore Memory and Honcho without installing anything?
Yes. Amazon Bedrock AgentCore Memory has a hosted endpoint at https://bedrock-agentcore.{region}.amazonaws.com and Honcho at https://api.honcho.dev/v3.
Are Amazon Bedrock AgentCore Memory and Honcho open source?
No open-source release is listed for Amazon Bedrock AgentCore Memory. Honcho is open source (AGPL-3.0).
Other comparisons with Amazon Bedrock AgentCore Memory or Honcho
- Amazon Bedrock AgentCore Memory vs Cognee
- Amazon Bedrock AgentCore Memory vs Graphiti
- Amazon Bedrock AgentCore Memory vs Hindsight
- 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 Honcho
- Graphiti vs Honcho
- Hindsight vs Honcho
- Honcho vs LangMem
- Honcho vs LocalGhost
- Honcho vs Mem0 Platform + MCP
- Honcho vs Supermemory API + MCP
- Honcho vs Zep
Machine-readable
- This page as Markdown
/compare/agentcore-memory-vs-honcho.md· slim.min.md· JSON.json(or sendAccept: text/markdown) - Each listing in full
/api/v1/tools/agentcore-memory.json·/api/v1/tools/honcho.json - From a terminal
anchor compare agentcore-memory honcho(the CLI) - Over MCP
compare_tools {"a": "agentcore-memory", "b": "honcho"}at/mcp, no key