Head to head · Agent memory · October 2026 research run
Amazon Bedrock AgentCore Memory vs Graphicle
Amazon Bedrock AgentCore Memory scores 79.4 (A) on agent readiness against Graphicle's 69.8 (B), and leads in 5 of 7 scored categories. Graphicle leads on payments & pricing. Both do agent memory.
Best memory layers for AI agents · All 65 memory comparisons
Which one, for what
Amazon Bedrock AgentCore Memory A
Best 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 63
- Schema & documentation, 92 against 83
- Security & auth, 87 against 69
- Maintenance & community, 83 against 48
- Transparency & trust, 76 against 68
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
Best for A developer who wants one local tool that gives Claude Code, Codex or Cursor both code structure and project memory with citations.
Ahead on
- Payments & pricing, 60 against 30
Also in its favour
- Free to start without a card
- Open source
Watch for
One release, v0.1.0 on 14 October 2026, from a repository created that day
Score by category
| Category | Weight this run | Amazon Bedrock AgentCore Memory | Graphicle | Edge |
|---|---|---|---|---|
| Reliability | 16%20 | 88 | 63 | Amazon Bedrock AgentCore Memory +25 |
| Performance | 10%pending | pending | pending | not scored in this run |
| Schema & documentation | 13%16.2 | 92 | 83 | Amazon Bedrock AgentCore Memory +9 |
| Agent ergonomics | 13%16.2 | 86 | 86 | even |
| Security & auth | 14%17.5 | 87 | 69 | Amazon Bedrock AgentCore Memory +18 |
| Payments & pricing | 10%12.5 | 30 | 60 | Graphicle +30 |
| Task success | 10%pending | pending | pending | not scored in this run |
| Maintenance & community | 7%8.8 | 83 | 48 | Amazon Bedrock AgentCore Memory +35 |
| Transparency & trust | 7%8.8 | 76 | 68 | Amazon Bedrock AgentCore Memory +8 |
| Negative events | ≤15 | 0 | 0 | |
| Total | A 79.4/100 | B 69.8/100 |
Facts side by side
| Fact | Amazon Bedrock AgentCore Memory | Graphicle |
|---|---|---|
| Kind | HTTP API | MCP server |
| Vendor | Amazon Web Services | KarLex AI, Inc. |
| Hosted endpoint | https://bedrock-agentcore.{region}.amazonaws.com | no (local only) |
| Transports | HTTP, stdio | stdio, Streamable HTTP |
| Auth | OAuth or key | OAuth or key |
| 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 | 25 |
| Read-only variant documented | no | no |
| llms.txt | yes | no |
| Last release | 2026-10-06 | 2026-10-14 |
| Terms last updated | 2026-10-01 | 2025-03-14 |
| Privacy policy last updated | 2026-05-18 | 2025-03-14 |
| Customer content may train models | yes, with an opt-out | yes, with an opt-out |
| Terms restrict automated access | yes | not found in the text |
| Terms restrict benchmarking | yes | yes |
| Terms or service can change without notice | yes | yes |
| Arbitration or class-action waiver | not found in the text | yes |
| Popularity | 776 stars, 1.1M npm/wk | 144 stars |
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.
Graphicle
One local program gives a coding agent a code graph and project memory through 25 typed, annotated MCP tools that return cited excerpts within a token budget, with agent-written memories held for human approval. It is one day old at version 0.1.0, its SDKs are not on any registry, and the licence and advisory check fails on main.
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
Graphicle
- Call
recall_projectwith amax_tokensbudget, thenread_project_sourcewith the cited id and byte offset to continue a cut excerpt - Use
query_graph,get_neighborsandshortest_pathfor structure questions, and passrepoto reach another synced project - Treat proposed memories as drafts. They are not served until a person approves them in
graphicle openunder Memory - Ask the user before running
graphicle setup, which edits agent settings, AGENTS.md and Git hooks, and usegraphicle disconnectto undo it - Over HTTP send the key as
Authorization: Bearer, never in the URL, and on 429 wait for the Retry-After reset
Questions
Which is better for AI agents, Amazon Bedrock AgentCore Memory or Graphicle?
Amazon Bedrock AgentCore Memory scores 79.4 (A) on agent readiness against Graphicle's 69.8 (B), and leads in 5 of 7 scored categories. Graphicle leads on payments & pricing.
Do Amazon Bedrock AgentCore Memory and Graphicle need an API key?
Both take an API key or an OAuth sign-in.
Can an agent call Amazon Bedrock AgentCore Memory and Graphicle without installing anything?
Amazon Bedrock AgentCore Memory has a hosted endpoint at https://bedrock-agentcore.{region}.amazonaws.com. Graphicle runs on your own machine, with no hosted endpoint listed.
Are Amazon Bedrock AgentCore Memory and Graphicle open source?
No open-source release is listed for Amazon Bedrock AgentCore Memory. Graphicle is open source (Apache-2.0).
Other comparisons with Amazon Bedrock AgentCore Memory or Graphicle
- Amazon Bedrock AgentCore Memory vs Cognee
- Amazon Bedrock AgentCore Memory vs Graphiti
- 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 Memory (MCP reference server)
- Amazon Bedrock AgentCore Memory vs Supermemory API + MCP
- Amazon Bedrock AgentCore Memory vs Zep
- Cognee vs Graphicle
- Graphicle vs Graphiti
- Graphicle vs Hindsight
- Graphicle vs Honcho
- Graphicle vs Khoj
- Graphicle vs LangMem
- Graphicle vs Mem0 Platform + MCP
- Graphicle vs Supermemory API + MCP
- Graphicle vs Zep
Machine-readable
- This page as Markdown
/compare/agentcore-memory-vs-graphicle.md· slim.min.md· JSON.json(or sendAccept: text/markdown) - Each listing in full
/api/v1/tools/agentcore-memory.json·/api/v1/tools/graphicle.json - From a terminal
anchor compare agentcore-memory graphicle(the CLI) - Over MCP
compare_tools {"a": "agentcore-memory", "b": "graphicle"}at/mcp, no key