How memfor compares. Including where others are the better choice.
Rules for this page: every cell is dated and links to its source, and a cell we couldn't source says "Not checked". The benchmark headlines use different metrics, so they're shown for reference and never ranked. If something here is wrong, tell us and we'll fix it in public.
The table's last column is a reference list, not a ranking: Recall@5 (fractional retrieval), recall_any@5 and answer accuracy measure different things. The like-for-like comparison is the same-scorer run, which hasn't been done yet.
Where they're stronger.
- Adoption. Every system above has a much larger community than agentware.
- Knowledge-graph multi-hop. Zep/Graphiti and Cognee build graphs. We don't.
- Compliance. Mem0 and Zep publish SOC 2 and HIPAA programmes. We have no hosted service and no certifications.
- Managed hosting. Mem0, Zep, Letta and supermemory run it for you today.
- Raw recall_any@5. agentmemory and MemPalace report higher LongMemEval-S numbers under that definition.
Choose them if…
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Mem0, if you want a managed memory API with compliance paperwork today.
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Zep, if you need temporal knowledge-graph context with SOC 2 Type II and an EU DPA.
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Letta, if you want a full agent harness whose memory lives in git.
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agentmemory, if you want hybrid BM25 plus embedding recall through hooks and MCP today.
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Claude Code auto memory, if you're one developer on one machine and happy with notes Claude writes for itself.
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agentware, if you want memory you can diff, benchmark and reproduce, on top of the agent you already use.
git clone https://github.com/r5rana/agentware.git
cd agentware
git checkout 3c25cdd
claude "hi" git clone https://github.com/r5rana/agentware.git
cd agentware
git checkout 3c25cdd
codex "hi" This installs agentware, the open-source engine behind memfor. No tagged release yet. These commands pin commit 3c25cdd.
Apache-2.0. No memfor account. Needs macOS or Linux (Windows via WSL), git, Python 3, bash, jq, and Claude Code or Codex.
Checked on 23 October 2026. Re-checked every quarter, or sooner if you report a change.