Alternatives

Products that do what A memory learning layer for AI agents to learn on the job does

1. 1HA
   Hebbs – a single-binary memory engine for AI agents – sub-10ms▲6

   Mar 2026 · github.com

2. 2MC
   Mnemosyne – Cognitive memory OS for AI agents (zero LLM calls)▲5

   Feb 2026 · github.com

3. 3AF
   A framework that makes your AI coding agent learn from every session▲8

   Feb 2026 · github.com

4. 4AP
   A Platform for Many-Agent Reinforcement Learning▲18

   2017 · github.com

5. 5TA
   TaskPeace – a task queue my AI coding agents pull work from over MCP▲7

   Jul 2026 · taskpeace.com

6. 6IO
   I open-sourced two AI agents with real memory (chat and voice, MIT)▲5

   May 2026 · github.com

7. 7HA
   Hermes-agentmemory, pull-model episodic memory with real deletes▲6

   May 2026 · github.com

8. 8MT
   Mirrors – test AI agent changes by replaying production traces▲8

   Jul 2026 · runmirrors.com

9. 9NS
   Nerve – self hosted runtime for AI agents▲6

   May 2026 · github.com

10. 10MV
    Memctl v0.1.0 Open source shared persistent memory for AI coding agents▲7

    Mar 2026 · memctl.com

11. 11AS
    A security scanner for AI Agent Skills▲5

    Apr 2026 · github.com

12. 12IE
    Ingot, evidence-gated optimization and version control for agent skills▲7

    Jul 2026 · github.com

13. 13UE
    Unspaghettit – executable behavior specs for AI coding agents▲5

    May 2026 · github.com

14. 14TE
    The Extensible, Multi-Agent Personal AI Sidekick▲5

    Feb 2026 · github.com

15. 15SU
    Skill-up – Regression testing for Agent Skills▲5

    Jul 2026 · github.com

16. 16
    Reflexio

    Behavioral learning that makes AI agents better over time Discussion | Link

    5d ago · producthunt.com

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