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Memory
Knowledge-graph memory — store entities, observations, and relations across conversations.
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mempalace
The best-benchmarked open-source AI memory system. And it's free.
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memU
Personal memory for agents - fast memory retrieval, self-evolving skills, and lower cost.
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opensquilla
OpenSquilla — Token-Efficient AI Agent with same budget, higher intelligence density
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SimpleMem
SimpleMem: Efficient Lifelong Memory for LLM Agents — Text & Multimodal
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Qdrant
Vector search via Qdrant — semantic-memory store the model can write to and query.
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tradememory-protocol
Decision audit trail + persistent memory for AI trading agents. Outcome-weighted recall, SHA-256 tamper detection, 17 MCP tools.
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LycheeMem
Lightweight Long-Term Memory for LLM Agents.
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Wax
Single-file memory layer for AI agents, sub mili-second RAG on Apple Silicon. Metal Optimized On-Device. No Server. No API. One File. Pure Swift
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YourMemory
Agentic AI memory with Ebbinghaus forgetting curve decay. +16pp better recall than Mem0 on LoCoMo.