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LightMem alternatives

Curated alternatives to LightMem — and why you'd switch.

MemMachine

Long-term memory layer for AI agents — episodic (graph), profile (SQL) and working memory behind Python/TS SDKs, REST and MCP; ships LangChain, LangGraph, CrewAI and LlamaIndex integrations.

Why switchBoth are agent memory layers with MCP servers; MemMachine ships product-shaped SDKs and framework integrations, LightMem ships a compression-first pipeline with published benchmark wins.
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hindsight

Agent memory that learns, not just recalls: retain/recall/reflect API over Postgres, SOTA on LongMemEval. Self-host via Docker with UI; Python/TS clients, any LLM provider.

Why switchBoth chase LongMemEval leadership from opposite ends: LightMem is a research framework optimizing token cost via pre-compression; Hindsight is a packaged service optimizing accuracy. Benchmark rivals, different deployment realities.
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memory-os

A 7-layer memory operating system for Hermes Agent: Qdrant vectors, structured facts, fabric recall, an auto-curated wiki, and surgical context injection.

Why switchLayered memory operating systems from opposite cultures: memory-os is a 7-layer production system for one agent stack, LightMem is a modular research framework you assemble per experiment.
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metronix-memory

Self-hosted agent memory stack in Docker: Postgres + Qdrant + Neo4j hybrid retrieval, a temporal knowledge graph, ontology layer and freshness checks behind one MCP-native API.

Why switchBoth attack long-conversation memory quality; metronix ships a Docker stack (Postgres+Qdrant+Neo4j, temporal KG), lightmem is the research framework — compression, topic segmentation, offline updates.
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