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MemTensor/MemOS

TypeScript Tracked since 2025-07-06 Updated 2026-07-16 View source ↗

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Self-evolving memory OS for LLM & AI Agents: ultra-persistent memory, hybrid-retrieval, and cross-task skill reuse, with 35.24% token savings

About

Give your Agent persistent memory and the ability to grow.

MemOS is a Memory Operating System for LLMs and AI agents that unifies store / retrieve / manage for long-term memory, enabling context-aware and personalized interactions with KB, multi-modal, tool memory, and enterprise-grade optimizations built in.

With MemOS, OpenClaw improves average task completion from 36.63% to 50.87% across five agent tasks. MemOS also achieves 88.83 on LoCoMo and 89.20 on LongMemEval, and leads in OmniMemEval, a unified evaluation of 14 commercial memory products across ten datasets.

Official local memory plugin for Hermes Agent and OpenClaw. One core powers self-evolving memory across L1 traces, L2…

Excerpted from github.com/MemTensor/MemOS

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Stars 10.2k 2026-07-16
Forks 933 2026-07-16
Commits 2.0k 2026-07-16
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Open issues 49 2026-07-16
Open PRs 41 2026-07-16