Awesome AI Memory | LLM Memory | A curated knowledge base on AI memory for LLMs and agents, covering long-term memory, reasoning, retrieval, and memory-native system design. Awesome-AI-Memory 是一个 集中式、持续更新的 AI 记忆知识库，系统性整理了与 大模型记忆（LLM Memory）与智能体记忆（Agent Memory） 相关的前沿研究、工程框架、系统设计、评测基准与真实应用实践。
☆1,105Jul 14, 2026Updated last week
Alternatives and similar repositories for Awesome-AI-Memory
Users that are interested in Awesome-AI-Memory are comparing it to the libraries listed below. We may earn a commission when you buy through links labeled 'Ad' on this page.
Sorting:
- HaluMem is the first operation level hallucination evaluation benchmark tailored to agent memory systems.☆148Apr 30, 2026Updated 2 months ago
- The paper list of "Memory in the Age of AI Agents: A Survey"☆2,267Mar 4, 2026Updated 4 months ago
- Curated systems, benchmarks, and papers etc. on memory for LLMs/MLLMs --- long-term context, retrieval, and reasoning.☆555Updated this week
- A Collection of Papers about Memory for Language Agents☆615Updated this week
- Self-evolving memory OS for LLM & AI Agents: ultra-persistent memory, hybrid-retrieval, and cross-task skill reuse, with 35.24% token sav…☆10,385Updated this week
- Deploy on Railway without the complexity - Free Credits Offer • AdConnect your repo and Railway handles the rest with instant previews. Quickly provision container image services, databases, and storage volumes.
- ☆1,047Aug 13, 2024Updated last year
- ☆37May 25, 2026Updated 2 months ago
- Mem-T: Densifying Rewards for Long-Horizon Memory Agents☆39Mar 22, 2026Updated 4 months ago
- [ICLR 2026] LightMem: Lightweight and Efficient Memory-Augmented Generation☆1,033Updated this week
- [Up-To-Date] [TMLR 2026] Awesome Agent Memory Paper Resource☆173Updated this week
- [EMNLP 2025 Oral] MemoryOS is designed to provide a memory operating system for personalized AI agents.☆1,521Jul 7, 2026Updated 2 weeks ago
- The official implementation of the paper "Mem-α: Learning Memory Construction via Reinforcement Learning"☆218Dec 25, 2025Updated 7 months ago
- MemSkill: Learning and Evolving Memory Skills for Self-Evolving Agents☆550May 23, 2026Updated 2 months ago
- MemGen: Weaving Generative Latent Memory for Self-Evolving Agents☆406Jun 10, 2026Updated last month
- GPU virtual machines on DigitalOcean Gradient AI • AdGet to production fast with high-performance AMD and NVIDIA GPUs you can spin up in seconds. The definition of operational simplicity.
- Open source code for ICLR 2026 Paper: Evaluating Memory in LLM Agents via Incremental Multi-Turn Interactions☆409May 21, 2026Updated 2 months ago
- Paper: “MEMRL: SELF-EVOLVING AGENTS VIA RUNTIME REINFORCEMENT LEARNING ON EPISODIC MEMORY” Open-Source Code☆152Jul 18, 2026Updated last week
- A MemAgent framework that can be extrapolated to 3.5M, along with a training framework for RL training of any agent workflow.☆1,085May 12, 2026Updated 2 months ago
- A list of AI memory projects☆821Jun 18, 2026Updated last month
- A Survey of Self-Evolving Agents | A curated list of resources (surveys, papers, benchmarks, and opensource projects) on Self-Evolving Ag…☆356Jul 20, 2026Updated last week
- ☆54Apr 7, 2026Updated 3 months ago
- ☆25Apr 8, 2026Updated 3 months ago
- ☆47Apr 7, 2026Updated 3 months ago
- Official repository for "Survey on AI Memory: Theories, Taxonomies, Evaluations, and Emerging Trends".☆103Mar 30, 2026Updated 3 months ago
- Serverless GPU API endpoints on Runpod - Get Bonus Credits • AdSkip the infrastructure headaches. Auto-scaling, pay-as-you-go, no-ops approach lets you focus on innovating your application.
- SimpleMem: Efficient Lifelong Memory for LLM Agents — Text & Multimodal☆3,659Updated this week
- Awesome Papers related to Agent Memory: methods, benchmarks and surveys. Website: https://yyyujintang.github.io/Awesome-Agent-Memory-Pape…☆223Apr 25, 2026Updated 3 months ago
- Benchmarking Chat Assistants on Long-Term Interactive Memory (ICLR 2025)☆966May 11, 2026Updated 2 months ago
- One portable memory layer for every AI agent: local-first, Markdown-native, user-owned, and self-evolving across apps, tools, and workflo…☆11,555Updated this week
- [ICML'26] MemEvolve & EvolveLab☆255May 5, 2026Updated 2 months ago
- Universal memory layer for AI Agents☆61,740Updated this week
- A survey of Graph-based Agent Memory | A curated list of resources (surveys, papers, benchmarks, and opensource projects) on graph-based …☆325Jun 6, 2026Updated last month
- Membenchmark repository☆55Nov 27, 2025Updated 8 months ago
- A-MEM: Agentic Memory for LLM Agents☆1,125Dec 12, 2025Updated 7 months ago
- Deploy open-source AI quickly and easily - Special Bonus Offer • AdRunpod Hub is built for open source. One-click deployment and autoscaling endpoints without provisioning your own infrastructure.
- ☆1,424Feb 12, 2026Updated 5 months ago
- ViLoMem: Agentic Learner with Grow-and-Refine Multimodal Semantic Memory☆66Apr 21, 2026Updated 3 months ago
- ReMe: Memory Management Kit for Agents - Remember Me, Refine Me.☆3,218Updated this week
- 9 Different Ways to Optimize AI Agent Memories☆338Jul 12, 2025Updated last year
- Survey and paper list on efficiency-guided LLM agents (memory, tool use, planning).☆288Jun 15, 2026Updated last month
- A-MEM: Agentic Memory for LLM Agents☆375Mar 15, 2026Updated 4 months ago
- Official repository for paper Auto-scaling Continuous Memory for GUI Agent☆29Feb 2, 2026Updated 5 months ago