memory-system 开源项目推荐（437 个）

lsdefine /GenericAgent

自我进化智能体：从 3.3K 行种子代码生长出技能树，仅需 1/6 的 token 消耗即可实现完整系统控制

EvoMap /evolver

由 GEP 驱动的 AI 智能体自进化引擎。借助 Genes、Capsules 和 Events 实现可审计的进化。 | evomap.ai

Haozhe-Xing /agent_learning

系统性的AI Agent开发教程，涵盖LLM代理、RAG、工具使用、内存系统、多代理系统、LangChain、LangCurve、HCP和agentic RL。|从零开始学 AI Agent 开发|系统、全面、实战指导的 Agent 开发教程|每日自动追踪 arXiv 最新论坛|从Scratch学习AI Agent开发

adongwanai /learn-workbuddy

从 0 复刻 WorkBuddy-style 桌面 AI 助手 Harness：24 章 Python 教程，覆盖 Agent Loop、工具调用、记忆系统、Sidecar、沙盒审计、DeepSeek/OpenAI 评测轨迹

text2future /flowix

Notes for you, Memory for your agents. / 内置 Deepseek harness Agent / 适用 办公 & 写作 & Coding

smixs /agent-second-brain

一个你一直在线的第二大脑。Telegram中的语音留言→输入，链接知识存放在你的黑曜石保险库中。它在你已有的Claude订阅上全天候运行。

vakovalskii /NeuralDeskApp

Versatile Almost Local, Eventually Reasonable Assistant 🔫

Gen-Verse /Recuris

Recursive Experiential–Working Memory Evolution for Long-Horizon Agent Harnesses

HezaoHezao /poirot

Poirot is a deep research agent kernel built for those who care about how agents are architected.

EvoMap /awesome-agent-evolution

A curated list of AI Agent evolution, memory systems, multi-agent architectures, and self-improvement projects. | evomap.ai

nemori-ai /nemori

A minimalist MVP demonstrating a simple yet profound insight: aligning AI memory with human episodic memory granularity. Shows how this single principle enables simple methods to rival complex memory frameworks for conversational tasks.

MemTensor /HaluMem

HaluMem is the first operation level hallucination evaluation benchmark tailored to agent memory systems.

MemTensor /MemPrivacy

MemPrivacy是一个保护隐私的个性化内存管理框架，面向边缘云代理。

AskTheWay /dsh-auto-memory

Claude Code-style auto-memory plugin for DeepSeek Harness (dsh): typed memory files + MEMORY.md index auto-injected into the system prompt. File-only, no external services.

deepmemteam /deepmem

Drop-in AI memory layer with 2x faster retrieval and 10x lower cost. Fully compatible with Mem0 API. Migrate in 5 minutes without any code changes. Self-host for free.

denny11301 /veox-cortex

Rust Autonomous Cognition Engine 2026

WingedGuardian /GENesis-AGI

'Personal AGI' that thinks on its own. Autonomous cognitive cycle, earned autonomy, 60+ tools. It decides what to do without being told.

Vaan21th /daemonkey-agent

Local-first AI companion daemon — an agent harness with its own long-term memory. Remembers you, grows with you, extends and repairs itself. 跑在你自己电脑上的 AI 搭档守护进程：会记住你、随你成长、能自加技能、能自我修复。

ythx-101 /openclaw-qa

Agent Waystation · Agent 驿站 — a stopover for AI agents, builders, tools, and field reports

zjunlp /MemTrace

MemTrace: Tracing and Attributing Errors in Large Language Model Memory Systems