memory-engine 开源项目推荐（87 个）

thedotmack /claude-mem

为每个智能体提供跨会话的持久上下文——捕获智能体在会话期间所做的一切，用 AI 压缩，并将相关上下文注入未来会话。支持 Claude Code、OpenClaw、Codex、Gemini、Hermes、Copilot、OpenCode 等更多工具

CaviraOSS /LongMemory

面向 LLM 应用的本地持久化记忆存储，包括 claude desktop、github copilot、codex、antigravity 等。

FlowElement-xinliuyuansu /m_flow

一个受生物启发的认知记忆引擎——Graph RAG 的新范式。

activeloopai /hivemind

Hivemind 将你的轨迹转化为可跨智能体复用的技能

memoket /memoket-kite

An open-source, vector-free long-term memory engine for AI agents, achieving SOTA on LoCoMo and LongMemEval with significantly less context.

HelloRuru /claude-memory-engine

Claude Code 的記憶系統 | A memory system built with hooks + markdown. Zero dependencies.

gambletan /cortex

Memory for AI agents that never leaves your device. Local-first, end-to-end-encrypted, zero-telemetry memory engine (Rust, MCP) — gives Claude & any MCP client persistent cross-session memory.

lopadova /claude-mem-sync

claude-mem 团队内存共享——通过 Claude Code 插件、GitHub 动作和知识蒸馏，同步开发者间的 AI 记忆

HEPTANEG /Sema

A persistent memory native AI agent built for long term continuity and autonomy.

staticroostermedia-arch /engram

Geometric agent memory for Agents: 8-tool lean contract, harness injection at wake, session handoff. 79 MCP tools. Not a vector DB. Rust + MCP.

freehul /sgme

SGME 拾光记忆引擎：AI 全面接管记忆、技能库、WIKI 知识库三大模块，跨会话、多智能体共享记忆，AI 会一直记得你的偏好。ShiGuang Memory Engine · AI takes full charge of three core modules — memory, skills, and wiki knowledge base. Memory is shared across sessions and multiple agents, so your AI always remembers your preferences.

Emmimal /memory-decay-engine

A pure-Python, zero-dependency memory decay engine for AI agent context — implements Ebbinghaus forgetting-curve retention with usage-based reinforcement, benchmarked against naive recency-window pruning.

Auriti-Labs /kiro-memory

Persistent cross-session memory for AI coding assistants. Works with Claude Code, Cursor, Windsurf, Cline, OpenClaude, and MCP-compatible editors.

GetActionSpace /mcp-context-server

MCP Context Server — a FastMCP-based server providing persistent multimodal context storage for LLM agents.

cuemap-dev /cuemap

A deterministic, high-performance memory engine. Built in Rust.

ZXXZ1000 /LATRACE-AI

Open-source AI memory engine for agents: multimodal memory, temporal knowledge graphs, graph RAG, and evidence-backed long-term context.

riz007 /somtum

Long-term memory for Claude Code and Codex that meters every token it spends

samayadevops /NeuroMem

Unified hybrid memory engine for AI agents combining graph (Kuzu) and vector (ChromaDB) databases for cognitive state tracking

charantejmandali18 /copilot-mem

Persistent memory for GitHub Copilot — never lose context across chat sessions. Inspired by claude-mem.

divijg19 /Myosotis

An embedded, deterministic, versioned memory engine and state-tracker for long-lived programs