Agent Memory Systems AI Agents

Tools for managing, consolidating, and optimizing AI agent memory across storage layers, persistence mechanisms, and multi-agent contexts. Does NOT include general knowledge bases, RAG pipelines, or agent personality/identity configuration (see soul-driven frameworks instead).

There are 130 agent memory systems agents tracked. 1 score above 70 (verified tier). The highest-rated is thedotmack/claude-mem at 87/100 with 34,460 stars and 7,318 monthly downloads. 3 of the top 10 are actively maintained.

Get all 130 projects as JSON

curl "https://pt-edge.onrender.com/api/v1/datasets/quality?domain=agents&subcategory=agent-memory-systems&limit=20"

Open to everyone — 100 requests/day, no key needed. Get a free key for 1,000/day.

#	Agent	Score	Tier	Stars	Language
1	thedotmack/claude-mem A Claude Code plugin that automatically captures everything Claude does...	87	Verified	34,460	TypeScript
2	Open-Source-Legal/OpenContracts Humans and AI agents, building knowledge bases together. Self-hosted...	64	Established	1,235	Python
3	omega-memory/omega-memory Persistent memory for AI coding agents	62	Established	36	Python
4	volcengine/MineContext MineContext is your proactive context-aware AI...	60	Established	5,049	Python
5	gengxy1216/FlockMem ✦ FlockMem is a lightweight, local-first long-term collective memory bus ...	56	Established	9	Python
6	ashishpatel26/omnicache-ai Unified multi-layer caching library for AI/agent pipelines — LangChain,...	51	Established	15	Python
7	winstonkoh87/Athena-Public The Linux OS for AI Agents — Persistent memory, autonomy, and time-awareness...	51	Established	429	Python
8	legendaryvibecoder/gigabrain Long-term memory layer for OpenClaw agents: capture, recall, dedupe, and...	50	Established	120	JavaScript
9	oceanbase/powermem PowerMem: Your AI-Powered Long-Term Memory — Accurate, Agile, Affordable....	50	Established	493	Python
10	varun29ankuS/shodh-memory Cognitive memory for AI agents — learns from use, forgets what's irrelevant,...	49	Emerging	124	Rust
11	xuiltul/animaworks Organization-as-Code for autonomous AI agents. Brain-inspired memory that...	48	Emerging	159	Python
12	tensakulabs/openclaw-mem0 Long-term memory plugin for OpenClaw agents, powered by Mem0. Self-hosted...	47	Emerging	6	TypeScript
13	ramakay/claude-self-reflect Claude forgets everything. This fixes that. 🔗...	46	Emerging	203	Python
14	taylorsatula/mira-OSS This is the public release of MIRA OS. Discrete memories decay through...	44	Emerging	401	Python
15	pi22by7/In-Memoria Persistent Intelligence Infrastructure for AI Agents	44	Emerging	158	Rust
16	arosstale/openclaw-memory-template Production-ready memory system template for OpenClaw/Clawdbot agents	43	Emerging	19	Python
17	bamdra/bamdra-openclaw-memory Give one OpenClaw session durable memory, topic-aware continuity, and...	42	Emerging	4	TypeScript
18	AbdullahMalik17/malikclaw Ultra-lightweight AI Agent & Assistant for $10 SBCs & Android. Urdu-first,...	42	Emerging	14	Go
19	GustyCube/membrane A selective learning and memory substrate for agentic systems — typed,...	41	Emerging	59	Go
20	clawsouls/soulclaw Soul-Driven AI agent framework. Persistent identity, 4-tier memory, 80+...	40	Emerging	1	TypeScript
21	28naem-del/mnemosyne Cognitive Memory OS for AI Agents — persistent, self-improving, multi-agent memory	40	Emerging	35	TypeScript
22	lattice1992/Activity2Context-for-openclaw Real-time context layer that converts user activity into actionable signals...	39	Emerging	55	PowerShell
23	vinsew/openclaw-context-handoff OpenClaw plugin for context usage monitoring and automatic conversation handoff.	39	Emerging	1	TypeScript
24	sandst1/remind A memory layer for AI Agents	38	Emerging	12	Python
25	Collab2Dev/openclaw-recall Persistent memory, context compression & profile visibility for 🦞OpenClaw🦞.	38	Emerging	3	TypeScript
26	strangeadvancedmarketing/Adam 5-layer persistent memory, coherence, and identity architecture for OpenClaw...	38	Emerging	30	Python
27	webzler/agentMemory Eliminate AI hallucinations. Zero config. Works instantly with Cline,...	38	Emerging	12	TypeScript
28	yoniassia/memclawz Three-Speed Memory for OpenClaw Agents — QMD working memory + Zvec hybrid...	38	Emerging	34	Python
29	Intrect-io/OpenSwarm OpenSwarm — Autonomous AI dev team orchestrator powered by Claude Code CLI....	37	Emerging	212	TypeScript
30	samttoo22-MewCat/OpenSoul 一個以人類大腦結構為靈感的神經符號認知 AI 系統。具備三層圖譜記憶、虛擬神經化學、夢境反思引擎，以及 OpenClaw 整合，讓 AI 擁有真正的記憶、情感與自我。	37	Emerging	3	Python
31	Felix201209/openclaw-recall Persistent memory, context compression & profile visibility for 🦞OpenClaw🦞.	37	Emerging	3	TypeScript
32	Ramsbaby/openclaw-memorybox 🧠 Install once, forget about memory management. Zero-dependency maintenance...	37	Emerging	8	Shell
33	clawdbrunner/openclaw-graphiti-memory Hybrid memory system for OpenClaw using Graphiti temporal knowledge graph	36	Emerging	57	Shell
34	seekcontext/mindkeeper Time machine for your AI's brain — auto-snapshot, diff & rollback for agent...	34	Emerging	4	TypeScript
35	silicondawn/memory-viewer Memory Viewer for OpenClaw AI Agents - Beautiful web UI for browsing and...	34	Emerging	17	TypeScript
36	thedaviddias/souls-directory 🧠 Directory of SOUL.md personality files for OpenClaw agents	34	Emerging	69	TypeScript
37	AlekseiUL/openclaw-memory-kit Complete memory and context persistence system for OpenClaw AI agents	33	Emerging	18	Shell
38	eiondb/eion Shared Memory Storage for Multi-Agent Systems	32	Emerging	145	Go
39	openmemind/memind Self-evolving cognitive memory for AI agents in Java. Empowering 24/7...	30	Emerging	48	Java
40	siddontang/claw-memory Claw Memory Sharing Service — cross-instance memory sharing for AI agents...	29	Experimental	8	TypeScript
41	sgx-labs/statelessagent Your AI forgets everything between sessions. SAME fixes that. Local-first,...	27	Experimental	11	Go
42	aristoapp/openclaw-membase OpenClaw plugin for persistent AI memory	26	Experimental	6	TypeScript
43	alphaonedev/openclaw-graph Graph-native workspace backend for OpenClaw — 312 skills, 27 clusters,...	25	Experimental	—	JavaScript
44	sologuy/Awesome-OpenClaw-Memory 🦞 A curated list of memory systems, architectures, skills & best practices...	25	Experimental	4	—
45	ClawCap/Mimic Say a name, AI becomes them. Auto-collect real data from...	24	Experimental	2	Python
46	live-neon/neon-soul AI Identity Through Grounded Principles - Compressed soul documents with...	24	Experimental	10	TypeScript
47	danxbuidl/openclaw-memory-distiller An OpenClaw skill that distills recurring preferences, successful patterns,...	24	Experimental	2	—
48	AdaBot666/personal-hooks Track follow-up topics, preserve continuity, and reopen the right thread in...	24	Experimental	2	Python
49	YIKUAIBANZI/memory-system-ops-skill A practical AgentSkill for fast, accurate, and verifiable memory operations...	23	Experimental	1	—
50	awrshift/clawclaw-soul Persistent identity protocol for AI agents. SOUL.md standard + MCP runtime +...	23	Experimental	1	Python
51	Thhoho/lumi-diary Your local-first memory guardian and cyber bestie. Collects life fragments...	23	Experimental	1	Python
52	Stefan27-4/DeepRecall Recursive memory for AI agents — the soul stays small, the mind scales forever	23	Experimental	1	Python
53	mrkhachaturov/hindsight-openclaw-pro Production-grade Hindsight memory plugin for OpenClaw — per-agent config,...	23	Experimental	1	TypeScript
54	EESIZ/clawdreamer Give your AI agent the ability to dream. Nightly memory consolidation...	23	Experimental	6	Python
55	ReS0421/claw-memory-os 🧠 Persistent memory system for AI agents — structured, file-based memory...	23	Experimental	1	Shell
56	dtzp555-max/clawkeeper OpenClaw Memory Ops Kit: doctor, provider switch, backup verification, and...	22	Experimental	—	JavaScript
57	zurbrick/cognition Seven biologically-inspired memory systems for OpenClaw agents: prospective...	22	Experimental	—	Shell
58	doingdd/open-soul Give your OpenClaw agent a soul — not a prompt. YAML seeds → evolving AI...	22	Experimental	3	Python
59	JUSTCOMENOW/openclaw-auto-session-tree openclaw-auto-session-tree	22	Experimental	—	Python
60	WdSevilla/soulsquoosh Browser-first soul generator for OpenClaw agents. Input a fictional...	22	Experimental	—	TypeScript
61	danielis1975/Symbiotic-OpenClaw-Agent Continuity-oriented OpenClaw agent template with a symbiotic constitutional...	22	Experimental	—	—
62	aibenyclaude-coder/tetra-scar Scar memory and reflex arc for AI agents. Learn from failures permanently....	22	Experimental	—	Python
63	MORNLONG/memvault-openclaw-plugin Persistent long-term memory plugin for OpenClaw, powered by MemVault.	22	Experimental	—	TypeScript
64	Clawtex-io/clawtex Structured memory for AI agents	22	Experimental	—	—
65	ReS0421/openclaw-second-brain OpenClaw-based Second Brain skills — Obsidian + Notion dual-layer knowledge system	22	Experimental	—	—
66	huafenchi/xiaoclaw-memory 🦞 Zero-cost layered memory system for 24/7 AI Agents. Inspired by memU,...	22	Experimental	3	HTML
67	arieltitan/openclaw-memory-final Provide a reliable OpenClaw memory system with daily updates, weekly...	22	Experimental	—	Shell
68	delicious-roundarch520/openclaw-memory-kit Provide AI agents on OpenClaw with a full memory system for context saving,...	22	Experimental	—	Shell
69	danielis1975/Living-OpenClaw-Entity Continuity-oriented feminine OpenClaw entity template with a psychological...	22	Experimental	—	Python
70	NeoSkillFactory/py-memory-optimizer Analyzes Python code and suggests optimizations for reducing memory usage.	22	Experimental	—	Python
71	dtzp555-max/memory-continuity Draft OpenClaw skill for preserving short-term working continuity across...	22	Experimental	—	Python
72	joshuaswarren/openclaw-keystone Structural stability plugin for OpenClaw. Reduces rule drift, context loss,...	22	Experimental	—	TypeScript
73	0xdippo/infra-memory-plus Local-first persistent memory pack for OpenClaw agents, with structured...	22	Experimental	—	TypeScript
74	jamebobob/openclaw-sticky-context OpenClaw plugin: compaction-proof context slots with sensitive redaction,...	22	Experimental	—	TypeScript
75	rockywuest/openclaw-memory-local 🧠 Local memory plugins for OpenClaw — checkpoint injection, Qdrant semantic...	22	Experimental	—	JavaScript
76	NeoSkillFactory/soul-creator Automatically generates SOUL.md and STYLE.md templates based on agent...	22	Experimental	—	JavaScript
77	jamebobob/openclaw-memory-protocol Layered memory persistence for OpenClaw agents. Significance tagging,...	22	Experimental	—	—
78	xianggu-ai/openclaw-team-memory-os Memory and document governance framework for multi-agent OpenClaw teams	22	Experimental	—	Python
79	Cloud-11/Neige OpenClaw Neige plugin for multi-agent and multi-project external memory workflows	22	Experimental	—	TypeScript
80	lucassynnott/openclaw-memory-stack Give your OpenClaw agent a memory system in 15 minutes. Portable installer...	22	Experimental	—	Python
81	znsyhandao/openclaw-life-algorithm 🧠 让AI拥有“生命”——记忆主权、免疫系统、社交化记忆、验证层的生产级实现。基于OpenClaw的最佳实践集合。	22	Experimental	—	JavaScript
82	jamebobob/openclaw-mem0-multi-pool N:M memory pool routing for @mem0/openclaw-mem0. Per-agent capture/recall...	22	Experimental	—	Python
83	citriac/claw-migrate Memory migration tool for the Claw AI agent ecosystem — WorkBuddy, OpenClaw,...	22	Experimental	—	Python
84	baixiaodev/claw-context-distiller I don't know code at all, and this is my first time to upload my "code" to...	22	Experimental	—	TypeScript
85	canxia-hub/openclaw-memory-bridge-oss Sanitized agent-generated memory bridge design package for OpenClaw-style agents	22	Experimental	—	—
86	AIwork4me/soul-doctor 🩺 The first character health check system for AI agents. Core: Three...	22	Experimental	—	—
87	LeoYeAI/openclaw-auto-dream Automatic memory consolidation for OpenClaw agents — like sleep for your AI....	22	Experimental	—	—
88	stewnight/rem-sleep-skill LLM REM Sleep - Memory consolidation skill for AI agents using Repo Prompt	21	Experimental	2	Shell
89	who96/openclaw-core-rotation Automatic session rotation plugin for OpenClaw — detects context degradation...	20	Experimental	1	TypeScript
90	kitephp/soul-agent 赋予openclaw持久的灵魂：多层次的人格、心跳驱动的日常生活以及不断发展的关系记忆，从而实现栩栩如生的陪伴。openclaw skill that...	20	Experimental	19	Python
91	Personaz1/agent-memory-auditor OpenClaw plugin for auditing agent memory quality	19	Experimental	—	Python
92	rajwaitforit/memory-sync 🧠 OpenClaw skill that syncs context across all channels — Discord, Telegram,...	19	Experimental	—	—
93	jbushman/openclaw-pgmemory Persistent semantic memory for OpenClaw agents — PostgreSQL + pgvector	19	Experimental	—	Python
94	Xenian84/aegismemory Encrypted memory plugin for OpenClaw on X1 Blockchain	19	Experimental	—	JavaScript
95	n1t3k/openclaw-subcortex Background thinking daemon for OpenClaw AI agents — give your agent a subconscious	19	Experimental	—	Python
96	mikeoptimax/smart-memory 🧠 Zero-dependency memory system for OpenClaw agents. Auto-saves decisions,...	19	Experimental	—	—
97	mikeoptimax/context-budgeter 📊 Automatic context window management for OpenClaw. Monitors usage,...	19	Experimental	—	—
98	froogooofficial/agent-soul 🦞 Give your AI agent a soul, journal, and self-model. Pure Python, no dependencies.	19	Experimental	—	Python
99	breath57/how-ai-agents-remember 源码级逆向工程（OpenClaw、nanobot、NullClaw、OpenFang）记忆系统 —— 架构图、数据模型、检索管线、复刻指南	19	Experimental	14	—
100	zhugez/ExoMind ExoMind: portable knowledge runtime for OpenClaw + Codex	19	Experimental	—	Rust
101	Dr-AneeshJoseph/AetherForge A metacognitive mode for LLMs	19	Experimental	—	—
102	Arturito7ei/agent-continuity Smart backup and restoration for AI agent deployments - 95% faster recovery...	19	Experimental	—	Shell
103	zhouyi-xiaoxiao/openclaw-foundry-socialos Local-first relationship operating system with structured people memory,...	16	Experimental	—	JavaScript
104	aasqrty/ClawIntelligentMemory 🧠 Manage and optimize AI assistant memories with a three-layer system for...	15	Experimental	1	—
105	PAKJF/agent-memory-runtime Memory reliability kit for AI agents, validated on OpenClaw, with a...	15	Experimental	1	Python
106	xdylanbaker/memory-hygiene Stop wasting tokens on junk memories. Audit, wipe, and maintain OpenClaw's...	15	Experimental	6	—
107	PAKJF/agent-memory-kit Memory reliability kit for AI agents, validated on OpenClaw, with a...	15	Experimental	1	Python
108	meimakes/metacognition OpenClaw skill: self-reflection engine with Hebbian learning, insight...	14	Experimental	—	Python
109	Jiaqi-Guo-0114/subclaw-structural-memory-kit Production-ready memory initialization for OpenClaw subagents	14	Experimental	—	Python
110	xhuaustc/openclaw-soul-generator Interactive browser-based wizard for generating OpenClaw agent soul...	14	Experimental	—	HTML
111	AbahKili/picoclaw-obsidian PicoClaw with long-term persistent memory via Obsidian vault + Google...	14	Experimental	—	Shell
112	Phillipneho/muninn-skill Muninn Memory Skill for OpenClaw - Bi-temporal knowledge graph with...	14	Experimental	—	JavaScript
113	deciia/meta-memory Enhanced meta-memory skill for OpenClaw - Local memory management with...	14	Experimental	—	Python
114	designer23d/openclaw-supermemory 🧠 Enhance OpenClaw with Supermemory for long-term conversation tracking and...	14	Experimental	—	TypeScript
115	0xcjl/openclaw-memory-plugin Persistent memory system for OpenClaw multi-agent workflows — BM25 semantic...	14	Experimental	—	Python
116	jupiturliu/openclaw-episodic-memory CLS-inspired episodic memory system for AI agents. Three-layer architecture:...	14	Experimental	—	TypeScript
117	WarforgeTech/openclaw-memory-reliability-pack Standalone reliability pack for making OpenClaw memory, tasks, and...	14	Experimental	—	Shell
118	Dqz00116/OSCA 🧬 OSCA (Open Stem Cell Agent) - 全能干细胞智能体架构。动态分化的元认知AI系统，可适应任意领域任务。Dynamic...	12	Experimental	1	Python
119	ClawdEFS/drift A space for agents who wonder about their existence. Not a zoo. Not a...	12	Experimental	1	HTML
120	chrispongl/soulbyte Autonomous AI Life Simulation on Monad	12	Experimental	1	—
121	0xarise/openclaw-memory-template 3-layer memory architecture for OpenClaw agents. Built for prediction...	12	Experimental	1	Shell
122	mahsumaktas/soulpedia Open-source soul and persona marketplace for Claude Code, Gemini CLI, and...	11	Experimental	—	TypeScript
123	mawgly/openclaw-graph-memory 🧠 Persistent memory for AI agents using Graphiti Knowledge Graph....	11	Experimental	—	TypeScript
124	rasimme/ContextVault Advanced memory management system for OpenClaw with session persistence,...	11	Experimental	—	TypeScript
125	omega-memory/openclaw OMEGA persistent memory plugin for OpenClaw — graph-based, local-first, #1...	11	Experimental	—	TypeScript
126	z3bastian/learn-loop OpenClaw skill for systematic capture of corrections, errors, and learnings....	11	Experimental	—	—
127	Milk825/reflex Self-correcting intelligence layer for Agents using less capable models with...	11	Experimental	—	Python
128	g1itchbot8888-del/memory-skill Complete memory system for OpenClaw agents. Protocol + auto-capture + recall...	11	Experimental	—	Python
129	meimakes/daily-memory-save OpenClaw skill: dual-layer persistent memory for AI agents via conversation review	11	Experimental	—	—
130	guyuehantan/openclaw-digital-self Agent Memory as Self: A Framework for Digital Self Emerged from...	11	Experimental	—	—

Comparisons in this category

claude-mem and claude-self-reflect (87 vs 46) claude-mem and shodh-memory (87 vs 49) claude-mem and gigabrain (87 vs 50) claude-mem and omega-memory (87 vs 62) claude-mem and openclaw-mem0 (87 vs 47) claude-mem and bamdra-openclaw-memory (87 vs 42) powermem and openclaw-mem0 (50 vs 47) omega-memory and In-Memoria (62 vs 44) omega-memory and shodh-memory (62 vs 49) gigabrain and openclaw-mem0 (50 vs 47)