Agent Memory Architectures LLM Tools

Frameworks and systems for persistent memory in AI agents, including knowledge graphs, vector stores, episodic memory, and cognitive architectures. Does NOT include general RAG systems, vector databases as standalone tools, or agent orchestration platforms without memory focus.

There are 58 agent memory architectures tools tracked. The highest-rated is gschaidergabriel/lcme at 49/100 with 9 stars and 112 monthly downloads.

Get all 58 projects as JSON

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#	Tool	Score	Tier	Stars	Language
1	gschaidergabriel/lcme Neural-enhanced conversational memory for AI agents — 10 micro-networks,...	49	Emerging	9	Python
2	garan0613/ai-memory-gateway 🧠 给AI加长期记忆的轻量网关 / A lightweight gateway that adds long-term memory to any LLM	47	Emerging	15	Python
3	agiresearch/A-mem A-MEM: Agentic Memory for LLM Agents	44	Emerging	883	Python
4	cerebralos-org/cerebralos The Layer of Subconsciousness for AI Agents. Built to forget. Designed to dream.	40	Emerging	2	JavaScript
5	Djsand/neverforget LLMs have amnesia. NeverForget is the cure. A universal, infinite-memory...	38	Emerging	1	JavaScript
6	Sandeeprdy1729/timps The AI memory layer with 17 intelligence tools — catches contradictions,...	38	Emerging	2	TypeScript
7	y3zai/memio Unified memory gateway for AI agents	37	Emerging	4	Python
8	spectator81-png/relational-memory A relationship-aware memory layer for LLM chatbots — models the...	37	Emerging	1	Python
9	bolnet/agent-memory Embedded memory for AI agents. SQLite + pgvector + Neo4j. Sub-5ms retrieval.	36	Emerging	2	Python
10	default-anton/pi-subdir-context Automatically load AGENTS.md context from subdirectories in pi coding agent	35	Emerging	7	TypeScript
11	GeLi2001/memoer Memory management for LLM Applications	34	Emerging	12	TypeScript
12	Lucenor/mnesis A Python library that solves context window degradation in long-running LLM...	33	Emerging	2	Python
13	wangjiake/riverse River Algorithm memory consolidation SDK for Python — pip install riverse	33	Emerging	2	Python
14	jkanalakis/deep-recall Enterprise-grade memory framework for LLMs featuring GPU-optimized...	27	Experimental	90	Python
15	wrannaman/rememberall solving long term memory storage for llms	27	Experimental	123	JavaScript
16	tashfeenahmed/scallopbot Bio-inspired cognitive architecture for personal AI agents. Memory...	26	Experimental	5	TypeScript
17	pinexai/agent-memory Production-ready persistent memory for AI agents. Works with LangChain,...	26	Experimental	4	Python
18	zjunlp/MemP MemP: Exploring Agent Procedural Memory	25	Experimental	16	Python
19	Chimdiiii/OpenMemory 🧠 Enhance AI with OpenMemory for long-term memory storage, recall, and...	25	Experimental	3	TypeScript
20	ertugrulakben/NEURON Hybrid memory architecture combining exact recall with infinite-capacity...	24	Experimental	2	Python
21	hyperpolymath/anamnesis Conversation knowledge extraction and reconciliation for multi-LLM...	24	Experimental	2	Just
22	NotYuSheng/TracePcap Self-hosted LLM network packet analysis tool. Visualize network traffic...	24	Experimental	2	TypeScript
23	fantomx42/wheeler-memory Self-organising attractor memory: text encodes to 64×64 CA attractors,...	24	Experimental	2	Python
24	Auctalis/nocturnusai Verified knowledge for AI agents. Store facts, define rules, and ask...	23	Experimental	1	Kotlin
25	voardwalker-code/NekoCore-OS Cognitive architecture for persistent AI identity — episodic memory,...	23	Experimental	1	JavaScript
26	dwamianm/prism Portable Relational Memory Engine — local-first memory substrate for...	23	Experimental	1	Python
27	angelsu/sdr-memory Long-term memory for LLM agents using Sparse Distributed Representations —...	23	Experimental	1	Python
28	lumixdeee/mogri Mogri = foundational cognitive container; not derivative; conceptual...	23	Experimental	1	—
29	mcp-tool-shop-org/deltamind Active context compaction for AI agents — typed deltas, structured state,...	22	Experimental	—	TypeScript
30	prophetadmin/MetaDictum Filesystem-authoritative framework for multi-session AI-assisted project execution.	22	Experimental	—	—
31	autonomous-toaster/voidm-pi-extension pi-coding-agent extension for voidm — persistent memory for LLM agents	22	Experimental	—	TypeScript
32	WeberG619/neveronce Persistent, correctable memory for AI. The memory layer that learns from...	22	Experimental	—	Python
33	icantthinkofsomethinggoodhelpme1/memori-quickstart 🧠 Capture and recall facts in conversations using Memori, OpenAI, and SQLite...	22	Experimental	—	HTML
34	thinkbigcd/agent-state-manager memory and state management for ai agents	22	Experimental	3	Python
35	sharmamimanshi24/MemoryAI A memory persistent AI which remembers your work across the chat sessions.	22	Experimental	—	JavaScript
36	juliofernandes/NeuroForm Enable local LLMs to manage semantic memory graphs using a hybrid heuristic...	22	Experimental	—	Python
37	qquartsco-svg/Cognitive_Kernel Give your AI agent persistent memory. 3 lines of code. pip install cognitive-kernel	22	Experimental	—	Python
38	JH-A-Kim/AdaptiveMemoryMesh A memory layer for LLMs that extracts entities, relationships, and decisions...	22	Experimental	—	—
39	yashveerlabs/agent-memory Pluggable short and long-term memory for AI agents. SQLite, file, and...	22	Experimental	—	TypeScript
40	solishq/limen Cognitive Operating System — deterministic infrastructure hosting stochastic...	22	Experimental	—	TypeScript
41	kid7st/exmem External memory for LLM agents — Git-versioned context files that survive compaction	22	Experimental	—	TypeScript
42	PavanVkAlapati/memory_orchestration Layered memory system for LLM agents using semantic, episodic, and...	21	Experimental	2	Jupyter Notebook
43	persistorai/persistor Persistent knowledge graph + vector memory for AI agents. PostgreSQL-native,...	21	Experimental	2	Go
44	vashuteotia123/hypermind Transform stateless LLMs into context-aware AI agents with persistent,...	20	Experimental	7	TypeScript
45	dshills/RealityCheck Intent enforcement for agentic coding systems — verifies that code matches...	20	Experimental	1	Go
46	Skelf-Research/memorg Give your LLM a memory that actually works.	19	Experimental	—	Python
47	bowen-upenn/PersonaMem-v2 PersonaMem-v2: Towards Personalized Intelligence via Learning Implicit User...	18	Experimental	8	Python
48	johannes42x/MetaMemoryWorks-Architecture-Overview File-based architecture and method for persistent, user-controlled state in...	15	Experimental	1	—
49	poiesic/memorit Persistent memory for agents	15	Experimental	—	Go
50	mzazakeith/Mem0Chat Mem0Chat is an application showcasing an LLM-powered chat with a...	14	Experimental	3	JavaScript
51	hino-hatake/Memo-Keeper Những kẻ sưu tầm ký ức quý giá từ khắp vũ trụ. Họ tự do du hành giữa các thế...	14	Experimental	—	—
52	3ilix/MemBrain 🧠 Enhance AI interactions with MemBrain, a solution for long-term memory and...	14	Experimental	—	—
53	LUCKYZUNI/agent-memory-guide Build and manage persistent memory for AI agents by enhancing workspace...	14	Experimental	—	—
54	1amageek/swift-memory A place that holds both what is given and the knowledge born from it. Not a...	14	Experimental	—	Swift
55	bilay314/mneme Enable AI coding agents to retain long-term knowledge, task progress, and...	14	Experimental	—	—
56	hunter-meloche/TEMPO A temporary/working memory system that assists REMO in handling LLM memories	13	Experimental	6	Python
57	lumitylabs/OpenMemory Overcome memory limitations with OpenMemory	13	Experimental	5	TypeScript
58	miguelalcocker/episodic-memory-llm Persistent Episodic Memory for Large Language Models using Temporal...	12	Experimental	1	Python