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 37 agent memory architectures tools tracked. 1 score above 50 (established tier). The highest-rated is agiresearch/A-mem at 51/100 with 883 stars.

Get all 37 projects as JSON

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#	Tool	Score	Tier	Stars	Language
1	agiresearch/A-mem A-MEM: Agentic Memory for LLM Agents	51	Established	883	Python
2	gschaidergabriel/lcme Neural-enhanced conversational memory for AI agents — 10 micro-networks,...	49	Emerging	9	Python
3	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	49	Emerging	15	Python
4	bolnet/agent-memory Embedded memory for AI agents. SQLite + pgvector + Neo4j. Sub-5ms retrieval.	38	Emerging	2	Python
5	GeLi2001/memoer Memory management for LLM Applications	38	Emerging	12	TypeScript
6	Lucenor/mnesis A Python library that solves context window degradation in long-running LLM...	35	Emerging	2	Python
7	Sandeeprdy1729/timps The AI memory layer with 17 intelligence tools — catches contradictions,...	35	Emerging	2	TypeScript
8	wrannaman/rememberall solving long term memory storage for llms	34	Emerging	123	JavaScript
9	spectator81-png/relational-memory A relationship-aware memory layer for LLM chatbots — models the...	34	Emerging	1	Python
10	jkanalakis/deep-recall Enterprise-grade memory framework for LLMs featuring GPU-optimized...	33	Emerging	90	Python
11	Djsand/neverforget LLMs have amnesia. NeverForget is the cure. A universal, infinite-memory...	32	Emerging	1	JavaScript
12	zjunlp/MemP MemP: Exploring Agent Procedural Memory	29	Experimental	16	Python
13	Chimdiiii/OpenMemory 🧠 Enhance AI with OpenMemory for long-term memory storage, recall, and...	28	Experimental	3	TypeScript
14	fantomx42/wheeler-memory Self-organising attractor memory: text encodes to 64×64 CA attractors,...	28	Experimental	2	Python
15	hyperpolymath/anamnesis Conversation knowledge extraction and reconciliation for multi-LLM...	28	Experimental	2	Just
16	NotYuSheng/TracePcap Self-hosted LLM network packet analysis tool. Visualize network traffic...	26	Experimental	2	TypeScript
17	lumixdeee/mogri Mogri = foundational cognitive container; not derivative; conceptual...	25	Experimental	1	—
18	dwamianm/prism Portable Relational Memory Engine — local-first memory substrate for...	25	Experimental	1	Python
19	vashuteotia123/hypermind Transform stateless LLMs into context-aware AI agents with persistent,...	24	Experimental	7	TypeScript
20	bowen-upenn/PersonaMem-v2 PersonaMem-v2: Towards Personalized Intelligence via Learning Implicit User...	24	Experimental	8	Python
21	persistorai/persistor Persistent knowledge graph + vector memory for AI agents. PostgreSQL-native,...	23	Experimental	2	Go
22	qquartsco-svg/Cognitive_Kernel Give your AI agent persistent memory. 3 lines of code. pip install cognitive-kernel	22	Experimental	—	Python
23	WeberG619/neveronce Persistent, correctable memory for AI. The memory layer that learns from...	22	Experimental	—	Python
24	JH-A-Kim/AdaptiveMemoryMesh A memory layer for LLMs that extracts entities, relationships, and decisions...	22	Experimental	—	—
25	kid7st/exmem External memory for LLM agents — Git-versioned context files that survive compaction	22	Experimental	—	TypeScript
26	dshills/RealityCheck Intent enforcement for agentic coding systems — verifies that code matches...	22	Experimental	1	Go
27	icantthinkofsomethinggoodhelpme1/memori-quickstart 🧠 Capture and recall facts in conversations using Memori, OpenAI, and SQLite...	21	Experimental	—	HTML
28	Skelf-Research/memorg Give your LLM a memory that actually works.	21	Experimental	—	Python
29	sharmamimanshi24/MemoryAI A memory persistent AI which remembers your work across the chat sessions.	21	Experimental	—	JavaScript
30	lumitylabs/OpenMemory Overcome memory limitations with OpenMemory	20	Experimental	5	TypeScript
31	mzazakeith/Mem0Chat Mem0Chat is an application showcasing an LLM-powered chat with a...	20	Experimental	3	JavaScript
32	hunter-meloche/TEMPO A temporary/working memory system that assists REMO in handling LLM memories	20	Experimental	6	Python
33	johannes42x/MetaMemoryWorks-Architecture-Overview File-based architecture and method for persistent, user-controlled state in...	19	Experimental	1	—
34	poiesic/memorit Persistent memory for agents	17	Experimental	—	Go
35	3ilix/MemBrain 🧠 Enhance AI interactions with MemBrain, a solution for long-term memory and...	14	Experimental	—	—
36	1amageek/swift-memory A place that holds both what is given and the knowledge born from it. Not a...	14	Experimental	—	Swift
37	hino-hatake/Memo-Keeper Những kẻ sưu tầm ký ức quý giá từ khắp vũ trụ. Họ tự do du hành giữa các thế...	13	Experimental	—	—