Memory-Augmented Architectures ML Frameworks

Frameworks and systems that extend language models and AI agents with persistent memory mechanisms (vector stores, episodic memory, working memory, spatial memory). Does NOT include general retrieval-augmented generation, knowledge bases, or inference optimization without memory integration.

There are 52 memory-augmented architectures frameworks tracked. 1 score above 50 (established tier). The highest-rated is AbductiveLearning/ABLkit at 59/100 with 86 stars.

Get all 52 projects as JSON

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#	Framework	Score	Tier	Stars	Language
1	AbductiveLearning/ABLkit An efficient Python toolkit for Abductive Learning (ABL), a novel paradigm...	59	Established	86	Python
2	msinamsina/AI-Graph A powerful and flexible AI Graph framework for building processing pipelines...	42	Emerging	6	Python
3	PeterOvermann/TriadicMemory Cognitive Computing with Associative Memory	41	Emerging	37	Mathematica
4	zenoxml/SciREX SciREX is an open-source scientific AI and machine learning framework...	40	Emerging	11	Python
5	jacobphillips99/ares ARES - Automatic Robot Evaluation System. A simple, scalable solution for...	40	Emerging	67	Python
6	ronniross/mirror-aware-inference A framework to measure how much of an output originates from user input...	34	Emerging	4	Jupyter Notebook
7	Neo-Cybernetics/Neo-Cybernetics-Main Official Github Repository for Neo-Cybernetics, a discipline that introduces...	34	Emerging	4	—
8	ronniross/latent-memory A Module for Large Language Models that seek to integrate a vector-based...	32	Emerging	9	Python
9	jacobinsilico/episodic-memory-system ESTMS enables natural interaction with any VLM agent that learns from the...	26	Experimental	6	Python
10	CarsonScott/CALM Conditional Associative Logic Memory	26	Experimental	27	Python
11	ronniross/symbiotic-latent-memory An auxiliary system for language models that integrates a vector-based...	25	Experimental	4	Jupyter Notebook
12	Satyamkumarnavneet/RedesignAutonomy Redesign Autonomy is an AI safety evaluation framework for LLM-assisted...	25	Experimental	6	Python
13	Palioboro/Argus Modern C library for command-line argument parsing. Advanced features:...	24	Experimental	2	C
14	jeremy-sud/Eon-AI-Project Eon is a software manifesto demonstrating that Intelligence is not...	24	Experimental	2	Python
15	Chihaya-Yuka/Infinity-Square A supercomputer simulated by a large language model provides you with a...	24	Experimental	3	Python
16	Lithicsoft/Lithicsoft-Trainer-Studio Repository for update, release, Python trainer kit for Trainer Studio under...	24	Experimental	14	Python
17	isaac-hash/Genesys A robotics framework built on ROS2 to speed up development, reduce configs...	23	Experimental	8	Python
18	jeffarredondo/resonance Persistent associative memory for LLM agents that learns what connects to...	23	Experimental	1	Python
19	Devanik21/Latent-Inference-Manifold LAteNT v2 — A 9-agent neuro-symbolic manifold for zero-shot abstraction....	23	Experimental	1	Python
20	eddyayalagil/override-cascade-dspy 🌐 Detect and prevent safety overrides in LLM systems with this DSPy-based...	23	Experimental	1	Python
21	anoopkodaly/symbiotic-latent-memory 🧠 Enhance language models with a vector-based memory system that processes...	23	Experimental	1	Jupyter Notebook
22	Novamind-CS/Novamind-CS Surgical reasoning on consumer silicon. Hybrid SSM + causal memory...	23	Experimental	1	Python
23	GMaN1911/hologram-cognitive Auto-discovered DAG, pressure-aware context routing system for LLMs....	23	Experimental	5	Python
24	opencog/opencog_rpi Opencog Cross Compile Toolchain for Raspberry Pi3	22	Experimental	5	C
25	ACD421/sgm-substrate SGM-Substrate: Sparse Geometric Mutation Intelligence — the place where...	22	Experimental	—	Python
26	cagasolu/srtrbm-llm-hybrid A hybrid intelligence system integrating neural perception, associative...	22	Experimental	—	Python
27	Spoorthi55/HCMS-Human-Cognition-Measurement-System 🧠 Measure human understanding and cognitive stability with HCMS, an...	22	Experimental	—	TeX
28	darnay/memorable-ai 🧠 Enhance your applications with Memorable, a unified memory system that...	22	Experimental	—	Python
29	nachiket273/tbg-stm-ftldos-hubbard-U-regression Machine learning framework for inferring interaction-dependent features from...	22	Experimental	—	Jupyter Notebook
30	MatheusPereiraSilva/dream-architecture Memory-centric architecture for scalable, energy-efficient AI agents and...	21	Experimental	6	Python
31	RayanAIX/HCMS-Human-Cognition-Measurement-System An end-to-end, research-grade AI system for measuring human cognition. HCMS...	20	Experimental	1	TeX
32	Shivam-Proliant/ibma_research Instance-Based Memory Augmentation for mitigating contextual amnesia in LLMs	19	Experimental	—	Python
33	Pittyz999/TRM_Autoregressive-Reasoning Adaptación del modelo Tiny Recursive Model (TRM) para razonamiento autorregresivo.	19	Experimental	—	Jupyter Notebook
34	ksm26/LLMs-as-Operating-Systems-Agent-Memory This repository introduces the Letta framework, empowering developers to...	19	Experimental	7	Jupyter Notebook
35	BruinGrowly/Semantic-Substrate-Database Revolutionary self-aware, thought-processing database with 5-layer semantic...	18	Experimental	3	Python
36	dieoymarion/HMLR-Agentic-AI-Memory-System 🧠 Enhance AI agents with HMLR's structured memory system for accurate...	16	Experimental	—	—
37	nurettinberkaydemirkol/SAVM Self-Additive Vector Model	16	Experimental	9	Python
38	Ivelin2022/sage SAGE: Spatial Associative Geometric Embeddings — weight-free geometric...	15	Experimental	1	Python
39	ErdemYavuz55/ai-memory-graph Group conversation memory system with NLP-powered triplet extraction	15	Experimental	6	Python
40	gabrielmaialva33/aether Æther — Ambient RF perception system in Gleam/OTP. Turns WiFi CSI, BLE, UWB,...	15	Experimental	1	Gleam
41	evalops/override-cascade-dspy DSPy framework for detecting and preventing safety override cascades in LLM...	15	Experimental	5	Python
42	Lithicsoft/TS-Source Open Source AI Training program under Apache 2.0 License	14	Experimental	11	C#
43	cgbarlow/machine-dream_AG Machine Dream - Continuous machine cognition research platform with GRASP...	14	Experimental	3	TypeScript
44	MukundaKatta/sparktest SparkTest — AI Creativity Tester. Benchmark for measuring AI creative...	14	Experimental	—	Python
45	Sombressoul/cogniray CogniRay is a differentiable geometric memory enabling real-time plasticity...	13	Experimental	—	Python
46	gkamer8/agrippa-pkg Agrippa defines a markup language for machine learning architectures. This...	12	Experimental	4	Python
47	Tuesdaythe13th/H4RB1NG3R This repository represents the transition from behavioral safety to Neural...	12	Experimental	1	TypeScript
48	mrcmilano/illusion-of-reasoning An interactive magazine-style exploration of the GSM-Symbolic research paper...	11	Experimental	—	TypeScript
49	Mukhameds/stb-demo Minimal executable demonstration of the STB paradigm: emergent expectations,...	11	Experimental	—	Go
50	rahulkhunte/DAMN-prototype Decentralized AI Memory Network (DAMN) — a persistent learning and...	11	Experimental	—	Jupyter Notebook
51	lmanhes/episodic-memory Graph-based episodic memory	11	Experimental	2	Jupyter Notebook
52	BruinGrowly/Semantic-Substrate-Engine The Universal Kernel for Semantic Reality Understanding	11	Experimental	8	Python