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 44 memory-augmented architectures frameworks tracked. 1 score above 50 (established tier). The highest-rated is AbductiveLearning/ABLkit at 56/100 with 86 stars.

Get all 44 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...	56	Established	86	Python
2	zenoxml/SciREX SciREX is an open-source scientific AI and machine learning framework...	47	Emerging	11	Python
3	msinamsina/AI-Graph A powerful and flexible AI Graph framework for building processing pipelines...	44	Emerging	6	Python
4	Neo-Cybernetics/Neo-Cybernetics-Main Official Github Repository for Neo-Cybernetics, a discipline that introduces...	41	Emerging	4	—
5	PeterOvermann/TriadicMemory Cognitive Computing with Associative Memory	41	Emerging	37	Mathematica
6	jacobphillips99/ares ARES - Automatic Robot Evaluation System. A simple, scalable solution for...	40	Emerging	67	Python
7	ronniross/latent-memory A Module for Large Language Models that seek to integrate a vector-based...	38	Emerging	9	Python
8	ronniross/mirror-aware-inference A framework to measure how much of an output originates from user input...	38	Emerging	4	Jupyter Notebook
9	CarsonScott/CALM Conditional Associative Logic Memory	33	Emerging	27	Python
10	Satyamkumarnavneet/RedesignAutonomy Redesign Autonomy is an AI safety evaluation framework for LLM-assisted...	31	Emerging	6	Python
11	Lithicsoft/Lithicsoft-Trainer-Studio Repository for update, release, Python trainer kit for Trainer Studio under...	31	Emerging	14	Python
12	Chihaya-Yuka/Infinity-Square A supercomputer simulated by a large language model provides you with a...	31	Emerging	3	Python
13	eddyayalagil/override-cascade-dspy 🌐 Detect and prevent safety overrides in LLM systems with this DSPy-based...	30	Emerging	1	Python
14	opencog/opencog_rpi Opencog Cross Compile Toolchain for Raspberry Pi3	29	Experimental	5	C
15	anoopkodaly/symbiotic-latent-memory 🧠 Enhance language models with a vector-based memory system that processes...	27	Experimental	1	Jupyter Notebook
16	Palioboro/Argus Modern C library for command-line argument parsing. Advanced features:...	27	Experimental	2	C
17	jacobinsilico/episodic-memory-system ESTMS enables natural interaction with any VLM agent that learns from the...	25	Experimental	6	Python
18	Devanik21/Latent-Inference-Manifold LAteNT v2 — A 9-agent neuro-symbolic manifold for zero-shot abstraction....	25	Experimental	1	Python
19	RayanAIX/HCMS-Human-Cognition-Measurement-System An end-to-end, research-grade AI system for measuring human cognition. HCMS...	24	Experimental	1	TeX
20	Novamind-CS/Novamind-CS Surgical reasoning on consumer silicon. Hybrid SSM + causal memory...	23	Experimental	1	Python
21	nurettinberkaydemirkol/SAVM Self-Additive Vector Model	22	Experimental	9	Python
22	ACD421/sgm-substrate SGM-Substrate: Sparse Geometric Mutation Intelligence — the place where...	22	Experimental	—	Python
23	Spoorthi55/HCMS-Human-Cognition-Measurement-System 🧠 Measure human understanding and cognitive stability with HCMS, an...	22	Experimental	—	TeX
24	darnay/memorable-ai 🧠 Enhance your applications with Memorable, a unified memory system that...	22	Experimental	—	Python
25	cagasolu/srtrbm-llm-hybrid A hybrid intelligence system integrating neural perception, associative...	22	Experimental	—	Python
26	Pittyz999/TRM_Autoregressive-Reasoning Adaptación del modelo Tiny Recursive Model (TRM) para razonamiento autorregresivo.	21	Experimental	—	Jupyter Notebook
27	Shivam-Proliant/ibma_research Instance-Based Memory Augmentation for mitigating contextual amnesia in LLMs	21	Experimental	—	Python
28	evalops/override-cascade-dspy DSPy framework for detecting and preventing safety override cascades in LLM...	21	Experimental	5	Python
29	Lithicsoft/TS-Source Open Source AI Training program under Apache 2.0 License	21	Experimental	11	C#
30	nachiket273/tbg-stm-ftldos-hubbard-U-regression Machine learning framework for inferring interaction-dependent features from...	19	Experimental	—	Jupyter Notebook
31	gkamer8/agrippa-pkg Agrippa defines a markup language for machine learning architectures. This...	19	Experimental	4	Python
32	cgbarlow/machine-dream_AG Machine Dream - Continuous machine cognition research platform with GRASP...	18	Experimental	3	TypeScript
33	lmanhes/episodic-memory Graph-based episodic memory	18	Experimental	2	Jupyter Notebook
34	Sombressoul/cogniray CogniRay is a differentiable geometric memory enabling real-time plasticity...	15	Experimental	—	Python
35	gabrielmaialva33/aether Æther — Ambient RF perception system in Gleam/OTP. Turns WiFi CSI, BLE, UWB,...	15	Experimental	1	Gleam
36	Ivelin2022/sage SAGE: Spatial Associative Geometric Embeddings — weight-free geometric...	15	Experimental	1	Python
37	dieoymarion/HMLR-Agentic-AI-Memory-System 🧠 Enhance AI agents with HMLR's structured memory system for accurate...	15	Experimental	—	—
38	MukundaKatta/sparktest SparkTest — AI Creativity Tester. Benchmark for measuring AI creative...	14	Experimental	—	Python
39	Mukhameds/stb-demo Minimal executable demonstration of the STB paradigm: emergent expectations,...	13	Experimental	—	Go
40	rahulkhunte/DAMN-prototype Decentralized AI Memory Network (DAMN) — a persistent learning and...	13	Experimental	—	Jupyter Notebook
41	Tuesdaythe13th/H4RB1NG3R This repository represents the transition from behavioral safety to Neural...	12	Experimental	1	TypeScript
42	Aftermath-Technologies-Ltd/aasms 🔄 Local-first AI system that evolves its own codebase through adversarial...	11	Experimental	—	Python
43	kuffmode/HardWorking-Memory A unified working & short-term memory task for artificial neural networks.	11	Experimental	3	Python
44	keskival/sleeping_machines A manifesto for temporal computing where memory indexing is replaced by...	11	Experimental	4	—