Evolutionary Algorithm Frameworks

Libraries and frameworks implementing evolutionary computation techniques (genetic algorithms, particle swarm optimization, differential evolution, etc.) for optimization and search problems. Does NOT include specific application domains (e.g., game AI, scheduling, hyperparameter tuning) or non-evolutionary metaheuristics.

There are 47 evolutionary algorithm frameworks tracked. 8 score above 50 (established tier). The highest-rated is trevorstephens/gplearn at 65/100 with 1,819 stars.

Get all 47 projects as JSON

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#	Framework	Score	Tier	Stars	Language
1	trevorstephens/gplearn Genetic Programming in Python, with a scikit-learn inspired API	65	Established	1,819	Python
2	google/pyglove Manipulating Python Programs	62	Established	710	Python
3	guofei9987/scikit-opt Genetic Algorithm, Particle Swarm Optimization, Simulated Annealing, Ant...	61	Established	6,388	Python
4	nnaisense/evotorch Advanced evolutionary computation library built directly on top of PyTorch,...	61	Established	1,123	Python
5	esa/pagmo2 A C++ platform to perform parallel computations of optimisation tasks...	57	Established	909	C++
6	alirezamika/evostra A fast Evolution Strategy implementation in Python	56	Established	272	Python
7	erp12/pyshgp Push Genetic Programming in Python.	54	Established	80	Python
8	MorvanZhou/Evolutionary-Algorithm Evolutionary Algorithm using Python, 莫烦Python 中文AI教学	51	Established	1,231	Python
9	opencog/moses MOSES Machine Learning: Meta-Optimizing Semantic Evolutionary Search. See...	49	Emerging	134	C++
10	godatadriven/evol a python grammar for evolutionary algorithms and heuristics	46	Emerging	193	Python
11	morinim/ultra Framework for Evolutionary Algorithms	45	Emerging	14	C++
12	MaxHalford/eaopt :four_leaf_clover: Evolutionary optimization library for Go (genetic...	45	Emerging	907	Go
13	ML-flash/M-E-GA MEGA is a novel general purpose Genetic Algorithm frame work. That brings...	44	Emerging	36	Python
14	djbarrow/fundamental Software to look for interrelationships between constants and find formulas...	44	Emerging	19	C
15	Evolutionary-Intelligence/EvolutionaryComputation-A-Modern-Perspective-ECAMP Evolutionary Computation: A Modern Perspective \|<...>\| This is an online...	44	Emerging	60	—
16	SDARG/opt4j Modular Java framework for meta-heuristic optimization	42	Emerging	37	Java
17	aliasgharheidaricom/Harris-Hawks-Optimization-Algorithm-and-Applications Harris Hawks Optimization (HHO) is a nature-inspired metaheuristic algorithm...	41	Emerging	64	MATLAB
18	JohnNay/datafsm Machine Learning Finite State Machine Models from Data with Genetic Algorithms	38	Emerging	17	R
19	ntnu-ai-lab/EvoLP.jl A playground for evolutionary computation in Julia	33	Emerging	28	Julia
20	soypat/mu8 Genetic algorithm for unsupervised machine learning in Go.	33	Emerging	127	Go
21	aliasgharheidaricom/The-Moss-Growth-Optimization-MGO-Concepts-and-performance Moss Growth Optimization (MGO) mimics the natural growth processes of moss...	31	Emerging	4	MATLAB
22	iskunalpal/Differential-Evolution A fast and efficient Matlab code implementing the Differential Evolution algorithm.	31	Emerging	33	Matlab
23	aliasgharheidaricom/Hunger-Games-Search-Visions-Conception-Implementation-Deep-Analysis-and-Performance-Shifts Visit: https://aliasgharheidari.com/HGS.html. HGS optimizer is a...	29	Experimental	7	MATLAB
24	zachbateman/evogression Python Machine Learning using an evolutionary regression algorithm. More...	29	Experimental	6	Python
25	SamuelSchmidgall/EvolutionarySelfReplication Produce intelligence by means of natural selection without objective/reward...	27	Experimental	15	Python
26	tsyet12/EvoOpt Python implementation of state-of-art meta-heuristic and evolutionary...	27	Experimental	12	Python
27	rssalessio/nnGA Neural Network Genetic Algorithm library used for deep learning problems	27	Experimental	18	Python
28	aliasgharheidaricom/RIME-A-physics-based-optimization RIME A physics based optimization algorithm, Neurocomputing, 2023...	26	Experimental	21	MATLAB
29	jeffasante/EvoEquation An AlphaEvolve-inspired project using evolutionary symbolic regression to...	23	Experimental	6	Python
30	martincorona007/Artificial-Intelligence Simple Linear Regression, Multiple Linear Regression, Genetic Algorithm	21	Experimental	1	Java
31	ali-ece/A-Simplified-and-Efficient-Version-of-Inclined-Planes-system-Optimization-SIPO-Algorithm A simplified and effective version of IPO (called SIPO) with the aim of...	21	Experimental	1	MATLAB
32	aliasgharheidaricom/Escape-An-optimization-method-based-on-crowd-evacuation-behaviors Escape Algorithm (ESC) models crowd evacuation behaviors to achieve...	20	Experimental	6	MATLAB
33	salvacorts/Gocey 🍀 P2P Distributed Evolutionary Algorithms on Ephemeral Infrastructure for...	20	Experimental	5	Go
34	jokofa/NRR This is the repository accompanying our paper "Too Big, so Fail? -- Enabling...	20	Experimental	5	Jupyter Notebook
35	kyegomez/swarmalators Pytorch Implementation of the Swarmalators algorithm from "Exotic swarming...	20	Experimental	8	Python
36	lucapernice/CodeEvolver Automatic optimization of compression algorithm	19	Experimental	2	Python
37	YBiryukov/SoQ Swarm of Questions	18	Experimental	2	Python
38	mwolinska/Evolutionary-Optimization A generic evolutionary algorithm for function optimisation.	18	Experimental	1	Python
39	mckayct/Open_Source_Swarm_Intelligence This repositiory is for the code, paper and files for swarm intelligence...	17	Experimental	1	C++
40	TheAmirHK/AdeQuaT_Project_AI-and-Optimization Evolutionary Cost-Tolerance Optimization for Complex Assembly Mechanisms Via...	16	Experimental	2	Python
41	EltonCN/evolvepy EvolvePy is a Python module created to allow the easy creation and execution...	15	Experimental	—	Jupyter Notebook
42	toohidsharifi/Optimal-design-of-switch-reluctance-motor Torque Ripple Minimization for a Switch Reluctance Motor Using the Ant Lion...	13	Experimental	3	—
43	nicklasbekkevold/ea-presentation Repository for presentation on evolutionary algorithms (EA)	11	Experimental	—	Python
44	tobiapoppi/Firefly-inspired-heartbeat-sync-in-Small-World-Networks Distributed Artificial Intelligence project on a self-synchronizing small...	11	Experimental	—	NetLogo
45	LinggarM/Priority-Task-Selection-Using-Evolutionary-Programming A web app that utilizes Evolutionary Programming to determine and prioritize...	11	Experimental	—	Jupyter Notebook
46	LvMalware/GA-MLP A GA (Genetic Algorithm) optimized MLP (MultiLayer Perceptron) Network	11	Experimental	4	Python
47	aligh993/Swarm_Intelligence Swarm Intelligence Projects	10	Experimental	1	MATLAB