Flappy Bird AI ML Frameworks

AI implementations learning to play Flappy Bird through neural networks, genetic algorithms, or reinforcement learning. Does NOT include other game-playing AI, general neuroevolution frameworks, or non-game applications of these techniques.

There are 71 flappy bird ai frameworks tracked. 1 score above 50 (established tier). The highest-rated is ssusnic/Machine-Learning-Flappy-Bird at 51/100 with 1,839 stars.

Get all 71 projects as JSON

curl "https://pt-edge.onrender.com/api/v1/datasets/quality?domain=ml-frameworks&subcategory=flappy-bird-ai&limit=20"

Open to everyone — 100 requests/day, no key needed. Get a free key for 1,000/day.

#	Framework	Score	Tier	Stars	Language
1	ssusnic/Machine-Learning-Flappy-Bird Machine Learning for Flappy Bird using Neural Network and Genetic Algorithm	51	Established	1,839	JavaScript
2	xviniette/FlappyLearning Program learning to play Flappy Bird by machine learning (Neuroevolution)	47	Emerging	3,997	JavaScript
3	SarvagyaVaish/FlappyBirdRL Flappy Bird hack using Reinforcement Learning	43	Emerging	924	JavaScript
4	virgs/flappy-bird-ai Multiple ai powered flappy birds running for their survival	42	Emerging	3	TypeScript
5	ikergarcia1996/NeuroEvolution-Flappy-Bird A comparison between humans, neuroevolution and multilayer perceptrons...	39	Emerging	21	Jupyter Notebook
6	heartyguy/AI-AngryBird-Eagle-Wing AIBirds 2017 winner, Eagle's Wing. AIBird 2017 results :...	37	Emerging	4	Java
7	alirezamika/flappybird-es An AI agent Learning to play Flappy Bird using Evolution Strategies and deep...	34	Emerging	45	Python
8	John-Trager/NEAT-Pong Machine learning pong ai using NEAT	34	Emerging	6	Python
9	diguifi/Dude-TopDown 🎮 A game developed in Python, using PyGame, which purpose is to test out a...	34	Emerging	8	Python
10	thomas-bouvier/floppy-bird Flappy Bird-like game including a Q-learning algorithm and a neural...	34	Emerging	6	C
11	Kacper-Pietkun/Stock-Trading-With-Neat-Algorithm Stock trading based on MACD indicator, using NEAT and naive algorithm	33	Emerging	33	Python
12	Suji04/jumpingameAI Watch the AI learn:	33	Emerging	30	JavaScript
13	mdibaiee/flappy-es Flappy Bird AI using Evolution Strategies	32	Emerging	141	Python
14	krushaybhavsar/ai-car In this project, I used NeuroEvolution of Augmenting Topologies to create AI...	30	Emerging	1	Python
15	thisisxvr/flappy-bird-neuroevolution Genetic algorithms, neural networks, and Flappy Bird.	30	Emerging	1	TypeScript
16	fifi000/AI-Flappy-Bird Watch out, it's survival of the fittest in the avian world! Birds either...	29	Experimental	1	JavaScript
17	Tanish0019/Genetic-Algorithm-Flappy-Bird-Using-TensorFlowJS Flappy Bird genetic algorithm made using TensorflowJS	28	Experimental	8	JavaScript
18	dmarkham/flappy-nn NEAT learning to play Flappy Gopher	28	Experimental	8	Go
19	Elyx0/snakeneuralnetworkjs Neuroevolution of Neural Network for snakes in the Browser	27	Experimental	13	JavaScript
20	liquidcarrot/example.flappy-bird 🥕 Mastering flappy bird with machine learning (neural networks, neuro-evolution)	26	Experimental	7	JavaScript
21	SeanFitzpatrick0/FlappyBird_AI AI trained to play flappy bird using N.E.A.T	26	Experimental	18	JavaScript
22	bokonist/drone-x a self-learning AI drone learns to evade obstacles by NeuroEvolution through...	26	Experimental	7	C++
23	andersondalmina/flappy-bird-neural-network Flappy Bird Game With Neural Network	25	Experimental	6	Go
24	Kacper-Pietkun/splix.io-multiplayer-AI Implementation of online multiplayer game - splix.io, enriched by two kind...	25	Experimental	8	Python
25	MaxRohowsky/neft-flappy-bird 🐦 Neural Evolution with Fixed Topologies	25	Experimental	8	Python
26	w3ntao/q-bird Flappy Bird with Q-learning	24	Experimental	20	JavaScript
27	azecoder/flappy-bird-self-learning Making a FlappyBird game using Neural-Network and React	23	Experimental	3	JavaScript
28	sushantPatrikar/flappybirdAI Flappy Bird game, but AI plays it :robot:	22	Experimental	15	Python
29	Timmyy3000/Dodge-The-Blocks-NEAT-AI An implementation of NEAT to evolve an AI that plays a 2D Game (Dodge the...	21	Experimental	1	Python
30	abouabra/NEAT-AI-Flappy-Bird This is a simple implementation of the Flappy Bird game using the NEAT...	21	Experimental	1	Python
31	rajathpi/flappy-bird Using NeuroEvolution of Augmenting Topologies(NEAT) to train an agent to...	21	Experimental	1	Python
32	antoni-kuczynski/NEAT_Flappy_Bird A Flappy Bird clone with machine learning implementation based on NEAT...	20	Experimental	2	Java
33	declanoller/neat Playing OpenAI games with Neuroevolution	20	Experimental	11	Python
34	agroudiev/Genetic-Birds-Simulator A simulation of birds using Neural Networks and a Genetic Algorithm.	19	Experimental	3	Rust
35	Jtachan/AI-FlappyBird Game "Flappy Bird" and an AI that learns how to play it.	17	Experimental	1	Python
36	Web-Machine-Learning/Flappy-Bird-Machine-Learning A web-based game tackled by a machine learning algorithm	17	Experimental	1	JavaScript
37	saifbechan/dashingdot Dashing Dot is a sophisticated web-based game where you don't play the...	15	Experimental	—	TypeScript
38	Enosh110/flappy-bird-game Play a browser-based Flappy Bird game with five difficulty levels, built...	14	Experimental	—	HTML
39	MissawB/Flappy_Bird_RL_Project Implémentation du NeuroEvolution of Augmenting Topologies (NEAT) sur Flappy...	14	Experimental	—	Python
40	xiaokangxd/CSCI218-NEAT-AI-FlappyBird 🎮 Teach an AI to master Flappy Bird using the NEAT algorithm, evolving...	14	Experimental	—	Python
41	Azonix07/ai-flappy-bird 🐦 Evolve a neural network AI to master Flappy Bird using genetic algorithms...	13	Experimental	—	JavaScript
42	Flat-Earther/SnakeGame-AI Simple Snake game in pygame and AI learning to play it using NEAT	13	Experimental	—	Python
43	cirello-io/mlflappygopher AI-powered flappybird clone	13	Experimental	—	Go
44	Flat-Earther/FlappyBird-AI Simple Flappy Bird clone written using pygame and AI learning to play it using NEAT	13	Experimental	—	Python
45	vojay-dev/flapai Flappy Bird and AI from the scratch for learning purposes	12	Experimental	6	JavaScript
46	arnavkohli/flappy-bird-neuroevolution A simple simulation of the neuroevolution of a program learning how to play...	12	Experimental	5	JavaScript
47	Mathias002/NEAT-Flappy-Bird-master Python Flappy Bird AI	12	Experimental	7	Python
48	AtorieInc/Flappy_Bird Machine Learning for Flappy Bird using Neural Network and Genetic Algorithm	11	Experimental	—	JavaScript
49	nrsharip/ai-genetic-algorithm-snake A port of https://github.com/craighaber/AI-for-Snake-Game from Python to Javascript.	11	Experimental	—	JavaScript
50	deformhead/Flappy 🎮 'flappy bird' game - ai example (with neural network and genetic algorithm)	11	Experimental	—	JavaScript
51	jonathanyin12/Flappy.ML Using neural networks and a genetic algorithm to beat Flappy Bird.	11	Experimental	—	Java
52	mrdcvlsc/flappy-bird-neural-net-genetic-algorithm Training a neural network to play a flappy bird like game using genetic algorithm	11	Experimental	—	C++
53	koesan/NEAT A comprehensive collection of evolutionary AI projects built with NEAT...	11	Experimental	2	Python
54	tomjanke28/neural-network-flappy-bird A Neural Network learns how to play the "Flappy Bird" on its own.	11	Experimental	—	Java
55	LionelBergen/Bizhawk-NEAT-GameSolver-ML-AI NEAT program which learns different SNES/NES games from the Bizhawk emulator	11	Experimental	3	Lua
56	Serkanbezek/Flappy-Bird-Ai-NEAT Making a clone of the Flappy Bird game and Building an AI that learns to...	11	Experimental	—	Python
57	Bobagi/bouncing-ball Este repositório contém duas implementações de um programa em Python que...	11	Experimental	—	Python
58	erjbroek/ParkourAI A parkour game, where agents over time learn to traverse the parkour using a...	11	Experimental	1	TypeScript
59	NilsEngelbach/FlappyBirdsAI FlappyBirds AI using NEAT in JavaScript with visualization of the neural networks	11	Experimental	—	JavaScript
60	Versey/Samus-Flappy-Neural-Network Neural network simulation	11	Experimental	—	JavaScript
61	JDchauhan/Intelligent-Flappy-Bird Artificial intelligent bird. I have modified my Flappy bird game by making...	11	Experimental	—	JavaScript
62	willweimike/NEATPong Training AI to play Pong Game with neat-python	11	Experimental	—	Python
63	gulpinhenry/flappy-bird-ai A program that uses the NEAT (NeuroEvolution of Augmenting Topologies)...	11	Experimental	—	Python
64	Hugo-Hattori/AI_FlappyBird Game Development and AI Implementation project.	11	Experimental	—	Python
65	sabik360/AI-flappy-bird This project is an implementation of the NeuroEvolution of Augmenting...	11	Experimental	—	Python
66	Sarthak-Dayal/Flappy-Bird-Neuro-Evolution A demonstration of neuroevolution and genetic algorithms using p5.js and the...	11	Experimental	3	JavaScript
67	GabiCtrlZ/A.I-learns-Flap-Bird A.I learns to play flappy bird using my own genetic and neural networks algoritams	11	Experimental	4	JavaScript
68	ARMN88/Flappy-Bird-AI An AI that leans how to play flappy bird using a neural network that learns...	10	Experimental	2	JavaScript
69	d0rianb/FlappyBirdAI Une intelligence artificielle qui apprend à jouer à FlappyBird	10	Experimental	2	JavaScript
70	algoboy-kevin/neat-snake Using evolutionary algorithm to solve Snake game	10	Experimental	2	Python
71	dawidgrobert/FlapANN A game that passes itself. With the help of machine learning, this time it's...	10	Experimental	2	C++

Comparisons in this category

Machine-Learning-Flappy-Bird and FlappyLearning (51 vs 47) FlappyLearning and FlappyBirdRL (47 vs 43) FlappyLearning and flappy-bird-neuroevolution (47 vs 30) Machine-Learning-Flappy-Bird and FlappyBirdRL (51 vs 43) Machine-Learning-Flappy-Bird and flappy-es (51 vs 32) Machine-Learning-Flappy-Bird and flappybird-es (51 vs 34) Machine-Learning-Flappy-Bird and NeuroEvolution-Flappy-Bird (51 vs 39) Machine-Learning-Flappy-Bird and Genetic-Algorithm-Flappy-Bird-Using-TensorFlowJS (51 vs 28) Machine-Learning-Flappy-Bird and flappy-nn (51 vs 28) Machine-Learning-Flappy-Bird and floppy-bird (51 vs 34)