{"adoption": {"forks": 392, "observed_at": "2026-08-28T04:05:42.920183+00:00", "stars": 1839}, "canonical_url": "https://ross.abutalabs.com/products/machine-learning-flappy-bird", "card": {"archived": false, "artifact_type": "learning-resource", "description": "Machine Learning for Flappy Bird using Neural Network and Genetic Algorithm", "domain": ["artificial-intelligence", "machine-learning", "tutorials", "education"], "enriched": true, "function": ["machine-learning", "game", "simulation", "deep-learning"], "health_score": 20, "homepage": "http://www.askforgametask.com/tutorial/machine-learning-algorithm-flappy-bird", "language": "JavaScript", "license": "MIT", "license_family": "permissive", "maturity": "abandoned", "member_repos": ["ssusnic/Machine-Learning-Flappy-Bird"], "name": "ssusnic/Machine-Learning-Flappy-Bird", "platform": ["browser"], "pushed_at": "2017-12-19T10:22:15+00:00", "repo": "ssusnic/Machine-Learning-Flappy-Bird", "stars": 1839, "tags": ["neuroevolution", "genetic-algorithm", "neural-network", "flappy-bird", "phaser", "synaptic", "html5-game", "ai-tutorial", "game-development", "javascript", "html5"], "topics": ["machine-learning", "flappy-bird", "genetic-algorithm", "machine-learning-algorithm", "artificial-intelligence", "neuroevolution", "ai-tutorial", "ai", "artificial-evolution", "game-programming", "html5", "javascript", "phaser", "phaser-tutorial", "machinelearning", "machine-intelligence", "neural-networks", "neural-network", "genetic-algorithms", "flappybird"], "urls": [], "use_cases": ["learn neuroevolution by example", "see a genetic algorithm train a neural network", "build an AI game controller in JavaScript", "teach machine learning concepts with a game demo", "starting point for AI-plays-game projects in Phaser"], "what_it_is": "An HTML5 tutorial project that teaches an AI to play Flappy Bird using a neural network trained via a genetic algorithm (neuroevolution). It is built with the Phaser game framework and the Synaptic neural network library, with a full write-up and live demo.", "when_to_avoid": ["need a production ML framework or library", "want actively maintained code (last release 2017)", "need supervised or deep learning training pipelines"], "when_to_choose": ["learning how genetic algorithms and neural networks combine", "wanting a small, readable JavaScript ML demo", "building a similar AI-plays-game tutorial project"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/products/machine-learning-flappy-bird", "repo": "ssusnic/Machine-Learning-Flappy-Bird", "role": "main", "score": 32}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-08-28T04:05:42.920183+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-30T03:18:15.387520+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "32bccf4b88a8b7bd710fd225ed2119644f7e30fb98413e8f00bc27f02637ef20", "fetched_at": "2026-08-28T04:05:42.920183+00:00", "kind": "readme", "missing": false, "url": "https://github.com/ssusnic/Machine-Learning-Flappy-Bird"}, {"content_hash": "c9a7aa52b9a1f471f17d8fdaf6e0a8556e5613f2b91dd2ac7151a2cec1930035", "fetched_at": "2026-08-29T10:57:28.740082+00:00", "kind": "homepage", "missing": false, "url": "http://www.askforgametask.com/tutorial/machine-learning-algorithm-flappy-bird"}, {"content_hash": "f3a790a4a43fded7563991960cbc8e165005ddcfdaa49a00271b857b9541c602", "fetched_at": "2026-08-29T10:57:28.750625+00:00", "kind": "site_page", "missing": false, "url": "https://www.askforgametask.com/about"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-08-28T04:05:42.920183+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-30T03:18:15.387520+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "32bccf4b88a8b7bd710fd225ed2119644f7e30fb98413e8f00bc27f02637ef20", "fetched_at": "2026-08-28T04:05:42.920183+00:00", "kind": "readme", "missing": false, "url": "https://github.com/ssusnic/Machine-Learning-Flappy-Bird"}, {"content_hash": "c9a7aa52b9a1f471f17d8fdaf6e0a8556e5613f2b91dd2ac7151a2cec1930035", "fetched_at": "2026-08-29T10:57:28.740082+00:00", "kind": "homepage", "missing": false, "url": "http://www.askforgametask.com/tutorial/machine-learning-algorithm-flappy-bird"}, {"content_hash": "f3a790a4a43fded7563991960cbc8e165005ddcfdaa49a00271b857b9541c602", "fetched_at": "2026-08-29T10:57:28.750625+00:00", "kind": "site_page", "missing": false, "url": "https://www.askforgametask.com/about"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-30T03:18:15.387520+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "32bccf4b88a8b7bd710fd225ed2119644f7e30fb98413e8f00bc27f02637ef20", "fetched_at": "2026-08-28T04:05:42.920183+00:00", "kind": "readme", "missing": false, "url": "https://github.com/ssusnic/Machine-Learning-Flappy-Bird"}, {"content_hash": "c9a7aa52b9a1f471f17d8fdaf6e0a8556e5613f2b91dd2ac7151a2cec1930035", "fetched_at": "2026-08-29T10:57:28.740082+00:00", "kind": "homepage", "missing": false, "url": "http://www.askforgametask.com/tutorial/machine-learning-algorithm-flappy-bird"}, {"content_hash": "f3a790a4a43fded7563991960cbc8e165005ddcfdaa49a00271b857b9541c602", "fetched_at": "2026-08-29T10:57:28.750625+00:00", "kind": "site_page", "missing": false, "url": "https://www.askforgametask.com/about"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-08-28T04:05:42.920183+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-08-28T04:05:42.920183+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-08-28T04:05:42.920183+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-30T03:18:15.387520+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "32bccf4b88a8b7bd710fd225ed2119644f7e30fb98413e8f00bc27f02637ef20", "fetched_at": "2026-08-28T04:05:42.920183+00:00", "kind": "readme", "missing": false, "url": "https://github.com/ssusnic/Machine-Learning-Flappy-Bird"}, {"content_hash": "c9a7aa52b9a1f471f17d8fdaf6e0a8556e5613f2b91dd2ac7151a2cec1930035", "fetched_at": "2026-08-29T10:57:28.740082+00:00", "kind": "homepage", "missing": false, "url": "http://www.askforgametask.com/tutorial/machine-learning-algorithm-flappy-bird"}, {"content_hash": "f3a790a4a43fded7563991960cbc8e165005ddcfdaa49a00271b857b9541c602", "fetched_at": "2026-08-29T10:57:28.750625+00:00", "kind": "site_page", "missing": false, "url": "https://www.askforgametask.com/about"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-08-28T04:05:42.920183+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-08-28T04:05:42.920183+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-30T03:18:15.387520+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "32bccf4b88a8b7bd710fd225ed2119644f7e30fb98413e8f00bc27f02637ef20", "fetched_at": "2026-08-28T04:05:42.920183+00:00", "kind": "readme", "missing": false, "url": "https://github.com/ssusnic/Machine-Learning-Flappy-Bird"}, {"content_hash": "c9a7aa52b9a1f471f17d8fdaf6e0a8556e5613f2b91dd2ac7151a2cec1930035", "fetched_at": "2026-08-29T10:57:28.740082+00:00", "kind": "homepage", "missing": false, "url": "http://www.askforgametask.com/tutorial/machine-learning-algorithm-flappy-bird"}, {"content_hash": "f3a790a4a43fded7563991960cbc8e165005ddcfdaa49a00271b857b9541c602", "fetched_at": "2026-08-29T10:57:28.750625+00:00", "kind": "site_page", "missing": false, "url": "https://www.askforgametask.com/about"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-08-28T04:05:42.920183+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-08-28T04:05:42.920183+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-08-28T04:05:42.920183+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-30T03:18:15.387520+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "32bccf4b88a8b7bd710fd225ed2119644f7e30fb98413e8f00bc27f02637ef20", "fetched_at": "2026-08-28T04:05:42.920183+00:00", "kind": "readme", "missing": false, "url": "https://github.com/ssusnic/Machine-Learning-Flappy-Bird"}, {"content_hash": "c9a7aa52b9a1f471f17d8fdaf6e0a8556e5613f2b91dd2ac7151a2cec1930035", "fetched_at": "2026-08-29T10:57:28.740082+00:00", "kind": "homepage", "missing": false, "url": "http://www.askforgametask.com/tutorial/machine-learning-algorithm-flappy-bird"}, {"content_hash": "f3a790a4a43fded7563991960cbc8e165005ddcfdaa49a00271b857b9541c602", "fetched_at": "2026-08-29T10:57:28.750625+00:00", "kind": "site_page", "missing": false, "url": "https://www.askforgametask.com/about"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-08-28T04:05:42.920183+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-08-28T04:05:42.920183+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-30T03:18:15.387520+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "32bccf4b88a8b7bd710fd225ed2119644f7e30fb98413e8f00bc27f02637ef20", "fetched_at": "2026-08-28T04:05:42.920183+00:00", "kind": "readme", "missing": false, "url": "https://github.com/ssusnic/Machine-Learning-Flappy-Bird"}, {"content_hash": "c9a7aa52b9a1f471f17d8fdaf6e0a8556e5613f2b91dd2ac7151a2cec1930035", "fetched_at": "2026-08-29T10:57:28.740082+00:00", "kind": "homepage", "missing": false, "url": "http://www.askforgametask.com/tutorial/machine-learning-algorithm-flappy-bird"}, {"content_hash": "f3a790a4a43fded7563991960cbc8e165005ddcfdaa49a00271b857b9541c602", "fetched_at": "2026-08-29T10:57:28.750625+00:00", "kind": "site_page", "missing": false, "url": "https://www.askforgametask.com/about"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-30T03:18:15.387520+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "32bccf4b88a8b7bd710fd225ed2119644f7e30fb98413e8f00bc27f02637ef20", "fetched_at": "2026-08-28T04:05:42.920183+00:00", "kind": "readme", "missing": false, "url": "https://github.com/ssusnic/Machine-Learning-Flappy-Bird"}, {"content_hash": "c9a7aa52b9a1f471f17d8fdaf6e0a8556e5613f2b91dd2ac7151a2cec1930035", "fetched_at": "2026-08-29T10:57:28.740082+00:00", "kind": "homepage", "missing": false, "url": "http://www.askforgametask.com/tutorial/machine-learning-algorithm-flappy-bird"}, {"content_hash": "f3a790a4a43fded7563991960cbc8e165005ddcfdaa49a00271b857b9541c602", "fetched_at": "2026-08-29T10:57:28.750625+00:00", "kind": "site_page", "missing": false, "url": "https://www.askforgametask.com/about"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-30T03:18:15.387520+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "32bccf4b88a8b7bd710fd225ed2119644f7e30fb98413e8f00bc27f02637ef20", "fetched_at": "2026-08-28T04:05:42.920183+00:00", "kind": "readme", "missing": false, "url": "https://github.com/ssusnic/Machine-Learning-Flappy-Bird"}, {"content_hash": "c9a7aa52b9a1f471f17d8fdaf6e0a8556e5613f2b91dd2ac7151a2cec1930035", "fetched_at": "2026-08-29T10:57:28.740082+00:00", "kind": "homepage", "missing": false, "url": "http://www.askforgametask.com/tutorial/machine-learning-algorithm-flappy-bird"}, {"content_hash": "f3a790a4a43fded7563991960cbc8e165005ddcfdaa49a00271b857b9541c602", "fetched_at": "2026-08-29T10:57:28.750625+00:00", "kind": "site_page", "missing": false, "url": "https://www.askforgametask.com/about"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-30T03:18:15.387520+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "32bccf4b88a8b7bd710fd225ed2119644f7e30fb98413e8f00bc27f02637ef20", "fetched_at": "2026-08-28T04:05:42.920183+00:00", "kind": "readme", "missing": false, "url": "https://github.com/ssusnic/Machine-Learning-Flappy-Bird"}, {"content_hash": "c9a7aa52b9a1f471f17d8fdaf6e0a8556e5613f2b91dd2ac7151a2cec1930035", "fetched_at": "2026-08-29T10:57:28.740082+00:00", "kind": "homepage", "missing": false, "url": "http://www.askforgametask.com/tutorial/machine-learning-algorithm-flappy-bird"}, {"content_hash": "f3a790a4a43fded7563991960cbc8e165005ddcfdaa49a00271b857b9541c602", "fetched_at": "2026-08-29T10:57:28.750625+00:00", "kind": "site_page", "missing": false, "url": "https://www.askforgametask.com/about"}], "taxonomy_version": 1}}, "score": {"components": {"activity": 0, "longevity": 100, "rhythm": 35}, "computed_at": "2026-09-02T17:46:02.011165+00:00", "flags": ["no_releases"], "formula": "round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10)", "inputs": {"age_days": 3310, "days_push": 3179, "days_rel": null, "gap_med": null, "n_releases_24m": 0}, "score": 32, "version": 2}, "staleness": {"enrichment_outdated": false, "low_confidence": false, "scrape_days": 9, "stale_scrape": false}}