{"adoption": {"forks": 94, "observed_at": "2026-08-28T04:03:32.985136+00:00", "stars": 1091}, "canonical_url": "https://ross.abutalabs.com/products/ligo-biosciences-alphafold3", "card": {"archived": false, "artifact_type": "library", "description": "Open source implementation of AlphaFold3", "domain": ["bioinformatics", "machine-learning", "deep-learning"], "enriched": true, "function": ["machine-learning", "deep-learning", "llm-training"], "health_score": 20, "homepage": null, "language": "Python", "license": "Apache-2.0", "license_family": "permissive", "maturity": "experimental", "member_repos": ["Ligo-Biosciences/AlphaFold3"], "name": "Ligo-Biosciences/AlphaFold3", "platform": ["python"], "pushed_at": "2024-10-07T02:08:29+00:00", "repo": "Ligo-Biosciences/AlphaFold3", "stars": 1091, "tags": ["alphafold3", "protein-structure-prediction", "structural-biology", "pytorch", "open-science", "biotech", "gpu", "linux"], "topics": [], "urls": [], "use_cases": ["predict protein 3D structure from sequence", "train AlphaFold3 model on own protein data", "research open-source biomolecular folding", "extend structure prediction to ligands and nucleic acids", "reproduce AlphaFold3 training dynamics"], "what_it_is": "An open-source Python implementation of AlphaFold3, DeepMind's biomolecular structure prediction model, including the full model architecture and training code. It currently supports single-chain protein prediction, with ligand, multimer, and nucleic acid capabilities planned.", "when_to_avoid": ["you need production-ready, accurate predictions of full complexes with ligands today", "you lack multi-GPU (A100-class) hardware for training or inference", "you want a polished tool with stable releases and support"], "when_to_choose": ["you need a freely licensed, modifiable AlphaFold3 implementation for research", "you want to train or fine-tune structure prediction models on your own GPU cluster", "you want to contribute to or build on open protein-folding tooling"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/products/ligo-biosciences-alphafold3", "repo": "Ligo-Biosciences/AlphaFold3", "role": "main", "score": 27}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-08-28T04:03:32.985136+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-30T06:49:05.591782+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "d14e22369359a7f5957fbf64428b433d72dfeb0437b583388f39b6bb755f28d9", "fetched_at": "2026-08-28T04:03:32.985136+00:00", "kind": "readme", "missing": false, "url": "https://github.com/Ligo-Biosciences/AlphaFold3"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-08-28T04:03:32.985136+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-30T06:49:05.591782+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "d14e22369359a7f5957fbf64428b433d72dfeb0437b583388f39b6bb755f28d9", "fetched_at": "2026-08-28T04:03:32.985136+00:00", "kind": "readme", "missing": false, "url": "https://github.com/Ligo-Biosciences/AlphaFold3"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-30T06:49:05.591782+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "d14e22369359a7f5957fbf64428b433d72dfeb0437b583388f39b6bb755f28d9", "fetched_at": "2026-08-28T04:03:32.985136+00:00", "kind": "readme", "missing": false, "url": "https://github.com/Ligo-Biosciences/AlphaFold3"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-08-28T04:03:32.985136+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-08-28T04:03:32.985136+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-08-28T04:03:32.985136+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-30T06:49:05.591782+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "d14e22369359a7f5957fbf64428b433d72dfeb0437b583388f39b6bb755f28d9", "fetched_at": "2026-08-28T04:03:32.985136+00:00", "kind": "readme", "missing": false, "url": "https://github.com/Ligo-Biosciences/AlphaFold3"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-08-28T04:03:32.985136+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-08-28T04:03:32.985136+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-30T06:49:05.591782+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "d14e22369359a7f5957fbf64428b433d72dfeb0437b583388f39b6bb755f28d9", "fetched_at": "2026-08-28T04:03:32.985136+00:00", "kind": "readme", "missing": false, "url": "https://github.com/Ligo-Biosciences/AlphaFold3"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-08-28T04:03:32.985136+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-08-28T04:03:32.985136+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-08-28T04:03:32.985136+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-30T06:49:05.591782+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "d14e22369359a7f5957fbf64428b433d72dfeb0437b583388f39b6bb755f28d9", "fetched_at": "2026-08-28T04:03:32.985136+00:00", "kind": "readme", "missing": false, "url": "https://github.com/Ligo-Biosciences/AlphaFold3"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-08-28T04:03:32.985136+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-08-28T04:03:32.985136+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-30T06:49:05.591782+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "d14e22369359a7f5957fbf64428b433d72dfeb0437b583388f39b6bb755f28d9", "fetched_at": "2026-08-28T04:03:32.985136+00:00", "kind": "readme", "missing": false, "url": "https://github.com/Ligo-Biosciences/AlphaFold3"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-30T06:49:05.591782+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "d14e22369359a7f5957fbf64428b433d72dfeb0437b583388f39b6bb755f28d9", "fetched_at": "2026-08-28T04:03:32.985136+00:00", "kind": "readme", "missing": false, "url": "https://github.com/Ligo-Biosciences/AlphaFold3"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-30T06:49:05.591782+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "d14e22369359a7f5957fbf64428b433d72dfeb0437b583388f39b6bb755f28d9", "fetched_at": "2026-08-28T04:03:32.985136+00:00", "kind": "readme", "missing": false, "url": "https://github.com/Ligo-Biosciences/AlphaFold3"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-30T06:49:05.591782+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "d14e22369359a7f5957fbf64428b433d72dfeb0437b583388f39b6bb755f28d9", "fetched_at": "2026-08-28T04:03:32.985136+00:00", "kind": "readme", "missing": false, "url": "https://github.com/Ligo-Biosciences/AlphaFold3"}], "taxonomy_version": 1}}, "score": {"components": {"activity": 0, "longevity": 73, "rhythm": 35}, "computed_at": "2026-09-03T02:20:16.233290+00:00", "flags": ["no_releases"], "formula": "round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10)", "inputs": {"age_days": 1026, "days_push": 696, "days_rel": null, "gap_med": null, "n_releases_24m": 0}, "score": 27, "version": 2}, "staleness": {"enrichment_outdated": false, "low_confidence": false, "scrape_days": 9, "stale_scrape": false}}