{"adoption": {"forks": 407, "observed_at": "2026-08-28T04:04:53.942099+00:00", "stars": 1497}, "canonical_url": "https://ross.abutalabs.com/products/antsx-ants", "card": {"archived": false, "artifact_type": "library", "description": "Advanced Normalization Tools (ANTs)  ", "domain": ["healthcare", "bioinformatics", "data-science"], "enriched": true, "function": ["image-processing", "computer-vision"], "health_score": 97, "homepage": null, "language": "C++", "license": "Apache-2.0", "license_family": "permissive", "maturity": "active", "member_repos": ["ANTsX/ANTs"], "name": "ANTsX/ANTs", "platform": ["cpp", "cli"], "pushed_at": "2026-08-25T23:23:18+00:00", "repo": "ANTsX/ANTs", "stars": 1497, "tags": ["medical-imaging", "neuroimaging", "image-registration", "image-segmentation", "itk", "brain-imaging", "mri", "linux", "macos", "docker"], "topics": ["image-registration", "image-segmentation", "medical-image-processing", "neuroimaging"], "urls": [], "use_cases": ["register MRI brain images to a template", "segment brain tumors in medical scans", "normalize neuroimaging data for statistical analysis", "align multimodal biomedical images across time", "compute high-dimensional image mappings for brain structure analysis", "process medical images across species or organs"], "what_it_is": "Advanced Normalization Tools (ANTs) is a C++ command-line library for high-dimensional medical image registration and segmentation, built on the Insight Toolkit (ITK). It supports organizing, visualizing, and statistically exploring large biomedical image sets across modalities, species, and organ systems, with Python (ANTsPy) and R (ANTsR) bindings.", "when_to_avoid": ["you need general-purpose photo or graphics image editing rather than scientific imaging", "you want a GUI-based medical imaging tool", "you need lightweight real-time image processing in a production web service"], "when_to_choose": ["you need state-of-the-art medical image registration or segmentation", "you work in neuroimaging or biomedical research and want a proven, competition-winning toolkit", "you want Python or R integration via ANTsPy/ANTsR", "you need cross-species or cross-organ imaging workflows with minimal customization"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/products/antsx-ants", "repo": "ANTsX/ANTs", "role": "main", "score": 83}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-08-28T04:04:53.942099+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-30T04:33:07.118519+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "58e3d5332b49228f6e1e31d0b37f39993cdf2b5faa0c07022a9f982a45284006", "fetched_at": "2026-08-28T04:04:53.942099+00:00", "kind": "readme", "missing": false, "url": "https://github.com/ANTsX/ANTs"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-08-28T04:04:53.942099+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-30T04:33:07.118519+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "58e3d5332b49228f6e1e31d0b37f39993cdf2b5faa0c07022a9f982a45284006", "fetched_at": "2026-08-28T04:04:53.942099+00:00", "kind": "readme", "missing": false, "url": "https://github.com/ANTsX/ANTs"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-30T04:33:07.118519+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "58e3d5332b49228f6e1e31d0b37f39993cdf2b5faa0c07022a9f982a45284006", "fetched_at": "2026-08-28T04:04:53.942099+00:00", "kind": "readme", "missing": false, "url": "https://github.com/ANTsX/ANTs"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-08-28T04:04:53.942099+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-08-28T04:04:53.942099+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-08-28T04:04:53.942099+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-30T04:33:07.118519+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "58e3d5332b49228f6e1e31d0b37f39993cdf2b5faa0c07022a9f982a45284006", "fetched_at": "2026-08-28T04:04:53.942099+00:00", "kind": "readme", "missing": false, "url": "https://github.com/ANTsX/ANTs"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-08-28T04:04:53.942099+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-08-28T04:04:53.942099+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-30T04:33:07.118519+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "58e3d5332b49228f6e1e31d0b37f39993cdf2b5faa0c07022a9f982a45284006", "fetched_at": "2026-08-28T04:04:53.942099+00:00", "kind": "readme", "missing": false, "url": "https://github.com/ANTsX/ANTs"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-08-28T04:04:53.942099+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-08-28T04:04:53.942099+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-08-28T04:04:53.942099+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-30T04:33:07.118519+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "58e3d5332b49228f6e1e31d0b37f39993cdf2b5faa0c07022a9f982a45284006", "fetched_at": "2026-08-28T04:04:53.942099+00:00", "kind": "readme", "missing": false, "url": "https://github.com/ANTsX/ANTs"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-08-28T04:04:53.942099+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-08-28T04:04:53.942099+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-30T04:33:07.118519+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "58e3d5332b49228f6e1e31d0b37f39993cdf2b5faa0c07022a9f982a45284006", "fetched_at": "2026-08-28T04:04:53.942099+00:00", "kind": "readme", "missing": false, "url": "https://github.com/ANTsX/ANTs"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-30T04:33:07.118519+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "58e3d5332b49228f6e1e31d0b37f39993cdf2b5faa0c07022a9f982a45284006", "fetched_at": "2026-08-28T04:04:53.942099+00:00", "kind": "readme", "missing": false, "url": "https://github.com/ANTsX/ANTs"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-30T04:33:07.118519+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "58e3d5332b49228f6e1e31d0b37f39993cdf2b5faa0c07022a9f982a45284006", "fetched_at": "2026-08-28T04:04:53.942099+00:00", "kind": "readme", "missing": false, "url": "https://github.com/ANTsX/ANTs"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-30T04:33:07.118519+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "58e3d5332b49228f6e1e31d0b37f39993cdf2b5faa0c07022a9f982a45284006", "fetched_at": "2026-08-28T04:04:53.942099+00:00", "kind": "readme", "missing": false, "url": "https://github.com/ANTsX/ANTs"}], "taxonomy_version": 1}}, "score": {"components": {"activity": 99, "longevity": 100, "rhythm": 54}, "computed_at": "2026-09-03T02:20:16.233290+00:00", "flags": [], "formula": "round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10)", "inputs": {"age_days": 4970, "days_push": 8, "days_rel": 231, "gap_med": 60.5, "n_releases_24m": 7}, "score": 83, "version": 2}, "staleness": {"enrichment_outdated": false, "low_confidence": false, "scrape_days": 9, "stale_scrape": false}}