{"adoption": {"forks": 836, "observed_at": "2026-08-28T04:09:17.407113+00:00", "stars": 5399}, "canonical_url": "https://ross.abutalabs.com/products/coremltools", "card": {"archived": false, "artifact_type": "library", "description": "Core ML tools contain supporting tools for Core ML model conversion, editing, and validation.", "domain": ["machine-learning", "apple-ecosystem", "deep-learning"], "enriched": true, "function": ["machine-learning", "sdk", "developer-tools"], "health_score": 96, "homepage": "https://coremltools.readme.io", "language": "Python", "license": "BSD-3-Clause", "license_family": "permissive", "maturity": "active", "member_repos": ["apple/coremltools"], "name": "apple/coremltools", "platform": ["python", "cross-platform"], "pushed_at": "2026-08-26T19:25:12+00:00", "repo": "apple/coremltools", "stars": 5399, "tags": ["coreml", "model-conversion", "model-optimization", "tensorflow", "pytorch", "on-device-inference", "apple", "macos"], "topics": ["coremltools", "tensorflow", "pytorch", "coreml", "machine-learning", "model-converter", "model-conversion"], "urls": [], "use_cases": ["convert a pytorch model to core ml format", "deploy a trained tensorflow model on iphone", "optimize a core ml model for the neural engine", "convert a scikit-learn model for ios app integration", "edit and validate an existing core ml model", "run on-device inference with core ml in an xcode app"], "what_it_is": "Apple's official Python package for converting machine learning models from TensorFlow, PyTorch, scikit-learn, XGBoost, and LibSVM into the Core ML format. It also supports reading, editing, optimizing, and validating Core ML models for on-device deployment in Apple apps.", "when_to_avoid": ["you target Android, Windows, or Linux on-device inference rather than Apple platforms", "you need a general model exchange format like ONNX instead of Core ML", "your workflow is training-only with no Apple deployment"], "when_to_choose": ["you need to ship trained models to iOS, macOS, watchOS, or visionOS apps via Core ML", "you want Apple-supported conversion from PyTorch or TensorFlow with Neural Engine optimization", "you need to inspect, edit, or compress Core ML model weights"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/products/coremltools", "repo": "apple/coremltools", "role": "main", "score": 80}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-08-28T04:09:17.407113+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-29T17:57:49.138673+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "45afb380a2aae0db4fb847ba0bfb63ea45db26909a0e96b4ce39565e7f12c27b", "fetched_at": "2026-08-28T04:09:17.407113+00:00", "kind": "readme", "missing": false, "url": "https://github.com/apple/coremltools"}, {"content_hash": "3b9d5e7ed62ffb0e2b3079de7f213391b5806137ba228065dcfe5ec0ba9f263d", "fetched_at": "2026-08-29T08:52:34.380912+00:00", "kind": "homepage", "missing": false, "url": "https://coremltools.readme.io"}, {"content_hash": "9a24c31bd62e1000be5f9ed669064adc4b928b9fbdc8b78c6028f2f5189e5240", "fetched_at": "2026-08-29T08:52:34.383643+00:00", "kind": "site_page", "missing": false, "url": "https://coremltools.readme.io/docs"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-08-28T04:09:17.407113+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-29T17:57:49.138673+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "45afb380a2aae0db4fb847ba0bfb63ea45db26909a0e96b4ce39565e7f12c27b", "fetched_at": "2026-08-28T04:09:17.407113+00:00", "kind": "readme", "missing": false, "url": "https://github.com/apple/coremltools"}, {"content_hash": "3b9d5e7ed62ffb0e2b3079de7f213391b5806137ba228065dcfe5ec0ba9f263d", "fetched_at": "2026-08-29T08:52:34.380912+00:00", "kind": "homepage", "missing": false, "url": "https://coremltools.readme.io"}, {"content_hash": "9a24c31bd62e1000be5f9ed669064adc4b928b9fbdc8b78c6028f2f5189e5240", "fetched_at": "2026-08-29T08:52:34.383643+00:00", "kind": "site_page", "missing": false, "url": "https://coremltools.readme.io/docs"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-29T17:57:49.138673+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "45afb380a2aae0db4fb847ba0bfb63ea45db26909a0e96b4ce39565e7f12c27b", "fetched_at": "2026-08-28T04:09:17.407113+00:00", "kind": "readme", "missing": false, "url": "https://github.com/apple/coremltools"}, {"content_hash": "3b9d5e7ed62ffb0e2b3079de7f213391b5806137ba228065dcfe5ec0ba9f263d", "fetched_at": "2026-08-29T08:52:34.380912+00:00", "kind": "homepage", "missing": false, "url": "https://coremltools.readme.io"}, {"content_hash": "9a24c31bd62e1000be5f9ed669064adc4b928b9fbdc8b78c6028f2f5189e5240", "fetched_at": "2026-08-29T08:52:34.383643+00:00", "kind": "site_page", "missing": false, "url": "https://coremltools.readme.io/docs"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-08-28T04:09:17.407113+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-08-28T04:09:17.407113+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-08-28T04:09:17.407113+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-29T17:57:49.138673+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "45afb380a2aae0db4fb847ba0bfb63ea45db26909a0e96b4ce39565e7f12c27b", "fetched_at": "2026-08-28T04:09:17.407113+00:00", "kind": "readme", "missing": false, "url": "https://github.com/apple/coremltools"}, {"content_hash": "3b9d5e7ed62ffb0e2b3079de7f213391b5806137ba228065dcfe5ec0ba9f263d", "fetched_at": "2026-08-29T08:52:34.380912+00:00", "kind": "homepage", "missing": false, "url": "https://coremltools.readme.io"}, {"content_hash": "9a24c31bd62e1000be5f9ed669064adc4b928b9fbdc8b78c6028f2f5189e5240", "fetched_at": "2026-08-29T08:52:34.383643+00:00", "kind": "site_page", "missing": false, "url": "https://coremltools.readme.io/docs"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-08-28T04:09:17.407113+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-08-28T04:09:17.407113+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-29T17:57:49.138673+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "45afb380a2aae0db4fb847ba0bfb63ea45db26909a0e96b4ce39565e7f12c27b", "fetched_at": "2026-08-28T04:09:17.407113+00:00", "kind": "readme", "missing": false, "url": "https://github.com/apple/coremltools"}, {"content_hash": "3b9d5e7ed62ffb0e2b3079de7f213391b5806137ba228065dcfe5ec0ba9f263d", "fetched_at": "2026-08-29T08:52:34.380912+00:00", "kind": "homepage", "missing": false, "url": "https://coremltools.readme.io"}, {"content_hash": "9a24c31bd62e1000be5f9ed669064adc4b928b9fbdc8b78c6028f2f5189e5240", "fetched_at": "2026-08-29T08:52:34.383643+00:00", "kind": "site_page", "missing": false, "url": "https://coremltools.readme.io/docs"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-08-28T04:09:17.407113+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-08-28T04:09:17.407113+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-08-28T04:09:17.407113+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-29T17:57:49.138673+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "45afb380a2aae0db4fb847ba0bfb63ea45db26909a0e96b4ce39565e7f12c27b", "fetched_at": "2026-08-28T04:09:17.407113+00:00", "kind": "readme", "missing": false, "url": "https://github.com/apple/coremltools"}, {"content_hash": "3b9d5e7ed62ffb0e2b3079de7f213391b5806137ba228065dcfe5ec0ba9f263d", "fetched_at": "2026-08-29T08:52:34.380912+00:00", "kind": "homepage", "missing": false, "url": "https://coremltools.readme.io"}, {"content_hash": "9a24c31bd62e1000be5f9ed669064adc4b928b9fbdc8b78c6028f2f5189e5240", "fetched_at": "2026-08-29T08:52:34.383643+00:00", "kind": "site_page", "missing": false, "url": "https://coremltools.readme.io/docs"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-08-28T04:09:17.407113+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-08-28T04:09:17.407113+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-29T17:57:49.138673+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "45afb380a2aae0db4fb847ba0bfb63ea45db26909a0e96b4ce39565e7f12c27b", "fetched_at": "2026-08-28T04:09:17.407113+00:00", "kind": "readme", "missing": false, "url": "https://github.com/apple/coremltools"}, {"content_hash": "3b9d5e7ed62ffb0e2b3079de7f213391b5806137ba228065dcfe5ec0ba9f263d", "fetched_at": "2026-08-29T08:52:34.380912+00:00", "kind": "homepage", "missing": false, "url": "https://coremltools.readme.io"}, {"content_hash": "9a24c31bd62e1000be5f9ed669064adc4b928b9fbdc8b78c6028f2f5189e5240", "fetched_at": "2026-08-29T08:52:34.383643+00:00", "kind": "site_page", "missing": false, "url": "https://coremltools.readme.io/docs"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-29T17:57:49.138673+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "45afb380a2aae0db4fb847ba0bfb63ea45db26909a0e96b4ce39565e7f12c27b", "fetched_at": "2026-08-28T04:09:17.407113+00:00", "kind": "readme", "missing": false, "url": "https://github.com/apple/coremltools"}, {"content_hash": "3b9d5e7ed62ffb0e2b3079de7f213391b5806137ba228065dcfe5ec0ba9f263d", "fetched_at": "2026-08-29T08:52:34.380912+00:00", "kind": "homepage", "missing": false, "url": "https://coremltools.readme.io"}, {"content_hash": "9a24c31bd62e1000be5f9ed669064adc4b928b9fbdc8b78c6028f2f5189e5240", "fetched_at": "2026-08-29T08:52:34.383643+00:00", "kind": "site_page", "missing": false, "url": "https://coremltools.readme.io/docs"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-29T17:57:49.138673+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "45afb380a2aae0db4fb847ba0bfb63ea45db26909a0e96b4ce39565e7f12c27b", "fetched_at": "2026-08-28T04:09:17.407113+00:00", "kind": "readme", "missing": false, "url": "https://github.com/apple/coremltools"}, {"content_hash": "3b9d5e7ed62ffb0e2b3079de7f213391b5806137ba228065dcfe5ec0ba9f263d", "fetched_at": "2026-08-29T08:52:34.380912+00:00", "kind": "homepage", "missing": false, "url": "https://coremltools.readme.io"}, {"content_hash": "9a24c31bd62e1000be5f9ed669064adc4b928b9fbdc8b78c6028f2f5189e5240", "fetched_at": "2026-08-29T08:52:34.383643+00:00", "kind": "site_page", "missing": false, "url": "https://coremltools.readme.io/docs"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-29T17:57:49.138673+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "45afb380a2aae0db4fb847ba0bfb63ea45db26909a0e96b4ce39565e7f12c27b", "fetched_at": "2026-08-28T04:09:17.407113+00:00", "kind": "readme", "missing": false, "url": "https://github.com/apple/coremltools"}, {"content_hash": "3b9d5e7ed62ffb0e2b3079de7f213391b5806137ba228065dcfe5ec0ba9f263d", "fetched_at": "2026-08-29T08:52:34.380912+00:00", "kind": "homepage", "missing": false, "url": "https://coremltools.readme.io"}, {"content_hash": "9a24c31bd62e1000be5f9ed669064adc4b928b9fbdc8b78c6028f2f5189e5240", "fetched_at": "2026-08-29T08:52:34.383643+00:00", "kind": "site_page", "missing": false, "url": "https://coremltools.readme.io/docs"}], "taxonomy_version": 1}}, "score": {"components": {"activity": 99, "longevity": 100, "rhythm": 44}, "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": 3351, "days_push": 7, "days_rel": 296, "gap_med": 80.5, "n_releases_24m": 5}, "score": 80, "version": 2}, "staleness": {"enrichment_outdated": false, "low_confidence": false, "scrape_days": 9, "stale_scrape": false}}