{"adoption": {"forks": 962, "observed_at": "2026-08-28T04:10:28.443865+00:00", "stars": 9111}, "canonical_url": "https://ross.abutalabs.com/products/modelscope", "card": {"archived": false, "artifact_type": "library", "description": "ModelScope: bring the notion of Model-as-a-Service to life.", "domain": ["machine-learning", "deep-learning", "large-language-models", "computer-vision", "speech-processing", "artificial-intelligence"], "enriched": true, "function": ["machine-learning", "llm-inference", "llm-training", "nlp", "image-processing", "speech-recognition", "sdk"], "health_score": 100, "homepage": "https://www.modelscope.cn/", "language": "Python", "license": "Apache-2.0", "license_family": "permissive", "maturity": "active", "member_repos": ["modelscope/modelscope"], "name": "modelscope/modelscope", "platform": ["python", "windows"], "pushed_at": "2026-08-25T14:21:39+00:00", "repo": "modelscope/modelscope", "stars": 9111, "tags": ["model-hub", "model-as-a-service", "fine-tuning", "model-evaluation", "multi-modal", "inference", "huggingface-alternative", "natural-language-processing", "linux", "macos", "gpu"], "topics": ["nlp", "cv", "speech", "multi-modal", "science", "deep-learning", "machine-learning", "python"], "urls": [], "use_cases": ["download and run pretrained models for inference", "fine-tune models on custom datasets", "evaluate machine learning models with a unified API", "find and use models for NLP, CV, speech, and multi-modal tasks", "integrate AI models into applications with minimal code", "contribute models to a shared model hub"], "what_it_is": "ModelScope is a Python library and ecosystem built on the 'Model-as-a-Service' concept, providing unified APIs to download, run inference on, fine-tune, and evaluate machine learning models across CV, NLP, speech, multi-modal, and scientific computing domains. It aggregates state-of-the-art models from the AI community and streamlines their use in real-world applications with just a few lines of code.", "when_to_avoid": ["you only need models available on Hugging Face and not on ModelScope", "you need a lightweight tool without the broader ModelScope ecosystem dependencies", "your workflow is tightly coupled to another ML framework's tooling"], "when_to_choose": ["you want a unified API across many model domains like CV, NLP, and speech", "you want access to models hosted on the ModelScope hub, including China-hosted models", "you need simple few-line inference, fine-tuning, and evaluation workflows", "you prefer an alternative or complement to Hugging Face Transformers"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/products/modelscope", "repo": "modelscope/modelscope", "role": "main", "score": 98}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-08-28T04:10:28.443865+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-29T17:23:26.720983+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "b795d63a64fca5c2159dde9fabf31185e5a407b196fcf2b078a140ef6cd13f91", "fetched_at": "2026-08-28T04:10:28.443865+00:00", "kind": "readme", "missing": false, "url": "https://github.com/modelscope/modelscope"}, {"content_hash": "b92e2c11ffac80f535b0b94f938b29fcac0e9f225471d68c6217be29cf11838e", "fetched_at": "2026-08-29T08:23:42.497797+00:00", "kind": "homepage", "missing": false, "url": "https://www.modelscope.cn/"}, {"content_hash": "57491340f892e1c37e2620bebd5d66023c5905ca812e7d5fea2569edf7f3c507", "fetched_at": "2026-08-29T08:23:42.500824+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/modelscope/json"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-08-28T04:10:28.443865+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-29T17:23:26.720983+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "b795d63a64fca5c2159dde9fabf31185e5a407b196fcf2b078a140ef6cd13f91", "fetched_at": "2026-08-28T04:10:28.443865+00:00", "kind": "readme", "missing": false, "url": "https://github.com/modelscope/modelscope"}, {"content_hash": "b92e2c11ffac80f535b0b94f938b29fcac0e9f225471d68c6217be29cf11838e", "fetched_at": "2026-08-29T08:23:42.497797+00:00", "kind": "homepage", "missing": false, "url": "https://www.modelscope.cn/"}, {"content_hash": "57491340f892e1c37e2620bebd5d66023c5905ca812e7d5fea2569edf7f3c507", "fetched_at": "2026-08-29T08:23:42.500824+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/modelscope/json"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-29T17:23:26.720983+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "b795d63a64fca5c2159dde9fabf31185e5a407b196fcf2b078a140ef6cd13f91", "fetched_at": "2026-08-28T04:10:28.443865+00:00", "kind": "readme", "missing": false, "url": "https://github.com/modelscope/modelscope"}, {"content_hash": "b92e2c11ffac80f535b0b94f938b29fcac0e9f225471d68c6217be29cf11838e", "fetched_at": "2026-08-29T08:23:42.497797+00:00", "kind": "homepage", "missing": false, "url": "https://www.modelscope.cn/"}, {"content_hash": "57491340f892e1c37e2620bebd5d66023c5905ca812e7d5fea2569edf7f3c507", "fetched_at": "2026-08-29T08:23:42.500824+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/modelscope/json"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-08-28T04:10:28.443865+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-08-28T04:10:28.443865+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-08-28T04:10:28.443865+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-29T17:23:26.720983+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "b795d63a64fca5c2159dde9fabf31185e5a407b196fcf2b078a140ef6cd13f91", "fetched_at": "2026-08-28T04:10:28.443865+00:00", "kind": "readme", "missing": false, "url": "https://github.com/modelscope/modelscope"}, {"content_hash": "b92e2c11ffac80f535b0b94f938b29fcac0e9f225471d68c6217be29cf11838e", "fetched_at": "2026-08-29T08:23:42.497797+00:00", "kind": "homepage", "missing": false, "url": "https://www.modelscope.cn/"}, {"content_hash": "57491340f892e1c37e2620bebd5d66023c5905ca812e7d5fea2569edf7f3c507", "fetched_at": "2026-08-29T08:23:42.500824+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/modelscope/json"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-08-28T04:10:28.443865+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-08-28T04:10:28.443865+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-29T17:23:26.720983+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "b795d63a64fca5c2159dde9fabf31185e5a407b196fcf2b078a140ef6cd13f91", "fetched_at": "2026-08-28T04:10:28.443865+00:00", "kind": "readme", "missing": false, "url": "https://github.com/modelscope/modelscope"}, {"content_hash": "b92e2c11ffac80f535b0b94f938b29fcac0e9f225471d68c6217be29cf11838e", "fetched_at": "2026-08-29T08:23:42.497797+00:00", "kind": "homepage", "missing": false, "url": "https://www.modelscope.cn/"}, {"content_hash": "57491340f892e1c37e2620bebd5d66023c5905ca812e7d5fea2569edf7f3c507", "fetched_at": "2026-08-29T08:23:42.500824+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/modelscope/json"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-08-28T04:10:28.443865+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-08-28T04:10:28.443865+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-08-28T04:10:28.443865+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-29T17:23:26.720983+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "b795d63a64fca5c2159dde9fabf31185e5a407b196fcf2b078a140ef6cd13f91", "fetched_at": "2026-08-28T04:10:28.443865+00:00", "kind": "readme", "missing": false, "url": "https://github.com/modelscope/modelscope"}, {"content_hash": "b92e2c11ffac80f535b0b94f938b29fcac0e9f225471d68c6217be29cf11838e", "fetched_at": "2026-08-29T08:23:42.497797+00:00", "kind": "homepage", "missing": false, "url": "https://www.modelscope.cn/"}, {"content_hash": "57491340f892e1c37e2620bebd5d66023c5905ca812e7d5fea2569edf7f3c507", "fetched_at": "2026-08-29T08:23:42.500824+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/modelscope/json"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-08-28T04:10:28.443865+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-08-28T04:10:28.443865+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-29T17:23:26.720983+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "b795d63a64fca5c2159dde9fabf31185e5a407b196fcf2b078a140ef6cd13f91", "fetched_at": "2026-08-28T04:10:28.443865+00:00", "kind": "readme", "missing": false, "url": "https://github.com/modelscope/modelscope"}, {"content_hash": "b92e2c11ffac80f535b0b94f938b29fcac0e9f225471d68c6217be29cf11838e", "fetched_at": "2026-08-29T08:23:42.497797+00:00", "kind": "homepage", "missing": false, "url": "https://www.modelscope.cn/"}, {"content_hash": "57491340f892e1c37e2620bebd5d66023c5905ca812e7d5fea2569edf7f3c507", "fetched_at": "2026-08-29T08:23:42.500824+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/modelscope/json"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-29T17:23:26.720983+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "b795d63a64fca5c2159dde9fabf31185e5a407b196fcf2b078a140ef6cd13f91", "fetched_at": "2026-08-28T04:10:28.443865+00:00", "kind": "readme", "missing": false, "url": "https://github.com/modelscope/modelscope"}, {"content_hash": "b92e2c11ffac80f535b0b94f938b29fcac0e9f225471d68c6217be29cf11838e", "fetched_at": "2026-08-29T08:23:42.497797+00:00", "kind": "homepage", "missing": false, "url": "https://www.modelscope.cn/"}, {"content_hash": "57491340f892e1c37e2620bebd5d66023c5905ca812e7d5fea2569edf7f3c507", "fetched_at": "2026-08-29T08:23:42.500824+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/modelscope/json"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-29T17:23:26.720983+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "b795d63a64fca5c2159dde9fabf31185e5a407b196fcf2b078a140ef6cd13f91", "fetched_at": "2026-08-28T04:10:28.443865+00:00", "kind": "readme", "missing": false, "url": "https://github.com/modelscope/modelscope"}, {"content_hash": "b92e2c11ffac80f535b0b94f938b29fcac0e9f225471d68c6217be29cf11838e", "fetched_at": "2026-08-29T08:23:42.497797+00:00", "kind": "homepage", "missing": false, "url": "https://www.modelscope.cn/"}, {"content_hash": "57491340f892e1c37e2620bebd5d66023c5905ca812e7d5fea2569edf7f3c507", "fetched_at": "2026-08-29T08:23:42.500824+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/modelscope/json"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-29T17:23:26.720983+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "b795d63a64fca5c2159dde9fabf31185e5a407b196fcf2b078a140ef6cd13f91", "fetched_at": "2026-08-28T04:10:28.443865+00:00", "kind": "readme", "missing": false, "url": "https://github.com/modelscope/modelscope"}, {"content_hash": "b92e2c11ffac80f535b0b94f938b29fcac0e9f225471d68c6217be29cf11838e", "fetched_at": "2026-08-29T08:23:42.497797+00:00", "kind": "homepage", "missing": false, "url": "https://www.modelscope.cn/"}, {"content_hash": "57491340f892e1c37e2620bebd5d66023c5905ca812e7d5fea2569edf7f3c507", "fetched_at": "2026-08-29T08:23:42.500824+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/modelscope/json"}], "taxonomy_version": 1}}, "score": {"components": {"activity": 99, "longevity": 100, "rhythm": 96}, "computed_at": "2026-09-02T17:46:02.011165+00:00", "flags": [], "formula": "round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10)", "inputs": {"age_days": 1500, "days_push": 8, "days_rel": 29, "gap_med": 14, "n_releases_24m": 46}, "score": 98, "version": 2}, "staleness": {"enrichment_outdated": false, "low_confidence": false, "scrape_days": 9, "stale_scrape": false}}