{"adoption": {"forks": 143, "observed_at": "2026-08-28T04:04:15.661675+00:00", "stars": 1291}, "canonical_url": "https://ross.abutalabs.com/products/detoxify", "card": {"archived": false, "artifact_type": "library", "description": "Trained models & code to predict toxic comments on all 3 Jigsaw Toxic Comment Challenges. Built using ⚡ Pytorch Lightning and 🤗 Transformers. For access to our API, please email us at contact@unitary.ai.", "domain": ["machine-learning", "artificial-intelligence"], "enriched": true, "function": ["nlp", "machine-learning", "deep-learning"], "health_score": 93, "homepage": "https://www.unitary.ai/", "language": "Python", "license": "Apache-2.0", "license_family": "permissive", "maturity": "maintenance", "member_repos": ["unitaryai/detoxify"], "name": "unitaryai/detoxify", "platform": ["python"], "pushed_at": "2026-07-06T21:15:21+00:00", "repo": "unitaryai/detoxify", "stars": 1291, "tags": ["toxicity-detection", "hate-speech-detection", "content-moderation", "transformers", "pytorch-lightning", "bert", "text-classification", "jigsaw", "natural-language-processing"], "topics": ["bert", "bert-model", "huggingface-transformers", "huggingface", "nlp", "toxic-comment-classification", "toxicity", "toxic-comments", "sentence-classification", "kaggle-competition", "pytorch-lightning", "hatespeech", "hate-speech-detection", "toxicity-classification", "hate-speech"], "urls": [], "use_cases": ["detect toxic comments in user-generated text", "moderate hate speech on a forum", "classify insults, threats, and identity attacks in comments", "screen multilingual comments for toxicity", "add a toxicity score to a chat moderation pipeline", "benchmark against Jigsaw Kaggle competition models"], "what_it_is": "Detoxify is a Python library providing pre-trained transformer models that classify toxic comments, built on PyTorch Lightning and Hugging Face Transformers. It offers models trained on the three Jigsaw Kaggle toxic comment challenges, including original, unbiased, and multilingual variants.", "when_to_avoid": ["you need real-time content moderation at massive scale with an API service", "you need toxicity detection for images or video rather than text", "you need custom toxicity categories not covered by the Jigsaw labels", "you require frequent updates or active feature development"], "when_to_choose": ["you need ready-made pre-trained toxicity classifiers in Python", "you want models with strong Jigsaw competition leaderboard performance", "you need multilingual or bias-reduced toxicity detection", "you want a lightweight pip-installable inference library"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/products/detoxify", "repo": "unitaryai/detoxify", "role": "main", "score": 76}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-08-28T04:04:15.661675+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-30T04:54:49.692207+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "d58691b30cb46140d8e5034795d255c66c6ac5ce649e1eff618ec127dc74fe2d", "fetched_at": "2026-08-28T04:04:15.661675+00:00", "kind": "readme", "missing": false, "url": "https://github.com/unitaryai/detoxify"}, {"content_hash": "b3b5557cd6ea8dde671c591a239b5c44afe5ef467b22babed132148647d2d682", "fetched_at": "2026-08-29T12:11:23.987330+00:00", "kind": "homepage", "missing": false, "url": "https://www.unitary.ai/"}, {"content_hash": "964612ffa87653c696c3b912cfa9a21909be8710917112a5a7bb635e1edf8aee", "fetched_at": "2026-08-29T12:11:23.999662+00:00", "kind": "site_page", "missing": false, "url": "https://www.unitary.ai/about-us"}, {"content_hash": "8e587004dadff6f6682b76cbbc31a0d48ccc513d00a119d1e68414c4fd7b88e2", "fetched_at": "2026-08-29T12:11:24.001797+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/detoxify/json"}, {"content_hash": "797886befae4712c12f75595e3b8958f82e8844c69740dc7fd8706dbde088407", "fetched_at": "2026-08-29T12:11:23.996544+00:00", "kind": "site_page", "missing": false, "url": "https://www.unitary.ai/pricing"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-08-28T04:04:15.661675+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-30T04:54:49.692207+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "d58691b30cb46140d8e5034795d255c66c6ac5ce649e1eff618ec127dc74fe2d", "fetched_at": "2026-08-28T04:04:15.661675+00:00", "kind": "readme", "missing": false, "url": "https://github.com/unitaryai/detoxify"}, {"content_hash": "b3b5557cd6ea8dde671c591a239b5c44afe5ef467b22babed132148647d2d682", "fetched_at": "2026-08-29T12:11:23.987330+00:00", "kind": "homepage", "missing": false, "url": "https://www.unitary.ai/"}, {"content_hash": "964612ffa87653c696c3b912cfa9a21909be8710917112a5a7bb635e1edf8aee", "fetched_at": "2026-08-29T12:11:23.999662+00:00", "kind": "site_page", "missing": false, "url": "https://www.unitary.ai/about-us"}, {"content_hash": "8e587004dadff6f6682b76cbbc31a0d48ccc513d00a119d1e68414c4fd7b88e2", "fetched_at": "2026-08-29T12:11:24.001797+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/detoxify/json"}, {"content_hash": "797886befae4712c12f75595e3b8958f82e8844c69740dc7fd8706dbde088407", "fetched_at": "2026-08-29T12:11:23.996544+00:00", "kind": "site_page", "missing": false, "url": "https://www.unitary.ai/pricing"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-30T04:54:49.692207+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "d58691b30cb46140d8e5034795d255c66c6ac5ce649e1eff618ec127dc74fe2d", "fetched_at": "2026-08-28T04:04:15.661675+00:00", "kind": "readme", "missing": false, "url": "https://github.com/unitaryai/detoxify"}, {"content_hash": "b3b5557cd6ea8dde671c591a239b5c44afe5ef467b22babed132148647d2d682", "fetched_at": "2026-08-29T12:11:23.987330+00:00", "kind": "homepage", "missing": false, "url": "https://www.unitary.ai/"}, {"content_hash": "964612ffa87653c696c3b912cfa9a21909be8710917112a5a7bb635e1edf8aee", "fetched_at": "2026-08-29T12:11:23.999662+00:00", "kind": "site_page", "missing": false, "url": "https://www.unitary.ai/about-us"}, {"content_hash": "8e587004dadff6f6682b76cbbc31a0d48ccc513d00a119d1e68414c4fd7b88e2", "fetched_at": "2026-08-29T12:11:24.001797+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/detoxify/json"}, {"content_hash": "797886befae4712c12f75595e3b8958f82e8844c69740dc7fd8706dbde088407", "fetched_at": "2026-08-29T12:11:23.996544+00:00", "kind": "site_page", "missing": false, "url": "https://www.unitary.ai/pricing"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-08-28T04:04:15.661675+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-08-28T04:04:15.661675+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-08-28T04:04:15.661675+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-30T04:54:49.692207+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "d58691b30cb46140d8e5034795d255c66c6ac5ce649e1eff618ec127dc74fe2d", "fetched_at": "2026-08-28T04:04:15.661675+00:00", "kind": "readme", "missing": false, "url": "https://github.com/unitaryai/detoxify"}, {"content_hash": "b3b5557cd6ea8dde671c591a239b5c44afe5ef467b22babed132148647d2d682", "fetched_at": "2026-08-29T12:11:23.987330+00:00", "kind": "homepage", "missing": false, "url": "https://www.unitary.ai/"}, {"content_hash": "964612ffa87653c696c3b912cfa9a21909be8710917112a5a7bb635e1edf8aee", "fetched_at": "2026-08-29T12:11:23.999662+00:00", "kind": "site_page", "missing": false, "url": "https://www.unitary.ai/about-us"}, {"content_hash": "8e587004dadff6f6682b76cbbc31a0d48ccc513d00a119d1e68414c4fd7b88e2", "fetched_at": "2026-08-29T12:11:24.001797+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/detoxify/json"}, {"content_hash": "797886befae4712c12f75595e3b8958f82e8844c69740dc7fd8706dbde088407", "fetched_at": "2026-08-29T12:11:23.996544+00:00", "kind": "site_page", "missing": false, "url": "https://www.unitary.ai/pricing"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-08-28T04:04:15.661675+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-08-28T04:04:15.661675+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-30T04:54:49.692207+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "d58691b30cb46140d8e5034795d255c66c6ac5ce649e1eff618ec127dc74fe2d", "fetched_at": "2026-08-28T04:04:15.661675+00:00", "kind": "readme", "missing": false, "url": "https://github.com/unitaryai/detoxify"}, {"content_hash": "b3b5557cd6ea8dde671c591a239b5c44afe5ef467b22babed132148647d2d682", "fetched_at": "2026-08-29T12:11:23.987330+00:00", "kind": "homepage", "missing": false, "url": "https://www.unitary.ai/"}, {"content_hash": "964612ffa87653c696c3b912cfa9a21909be8710917112a5a7bb635e1edf8aee", "fetched_at": "2026-08-29T12:11:23.999662+00:00", "kind": "site_page", "missing": false, "url": "https://www.unitary.ai/about-us"}, {"content_hash": "8e587004dadff6f6682b76cbbc31a0d48ccc513d00a119d1e68414c4fd7b88e2", "fetched_at": "2026-08-29T12:11:24.001797+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/detoxify/json"}, {"content_hash": "797886befae4712c12f75595e3b8958f82e8844c69740dc7fd8706dbde088407", "fetched_at": "2026-08-29T12:11:23.996544+00:00", "kind": "site_page", "missing": false, "url": "https://www.unitary.ai/pricing"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-08-28T04:04:15.661675+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-08-28T04:04:15.661675+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-08-28T04:04:15.661675+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-30T04:54:49.692207+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "d58691b30cb46140d8e5034795d255c66c6ac5ce649e1eff618ec127dc74fe2d", "fetched_at": "2026-08-28T04:04:15.661675+00:00", "kind": "readme", "missing": false, "url": "https://github.com/unitaryai/detoxify"}, {"content_hash": "b3b5557cd6ea8dde671c591a239b5c44afe5ef467b22babed132148647d2d682", "fetched_at": "2026-08-29T12:11:23.987330+00:00", "kind": "homepage", "missing": false, "url": "https://www.unitary.ai/"}, {"content_hash": "964612ffa87653c696c3b912cfa9a21909be8710917112a5a7bb635e1edf8aee", "fetched_at": "2026-08-29T12:11:23.999662+00:00", "kind": "site_page", "missing": false, "url": "https://www.unitary.ai/about-us"}, {"content_hash": "8e587004dadff6f6682b76cbbc31a0d48ccc513d00a119d1e68414c4fd7b88e2", "fetched_at": "2026-08-29T12:11:24.001797+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/detoxify/json"}, {"content_hash": "797886befae4712c12f75595e3b8958f82e8844c69740dc7fd8706dbde088407", "fetched_at": "2026-08-29T12:11:23.996544+00:00", "kind": "site_page", "missing": false, "url": "https://www.unitary.ai/pricing"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-08-28T04:04:15.661675+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-08-28T04:04:15.661675+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-30T04:54:49.692207+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "d58691b30cb46140d8e5034795d255c66c6ac5ce649e1eff618ec127dc74fe2d", "fetched_at": "2026-08-28T04:04:15.661675+00:00", "kind": "readme", "missing": false, "url": "https://github.com/unitaryai/detoxify"}, {"content_hash": "b3b5557cd6ea8dde671c591a239b5c44afe5ef467b22babed132148647d2d682", "fetched_at": "2026-08-29T12:11:23.987330+00:00", "kind": "homepage", "missing": false, "url": "https://www.unitary.ai/"}, {"content_hash": "964612ffa87653c696c3b912cfa9a21909be8710917112a5a7bb635e1edf8aee", "fetched_at": "2026-08-29T12:11:23.999662+00:00", "kind": "site_page", "missing": false, "url": "https://www.unitary.ai/about-us"}, {"content_hash": "8e587004dadff6f6682b76cbbc31a0d48ccc513d00a119d1e68414c4fd7b88e2", "fetched_at": "2026-08-29T12:11:24.001797+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/detoxify/json"}, {"content_hash": "797886befae4712c12f75595e3b8958f82e8844c69740dc7fd8706dbde088407", "fetched_at": "2026-08-29T12:11:23.996544+00:00", "kind": "site_page", "missing": false, "url": "https://www.unitary.ai/pricing"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-30T04:54:49.692207+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "d58691b30cb46140d8e5034795d255c66c6ac5ce649e1eff618ec127dc74fe2d", "fetched_at": "2026-08-28T04:04:15.661675+00:00", "kind": "readme", "missing": false, "url": "https://github.com/unitaryai/detoxify"}, {"content_hash": "b3b5557cd6ea8dde671c591a239b5c44afe5ef467b22babed132148647d2d682", "fetched_at": "2026-08-29T12:11:23.987330+00:00", "kind": "homepage", "missing": false, "url": "https://www.unitary.ai/"}, {"content_hash": "964612ffa87653c696c3b912cfa9a21909be8710917112a5a7bb635e1edf8aee", "fetched_at": "2026-08-29T12:11:23.999662+00:00", "kind": "site_page", "missing": false, "url": "https://www.unitary.ai/about-us"}, {"content_hash": "8e587004dadff6f6682b76cbbc31a0d48ccc513d00a119d1e68414c4fd7b88e2", "fetched_at": "2026-08-29T12:11:24.001797+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/detoxify/json"}, {"content_hash": "797886befae4712c12f75595e3b8958f82e8844c69740dc7fd8706dbde088407", "fetched_at": "2026-08-29T12:11:23.996544+00:00", "kind": "site_page", "missing": false, "url": "https://www.unitary.ai/pricing"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-30T04:54:49.692207+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "d58691b30cb46140d8e5034795d255c66c6ac5ce649e1eff618ec127dc74fe2d", "fetched_at": "2026-08-28T04:04:15.661675+00:00", "kind": "readme", "missing": false, "url": "https://github.com/unitaryai/detoxify"}, {"content_hash": "b3b5557cd6ea8dde671c591a239b5c44afe5ef467b22babed132148647d2d682", "fetched_at": "2026-08-29T12:11:23.987330+00:00", "kind": "homepage", "missing": false, "url": "https://www.unitary.ai/"}, {"content_hash": "964612ffa87653c696c3b912cfa9a21909be8710917112a5a7bb635e1edf8aee", "fetched_at": "2026-08-29T12:11:23.999662+00:00", "kind": "site_page", "missing": false, "url": "https://www.unitary.ai/about-us"}, {"content_hash": "8e587004dadff6f6682b76cbbc31a0d48ccc513d00a119d1e68414c4fd7b88e2", "fetched_at": "2026-08-29T12:11:24.001797+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/detoxify/json"}, {"content_hash": "797886befae4712c12f75595e3b8958f82e8844c69740dc7fd8706dbde088407", "fetched_at": "2026-08-29T12:11:23.996544+00:00", "kind": "site_page", "missing": false, "url": "https://www.unitary.ai/pricing"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-30T04:54:49.692207+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "d58691b30cb46140d8e5034795d255c66c6ac5ce649e1eff618ec127dc74fe2d", "fetched_at": "2026-08-28T04:04:15.661675+00:00", "kind": "readme", "missing": false, "url": "https://github.com/unitaryai/detoxify"}, {"content_hash": "b3b5557cd6ea8dde671c591a239b5c44afe5ef467b22babed132148647d2d682", "fetched_at": "2026-08-29T12:11:23.987330+00:00", "kind": "homepage", "missing": false, "url": "https://www.unitary.ai/"}, {"content_hash": "964612ffa87653c696c3b912cfa9a21909be8710917112a5a7bb635e1edf8aee", "fetched_at": "2026-08-29T12:11:23.999662+00:00", "kind": "site_page", "missing": false, "url": "https://www.unitary.ai/about-us"}, {"content_hash": "8e587004dadff6f6682b76cbbc31a0d48ccc513d00a119d1e68414c4fd7b88e2", "fetched_at": "2026-08-29T12:11:24.001797+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/detoxify/json"}, {"content_hash": "797886befae4712c12f75595e3b8958f82e8844c69740dc7fd8706dbde088407", "fetched_at": "2026-08-29T12:11:23.996544+00:00", "kind": "site_page", "missing": false, "url": "https://www.unitary.ai/pricing"}], "taxonomy_version": 1}}, "score": {"components": {"activity": 91, "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": 2170, "days_push": 58, "days_rel": 160, "gap_med": null, "n_releases_24m": 1}, "score": 76, "version": 2}, "staleness": {"enrichment_outdated": false, "low_confidence": false, "scrape_days": 9, "stale_scrape": false}}