{"adoption": {"forks": 123, "observed_at": "2026-08-28T04:04:09.906032+00:00", "stars": 1260}, "canonical_url": "https://ross.abutalabs.com/products/easynmt", "card": {"archived": false, "artifact_type": "library", "description": "Easy to use, state-of-the-art Neural Machine Translation for 100+ languages", "domain": ["machine-learning", "artificial-intelligence"], "enriched": true, "function": ["machine-learning", "nlp", "llm-inference"], "health_score": 20, "homepage": null, "language": "Python", "license": "Apache-2.0", "license_family": "permissive", "maturity": "maintenance", "member_repos": ["UKPLab/EasyNMT"], "name": "UKPLab/EasyNMT", "platform": ["python", "cross-platform"], "pushed_at": "2023-12-21T15:05:23+00:00", "repo": "UKPLab/EasyNMT", "stars": 1260, "tags": ["neural-machine-translation", "translation", "opus-mt", "mbart", "m2m100", "rest-api", "language-detection", "natural-language-processing", "docker", "gpu"], "topics": [], "urls": [], "use_cases": ["translate text between 100+ languages in python", "detect the language of a sentence automatically", "batch translate documents with a pretrained model", "host a machine translation REST API in docker", "run translation on multiple GPUs", "translate a mixed-language list of sentences to one target language"], "what_it_is": "EasyNMT is a Python library providing easy access to state-of-the-art neural machine translation for 100+ languages using models like Opus-MT, mBART50, and M2M_100. It supports automatic language detection, sentence and document translation, multi-GPU/multi-process translation, and ships with Docker images exposing a REST API.", "when_to_avoid": ["you need fine-grained control over model training or custom translation models", "you need the newest models or active updates (last release was late 2023)", "you need translation for very low-resource languages not covered by Opus-MT, mBART, or M2M_100"], "when_to_choose": ["you need simple, few-lines-of-code neural translation in Python", "you want automatic model download and language detection", "you need a ready-made Dockerized translation REST API", "you want multi-GPU or multi-process translation throughput"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/products/easynmt", "repo": "UKPLab/EasyNMT", "role": "main", "score": 23}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-08-28T04:04:09.906032+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-30T05:04:22.297315+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "c4c8fc110e67a83d5677552ebb44e0afb44abadf92be727f219834a60f84117c", "fetched_at": "2026-08-28T04:04:09.906032+00:00", "kind": "readme", "missing": false, "url": "https://github.com/UKPLab/EasyNMT"}, {"content_hash": "5260773922fc8fe98b7fb58f7492568a41fd93333e96b9978569a3759eafcd5f", "fetched_at": "2026-08-29T12:17:01.981669+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/easynmt/json"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-08-28T04:04:09.906032+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-30T05:04:22.297315+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "c4c8fc110e67a83d5677552ebb44e0afb44abadf92be727f219834a60f84117c", "fetched_at": "2026-08-28T04:04:09.906032+00:00", "kind": "readme", "missing": false, "url": "https://github.com/UKPLab/EasyNMT"}, {"content_hash": "5260773922fc8fe98b7fb58f7492568a41fd93333e96b9978569a3759eafcd5f", "fetched_at": "2026-08-29T12:17:01.981669+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/easynmt/json"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-30T05:04:22.297315+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "c4c8fc110e67a83d5677552ebb44e0afb44abadf92be727f219834a60f84117c", "fetched_at": "2026-08-28T04:04:09.906032+00:00", "kind": "readme", "missing": false, "url": "https://github.com/UKPLab/EasyNMT"}, {"content_hash": "5260773922fc8fe98b7fb58f7492568a41fd93333e96b9978569a3759eafcd5f", "fetched_at": "2026-08-29T12:17:01.981669+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/easynmt/json"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-08-28T04:04:09.906032+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-08-28T04:04:09.906032+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-08-28T04:04:09.906032+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-30T05:04:22.297315+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "c4c8fc110e67a83d5677552ebb44e0afb44abadf92be727f219834a60f84117c", "fetched_at": "2026-08-28T04:04:09.906032+00:00", "kind": "readme", "missing": false, "url": "https://github.com/UKPLab/EasyNMT"}, {"content_hash": "5260773922fc8fe98b7fb58f7492568a41fd93333e96b9978569a3759eafcd5f", "fetched_at": "2026-08-29T12:17:01.981669+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/easynmt/json"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-08-28T04:04:09.906032+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-08-28T04:04:09.906032+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-30T05:04:22.297315+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "c4c8fc110e67a83d5677552ebb44e0afb44abadf92be727f219834a60f84117c", "fetched_at": "2026-08-28T04:04:09.906032+00:00", "kind": "readme", "missing": false, "url": "https://github.com/UKPLab/EasyNMT"}, {"content_hash": "5260773922fc8fe98b7fb58f7492568a41fd93333e96b9978569a3759eafcd5f", "fetched_at": "2026-08-29T12:17:01.981669+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/easynmt/json"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-08-28T04:04:09.906032+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-08-28T04:04:09.906032+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-08-28T04:04:09.906032+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-30T05:04:22.297315+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "c4c8fc110e67a83d5677552ebb44e0afb44abadf92be727f219834a60f84117c", "fetched_at": "2026-08-28T04:04:09.906032+00:00", "kind": "readme", "missing": false, "url": "https://github.com/UKPLab/EasyNMT"}, {"content_hash": "5260773922fc8fe98b7fb58f7492568a41fd93333e96b9978569a3759eafcd5f", "fetched_at": "2026-08-29T12:17:01.981669+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/easynmt/json"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-08-28T04:04:09.906032+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-08-28T04:04:09.906032+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-30T05:04:22.297315+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "c4c8fc110e67a83d5677552ebb44e0afb44abadf92be727f219834a60f84117c", "fetched_at": "2026-08-28T04:04:09.906032+00:00", "kind": "readme", "missing": false, "url": "https://github.com/UKPLab/EasyNMT"}, {"content_hash": "5260773922fc8fe98b7fb58f7492568a41fd93333e96b9978569a3759eafcd5f", "fetched_at": "2026-08-29T12:17:01.981669+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/easynmt/json"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-30T05:04:22.297315+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "c4c8fc110e67a83d5677552ebb44e0afb44abadf92be727f219834a60f84117c", "fetched_at": "2026-08-28T04:04:09.906032+00:00", "kind": "readme", "missing": false, "url": "https://github.com/UKPLab/EasyNMT"}, {"content_hash": "5260773922fc8fe98b7fb58f7492568a41fd93333e96b9978569a3759eafcd5f", "fetched_at": "2026-08-29T12:17:01.981669+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/easynmt/json"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-30T05:04:22.297315+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "c4c8fc110e67a83d5677552ebb44e0afb44abadf92be727f219834a60f84117c", "fetched_at": "2026-08-28T04:04:09.906032+00:00", "kind": "readme", "missing": false, "url": "https://github.com/UKPLab/EasyNMT"}, {"content_hash": "5260773922fc8fe98b7fb58f7492568a41fd93333e96b9978569a3759eafcd5f", "fetched_at": "2026-08-29T12:17:01.981669+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/easynmt/json"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-30T05:04:22.297315+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "c4c8fc110e67a83d5677552ebb44e0afb44abadf92be727f219834a60f84117c", "fetched_at": "2026-08-28T04:04:09.906032+00:00", "kind": "readme", "missing": false, "url": "https://github.com/UKPLab/EasyNMT"}, {"content_hash": "5260773922fc8fe98b7fb58f7492568a41fd93333e96b9978569a3759eafcd5f", "fetched_at": "2026-08-29T12:17:01.981669+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/easynmt/json"}], "taxonomy_version": 1}}, "score": {"components": {"activity": 0, "longevity": 100, "rhythm": 8}, "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": 2052, "days_push": 986, "days_rel": null, "gap_med": null, "n_releases_24m": 0}, "score": 23, "version": 2}, "staleness": {"enrichment_outdated": false, "low_confidence": false, "scrape_days": 9, "stale_scrape": false}}