{"adoption": {"forks": 109, "observed_at": "2026-08-28T04:05:52.593128+00:00", "stars": 1907}, "canonical_url": "https://ross.abutalabs.com/products/libra", "card": {"archived": false, "artifact_type": "library", "description": "Ergonomic machine learning for everyone.", "domain": ["machine-learning", "data-science", "artificial-intelligence"], "enriched": true, "function": ["machine-learning", "llm-training", "data-science"], "health_score": 43, "homepage": "http://libradocs.org/", "language": "Python", "license": "MIT", "license_family": "permissive", "maturity": "maintenance", "member_repos": ["Palashio/libra"], "name": "Palashio/libra", "platform": ["python", "cross-platform"], "pushed_at": "2025-08-27T18:25:53+00:00", "repo": "Palashio/libra", "stars": 1907, "tags": ["auto-ml", "neural-networks", "keras", "tensorflow", "scikit-learn", "no-code-ml", "beginner-friendly", "docker"], "topics": ["machine-learning", "neural-networks", "auto-ml"], "urls": [], "use_cases": ["train a neural network with one line of code", "automate the end-to-end machine learning pipeline", "build ML models without knowing TensorFlow or PyTorch", "auto-select and tune the best model for my dataset", "run machine learning experiments as a non-technical user", "generate model metrics and plots automatically"], "what_it_is": "Libra is a Python autoML library that lets users build, train, and evaluate machine learning models with one-line natural-language-style queries, handling preprocessing, model selection, and plotting automatically. It wraps Keras, TensorFlow, PyTorch, and Scikit-Learn behind an ergonomic client API aimed at non-technical users.", "when_to_avoid": ["you need fine-grained control over architectures, training loops, or custom layers", "you need cutting-edge or production-grade ML pipelines with strict reproducibility", "you need actively developed features - the project points users to its successor Nylon", "you work outside Python or need GPU-cluster-scale distributed training"], "when_to_choose": ["you have little or no ML background and want quick results", "you want automated preprocessing, model building, and evaluation in a few lines", "you want to prototype whether ML fits your workflow before hiring specialists", "you still want access to underlying Keras/Scikit-Learn parameters when needed"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/products/libra", "repo": "Palashio/libra", "role": "main", "score": 40}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-08-28T04:05:52.593128+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-30T03:11:14.731346+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "a0cb8e8e11af640034ec2d189e3fbe1616f79177d37d383962188e060a4ff384", "fetched_at": "2026-08-28T04:05:52.593128+00:00", "kind": "readme", "missing": false, "url": "https://github.com/Palashio/libra"}, {"content_hash": "a654e41d887119421b3f4b1d948c48ab7f854bc232fd9f2d024d21067583afd5", "fetched_at": "2026-08-29T10:50:22.024353+00:00", "kind": "homepage", "missing": false, "url": "http://libradocs.org/"}, {"content_hash": "d6fa092b7372c27c2e9d7aea31618bbaccae04316e41bce282cfe362d3496998", "fetched_at": "2026-08-29T10:50:22.033438+00:00", "kind": "site_page", "missing": false, "url": "https://libradocs.org/html/about.html"}, {"content_hash": "48a1aff67f4bd3fc17f590b0e346e336763da338d89d6e3c4c8713d285ff861c", "fetched_at": "2026-08-29T10:50:22.035523+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/libra/json"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-08-28T04:05:52.593128+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-30T03:11:14.731346+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "a0cb8e8e11af640034ec2d189e3fbe1616f79177d37d383962188e060a4ff384", "fetched_at": "2026-08-28T04:05:52.593128+00:00", "kind": "readme", "missing": false, "url": "https://github.com/Palashio/libra"}, {"content_hash": "a654e41d887119421b3f4b1d948c48ab7f854bc232fd9f2d024d21067583afd5", "fetched_at": "2026-08-29T10:50:22.024353+00:00", "kind": "homepage", "missing": false, "url": "http://libradocs.org/"}, {"content_hash": "d6fa092b7372c27c2e9d7aea31618bbaccae04316e41bce282cfe362d3496998", "fetched_at": "2026-08-29T10:50:22.033438+00:00", "kind": "site_page", "missing": false, "url": "https://libradocs.org/html/about.html"}, {"content_hash": "48a1aff67f4bd3fc17f590b0e346e336763da338d89d6e3c4c8713d285ff861c", "fetched_at": "2026-08-29T10:50:22.035523+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/libra/json"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-30T03:11:14.731346+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "a0cb8e8e11af640034ec2d189e3fbe1616f79177d37d383962188e060a4ff384", "fetched_at": "2026-08-28T04:05:52.593128+00:00", "kind": "readme", "missing": false, "url": "https://github.com/Palashio/libra"}, {"content_hash": "a654e41d887119421b3f4b1d948c48ab7f854bc232fd9f2d024d21067583afd5", "fetched_at": "2026-08-29T10:50:22.024353+00:00", "kind": "homepage", "missing": false, "url": "http://libradocs.org/"}, {"content_hash": "d6fa092b7372c27c2e9d7aea31618bbaccae04316e41bce282cfe362d3496998", "fetched_at": "2026-08-29T10:50:22.033438+00:00", "kind": "site_page", "missing": false, "url": "https://libradocs.org/html/about.html"}, {"content_hash": "48a1aff67f4bd3fc17f590b0e346e336763da338d89d6e3c4c8713d285ff861c", "fetched_at": "2026-08-29T10:50:22.035523+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/libra/json"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-08-28T04:05:52.593128+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-08-28T04:05:52.593128+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-08-28T04:05:52.593128+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-30T03:11:14.731346+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "a0cb8e8e11af640034ec2d189e3fbe1616f79177d37d383962188e060a4ff384", "fetched_at": "2026-08-28T04:05:52.593128+00:00", "kind": "readme", "missing": false, "url": "https://github.com/Palashio/libra"}, {"content_hash": "a654e41d887119421b3f4b1d948c48ab7f854bc232fd9f2d024d21067583afd5", "fetched_at": "2026-08-29T10:50:22.024353+00:00", "kind": "homepage", "missing": false, "url": "http://libradocs.org/"}, {"content_hash": "d6fa092b7372c27c2e9d7aea31618bbaccae04316e41bce282cfe362d3496998", "fetched_at": "2026-08-29T10:50:22.033438+00:00", "kind": "site_page", "missing": false, "url": "https://libradocs.org/html/about.html"}, {"content_hash": "48a1aff67f4bd3fc17f590b0e346e336763da338d89d6e3c4c8713d285ff861c", "fetched_at": "2026-08-29T10:50:22.035523+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/libra/json"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-08-28T04:05:52.593128+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-08-28T04:05:52.593128+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-30T03:11:14.731346+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "a0cb8e8e11af640034ec2d189e3fbe1616f79177d37d383962188e060a4ff384", "fetched_at": "2026-08-28T04:05:52.593128+00:00", "kind": "readme", "missing": false, "url": "https://github.com/Palashio/libra"}, {"content_hash": "a654e41d887119421b3f4b1d948c48ab7f854bc232fd9f2d024d21067583afd5", "fetched_at": "2026-08-29T10:50:22.024353+00:00", "kind": "homepage", "missing": false, "url": "http://libradocs.org/"}, {"content_hash": "d6fa092b7372c27c2e9d7aea31618bbaccae04316e41bce282cfe362d3496998", "fetched_at": "2026-08-29T10:50:22.033438+00:00", "kind": "site_page", "missing": false, "url": "https://libradocs.org/html/about.html"}, {"content_hash": "48a1aff67f4bd3fc17f590b0e346e336763da338d89d6e3c4c8713d285ff861c", "fetched_at": "2026-08-29T10:50:22.035523+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/libra/json"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-08-28T04:05:52.593128+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-08-28T04:05:52.593128+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-08-28T04:05:52.593128+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-30T03:11:14.731346+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "a0cb8e8e11af640034ec2d189e3fbe1616f79177d37d383962188e060a4ff384", "fetched_at": "2026-08-28T04:05:52.593128+00:00", "kind": "readme", "missing": false, "url": "https://github.com/Palashio/libra"}, {"content_hash": "a654e41d887119421b3f4b1d948c48ab7f854bc232fd9f2d024d21067583afd5", "fetched_at": "2026-08-29T10:50:22.024353+00:00", "kind": "homepage", "missing": false, "url": "http://libradocs.org/"}, {"content_hash": "d6fa092b7372c27c2e9d7aea31618bbaccae04316e41bce282cfe362d3496998", "fetched_at": "2026-08-29T10:50:22.033438+00:00", "kind": "site_page", "missing": false, "url": "https://libradocs.org/html/about.html"}, {"content_hash": "48a1aff67f4bd3fc17f590b0e346e336763da338d89d6e3c4c8713d285ff861c", "fetched_at": "2026-08-29T10:50:22.035523+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/libra/json"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-08-28T04:05:52.593128+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-08-28T04:05:52.593128+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-30T03:11:14.731346+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "a0cb8e8e11af640034ec2d189e3fbe1616f79177d37d383962188e060a4ff384", "fetched_at": "2026-08-28T04:05:52.593128+00:00", "kind": "readme", "missing": false, "url": "https://github.com/Palashio/libra"}, {"content_hash": "a654e41d887119421b3f4b1d948c48ab7f854bc232fd9f2d024d21067583afd5", "fetched_at": "2026-08-29T10:50:22.024353+00:00", "kind": "homepage", "missing": false, "url": "http://libradocs.org/"}, {"content_hash": "d6fa092b7372c27c2e9d7aea31618bbaccae04316e41bce282cfe362d3496998", "fetched_at": "2026-08-29T10:50:22.033438+00:00", "kind": "site_page", "missing": false, "url": "https://libradocs.org/html/about.html"}, {"content_hash": "48a1aff67f4bd3fc17f590b0e346e336763da338d89d6e3c4c8713d285ff861c", "fetched_at": "2026-08-29T10:50:22.035523+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/libra/json"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-30T03:11:14.731346+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "a0cb8e8e11af640034ec2d189e3fbe1616f79177d37d383962188e060a4ff384", "fetched_at": "2026-08-28T04:05:52.593128+00:00", "kind": "readme", "missing": false, "url": "https://github.com/Palashio/libra"}, {"content_hash": "a654e41d887119421b3f4b1d948c48ab7f854bc232fd9f2d024d21067583afd5", "fetched_at": "2026-08-29T10:50:22.024353+00:00", "kind": "homepage", "missing": false, "url": "http://libradocs.org/"}, {"content_hash": "d6fa092b7372c27c2e9d7aea31618bbaccae04316e41bce282cfe362d3496998", "fetched_at": "2026-08-29T10:50:22.033438+00:00", "kind": "site_page", "missing": false, "url": "https://libradocs.org/html/about.html"}, {"content_hash": "48a1aff67f4bd3fc17f590b0e346e336763da338d89d6e3c4c8713d285ff861c", "fetched_at": "2026-08-29T10:50:22.035523+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/libra/json"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-30T03:11:14.731346+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "a0cb8e8e11af640034ec2d189e3fbe1616f79177d37d383962188e060a4ff384", "fetched_at": "2026-08-28T04:05:52.593128+00:00", "kind": "readme", "missing": false, "url": "https://github.com/Palashio/libra"}, {"content_hash": "a654e41d887119421b3f4b1d948c48ab7f854bc232fd9f2d024d21067583afd5", "fetched_at": "2026-08-29T10:50:22.024353+00:00", "kind": "homepage", "missing": false, "url": "http://libradocs.org/"}, {"content_hash": "d6fa092b7372c27c2e9d7aea31618bbaccae04316e41bce282cfe362d3496998", "fetched_at": "2026-08-29T10:50:22.033438+00:00", "kind": "site_page", "missing": false, "url": "https://libradocs.org/html/about.html"}, {"content_hash": "48a1aff67f4bd3fc17f590b0e346e336763da338d89d6e3c4c8713d285ff861c", "fetched_at": "2026-08-29T10:50:22.035523+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/libra/json"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-30T03:11:14.731346+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "a0cb8e8e11af640034ec2d189e3fbe1616f79177d37d383962188e060a4ff384", "fetched_at": "2026-08-28T04:05:52.593128+00:00", "kind": "readme", "missing": false, "url": "https://github.com/Palashio/libra"}, {"content_hash": "a654e41d887119421b3f4b1d948c48ab7f854bc232fd9f2d024d21067583afd5", "fetched_at": "2026-08-29T10:50:22.024353+00:00", "kind": "homepage", "missing": false, "url": "http://libradocs.org/"}, {"content_hash": "d6fa092b7372c27c2e9d7aea31618bbaccae04316e41bce282cfe362d3496998", "fetched_at": "2026-08-29T10:50:22.033438+00:00", "kind": "site_page", "missing": false, "url": "https://libradocs.org/html/about.html"}, {"content_hash": "48a1aff67f4bd3fc17f590b0e346e336763da338d89d6e3c4c8713d285ff861c", "fetched_at": "2026-08-29T10:50:22.035523+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/libra/json"}], "taxonomy_version": 1}}, "score": {"components": {"activity": 39, "longevity": 100, "rhythm": 8}, "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": 2336, "days_push": 371, "days_rel": null, "gap_med": null, "n_releases_24m": 0}, "score": 40, "version": 2}, "staleness": {"enrichment_outdated": false, "low_confidence": false, "scrape_days": 9, "stale_scrape": false}}