{"adoption": {"forks": 159, "observed_at": "2026-08-28T04:08:12.697405+00:00", "stars": 3634}, "canonical_url": "https://ross.abutalabs.com/products/rio-labs-rio", "card": {"archived": false, "artifact_type": "framework", "description": "WebApps in pure Python. No JavaScript, HTML and CSS needed", "domain": ["web-development", "frontend", "data-science", "developer-tools"], "enriched": true, "function": ["web-framework", "frontend-framework", "ui-components", "data-visualization"], "health_score": 96, "homepage": "https://rio.dev", "language": "Python", "license": "Apache-2.0", "license_family": "permissive", "maturity": "active", "member_repos": ["rio-labs/rio"], "name": "rio-labs/rio", "platform": ["python", "cross-platform"], "pushed_at": "2026-08-24T11:58:23+00:00", "repo": "rio-labs/rio", "stars": 3634, "tags": ["pure-python", "react-style-components", "no-javascript", "data-apps", "crud", "web-server"], "topics": ["python", "data-analysis", "data-science", "data-visualization", "machine-learning", "gui", "app", "crud-application", "developer-tools", "framework", "web"], "urls": [], "use_cases": ["build web apps in pure python", "create dashboards without javascript", "build crud applications quickly", "make data science apps with a gui", "prototype machine learning demos as web apps", "build internal tools without html css"], "what_it_is": "Rio is a pure-Python framework for building websites and apps with React-style components, requiring no HTML, CSS, or JavaScript. Apps can run locally on the desktop or be deployed to the web.", "when_to_avoid": ["you need fine-grained control over HTML, CSS, or JavaScript", "you're building a large production SPA with complex frontend requirements", "you need a mature ecosystem comparable to React or Vue", "SEO-critical public websites where server-rendered HTML matters"], "when_to_choose": ["you know Python but not web frontend technologies", "you want React-style component architecture in Python", "you need apps that run both locally and on the web", "you're building data apps, dashboards, or internal tools"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/products/rio-labs-rio", "repo": "rio-labs/rio", "role": "main", "score": 71}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-08-28T04:08:12.697405+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-29T18:31:51.131309+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "387a83b8e145c47a57f38bf973dc62806c6177911d2a14d1d0aff27d39d9e6aa", "fetched_at": "2026-08-28T04:08:12.697405+00:00", "kind": "readme", "missing": false, "url": "https://github.com/rio-labs/rio"}, {"content_hash": "c2dc1d7799615b324fc91c2e5ab3e337855b58336b52d649cc21da1cf8a11ae1", "fetched_at": "2026-08-29T09:26:25.987362+00:00", "kind": "homepage", "missing": false, "url": "https://rio.dev"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-08-28T04:08:12.697405+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-29T18:31:51.131309+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "387a83b8e145c47a57f38bf973dc62806c6177911d2a14d1d0aff27d39d9e6aa", "fetched_at": "2026-08-28T04:08:12.697405+00:00", "kind": "readme", "missing": false, "url": "https://github.com/rio-labs/rio"}, {"content_hash": "c2dc1d7799615b324fc91c2e5ab3e337855b58336b52d649cc21da1cf8a11ae1", "fetched_at": "2026-08-29T09:26:25.987362+00:00", "kind": "homepage", "missing": false, "url": "https://rio.dev"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-29T18:31:51.131309+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "387a83b8e145c47a57f38bf973dc62806c6177911d2a14d1d0aff27d39d9e6aa", "fetched_at": "2026-08-28T04:08:12.697405+00:00", "kind": "readme", "missing": false, "url": "https://github.com/rio-labs/rio"}, {"content_hash": "c2dc1d7799615b324fc91c2e5ab3e337855b58336b52d649cc21da1cf8a11ae1", "fetched_at": "2026-08-29T09:26:25.987362+00:00", "kind": "homepage", "missing": false, "url": "https://rio.dev"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-08-28T04:08:12.697405+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-08-28T04:08:12.697405+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-08-28T04:08:12.697405+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-29T18:31:51.131309+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "387a83b8e145c47a57f38bf973dc62806c6177911d2a14d1d0aff27d39d9e6aa", "fetched_at": "2026-08-28T04:08:12.697405+00:00", "kind": "readme", "missing": false, "url": "https://github.com/rio-labs/rio"}, {"content_hash": "c2dc1d7799615b324fc91c2e5ab3e337855b58336b52d649cc21da1cf8a11ae1", "fetched_at": "2026-08-29T09:26:25.987362+00:00", "kind": "homepage", "missing": false, "url": "https://rio.dev"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-08-28T04:08:12.697405+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-08-28T04:08:12.697405+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-29T18:31:51.131309+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "387a83b8e145c47a57f38bf973dc62806c6177911d2a14d1d0aff27d39d9e6aa", "fetched_at": "2026-08-28T04:08:12.697405+00:00", "kind": "readme", "missing": false, "url": "https://github.com/rio-labs/rio"}, {"content_hash": "c2dc1d7799615b324fc91c2e5ab3e337855b58336b52d649cc21da1cf8a11ae1", "fetched_at": "2026-08-29T09:26:25.987362+00:00", "kind": "homepage", "missing": false, "url": "https://rio.dev"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-08-28T04:08:12.697405+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-08-28T04:08:12.697405+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-08-28T04:08:12.697405+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-29T18:31:51.131309+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "387a83b8e145c47a57f38bf973dc62806c6177911d2a14d1d0aff27d39d9e6aa", "fetched_at": "2026-08-28T04:08:12.697405+00:00", "kind": "readme", "missing": false, "url": "https://github.com/rio-labs/rio"}, {"content_hash": "c2dc1d7799615b324fc91c2e5ab3e337855b58336b52d649cc21da1cf8a11ae1", "fetched_at": "2026-08-29T09:26:25.987362+00:00", "kind": "homepage", "missing": false, "url": "https://rio.dev"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-08-28T04:08:12.697405+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-08-28T04:08:12.697405+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-29T18:31:51.131309+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "387a83b8e145c47a57f38bf973dc62806c6177911d2a14d1d0aff27d39d9e6aa", "fetched_at": "2026-08-28T04:08:12.697405+00:00", "kind": "readme", "missing": false, "url": "https://github.com/rio-labs/rio"}, {"content_hash": "c2dc1d7799615b324fc91c2e5ab3e337855b58336b52d649cc21da1cf8a11ae1", "fetched_at": "2026-08-29T09:26:25.987362+00:00", "kind": "homepage", "missing": false, "url": "https://rio.dev"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-29T18:31:51.131309+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "387a83b8e145c47a57f38bf973dc62806c6177911d2a14d1d0aff27d39d9e6aa", "fetched_at": "2026-08-28T04:08:12.697405+00:00", "kind": "readme", "missing": false, "url": "https://github.com/rio-labs/rio"}, {"content_hash": "c2dc1d7799615b324fc91c2e5ab3e337855b58336b52d649cc21da1cf8a11ae1", "fetched_at": "2026-08-29T09:26:25.987362+00:00", "kind": "homepage", "missing": false, "url": "https://rio.dev"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-29T18:31:51.131309+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "387a83b8e145c47a57f38bf973dc62806c6177911d2a14d1d0aff27d39d9e6aa", "fetched_at": "2026-08-28T04:08:12.697405+00:00", "kind": "readme", "missing": false, "url": "https://github.com/rio-labs/rio"}, {"content_hash": "c2dc1d7799615b324fc91c2e5ab3e337855b58336b52d649cc21da1cf8a11ae1", "fetched_at": "2026-08-29T09:26:25.987362+00:00", "kind": "homepage", "missing": false, "url": "https://rio.dev"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-29T18:31:51.131309+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "387a83b8e145c47a57f38bf973dc62806c6177911d2a14d1d0aff27d39d9e6aa", "fetched_at": "2026-08-28T04:08:12.697405+00:00", "kind": "readme", "missing": false, "url": "https://github.com/rio-labs/rio"}, {"content_hash": "c2dc1d7799615b324fc91c2e5ab3e337855b58336b52d649cc21da1cf8a11ae1", "fetched_at": "2026-08-29T09:26:25.987362+00:00", "kind": "homepage", "missing": false, "url": "https://rio.dev"}], "taxonomy_version": 1}}, "score": {"components": {"activity": 99, "longevity": 62, "rhythm": 39}, "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": 872, "days_push": 9, "days_rel": 245, "gap_med": 123, "n_releases_24m": 4}, "score": 71, "version": 2}, "staleness": {"enrichment_outdated": false, "low_confidence": false, "scrape_days": 9, "stale_scrape": false}}