{"data":{"description":"Ranking profiles for intent-conditioned scoring. Facts and signals never vary; only the weight vector does. The 'balanced' profile is the canonical, citeable default. Pass ?intent=<name> or ?weights=sig:n,sig:n to any ranking endpoint; the resolved, normalised weights are echoed in meta so you can verify the ranking.","rules":{"maxSingleWeight":0.5,"note":"Every profile is public; a single-signal cap prevents any one (gameable) signal from dominating. No vendor can buy a favourable profile."},"signals":{"package_downloads":"Weekly package-manager downloads (npm/PyPI): real adoption.","stackoverflow_activity":"Tagged Stack Overflow question volume: community reach.","github_activity":"Commits in the last 30 days: development velocity.","release_cadence":"Median days between releases (lower is better): shipping rhythm.","security_posture":"SOC 2 / ISO 27001 / disclosure policy: security & compliance.","github_stars":"GitHub stars: deliberately weighted low (a vanity metric).","docs_quality":"Documentation quality: not yet crawled, so currently unscored."},"profiles":[{"name":"balanced","label":"Balanced","description":"The default, citeable composite. Category base weights, unchanged.","multipliers":{}},{"name":"most-adopted","label":"Most adopted","description":"Favours real-world usage: package downloads and Stack Overflow activity.","multipliers":{"package_downloads":2,"stackoverflow_activity":1.5}},{"name":"most-active","label":"Most actively maintained","description":"Favours development velocity: recent commit activity and release cadence.","multipliers":{"github_activity":2,"release_cadence":1.5}},{"name":"most-secure","label":"Most secure","description":"Favours security and compliance posture (SOC 2, ISO 27001, disclosure).","multipliers":{"security_posture":3}},{"name":"best-value","label":"Best value","description":"Favours quality-per-cost: the derived price_level (cheaper ranks higher) plus adoption. Discriminates in paid categories that weight price_level; the mostly-free developer-tooling vertical leans on adoption as a proxy.","multipliers":{"price_level":3,"package_downloads":1.2}}]},"meta":{"source":"https://www.vioscale.ai","license":"CC-BY-4.0","generatedAt":"2026-08-06T22:31:35.760Z","disclaimer":"Independent, evidence-based. Every fact carries provenance."}}