Momentum
Change across one-day, seven-day, and thirty-day evidence windows.
The ranking is a constrained engineering index, not an editorial mood. Scores, publication gates, freshness states, and historical snapshots follow shared constants used by the product code.
Each normalized signal contributes to a 100-point base score. Static risk findings then subtract up to 30 points.
Change across one-day, seven-day, and thirty-day evidence windows.
How recently the source and its relevant files changed.
Independent source mentions rather than one repeated feed.
Readable structure, explicit inputs and outputs, provenance, and bilingual completeness.
Observed platform interest such as detail views and package actions, without treating popularity as quality.
Repository activity and update time describe change; source mentions describe breadth; content structure describes usability; platform usage describes observed HeatStack interest; static risk describes review cost.
A Live ranking is public only when it contains at least 50 public entries. Every entry must be bilingual, enrichment-ready, and have a quality score of at least 70. Hidden entries are not republished from older snapshots.
Equal scores are ordered by stable Skill ID, so reruns do not shuffle entries arbitrarily.
All generated times are displayed in Asia/Taipei. Every non-fresh state shows total data age; stale data also shows hours past the 36-hour SLA.
live-freshlive-stalesnapshot-offlineunavailableOlder real rankings may remain viewable for research and archival search. They must retain their generated time and trust state and must never be described as today's ranking. A build-time snapshot is a recovery view, not a real-time API replacement.