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A calendar library returned the same answer for every year — and my tests agreed with it

A calendar library gives identical results each year, risking date-logic bugs.

Steady

18

signal score

Steady

7-day est. ~16

Why this scored 18

every term, weighted
Velocity+0.0 / 40 max

Engagement gained per hour since the last capture, against the fastest item on its own source

Acceleration+11.3 / 25 max

Whether that velocity is itself speeding up, as a per-hour rate

Cross-source spread+0.0 / 25 max

How many independent communities are talking about the same entity

Recency+7.9 / 10 max

Decays to zero over 14 days

Saturation penalty0.9 / 30 max

Subtracted once something is big and old — we rank what's next, not what's peaked

Composite18.4

Weights are hand-tuned, not learned — we're calibrating them against realized trends as history accumulates. On a topic's first sighting there's no previous reading to compare against, so acceleration starts from a neutral prior rather than a measurement, and velocity falls back to engagement over its whole lifetime until a second reading exists. Full methodology

Outlook

low confidence · estimate, not a guarantee

7-day

~16

range 028

14-day

~14

range 028

30-day

~8

range 027

Signal history

7-day window (free)

— — projected trajectory (estimate, not a guarantee)

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Drop this in a README or blog post — it updates automatically as the score moves.