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OpenSEO — The open source Ahrefs alternative

Open source SEO

Steady

33

signal score

Cooling

7-day est. ~27

Why this scored 33

every term, weighted
Velocity+40.0 / 40 max

Engagement per hour, normalized against the fastest item on its own source

Acceleration+0.0 / 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+3.8 / 10 max

Decays to zero over 14 days

Saturation penalty10.9 / 30 max

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

Composite32.9

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. Full methodology

Outlook

high confidence · estimate, not a guarantee

7-day

~27

range 2627

14-day

~24

range 2425

30-day

~23

range 2224

Signal history

7-day window (free)

— — projected trajectory (estimate, not a guarantee)

Entities

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