Python · CC0-1.0
RankSpotAI/awesome-geo-tools
A curated list of GEO and AI visibility tools, compared on which AI engines they track, how often they refresh, what they cost, and whether you can get your data out.
★ 77
Stars
17 forks · 17 open issues
—
Growth · stale
We stopped seeing this repository in its topic's top results, so its star count is frozen at the date it was last read. Subtracting from a frozen number would read as zero growth, which would be false, so no rate is shown.
15.5
Momentum / 100
see the breakdown below
2mo ago
Created
last push 2mo ago
Star history
How this score was built
| Component | Weight | Earned | Why |
|---|---|---|---|
| Velocity | 55 | 0.0 | — — no measurable rate |
| Acceleration | 15 | 0.0 | needs 7-day and 30-day rates side by side |
| Freshness | 15 | 10.0 | last push 2mo ago; decays to zero at 180 days |
| Scale | 15 | 5.5 | 77 stars, log-scaled against 150k — stops a 3-star repo topping the board |
| Momentum | 100 | 15.5 | capped at 35 because growth is unmeasured |
Detail
| Topics | aeoai-searchai-seoai-visibilityanswer-engine-optimizationawesomeawesome-listchatgptgenerative-engine-optimizationgeollmstxtseo |
| Matched on | Learning & Roadmaps (awesome-list) |
| Short window | no snapshot 5–10 days old yet |
| Long window | +0 stars over 26 days = 0.0/day |
| Lifetime average | 1.28 stars/day over 60 days |
| First seen here | 2026-10-11 |
| Last read | 19d ago |