Python · MIT
beyondtahir/beyondwords
A goal-driven AI book production house for Amazon KDP: research niches, create books, publish, manage ads and deliver client services.
★ 153
Stars
50 forks · 8 open issues
+1.3/day
Growth · measured
Stars counted between two of our own snapshots roughly a week apart. The repository page gives the exact span.
27.8
Momentum / 100
see the breakdown below
36d ago
Created
last push 8d ago
Star history
How this score was built
| Component | Weight | Earned | Why |
|---|---|---|---|
| Velocity | 55 | 6.9 | +1.3/day, log-scaled against a 750/day ceiling |
| Acceleration | 15 | 0.0 | last week ran 0.46× the monthly pace |
| Freshness | 15 | 14.6 | last push 8d ago; decays to zero at 180 days |
| Scale | 15 | 6.3 | 153 stars, log-scaled against 150k — stops a 3-star repo topping the board |
| Momentum | 100 | 27.8 | sum of the above |
Detail
| Topics | ai-skillsamazon-kdpbook-productionbook-writingebooksmcppublishingpythonself-publishing |
| Matched on | Agent Skills & MCP (mcp) |
| Short window | +9 stars over 7 days = 1.3/day |
| Long window | +39 stars over 14 days = 2.8/day |
| Lifetime average | 4.56 stars/day over 34 days |
| First seen here | 2026-10-22 |
| Last read | 4d ago |