Pushing state of the art, one flamegraph at a time.
Agentic AI platform for AI search visibility tracking and optimization.
TopK vs Writesonic
Developer ecosystem comparison across GitHub activity, SDKs, documentation, community, reach and momentum.
TopK (Pushing state of the art, one flamegraph at a time.) and Writesonic (Agentic AI platform for AI search visibility tracking and optimization.) both appear on the Smoower Developer Ecosystem Index.
TopK (rank #536) holds a narrow lead over Writesonic (rank #602) on the overall Smoower ecosystem score (36 vs 34). The gap of 2 points reflects composite signals across code, docs, community and reach.
On code quality (the state of repositories, tests, releases and polish), TopK is slightly ahead of Writesonic. On education (docs, guides and learning material for developers), Writesonic is ahead of TopK. On community (issue response, PR reviews and discussion health), TopK is slightly ahead of Writesonic. On reach (how visible the ecosystem is beyond its own repos), TopK is ahead of Writesonic. On momentum (release cadence and how fast the ecosystem moves), Writesonic is ahead of TopK.
TopK carries 87 GitHub stars across 12 public repos, with 8 repositories active in the last 90 days and 6 external contributors on record. Writesonic shows 455 stars across 5 public repos, 1 active in the last 90 days and 0 external contributors. The star gap on its own does not decide the comparison, but Writesonic's footprint is roughly 5.2x larger, which usually shows up in downstream signals like inbound issues and third party integrations.
TopK is the stronger read for anyone weighting reach. Writesonic looks better where momentum is the deciding factor. The table below breaks the scores down pillar by pillar; the linked profiles cover the underlying repos, docs and community signals in full.
Side-by-side metrics
| Metric | TopK | Writesonic |
|---|---|---|
| Ranking | ||
| Overall rank | #536 | #602 |
| Pillars | ||
| Overall | 36 | 34 |
| Code | 40 | 38 |
| Education | 59 | 70 |
| Community | 19 | 11 |
| Reach | 31 | 12 |
| Momentum | 31 | 44 |
| Builder experience | 0 | 0 |
| Signals | ||
| Stars | 87 | 455 |
| Forks | 3 | 39 |
| Public repos | 12 | 5 |
| Active repos (90d) | 8 | 1 |
| External contributors | 6 | 0 |
| Avg polish | 34 | 38 |
| Avg AI-readiness | 43 | 31 |