Developer ecosystem comparison
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Berri AI vs TopK

Developer ecosystem comparison across GitHub activity, SDKs, documentation, community, reach and momentum.

Berri AI (The fastest way to take your LLM app to production) and TopK (Pushing state of the art, one flamegraph at a time.) both appear on the Smoower Developer Ecosystem Index.

Berri AI (rank #103) holds a modest lead over TopK (rank #536) on the overall Smoower ecosystem score (55 vs 36). The gap of 19 points reflects composite signals across code, docs, community and reach.

On code quality (the state of repositories, tests, releases and polish), Berri AI is slightly ahead of TopK. On education (docs, guides and learning material for developers), Berri AI is ahead of TopK. On community (issue response, PR reviews and discussion health), Berri AI is clearly ahead of TopK. On reach (how visible the ecosystem is beyond its own repos), Berri AI is ahead of TopK. On momentum (release cadence and how fast the ecosystem moves), Berri AI is clearly ahead of TopK.

Berri AI carries 53,652 GitHub stars across 55 public repos, with 19 repositories active in the last 90 days and 254 external contributors on record. TopK shows 87 stars across 12 public repos, 8 active in the last 90 days and 6 external contributors. The star gap on its own does not decide the comparison, but Berri AI's footprint is roughly 616.7x larger, which usually shows up in downstream signals like inbound issues and third party integrations.

Berri AI is the stronger read for anyone weighting community. TopK makes more sense for teams already using its adjacent tools. 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

MetricBerri AITopK
Ranking
Overall rank#103#536
Pillars
Overall5536
Code4440
Education7959
Community5119
Reach4331
Momentum6031
Builder experience00
Signals
Stars53,65287
Forks9,8993
Public repos5512
Active repos (90d)198
External contributors2546
Avg polish4534
Avg AI-readiness3843

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