Developer ecosystem comparison
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Ashby vs UserTesting

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

Ashby and UserTesting (Real. Human. Insight.) both appear on the Smoower Developer Ecosystem Index.

Ashby (rank #538) holds a narrow lead over UserTesting (rank #692) on the overall Smoower ecosystem score (36 vs 31). The gap of 5 points reflects composite signals across code, docs, community and reach.

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

Ashby carries 1 GitHub stars across 3 public repos, with 1 repositories active in the last 90 days and 2 external contributors on record. UserTesting shows 15 stars across 119 public repos, 0 active in the last 90 days and 0 external contributors. The star gap on its own does not decide the comparison, but UserTesting's footprint is roughly 15.0x larger, which usually shows up in downstream signals like inbound issues and third party integrations.

Ashby is the stronger read for anyone weighting momentum. UserTesting looks better where code quality 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

MetricAshbyUserTesting
Ranking
Overall rank#538#692
Pillars
Overall3631
Code3637
Education6260
Community1412
Reach3733
Momentum150
Builder experience00
Signals
Stars115
Forks15
Public repos3119
Active repos (90d)10
External contributors20
Avg polish2333
Avg AI-readiness3729

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