Developer ecosystem comparison
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Ahrefs vs UserTesting

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

Ahrefs (BTW we use OCaml) and UserTesting (Real. Human. Insight.) both appear on the Smoower Developer Ecosystem Index.

Ahrefs (rank #399) holds a modest lead over UserTesting (rank #692) on the overall Smoower ecosystem score (41 vs 31). The gap of 10 points reflects composite signals across code, docs, community and reach.

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

Ahrefs carries 1,303 GitHub stars across 171 public repos, with 28 repositories active in the last 90 days and 7 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 Ahrefs's footprint is roughly 86.9x larger, which usually shows up in downstream signals like inbound issues and third party integrations.

Ahrefs is the stronger read for anyone weighting momentum. UserTesting looks better where reach 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

MetricAhrefsUserTesting
Ranking
Overall rank#399#692
Pillars
Overall4131
Code4237
Education5760
Community3812
Reach2133
Momentum650
Builder experience00
Signals
Stars1,30315
Forks2615
Public repos171119
Active repos (90d)280
External contributors70
Avg polish4033
Avg AI-readiness3529

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