mParticle by Rokt vs UserTesting

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

mParticle by Rokt (rank #336) holds a modest lead over UserTesting (rank #691) on the overall Smoower ecosystem score (43 vs 31). The gap of 12 points reflects composite signals across code, docs, community and reach.

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

mParticle by Rokt carries 317 GitHub stars across 85 public repos, with 13 repositories active in the last 90 days and 21 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 mParticle by Rokt's footprint is roughly 21.1x larger, which usually shows up in downstream signals like inbound issues and third party integrations.

mParticle by Rokt is the stronger read for anyone weighting community. 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.