mParticle by Rokt vs Userlike

mParticle by Rokt and Userlike both appear on the Smoower Developer Ecosystem Index.

mParticle by Rokt (rank #338) holds a narrow lead over Userlike (rank #569) on the overall Smoower ecosystem score (43 vs 35). The gap of 8 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 ahead of Userlike. On education (docs, guides and learning material for developers), Userlike is clearly ahead of mParticle by Rokt. On community (issue response, PR reviews and discussion health), mParticle by Rokt is clearly ahead of Userlike. On reach (how visible the ecosystem is beyond its own repos), mParticle by Rokt is slightly ahead of Userlike. On momentum (release cadence and how fast the ecosystem moves), mParticle by Rokt is ahead of Userlike.

mParticle by Rokt carries 317 GitHub stars across 85 public repos, with 14 repositories active in the last 90 days and 21 external contributors on record. Userlike shows 38 stars across 14 public repos, 3 active in the last 90 days and 3 external contributors. The star gap on its own does not decide the comparison, but mParticle by Rokt's footprint is roughly 8.3x 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. Userlike looks better where education 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.