mParticle by Rokt vs Sage

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

mParticle by Rokt (rank #338) holds a modest lead over Sage (rank #625) on the overall Smoower ecosystem score (43 vs 33). 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), mParticle by Rokt is slightly ahead of Sage. On education (docs, guides and learning material for developers), mParticle by Rokt is ahead of Sage. On community (issue response, PR reviews and discussion health), mParticle by Rokt is slightly ahead of Sage. On reach (how visible the ecosystem is beyond its own repos), mParticle by Rokt is slightly ahead of Sage. On momentum (release cadence and how fast the ecosystem moves), mParticle by Rokt is ahead of Sage.

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. Sage shows 2,180 stars across 122 public repos, 6 active in the last 90 days and 22 external contributors. The star gap on its own does not decide the comparison, but Sage's footprint is roughly 6.9x 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 momentum. Sage 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.