Kandji vs mParticle by Rokt

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

mParticle by Rokt (rank #338) holds a modest lead over Kandji (rank #728) on the overall Smoower ecosystem score (43 vs 30). The gap of 13 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 Kandji. On education (docs, guides and learning material for developers), mParticle by Rokt is ahead of Kandji. On community (issue response, PR reviews and discussion health), mParticle by Rokt is ahead of Kandji. On reach (how visible the ecosystem is beyond its own repos), Kandji is slightly ahead of mParticle by Rokt. On momentum (release cadence and how fast the ecosystem moves), Kandji is clearly ahead of mParticle by Rokt.

Kandji carries 387 GitHub stars across 7 public repos, with 6 repositories active in the last 90 days and 3 external contributors on record. mParticle by Rokt shows 317 stars across 85 public repos, 14 active in the last 90 days and 21 external contributors.

Kandji is the stronger read for anyone weighting momentum. mParticle by Rokt 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.