mParticle by Rokt vs Sophos

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

mParticle by Rokt (rank #338) holds a narrow lead over Sophos (rank #510) on the overall Smoower ecosystem score (43 vs 37). The gap of 6 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 Sophos. On education (docs, guides and learning material for developers), Sophos is slightly ahead of mParticle by Rokt. On community (issue response, PR reviews and discussion health), mParticle by Rokt is slightly ahead of Sophos. On reach (how visible the ecosystem is beyond its own repos), mParticle by Rokt is ahead of Sophos. On momentum (release cadence and how fast the ecosystem moves), Sophos is ahead of mParticle by Rokt.

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. Sophos shows 1,438 stars across 84 public repos, 7 active in the last 90 days and 2 external contributors. The star gap on its own does not decide the comparison, but Sophos's footprint is roughly 4.5x 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 code quality. Sophos looks better where momentum 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.