Blackbird vs mParticle by Rokt

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

mParticle by Rokt (rank #338) holds a modest lead over Blackbird (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 clearly ahead of Blackbird. On community (issue response, PR reviews and discussion health), mParticle by Rokt is slightly ahead of Blackbird. On reach (how visible the ecosystem is beyond its own repos), Blackbird is slightly ahead of mParticle by Rokt. On momentum (release cadence and how fast the ecosystem moves), Blackbird is clearly ahead of mParticle by Rokt.

Blackbird carries 16 GitHub stars across 165 public repos, with 77 repositories active in the last 90 days and 6 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. The star gap on its own does not decide the comparison, but mParticle by Rokt's footprint is roughly 19.8x larger, which usually shows up in downstream signals like inbound issues and third party integrations.

Blackbird is the stronger read for anyone weighting momentum. mParticle by Rokt looks better where code quality 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.