Developer ecosystem comparison
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Marqo vs Sardine

Developer ecosystem comparison across GitHub activity, SDKs, documentation, community, reach and momentum.

Marqo (Tensor search for humans.) and Sardine both appear on the Smoower Developer Ecosystem Index.

Marqo (rank #430) holds a narrow lead over Sardine (rank #569) on the overall Smoower ecosystem score (40 vs 35). The gap of 5 points reflects composite signals across code, docs, community and reach.

On code quality (the state of repositories, tests, releases and polish), Marqo is slightly ahead of Sardine. On education (docs, guides and learning material for developers), Sardine is slightly ahead of Marqo. On community (issue response, PR reviews and discussion health), Marqo is ahead of Sardine. On reach (how visible the ecosystem is beyond its own repos), Sardine is slightly ahead of Marqo. On momentum (release cadence and how fast the ecosystem moves), Marqo is clearly ahead of Sardine.

Marqo carries 5,394 GitHub stars across 28 public repos, with 14 repositories active in the last 90 days and 4 external contributors on record. Sardine shows 19 stars across 55 public repos, 5 active in the last 90 days and 5 external contributors. The star gap on its own does not decide the comparison, but Marqo's footprint is roughly 283.9x larger, which usually shows up in downstream signals like inbound issues and third party integrations.

Marqo is the stronger read for anyone weighting momentum. Sardine looks better where reach 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.

Side-by-side metrics

MetricMarqoSardine
Ranking
Overall rank#430#569
Pillars
Overall4035
Code4136
Education6166
Community3925
Reach3644
Momentum409
Builder experience00
Signals
Stars5,39419
Forks2738
Public repos2855
Active repos (90d)145
External contributors45
Avg polish4534
Avg AI-readiness3531

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