Developer ecosystem comparison
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Kandji vs Metabase

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

Kandji and Metabase both appear on the Smoower Developer Ecosystem Index.

Metabase (rank #165) holds a meaningful lead over Kandji (rank #728) on the overall Smoower ecosystem score (51 vs 30). The gap of 21 points reflects composite signals across code, docs, community and reach.

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

Kandji carries 387 GitHub stars across 7 public repos, with 6 repositories active in the last 90 days and 3 external contributors on record. Metabase shows 50,225 stars across 100 public repos, 21 active in the last 90 days and 49 external contributors. The star gap on its own does not decide the comparison, but Metabase's footprint is roughly 129.8x larger, which usually shows up in downstream signals like inbound issues and third party integrations.

Kandji is worth a look for teams already invested in its stack. Metabase 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.

Side-by-side metrics

MetricKandjiMetabase
Ranking
Overall rank#728#165
Pillars
Overall3051
Code4449
Education4480
Community2639
Reach3041
Momentum4861
Builder experience00
Signals
Stars38750,225
Forks567,167
Public repos7100
Active repos (90d)621
External contributors349
Avg polish4650
Avg AI-readiness2930

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