Developer ecosystem comparison
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Ashby vs Kandji

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

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

Ashby (rank #536) holds a narrow lead over Kandji (rank #728) on the overall Smoower ecosystem score (36 vs 30). 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), Kandji is slightly ahead of Ashby. On education (docs, guides and learning material for developers), Ashby is ahead of Kandji. On community (issue response, PR reviews and discussion health), Kandji is ahead of Ashby. On reach (how visible the ecosystem is beyond its own repos), Ashby is slightly ahead of Kandji. On momentum (release cadence and how fast the ecosystem moves), Kandji is clearly ahead of Ashby.

Ashby carries 1 GitHub stars across 3 public repos, with 1 repositories active in the last 90 days and 2 external contributors on record. Kandji shows 387 stars across 7 public repos, 6 active in the last 90 days and 3 external contributors. The star gap on its own does not decide the comparison, but Kandji's footprint is roughly 387.0x larger, which usually shows up in downstream signals like inbound issues and third party integrations.

Ashby is the stronger read for anyone weighting education. Kandji 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.

Side-by-side metrics

MetricAshbyKandji
Ranking
Overall rank#536#728
Pillars
Overall3630
Code3644
Education6244
Community1426
Reach3730
Momentum1548
Builder experience00
Signals
Stars1387
Forks156
Public repos37
Active repos (90d)16
External contributors23
Avg polish2346
Avg AI-readiness3729

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