Developer ecosystem comparison
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Kandji vs Smoower - Mindshare index and developer tools

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

Kandji and Smoower - Mindshare index and developer tools (Making DevRel efforts compare and measurable) both appear on the Smoower Developer Ecosystem Index.

Smoower - Mindshare index and developer tools (rank #401) holds a modest lead over Kandji (rank #728) on the overall Smoower ecosystem score (41 vs 30). The gap of 11 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 Smoower - Mindshare index and developer tools. On education (docs, guides and learning material for developers), Smoower - Mindshare index and developer tools is slightly ahead of Kandji. On community (issue response, PR reviews and discussion health), Kandji is slightly ahead of Smoower - Mindshare index and developer tools. On reach (how visible the ecosystem is beyond its own repos), Smoower - Mindshare index and developer tools 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. Smoower - Mindshare index and developer tools shows 1 stars across 4 public repos, 4 active in the last 90 days and 1 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.

Kandji is the stronger read for anyone weighting community. Smoower - Mindshare index and developer tools 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

MetricKandjiSmoower - Mindshare index and developer tools
Ranking
Overall rank#728#401
Pillars
Overall3041
Code4442
Education4446
Community2620
Reach3044
Momentum4848
Builder experience00
Signals
Stars3871
Forks560
Public repos74
Active repos (90d)64
External contributors31
Avg polish4651
Avg AI-readiness2928

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