Developer ecosystem comparison
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LanceDB vs Mage

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

LanceDB and Mage (Magical tools for data.) both appear on the Smoower Developer Ecosystem Index.

LanceDB (rank #93) holds a modest lead over Mage (rank #485) on the overall Smoower ecosystem score (56 vs 38). The gap of 18 points reflects composite signals across code, docs, community and reach.

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

LanceDB carries 12,402 GitHub stars across 52 public repos, with 17 repositories active in the last 90 days and 63 external contributors on record. Mage shows 9,079 stars across 44 public repos, 8 active in the last 90 days and 22 external contributors.

LanceDB is the stronger read for anyone weighting momentum. Mage 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

MetricLanceDBMage
Ranking
Overall rank#93#485
Pillars
Overall5638
Code5234
Education8071
Community5038
Reach3540
Momentum5916
Builder experience00
Signals
Stars12,4029,079
Forks1,2891,538
Public repos5244
Active repos (90d)178
External contributors6322
Avg polish5042
Avg AI-readiness4015

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