Developer ecosystem comparison
vs

Anthropic vs LanceDB

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

Anthropic and LanceDB both appear on the Smoower Developer Ecosystem Index.

Anthropic (rank #31) holds a narrow lead over LanceDB (rank #93) on the overall Smoower ecosystem score (63 vs 56). The gap of 7 points reflects composite signals across code, docs, community and reach.

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

Anthropic carries 584,923 GitHub stars across 93 public repos, with 47 repositories active in the last 90 days and 873 external contributors on record. LanceDB shows 12,402 stars across 52 public repos, 17 active in the last 90 days and 63 external contributors. The star gap on its own does not decide the comparison, but Anthropic's footprint is roughly 47.2x larger, which usually shows up in downstream signals like inbound issues and third party integrations.

Anthropic is the stronger read for anyone weighting community. LanceDB 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

MetricAnthropicLanceDB
Ranking
Overall rank#31#93
Pillars
Overall6356
Code4452
Education8280
Community6550
Reach3835
Momentum4659
Builder experience00
Signals
Stars584,92312,402
Forks80,3511,289
Public repos9352
Active repos (90d)4717
External contributors87363
Avg polish4850
Avg AI-readiness4040

Fork ecosystems

Loading fork ecosystem…
Loading fork ecosystem…
View Anthropic developer profileView LanceDB developer profile