Metabase vs Panther Labs

Metabase and Panther Labs (Panther's mission is to make security teams smarter and faster than attackers.) both appear on the Smoower Developer Ecosystem Index.

Metabase (rank #165) holds a narrow lead over Panther Labs (rank #209) on the overall Smoower ecosystem score (51 vs 49). The gap of 2 points reflects composite signals across code, docs, community and reach.

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

Metabase carries 50,225 GitHub stars across 100 public repos, with 21 repositories active in the last 90 days and 49 external contributors on record. Panther Labs shows 668 stars across 25 public repos, 11 active in the last 90 days and 18 external contributors. The star gap on its own does not decide the comparison, but Metabase's footprint is roughly 75.2x larger, which usually shows up in downstream signals like inbound issues and third party integrations.

Metabase is the stronger read for anyone weighting momentum. Panther Labs looks better where code quality 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.