Panther Labs vs UserTesting

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

Panther Labs (rank #210) holds a modest lead over UserTesting (rank #692) on the overall Smoower ecosystem score (49 vs 31). 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), Panther Labs is clearly ahead of UserTesting. On education (docs, guides and learning material for developers), Panther Labs is ahead of UserTesting. On community (issue response, PR reviews and discussion health), Panther Labs is clearly ahead of UserTesting. On reach (how visible the ecosystem is beyond its own repos), Panther Labs is ahead of UserTesting. On momentum (release cadence and how fast the ecosystem moves), Panther Labs is clearly ahead of UserTesting.

Panther Labs carries 668 GitHub stars across 25 public repos, with 11 repositories active in the last 90 days and 18 external contributors on record. UserTesting shows 15 stars across 119 public repos, 0 active in the last 90 days and 0 external contributors. The star gap on its own does not decide the comparison, but Panther Labs's footprint is roughly 44.5x larger, which usually shows up in downstream signals like inbound issues and third party integrations.

Panther Labs is the stronger read for anyone weighting momentum. UserTesting makes more sense for teams already using its adjacent tools. The table below breaks the scores down pillar by pillar; the linked profiles cover the underlying repos, docs and community signals in full.