Developer ecosystem comparison
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Panther Labs vs Qualtrics

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

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

Panther Labs (rank #209) holds a modest lead over Qualtrics (rank #693) 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 Qualtrics. On education (docs, guides and learning material for developers), Panther Labs is clearly ahead of Qualtrics. On community (issue response, PR reviews and discussion health), Panther Labs is clearly ahead of Qualtrics. On reach (how visible the ecosystem is beyond its own repos), Qualtrics is clearly ahead of Panther Labs. On momentum (release cadence and how fast the ecosystem moves), Panther Labs is ahead of Qualtrics.

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. Qualtrics shows 20 stars across 20 public repos, 7 active in the last 90 days and 3 external contributors. The star gap on its own does not decide the comparison, but Panther Labs's footprint is roughly 33.4x larger, which usually shows up in downstream signals like inbound issues and third party integrations.

Panther Labs is the stronger read for anyone weighting code quality. Qualtrics 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

MetricPanther LabsQualtrics
Ranking
Overall rank#209#693
Pillars
Overall4931
Code6727
Education7240
Community3914
Reach4982
Momentum3818
Builder experience00
Signals
Stars66820
Forks29113
Public repos2520
Active repos (90d)117
External contributors183
Avg polish7528
Avg AI-readiness4419

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