Developer ecosystem comparison
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Fireworks.ai vs Guild AI

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

Fireworks.ai and Guild AI both appear on the Smoower Developer Ecosystem Index.

Fireworks.ai (rank #430) holds a modest lead over Guild AI (rank #763) on the overall Smoower ecosystem score (40 vs 29). The gap of 11 points reflects composite signals across code, docs, community and reach.

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

Fireworks.ai carries 359 GitHub stars across 29 public repos, with 19 repositories active in the last 90 days and 43 external contributors on record. Guild AI shows 1,003 stars across 29 public repos, 0 active in the last 90 days and 1 external contributors.

Fireworks.ai is the stronger read for anyone weighting momentum. Guild AI looks better where education 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

MetricFireworks.aiGuild AI
Ranking
Overall rank#430#763
Pillars
Overall4029
Code3734
Education5865
Community5431
Reach179
Momentum320
Builder experience00
Signals
Stars3591,003
Forks119111
Public repos2929
Active repos (90d)190
External contributors431
Avg polish4139
Avg AI-readiness2815

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