Developer ecosystem comparison
vs

Fireworks.ai vs Replicate

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

Fireworks.ai and Replicate (Run AI with an API) both appear on the Smoower Developer Ecosystem Index.

Replicate (rank #189) holds a modest lead over Fireworks.ai (rank #430) on the overall Smoower ecosystem score (50 vs 40). The gap of 10 points reflects composite signals across code, docs, community and reach.

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

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. Replicate shows 25,062 stars across 169 public repos, 10 active in the last 90 days and 12 external contributors. The star gap on its own does not decide the comparison, but Replicate's footprint is roughly 69.8x larger, which usually shows up in downstream signals like inbound issues and third party integrations.

Fireworks.ai is the stronger read for anyone weighting community. Replicate 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

MetricFireworks.aiReplicate
Ranking
Overall rank#430#189
Pillars
Overall4050
Code3755
Education5872
Community5448
Reach1774
Momentum3231
Builder experience00
Signals
Stars35925,062
Forks1194,596
Public repos29169
Active repos (90d)1910
External contributors4312
Avg polish4160
Avg AI-readiness2833

Fork ecosystems

Loading fork ecosystem…
Loading fork ecosystem…
View Fireworks.ai developer profileView Replicate developer profile