Developer ecosystem comparison
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Fireworks.ai vs Ollama

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

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

Ollama (rank #122) holds a modest lead over Fireworks.ai (rank #430) on the overall Smoower ecosystem score (54 vs 40). The gap of 14 points reflects composite signals across code, docs, community and reach.

On code quality (the state of repositories, tests, releases and polish), Ollama is clearly ahead of Fireworks.ai. On education (docs, guides and learning material for developers), Ollama is ahead of Fireworks.ai. On community (issue response, PR reviews and discussion health), Fireworks.ai is slightly ahead of Ollama. On reach (how visible the ecosystem is beyond its own repos), Ollama is clearly ahead of Fireworks.ai. On momentum (release cadence and how fast the ecosystem moves), Ollama is clearly ahead of Fireworks.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. Ollama shows 190,304 stars across 4 public repos, 3 active in the last 90 days and 241 external contributors. The star gap on its own does not decide the comparison, but Ollama's footprint is roughly 530.1x 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. Ollama 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.aiOllama
Ranking
Overall rank#430#122
Pillars
Overall4054
Code3762
Education5875
Community5446
Reach1756
Momentum3256
Builder experience00
Signals
Stars359190,304
Forks11918,456
Public repos294
Active repos (90d)193
External contributors43241
Avg polish4160
Avg AI-readiness2854

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