Developer ecosystem comparison
vs

Fireworks.ai vs Zilliz

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

Fireworks.ai and Zilliz (Vector Database for Enterprise-grade AI and LLM applications) both appear on the Smoower Developer Ecosystem Index.

Zilliz (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), Zilliz is clearly ahead of Fireworks.ai. On education (docs, guides and learning material for developers), Zilliz is clearly ahead of Fireworks.ai. On community (issue response, PR reviews and discussion health), Fireworks.ai is slightly ahead of Zilliz. On reach (how visible the ecosystem is beyond its own repos), Zilliz is ahead of Fireworks.ai. On momentum (release cadence and how fast the ecosystem moves), Zilliz is 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. Zilliz shows 37,860 stars across 71 public repos, 29 active in the last 90 days and 105 external contributors. The star gap on its own does not decide the comparison, but Zilliz's footprint is roughly 105.5x 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. Zilliz looks better where code quality 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.aiZilliz
Ranking
Overall rank#430#122
Pillars
Overall4054
Code3767
Education5883
Community5451
Reach1729
Momentum3250
Builder experience00
Signals
Stars35937,860
Forks1193,995
Public repos2971
Active repos (90d)1929
External contributors43105
Avg polish4164
Avg AI-readiness2859

Fork ecosystems

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