Run AI with an API
Replicate vs Snap Research
Developer ecosystem comparison across GitHub activity, SDKs, documentation, community, reach and momentum.
Replicate (Run AI with an API) and Snap Research both appear on the Smoower Developer Ecosystem Index.
Replicate (rank #189) holds a narrow lead over Snap Research (rank #372) on the overall Smoower ecosystem score (50 vs 42). The gap of 8 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 Snap Research. On education (docs, guides and learning material for developers), Snap Research is slightly ahead of Replicate. On community (issue response, PR reviews and discussion health), Snap Research is ahead of Replicate. On reach (how visible the ecosystem is beyond its own repos), Replicate is clearly ahead of Snap Research. On momentum (release cadence and how fast the ecosystem moves), Replicate is slightly ahead of Snap Research.
Replicate carries 25,062 GitHub stars across 169 public repos, with 10 repositories active in the last 90 days and 12 external contributors on record. Snap Research shows 11,224 stars across 101 public repos, 12 active in the last 90 days and 6 external contributors.
Replicate is the stronger read for anyone weighting reach. Snap Research looks better where community 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
| Metric | Replicate | Snap Research |
|---|---|---|
| Ranking | ||
| Overall rank | #189 | #372 |
| Pillars | ||
| Overall | 50 | 42 |
| Code | 55 | 37 |
| Education | 72 | 79 |
| Community | 48 | 60 |
| Reach | 74 | 0 |
| Momentum | 31 | 24 |
| Builder experience | 0 | 0 |
| Signals | ||
| Stars | 25,062 | 11,224 |
| Forks | 4,596 | 1,208 |
| Public repos | 169 | 101 |
| Active repos (90d) | 10 | 12 |
| External contributors | 12 | 6 |
| Avg polish | 60 | 48 |
| Avg AI-readiness | 33 | 24 |