Baseten vs Ollama

Baseten (Machine learning infrastructure for developers) and Ollama both appear on the Smoower Developer Ecosystem Index.

Ollama (rank #122) holds a narrow lead over Baseten (rank #237) on the overall Smoower ecosystem score (54 vs 48). The gap of 6 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 Baseten. On education (docs, guides and learning material for developers), Baseten is slightly ahead of Ollama. On community (issue response, PR reviews and discussion health), Ollama is slightly ahead of Baseten. On reach (how visible the ecosystem is beyond its own repos), Ollama is clearly ahead of Baseten. On momentum (release cadence and how fast the ecosystem moves), Baseten is slightly ahead of Ollama.

Baseten carries 1,715 GitHub stars across 113 public repos, with 44 repositories active in the last 90 days and 40 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 111.0x larger, which usually shows up in downstream signals like inbound issues and third party integrations.

Baseten is the stronger read for anyone weighting education. 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.