Developer ecosystem comparison
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Mage vs Ollama

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

Mage (Magical tools for data.) and Ollama both appear on the Smoower Developer Ecosystem Index.

Ollama (rank #122) holds a modest lead over Mage (rank #485) on the overall Smoower ecosystem score (54 vs 38). The gap of 16 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 Mage. On education (docs, guides and learning material for developers), Ollama is slightly ahead of Mage. On community (issue response, PR reviews and discussion health), Ollama is slightly ahead of Mage. On reach (how visible the ecosystem is beyond its own repos), Ollama is ahead of Mage. On momentum (release cadence and how fast the ecosystem moves), Ollama is clearly ahead of Mage.

Mage carries 9,079 GitHub stars across 44 public repos, with 8 repositories active in the last 90 days and 22 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 21.0x larger, which usually shows up in downstream signals like inbound issues and third party integrations.

Mage is worth a look for teams already invested in its stack. Ollama looks better where momentum 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

MetricMageOllama
Ranking
Overall rank#485#122
Pillars
Overall3854
Code3462
Education7175
Community3846
Reach4056
Momentum1656
Builder experience00
Signals
Stars9,079190,304
Forks1,53818,456
Public repos444
Active repos (90d)83
External contributors22241
Avg polish4260
Avg AI-readiness1554

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