Developer ecosystem comparison
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AstraZeneca vs Zilliz

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

AstraZeneca (Data and AI: Unlocking new science insights) 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 AstraZeneca (rank #510) on the overall Smoower ecosystem score (54 vs 37). The gap of 17 points reflects composite signals across code, docs, community and reach.

On code quality (the state of repositories, tests, releases and polish), Zilliz is ahead of AstraZeneca. On education (docs, guides and learning material for developers), Zilliz is slightly ahead of AstraZeneca. On community (issue response, PR reviews and discussion health), Zilliz is clearly ahead of AstraZeneca. On reach (how visible the ecosystem is beyond its own repos), Zilliz is slightly ahead of AstraZeneca. On momentum (release cadence and how fast the ecosystem moves), Zilliz is ahead of AstraZeneca.

AstraZeneca carries 5,180 GitHub stars across 107 public repos, with 22 repositories active in the last 90 days and 2 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 7.3x larger, which usually shows up in downstream signals like inbound issues and third party integrations.

AstraZeneca is worth a look for teams already invested in its stack. Zilliz 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

MetricAstraZenecaZilliz
Ranking
Overall rank#510#122
Pillars
Overall3754
Code5767
Education7583
Community2551
Reach2229
Momentum3450
Builder experience00
Signals
Stars5,18037,860
Forks6053,995
Public repos10771
Active repos (90d)2229
External contributors2105
Avg polish6564
Avg AI-readiness3459

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