Data and AI: Unlocking new science insights
AstraZeneca vs LlamaIndex
Developer ecosystem comparison across GitHub activity, SDKs, documentation, community, reach and momentum.
AstraZeneca (Data and AI: Unlocking new science insights) and LlamaIndex both appear on the Smoower Developer Ecosystem Index.
LlamaIndex (rank #63) holds a meaningful lead over AstraZeneca (rank #510) on the overall Smoower ecosystem score (59 vs 37). The gap of 22 points reflects composite signals across code, docs, community and reach.
On code quality (the state of repositories, tests, releases and polish), LlamaIndex is slightly ahead of AstraZeneca. On education (docs, guides and learning material for developers), AstraZeneca is slightly ahead of LlamaIndex. On community (issue response, PR reviews and discussion health), LlamaIndex is clearly ahead of AstraZeneca. On reach (how visible the ecosystem is beyond its own repos), LlamaIndex is clearly ahead of AstraZeneca. On momentum (release cadence and how fast the ecosystem moves), LlamaIndex is clearly 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. LlamaIndex shows 99,809 stars across 135 public repos, 48 active in the last 90 days and 241 external contributors. The star gap on its own does not decide the comparison, but LlamaIndex's footprint is roughly 19.3x larger, which usually shows up in downstream signals like inbound issues and third party integrations.
AstraZeneca is the stronger read for anyone weighting education. LlamaIndex 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 | AstraZeneca | LlamaIndex |
|---|---|---|
| Ranking | ||
| Overall rank | #510 | #63 |
| Pillars | ||
| Overall | 37 | 59 |
| Code | 57 | 63 |
| Education | 75 | 69 |
| Community | 25 | 54 |
| Reach | 22 | 50 |
| Momentum | 34 | 62 |
| Builder experience | 0 | 0 |
| Signals | ||
| Stars | 5,180 | 99,809 |
| Forks | 605 | 14,240 |
| Public repos | 107 | 135 |
| Active repos (90d) | 22 | 48 |
| External contributors | 2 | 241 |
| Avg polish | 65 | 64 |
| Avg AI-readiness | 34 | 49 |