# The Milvus Project vs NVIDIA Corporation — developer ecosystem comparison

> Side-by-side comparison of The Milvus Project and NVIDIA Corporation on public developer-ecosystem signals.

The Milvus Project (The open source vector database designed for AI applications) and NVIDIA Corporation both appear on the Smoower Developer Ecosystem Index.

NVIDIA Corporation (rank #58) holds a modest lead over The Milvus Project (rank #215) on the overall Smoower ecosystem score (61 vs 49). The gap of 12 points reflects composite signals across code, docs, community and reach.

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

The Milvus Project carries 53,484 GitHub stars across 68 public repos, with 26 repositories active in the last 90 days and 142 external contributors on record. NVIDIA Corporation shows 319,890 stars across 829 public repos, 89 active in the last 90 days and 551 external contributors. The star gap on its own does not decide the comparison, but NVIDIA Corporation's footprint is roughly 6.0x larger, which usually shows up in downstream signals like inbound issues and third party integrations.

The Milvus Project is the stronger read for anyone weighting community. NVIDIA Corporation 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.

## Scores

| Metric | The Milvus Project | NVIDIA Corporation |
| --- | --- | --- |
| Overall score | 49.0 | 61.0 |
| Overall rank | #215 | #58 |
| Category | ai | ai |
| Code & Polish | 67.0 | 65.0 |
| Education | 69.0 | 84.0 |
| Builder experience | 0.0 | 0.0 |
| Community | 76.0 | 56.0 |
| Reach | 25.0 | 60.0 |
| Momentum | 36.0 | 54.0 |

## Full reports

- The Milvus Project: https://www.smoower.com/milvus-io.md
- NVIDIA Corporation: https://www.smoower.com/nvidia.md

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