# NVIDIA Corporation vs LlamaIndex — developer ecosystem comparison

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

NVIDIA Corporation and LlamaIndex both appear on the Smoower Developer Ecosystem Index.

NVIDIA Corporation (rank #50) holds a modest lead over LlamaIndex (rank #173) on the overall Smoower ecosystem score (62 vs 52). The gap of 10 points reflects composite signals across code, docs, community and reach.

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

NVIDIA Corporation carries 319,960 GitHub stars across 827 public repos, with 86 repositories active in the last 90 days and 550 external contributors on record. LlamaIndex shows 103,819 stars across 152 public repos, 33 active in the last 90 days and 302 external contributors. The star gap on its own does not decide the comparison, but NVIDIA Corporation's footprint is roughly 3.1x larger, which usually shows up in downstream signals like inbound issues and third party integrations.

NVIDIA Corporation is the stronger read for anyone weighting education. LlamaIndex makes more sense for teams already using its adjacent tools. 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 | NVIDIA Corporation | LlamaIndex |
| --- | --- | --- |
| Overall score | 62.0 | 52.0 |
| Overall rank | #50 | #173 |
| Category | ai | ai |
| Code & Polish | 67.0 | 63.0 |
| Education | 84.0 | 51.0 |
| Builder experience | 0.0 | 0.0 |
| Community | 56.0 | 53.0 |
| Reach | 60.0 | 47.0 |
| Momentum | 54.0 | 40.0 |

## Full reports

- NVIDIA Corporation: https://www.smoower.com/nvidia.md
- LlamaIndex: https://www.smoower.com/run-llama.md

---

HTML version: https://www.smoower.com/compare/nvidia-vs-run-llama
Machine index: https://www.smoower.com/llms.txt · MCP server: https://www.smoower.com/mcp · REST API: https://www.smoower.com/api/v1