# Anthropic vs LanceDB — developer ecosystem comparison

> Side-by-side comparison of Anthropic and LanceDB on public developer-ecosystem signals.

Anthropic and LanceDB both appear on the Smoower Developer Ecosystem Index.

Anthropic (rank #38) holds a narrow lead over LanceDB (rank #104) on the overall Smoower ecosystem score (64 vs 58). The gap of 6 points reflects composite signals across code, docs, community and reach.

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

Anthropic carries 650,556 GitHub stars across 111 public repos, with 54 repositories active in the last 90 days and 585 external contributors on record. LanceDB shows 13,086 stars across 55 public repos, 15 active in the last 90 days and 72 external contributors. The star gap on its own does not decide the comparison, but Anthropic's footprint is roughly 49.7x larger, which usually shows up in downstream signals like inbound issues and third party integrations.

Anthropic is the stronger read for anyone weighting community. LanceDB 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 | Anthropic | LanceDB |
| --- | --- | --- |
| Overall score | 64.0 | 58.0 |
| Overall rank | #38 | #104 |
| Category | ai | ai |
| Code & Polish | 45.0 | 52.0 |
| Education | 82.0 | 79.0 |
| Builder experience | 0.0 | 0.0 |
| Community | 64.0 | 49.0 |
| Reach | 39.0 | 50.0 |
| Momentum | 48.0 | 58.0 |

## Full reports

- Anthropic: https://www.smoower.com/anthropics.md
- LanceDB: https://www.smoower.com/lancedb.md

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