Source: https://seerepo.com/r/StarTrail-org/PixelRAG
Markdown source: https://seerepo.com/r/StarTrail-org/PixelRAG.md
Description: StarTrail-org/PixelRAG is a Python repo with 59,214 lines written. AI signed 24.1% of the 133 commits of PixelRAG.

# What's inside StarTrail-org/PixelRAG

StarTrail-org/PixelRAG is a Python repo with 59,214 lines written. PixelRAG is built with FastAPI, fastmcp, AIOHTTP, and 2 more and uses Hugging Face, OpenAI, and Anthropic. AI signed 24.1% of the 133 commits of PixelRAG.

Its description on GitHub: “https://arxiv.org/abs/2606.28344. The end of web parsing. The beginning of scalable pixel-native search. link: https://pixelrag.ai/”

Python · Apache-2.0 · 10,914 stars · GitHub: https://github.com/StarTrail-org/PixelRAG

Read on November 13, 2026, at commit 16f35e5.

## More on this repo

- [What is PixelRAG built with?](https://seerepo.com/r/StarTrail-org/PixelRAG/built): PixelRAG is built with FastAPI, fastmcp, AIOHTTP, and 2 more and uses Hugging Face, OpenAI, and Anthropic.
- [How much of PixelRAG did AI write?](https://seerepo.com/r/StarTrail-org/PixelRAG/ai): AI signed 24.1% of the 133 commits of PixelRAG.

## In figures

- 59,214 lines written: The ones people and agents wrote: product, tests, schemas and tooling. Generated code doesn’t count.
- 141 product files: The product’s own files. Test files are counted apart.
- 45 test files: The files that test the code.
- 37 technologies: Each service with the file and line that prove it.

SeeRepo read the facts in its code and kept none of it. AI only helps sort its packages and folders by their names, and never sees its code.

## Frequently asked questions

### What is StarTrail-org/PixelRAG?

StarTrail-org/PixelRAG is a Python repo with 59,214 lines written. Its description on GitHub: “https://arxiv.org/abs/2606.28344. The end of web parsing. The beginning of scalable pixel-native search. link: https://pixelrag.ai/”

The proof: [its page on GitHub](https://github.com/StarTrail-org/PixelRAG)

### What is PixelRAG built with?

PixelRAG is built with FastAPI, fastmcp, AIOHTTP, and 2 more and uses Hugging Face, OpenAI, and Anthropic.

The proof: [each service with its file and line](https://seerepo.com/r/StarTrail-org/PixelRAG/built)

### How much of PixelRAG did AI write?

AI signed 24.1% of the 133 commits of PixelRAG.

The proof: [the commits each tool signed](https://seerepo.com/r/StarTrail-org/PixelRAG/ai)

### What license does PixelRAG have?

PixelRAG is released under the Apache-2.0 license.

The proof: [its page on GitHub](https://github.com/StarTrail-org/PixelRAG)

### How many stars does PixelRAG have on GitHub?

PixelRAG had 10,914 stars on GitHub on November 13, 2026.

The proof: [its page on GitHub](https://github.com/StarTrail-org/PixelRAG)

## Add this badge to your README

It links to this page and updates itself each time SeeRepo reads the repo.

```markdown
[![StarTrail-org/PixelRAG on SeeRepo](https://seerepo.com/badge/StarTrail-org/PixelRAG.svg)](https://seerepo.com/r/StarTrail-org/PixelRAG?de=insignia)
```

## What is your repo built with?

Any public repo, with no account: https://seerepo.com/r/owner/repo/built, with the owner and name it has on GitHub.
