---
title: "Multimodal Backend Score"
description: "Paste a GitHub repo or code snippet. Get a 0–100 multimodal readiness grade, infrastructure tax, and a declarative Pixeltable refactor."
keywords:
  - multimodal score
  - ai backend audit
  - vector drift
  - glue code
  - pixeltable
  - backend readiness
url: "https://www.pixeltable.com/score"
---

# Multimodal Backend Score

Paste a GitHub repo or code snippet. Get a 0–100 multimodal readiness grade, infrastructure tax, and a declarative Pixeltable refactor.

Free online tool by Pixeltable. Run it at https://www.pixeltable.com/score (interactive, no sign-up).

## Features

- 0–100 multimodal readiness grade
- Vector-drift and glue-code findings
- Pixeltable refactor diff
- README badge

## FAQ

### What does the score measure?

Six dimensions: multimodal ingestion, vector sync, lineage, infra footprint, schema governance, and cost efficiency.

### Do I need an account?

No. Featured presets run instantly. Live repo scans are limited to three per day.


## Fact sheet

Last updated 2026-09-23.

| Fact | Value |
| --- | --- |
| Modality | Developer |
| Inputs | GitHub repo or a code snippet |
| Outputs | 0–100 readiness grade and a Pixeltable refactor |
| Computed column | Audit of ingestion, vector sync, and lineage |
| What updates | A new or changed row recomputes only that row. Unchanged rows stay cached. |
| Canonical doc | [Quick start](https://docs.pixeltable.com/overview/quick-start) |

```python
import pixeltable as pxt

TableModel = pxt.model_base()

# One table holds the media. Computed columns and indexes stay in sync.
class Media(TableModel, name='media'):
    video: pxt.Video
    note: pxt.String
```