ReadMassiveEstimate
Estimate text-vs-image token counts, compression ratio, and dollar cost per model to decide whether reading a file as an image is worth the context spend.
Instructions
Report text-vs-image token counts, compression ratio, and dollar cost per model — WITHOUT returning the images.
<instructions>
- USE THIS FIRST to decide whether reading a file as a packed image is worth it,
before spending context on the pixels via ReadMassive.
- Reports per reader model: Claude Fable 5 (high-res vision), GPT-5.6 Sol (tiling),
and the aspirational DeepSeek-OCR optical encoder — plus estimated input-token cost.
- A `compression_ratio` > 1 means the image is cheaper than the text; < 1 means a
plain text read is cheaper (tiny files) — in that case just read the file normally.
</instructions>
Args:
paths: A single file path or a list of file paths.
Returns:
A JSON string: per-file token counts, ratio, and cost per model.
Input Schema
| Name | Required | Description | Default |
|---|---|---|---|
| paths | Yes |
Output Schema
| Name | Required | Description | Default |
|---|---|---|---|
| result | Yes |