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# W&B Docs: what its llms.txt contains

Measured on 2026-08-03: 98.1 KB, 2 sections, 896 links. How that compares with the other 112 files we track, and what it implies.

Last updated: August 3, 2026

## The file

**W&B Docs** publishes an llms.txt at
[`https://docs.wandb.ai/llms.txt`](https://docs.wandb.ai/llms.txt).

The file declares itself as **Weights & Biases Documentation** in its H1, and the host is categorised here
as ai & ml. It was last fetched and parsed on 2026-08-03.

## Measured structure
Measure   W&B Docs   Corpus median   Percentile           Size   98.1 KB   14.0 KB   90th       H2 sections   2   7   19th       Links   896   76   92th       Blockquote summary   Absent   90 of 113 have one   n/a        
Percentiles are against the 113 files in this directory, not against the web. That population
is deliberately weighted toward documentation platforms and developer tools, which is where the convention
started, so treat it as a peer group rather than a norm.

## Observations

- No blockquote summary. The specification puts a one-line summary directly after the H1, and 23 of the 113 files in this directory omit it. It is the single line an assistant is most likely to read first.
- 896 links is closer to a sitemap than to a curated index. The convention exists so a model can skip crawling everything; a list this long hands the selection problem straight back to it.    
ℹ What this page does not tell you

These are structural measurements of a text file. They say nothing about whether the pages it
links to are good, whether anything actually reads it, or whether publishing it helped this
site. On that last question the measured answer is sobering, and we cover it in
no AI agent goes looking for your llms.txt .

## Comparable files

Closest in size within ai & ml, from the same weekly check:

- [LangChain Docs](/llms-txt-directory/docs-langchain-com/): 97.6 KB, 1 
sections, 957 links
- [Pinecone Docs](/llms-txt-directory/docs-pinecone-io/): 75.7 KB, 2 
sections, 419 links
- [Groq Console](/llms-txt-directory/console-groq-com/): 61.8 KB, 0 
sections, 150 links
, no blockquote summary
- [Anthropic Docs](/llms-txt-directory/docs-anthropic-com/): 55.6 KB, 3 
sections, 549 links
, no blockquote summary   
## How this was measured

Our checker fetches `/llms.txt` for every host in the directory, follows redirects, confirms
the response is Markdown rather than an HTML error page, and parses it with the same parser that powers
our [validator](/validator/). Sizes are of the served body, sections are H2 headings,
and links are Markdown links anywhere in the file. The run behind this page completed on 2026-08-03.

Want to check a file yourself, including this one? Paste the URL into the
[validator](/validator/). To see how to find any site's file, see
[how to find a website's llms.txt](/how-to-find-llms-txt/), and for the full list see
the [directory of 113 verified files](/examples/).

## Sources

- [ W&B Docs llms.txt (live file) ](https://docs.wandb.ai/llms.txt)
- [ llmstxt.org, the specification ](https://llmstxt.org/)           
On this page

- [ The file ](#file)
- [ Measured structure ](#structure)
- [ Observations ](#observations)
- [ Comparable files ](#compare)
- [ How this was measured ](#method)
