#llmsmap.me

Independent technical audit

docs.astral.sh

docs.astral.sh

Overall AI readiness score

A combined result across all audit signals.

60of 100Average
AI readiness audit: 7/21/2026Public technical data

Overall AI readiness assessment

How ready docs.astral.sh is for AI systems

60/100

uv was independently audited by llmsmap. docs.astral.sh currently scores 60/100 for AI readiness. The result combines AI-specific files, crawler policy, sitemap discovery, structured homepage data, and—when available—the mobile Google Lighthouse technical profile.

Audit context

llms.txt is accessible and contains 1,268 tokens. No accessible llms-full.txt was detected, so deeper context still has to be assembled from regular pages. No separate ai.txt policy was detected; it is optional, but can clarify training, retrieval, and attribution preferences.

robots.txt was not found, so explicit crawler policy could not be confirmed. No Schema.org type was detected on the homepage. 0 OpenGraph tags were found and markup completeness is 0%, leaving more entity interpretation to crawlers.

The mobile Lighthouse profile adds Performance 100/100, Accessibility 95/100, Best Practices 96/100, SEO 100/100, and experimental Agentic Browsing 100/100. These signals have a limited weight: they complement rather than replace llms.txt, robots.txt, and structured-data checks.

Confirmed strengths

  • Accessible llms.txt
  • Strong Google agentic signals

Priority improvements

  1. 1Add llms-full.txt for richer first-party context.
  2. 2Publish robots.txt with explicit search and AI crawler rules.
  3. 3Declare the current sitemap.xml in robots.txt.
  4. 4Add JSON-LD for the organisation, website, and core entities.
llms.txt tokens1,268
llms-full.txt tokens—
ai.txt
sitemap.xml

Google Lighthouse technical profile

A mobile Lighthouse measurement. Google’s experimental Agentic Browsing category is explained separately and does not replace the broader llmsmap AI-readiness score.

Mobile · Lighthouse
100

Performance

95

Accessibility

96

Best Practices

100

Technical SEO

100

Agentic Browsing

What these results mean

The mobile page renders efficiently; its largest visible content block appeared in 1.4 s.

Accessibility scored 95/100, Best Practices 96/100, and technical SEO 100/100. The experimental Agentic Browsing category scored 100/100. It measures signals Google currently tests for software agents and is shown separately from the llmsmap AI-readiness score.

1

Free the main thread and accelerate the first view

Split long JavaScript tasks, defer non-critical scripts and styles, and shorten blocking request chains. This helps the primary content appear sooner and makes controls usable earlier.

2

Reduce code that loads without helping the page

Remove unused CSS and JavaScript, load heavy widgets on demand, and limit third-party scripts. Less code means less parsing and background work on the device.

3

Make controls unambiguous

Give buttons and links accessible names, associate labels with fields, and use ordered headings and semantic regions. The same structure helps screen readers and software agents understand actions.

FCP0.8 s

First content

LCP1.4 s

Main content

CLS0

Layout stability

TBT0 ms

Blocking time

SI0.8 s

Visual speed

Metric glossary
FCP · First content
When the first text or image appeared on screen.
LCP · Main content
When the largest visible element in the first viewport rendered.
CLS · Layout stability
How much content shifted unexpectedly while loading; lower is better.
TBT · Blocking time
How long the browser main thread could not respond quickly to input.
SI · Visual speed
How quickly the visible viewport filled with content.
7/21/2026Lighthouse 13.4.0Mobile profile

AI readiness checks

Machine-readable files, crawler policy, discovery, and homepage markup.

llms.txt

File found and accessible

https://docs.astral.sh/uv/llms.txt
llms-full.txt

Full version was not found

ai.txt

ai.txt file was not found

robots.txt

robots.txt file was not found

Sitemap in robots.txt

Sitemap is not declared in robots.txt

Schema.org (JSON-LD)

Schema.org markup was not found on the homepage

OpenGraph0%

OpenGraph tags were not found on the homepage

AI bot access

Based on robots.txt analysis

GPTBotNot mentioned
OAI-SearchBotNot mentioned
ChatGPT-UserNot mentioned
Google-ExtendedNot mentioned
ClaudeBotNot mentioned
Claude-SearchBotNot mentioned
Claude-UserNot mentioned
BytespiderNot mentioned
CCBotNot mentioned
PerplexityBotNot mentioned
Perplexity-UserNot mentioned
# uv

> uv is an extremely fast Python package and project manager, written in Rust.

You can use uv to install Python dependencies, run scripts, manage virtual environments,
build and publish packages, and even install Python itself. uv is capable of replacing
`pip`, `pip-tools`, `pipx`, `poetry`, `pyenv`, `twine`, `virtualenv`, and more.

uv includes both a pip-compatible CLI (prepend `uv` to a pip command, e.g., `uv pip install ruff`)
and a first-class project interface (e.g., `uv add ruff`) complete with lockfiles and
workspace support.

When fetching documentation, use explicit `index.md` paths for directories, e.g.,
`https://docs.astral.sh/uv/concepts/projects/dependencies/index.md`. This returns
clean markdown instead of rendered HTML with JS/CSS.


## Getting started

- [Features](https://docs.astral.sh/uv/getting-started/features/index.md)
- [First steps](https://docs.astral.sh/uv/getting-started/first-steps/index.md)
- [Installation](https://docs.astral.sh/uv/getting-started/installation/index.md)

## Guides

- [Installing Python](https://docs.astral.sh/uv/guides/install-python/index.md)
- [Publishing packages](https://docs.astral.sh/uv/guides/package/index.md)
- [Working on projects](https://docs.astral.sh/uv/guides/projects/index.md)
- [Running scripts](https://docs.astral.sh/uv/guides/scripts/index.md)
- [Using tools](https://docs.astral.sh/uv/guides/tools/index.md)

## Integrations

- [AWS Lambda](https://docs.astral.sh/uv/guides/integration/aws-lambda/index.md)
- [AWS CodeArtifact](https://docs.astral.sh/uv/guides/integration/aws/index.md)
- [Azure Artifacts](https://docs.astral.sh/uv/guides/integration/azure/index.md)
- [Bazel](https://docs.astral.sh/uv/guides/integration/bazel/index.md)
- [Coiled](https://docs.astral.sh/uv/guides/integration/coiled/index.md)
- [Dependabot](https://docs.astral.sh/uv/guides/integration/dependabot/index.md)
- [Docker](https://docs.astral.sh/uv/guides/integration/docker/index.md)
- [FastAPI](https://docs.astral.sh/uv/guides/integration/fastapi/index.md)
- [GitHub Actions](https://docs.astral.sh/uv/guides/integration/github/index.md)
- [GitLab CI/CD](https://docs.astral.sh/uv/guides/integration/gitlab/index.md)
- [Google Artifact Registry](https://docs.astral.sh/uv/guides/integration/google/index.md)
- [JFrog Artifactory](https://docs.astral.sh/uv/guides/integration/jfrog/index.md)
- [Jupyter](https://docs.astral.sh/uv/guides/integration/jupyter/index.md)
- [marimo](https://docs.astral.sh/uv/guides/integration/marimo/index.md)
- [Pre-commit](https://docs.astral.sh/uv/guides/integration/pre-commit/index.md)
- [PyTorch](https://docs.astral.sh/uv/guides/integration/pytorch/index.md)
- [Renovate](https://docs.astral.sh/uv/guides/integration/renovate/index.md)

## Projects

- [Building distributions](https://docs.astral.sh/uv/concepts/projects/build/index.md)
- [Configuring projects](https://docs.astral.sh/uv/concepts/projects/config/index.md)
- [Managing dependencies](https://docs.astral.sh/uv/concepts/projects/dependencies/index.md)
- [Exporting lockfiles](https://docs.astral.sh/uv/concepts/projects/export/index.md)
- [Creating projects](https://docs.astral.sh/uv/concepts/projects/init/index.md)
- [Structure and files](https://docs.astral.sh/uv/concepts/projects/layout/index.md)
- [Running commands](https://docs.astral.sh/uv/concepts/projects/run/index.md)
- [Locking and syncing](https://docs.astral.sh/uv/concepts/projects/sync/index.md)
- [Using workspaces](https://docs.astral.sh/uv/concepts/projects/workspaces/index.md)

## Features

- [Build backend](https://docs.astral.sh/uv/concepts/build-backend/index.md)
- [Caching](https://docs.astral.sh/uv/concepts/cache/index.md)
- [Configuration files](https://docs.astral.sh/uv/concepts/configuration-files/index.md)
- [Package indexes](https://docs.astral.sh/uv/concepts/indexes/index.md)
- [Preview features](https://docs.astral.sh/uv/concepts/preview/index.md)
- [Python versions](https://docs.astral.sh/uv/concepts/python-versions/index.md)
- [Resolution](https://docs.astral.sh/uv/concepts/resolution/index.md)
- [Tools](https://docs.astral.sh/uv/concepts/tools/index.md)
- [Authentication](https://docs.astral.sh/uv/concepts/authentication/index.md)

## The pip interface

- [Compatibility with pip](https://docs.astral.sh/uv/pip/compatibility/index.md)
- [Locking environments](https://docs.astral.sh/uv/pip/compile/index.md)
- [Declaring dependencies](https://docs.astral.sh/uv/pip/dependencies/index.md)
- [Using environments](https://docs.astral.sh/uv/pip/environments/index.md)
- [Inspecting environments](https://docs.astral.sh/uv/pip/inspection/index.md)
- [Managing packages](https://docs.astral.sh/uv/pip/packages/index.md)

## Reference

- [Commands](https://docs.astral.sh/uv/reference/cli/index.md)
- [Environment variables](https://docs.astral.sh/uv/reference/environment/index.md)
- [Installer options](https://docs.astral.sh/uv/reference/installer/index.md)
- [Settings](https://docs.astral.sh/uv/reference/settings/index.md)
- [Storage](https://docs.astral.sh/uv/reference/storage/index.md)
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Added 7/19/2026
docs.astral.sh - AI readiness audit | llmsmap.me