Overall AI readiness score
A combined result across all audit signals.
Overall AI readiness score
A combined result across all audit signals.
Overall AI readiness assessment
LLM Feed for jtemporal.com was independently audited by llmsmap. jtemporal.com currently scores 75/100 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.
llms.txt is accessible and contains 12,582 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 is available. 11 of 11 tracked AI bots are not blocked. Declared sitemaps: 0. The homepage exposes Schema.org types WebSite; 6 OpenGraph tags were found and markup completeness is 80%.
The mobile Lighthouse profile adds Performance 85/100, Accessibility 93/100, Best Practices 100/100, SEO 92/100, and experimental Agentic Browsing 99/100. These signals have a limited weight: they complement rather than replace llms.txt, robots.txt, and structured-data checks.
A mobile Lighthouse measurement. Google’s experimental Agentic Browsing category is explained separately and does not replace the broader llmsmap AI-readiness score.
Performance
Accessibility
Best Practices
Technical SEO
Agentic Browsing
Mobile performance is 85/100, with the largest visible content block appearing in 3.4 s and the browser main thread blocked for 160 ms. Layout shift was 0.061. The main thread is where the browser runs JavaScript, calculates layout, and paints the page; long work there delays both user input and browser-agent actions.
Accessibility scored 93/100, Best Practices 100/100, and technical SEO 92/100. The experimental Agentic Browsing category scored 99/100. It measures signals Google currently tests for software agents and is shown separately from the llmsmap AI-readiness score.
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.
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.
Serve correctly sized modern formats, prioritise the primary visual, and lazy-load content below the first viewport.
Improve server response time, remove unnecessary redirects and repeat downloads, and use compression, caching, and selective preconnect hints.
First content
Main content
Layout stability
Blocking time
Visual speed
Machine-readable files, crawler policy, discovery, and homepage markup.
Full version was not found
ai.txt file was not found
Sitemap is not declared in robots.txt
Types: WebSite
6 OG tags found
Based on robots.txt analysis
Social preview metadata found on the homepage.
og:titleJessica Temporalog:localeenog:descriptionSr. Dev Advocate 🥑 • 🎙 Podcaster @pizzadedados • Creator of @gitfichas • GitHub ⭐️ • cross stitch & knitter • 🇧🇷 & 🇨🇦 • she/her • Opinions are my own.og:urlhttps://jtemporal.com/og:site_nameJessica TemporalStructured entities and properties exposed on the homepage.
nameJessica Temporalurlhttps://jtemporal.com/descriptionSr. Dev Advocate 🥑 • 🎙 Podcaster @pizzadedados • Creator of @gitfichas • GitHub ⭐️ • cross stitch & knitter • 🇧🇷 & 🇨🇦 • she/her • Opinions are my own.imagehttps://jtemporal.com/images/logo.webpheadlineJessica Temporal# LLM Feed for jtemporal.com _Generated: Mon, 13 Jul 2026 02:13:47 +0000_ ## About jtemporal.com jtemporal.com is the personal blog of Jessica Temporal, a developer advocate who shares technical content about data science, software development, and technology. Jessica is co-host and co-founder of Pizza de Dados (the first data science podcast in Brazil), author of git microbooks, and an active contributor to open-source projects. The blog features tutorials, insights, and experiences from her journey through data science, software development, and developer advocacy. ## Projects - [GitFichas](https://gitfichas.com) - [Pizza de Dados](https://pizzadedados.com) ## Books Jessica has authored practical guides for developers learning git version control: - [The Big Git Microbook](https://jtemporal.com/gitmicrobook/) - [O Grande Microlivro de Git](https://jtemporal.com/microlivrodegit/) ## Uses My [uses page is here](https://jtemporal.com/setup-us/) ## Socials My socials accounts: - [Twitter](https://twitter.com/jesstemporal) - [LinkedIn](https://linkedin.com/in/jessicatemporal/) - [Twitch](https://twitch.tv/jesstemporal/) - [YouTube](https://www.youtube.com/@jesstemporal) - [TikTok](https://www.tiktok.com/@jess.temporal) - [Mastodon](https://mastodon.online/@jesstemporal) - [Bluesky](https://bsky.app/profile/jesstemporal.com) - [GitHub](https://github.com/jtemporal) - [dev.to](https://dev.to/jesstemporal) - [Discord](https://discord.gg/vaXEEXEswD) ## Talks Talks I've given in the past. The links below take you to the raw Markdown content. - [Device Flow: Login em Dispositivos com Restrição de Entrada](https://raw.githubusercontent.com/jtemporal/jtemporal.github.io/refs/heads/main/_posts/2024/2024-12-06-pyladiescon2024.md) - [Keynote - Python Brasil 2024](https://raw.githubusercontent.com/jtemporal/jtemporal.github.io/refs/heads/main/_posts/2024/2024-10-18-pybr2024.md) - [Device Authorization Flow 101 - Logging in From Input Constrained Devices](https://raw.githubusercontent.com/jtemporal/jtemporal.github.io/refs/heads/main/_posts/2024/2024-07-27-pyohio24.md) - [Tutorial - Migrating a Web Application from Flask to FastAPI](https://raw.githubusercontent.com/jtemporal/jtemporal.github.io/refs/heads/main/_posts/2024/2024-07-08-flask-to-fastapi.md) - [Let's Talk About JWT](https://raw.githubusercontent.com/jtemporal/jtemporal.github.io/refs/heads/main/_posts/2023/2023-10-08-pybay23.md) - [Go with the flow](https://raw.githubusercontent.com/jtemporal/jtemporal.github.io/refs/heads/main/_posts/2023/2023-03-13-go-with-the-flow.md) - [Let's talk about JWT](https://raw.githubusercontent.com/jtemporal/jtemporal.github.io/refs/heads/main/_posts/2022/2022-04-30-let-s-talk-about-jwt.md) - [Vamos falar sobre JWT](https://raw.githubusercontent.com/jtemporal/jtemporal.github.io/refs/heads/main/_posts/2022/2022-03-31-vamos-falar-sobre-jwt.md) - [Esquenta 2022 - Carreira: DevRel - Feministech 16.3](https://raw.githubusercontent.com/jtemporal/jtemporal.github.io/refs/heads/main/_posts/2021/2021-08-30-esquenta-2022-carreira-devrel-feministech-16.3.md) - [Viajando Por o Uma API Segura com Flask](https://raw.githubusercontent.com/jtemporal/jtemporal.github.io/refs/heads/main/_posts/2021/2021-10-12-viajando-por-o-uma-api-segura-com-flask.md) - [Tips for Writing Great Technical Content](https://raw.githubusercontent.com/jtemporal/jtemporal.github.io/refs/heads/main/_posts/2021/2021-09-17-tips-for-writing-great-technical-content.md) - [Braincast 423](https://raw.githubusercontent.com/jtemporal/jtemporal.github.io/refs/heads/main/_posts/2021/2021-09-08-braincast-423.md) - [Fechatag #40](https://raw.githubusercontent.com/jtemporal/jtemporal.github.io/refs/heads/main/_posts/2021/2021-08-30-fechatag-40.md) - [Traveling Through a Secure API with Python and Auth0](https://raw.githubusercontent.com/jtemporal/jtemporal.github.io/refs/heads/main/_posts/2021/2021-08-24-traveling-through-a-secure-api-with-python-and-auth0.md) - [[Live Stream] Como Montar tua Palestra para Python Brasil](https://raw.githubusercontent.com/jtemporal/jtemporal.github.io/refs/heads/main/_posts/2021/2021-08-04-live-stream-como-montar-tua-palestra-para-python-brasil.md) - [RaphaCast: Second Season](https://raw.githubusercontent.com/jtemporal/jtemporal.github.io/refs/heads/main/_posts/2021/2021-08-04-podcast-raphacast-second-season.md) - [Traveling through a secure API in Python](https://raw.githubusercontent.com/jtemporal/jtemporal.github.io/refs/heads/main/_posts/2021/2021-07-30-traveling-trough-a-secure-api-in-python.md) - [Introdução aos Módulos de Análise de Dados](https://raw.githubusercontent.com/jtemporal/jtemporal.github.io/refs/heads/main/_posts/2021/2021-07-17-tutorial-introducao-aos-modulos-de-analise-de-dados.md) - [My first AvocadoLabs live o/](https://raw.githubusercontent.com/jtemporal/jtemporal.github.io/refs/heads/main/_posts/2021/2021-04-15-my-first-avocadolabs-live-o.md) - [Universo Python](https://raw.githubusercontent.com/jtemporal/jtemporal.github.io/refs/heads/main/_posts/2021/2021-08-30-universo-python.md) - [Ciência de dados pela democracia](https://raw.githubusercontent.com/jtemporal/jtemporal.github.io/refs/heads/main/_posts/2019/2019-04-06-cdd-no-mundo-real-com-serenata-wids.md) - [Ciência de dados no mundo real com Serenata de Amor](https://raw.githubusercontent.com/jtemporal/jtemporal.github.io/refs/heads/main/_posts/2018/2018-09-18-ciencia-de-dados-no-mundo-real-com-serenata-de-amor.md) - [9º Seminário Catarinense de Transparência e Controle](https://raw.githubusercontent.com/jtemporal/jtemporal.github.io/refs/heads/main/_posts/2017/2017-08-29-serenata-seminario-transparencia.md) - [II Workshop Tecnologia para Transparência](https://raw.githubusercontent.com/jtemporal/jtemporal.github.io/refs/heads/main/_posts/2017/2017-08-29-2-workshop-tech-para-transparencia.md) - [Ciências de Dados com o Serenata de Amor: Pyladies SSA](https://raw.githubusercontent.com/jtemporal/jtemporal.github.io/refs/heads/main/_posts/2017/2017-08-05-pyladies-ssa.md) - [Data Science for Business Weekend Maceió](https://raw.githubusercontent.com/jtemporal/jtemporal.github.io/refs/heads/main/_posts/2017/2017-06-30-dfbw.md) - [Meetup - Mecanismos de prevenção e combate a corrupção](https://raw.githubusercontent.com/jtemporal/jtemporal.github.io/refs/heads/main/_posts/2017/2017-05-18-serenata-open-data.md) - [Sprint Operação Serenata de Amor](https://raw.githubusercontent.com/jtemporal/jtemporal.github.io/refs/heads/main/_posts/2017/2017-04-28-sprint-serenata-floripa.md) - [6º Redes e-Gov](https://raw.githubusercontent.com/jtemporal/jtemporal.github.io/refs/heads/main/_posts/2017/2017-04-28-6-redes-egov.md) - [4º Pyladies Floripa](https://raw.githubusercontent.com/jtemporal/jtemporal.github.io/refs/heads/main/_posts/2017/2017-04-27-serenata-pyladies-floripa.md) - [Workshop Mineração de Dados e Inteligência Artificial](https://raw.githubusercontent.com/jtemporal/jtemporal.github.io/refs/heads/main/_posts/2017/2017-04-20-workshop-ia-bauru.md) - [Hackathon da Saúde](https://raw.githubusercontent.com/jtemporal/jtemporal.github.io/refs/heads/main/_posts/2017/2017-04-08-serenata-overview.md) - [Cloud Girls Meetup](https://raw.githubusercontent.com/jtemporal/jtemporal.github.io/refs/heads/main/_posts/2017/2017-04-04-serenata-ds.md) - [Big Data Meetup: Serenata de Amor](https://raw.githubusercontent.com/jtemporal/jtemporal.github.io/refs/heads/main/_posts/2017/2017-03-29-big-data-meetup.md) - [Serenata de Amor: Machine Learning Meetup](https://raw.githubusercontent.com/jtemporal/jtemporal.github.io/refs/heads/main/_posts/2017/2017-03-09-serenata-ml-meetup.md) - [We need to talk about R](https://raw.githubusercontent.com/jtemporal/jtemporal.github.io/refs/heads/main/_posts/2015/2015-11-18-we-need-to-talk-about-r.md) ## Videos Short video transcripts. The links below take you to the raw Markdown content. - [git mv: rename files without the delete-and-add confusion](https://raw.githubusercontent.com/jtemporal/jtemporal.github.io/refs/heads/main/_posts/2026-07-09-rename-git-mv-short.md) - [git rebase: catch up with main on your branch](https://raw.githubusercontent.com/jtemporal/jtemporal.github.io/refs/heads/main/_posts/2026-07-07-rebase-short.md) - [git switch -c: create a branch and switch in one command](https://raw.githubusercontent.com/jtemporal/jtemporal.github.io/refs/heads/main/_posts/2026-07-02-switch-short.md) - [git merge conflicts: what to do when git yells at you](https://raw.githubusercontent.com/jtemporal/jtemporal.github.io/refs/heads/main/_posts/2026-06-30-merge-conflict-short.md) - [the .gitkeep trick: how to make git track empty folders](https://raw.githubusercontent.com/jtemporal/jtemporal.github.io/refs/heads/main/_posts/2026-06-25-gitkeep-track-empty-folders-short.md) - [git stash pop vs apply: which one should you use?](https://raw.githubusercontent.com/jtemporal/jtemporal.github.io/refs/heads/main/_posts/2026-06-23-git-stash-pop-vs-apply-short.md) - [agenticstack.sh: compare tools for building AI agents](https://raw.githubusercontent.com/jtemporal/jtemporal.github.io/refs/heads/main/_posts/2026-06-19-agenticstack-compare-ai-agent-tools-short.md) - [git stash: save your work without committing](https://raw.githubusercontent.com/jtemporal/jtemporal.github.io/refs/heads/main/_posts/2026-06-18-git-stash-save-your-work-short.md) ## All posts All of my posts on the blog jtemporal.com. The links below take you to the raw Markdown content. - [How I removed the white background of my GIF blog signature using Python](https://raw.githubusercontent.com/jtemporal/jtemporal.github.io/refs/heads/main/_posts/2026-07-11-remove-gif-signature-white-background-with-python.md) - [Como removi o fundo branco da minha assinatura em GIF usando Python](https://raw.githubusercontent.com/jtemporal/jtemporal.github.io/refs/heads/main/_posts/2026-07-11-como-remover-fundo-branco-da-assinatura-em-gif-usando-python.md) - [Giving Netlify access to a new GitHub repo](https://raw.githubusercontent.com/jtemporal/jtemporal.github.io/refs/heads/main/_posts/2026-07-01-giving-netlify-access-to-a-new-github-repo.md) - [Dando ao Netlify acesso a um novo repositório no GitHub](https://raw.githubusercontent.com/jtemporal/jtemporal.github.io/refs/heads/main/_posts/2026-07-01-dando-ao-netlify-acesso-a-um-novo-repositorio-no-github.md) - [Undoing more than one commit at once with git revert](https://raw.githubusercontent.com/jtemporal/jtemporal.github.io/refs/heads/main/_posts/2026-06-28-undoing-more-than-one-commit-at-once-with-git-revert.md) - [Desfazendo mais de um commit de uma vez com git revert](https://raw.githubusercontent.com/jtemporal/jtemporal.github.io/refs/heads/main/_posts/2026-06-28-desfazendo-mais-de-um-commit-de-uma-vez-com-git-revert.md) - [Recuperando commits perdidos com git reflog](https://raw.githubusercontent.com/jtemporal/jtemporal.github.io/refs/heads/main/_posts/2026-06-20-recuperando-commits-perdidos-com-git-reflog.md) - [Recovering lost commits with git reflog](https://raw.githubusercontent.com/jtemporal/jtemporal.github.io/refs/heads/main/_posts/2026-06-20-recovering-lost-commits-with-git-reflog.md) - [Automatizando versionamento de CSS em staging com GitHub Actions](https://raw.githubusercontent.com/jtemporal/jtemporal.github.io/refs/heads/main/_posts/2026-02-03-automatizando-versionamento-de-css-em-staging-com-github-actions.md) - [Automating CSS versioning in staging through GitHub Actions](https://raw.githubusercontent.com/jtemporal/jtemporal.github.io/refs/heads/main/_posts/2026-02-03-automating-css-versioning-and-staging-through-github-actions.md) - [Desenvolvimento de software com IA: lições ao lançar My Yarn Stash](https://raw.githubusercontent.com/jtemporal/jtemporal.github.io/refs/heads/main/_posts/2026-02-03-desenvolvimento-de-software-com-ia-licoes-ao-lancar-my-yarn-stash.md) - [AI-powered software development flow: Lessons from shipping My Yarn Stash](https://raw.githubusercontent.com/jtemporal/jtemporal.github.io/refs/heads/main/_posts/2026-02-03-ai-powered-development-workflow.md) - [Field Notes: Hacktoberfest 2025, Week 5](https://raw.githubusercontent.com/jtemporal/jtemporal.github.io/refs/heads/main/_posts/2025-11-15-hacktoberfest-2025-week-5.md) - [Hacktoberfest 2025: Diário de Campo, Semana 5](https://raw.githubusercontent.com/jtemporal/jtemporal.github.io/refs/heads/main/_posts/2025-11-15-hacktoberfest-2025-semana-5.md) - [Field Notes: Hacktoberfest 2025, Week 4](https://raw.githubusercontent.com/jtemporal/jtemporal.github.io/refs/heads/main/_posts/2025-10-26-hacktoberfest-2025-week-4.md) - [Hacktoberfest 2025: Diário de Campo, Semana 4](https://raw.githubusercontent.com/jtemporal/jtemporal.github.io/refs/heads/main/_posts/2025-10-26-hacktoberfest-2025-semana-4.md) - [Field Notes: Hacktoberfest 2025, Week 3](https://raw.githubusercontent.com/jtemporal/jtemporal.github.io/refs/heads/main/_posts/2025-10-20-hacktoberfest-2025-week-3.md) - [Hacktoberfest 2025: Diário de Campo, Semana 3](https://raw.githubusercontent.com/jtemporal/jtemporal.github.io/refs/heads/main/_posts/2025-10-20-hacktoberfest-2025-semana-3.md) - [The writer and the bot](https://raw.githubusercontent.com/jtemporal/jtemporal.github.io/refs/heads/main/_posts/2025-10-19-the-writer-and-the-bot-fairy-tale.md) - [A escritora e o robô](https://raw.githubusercontent.com/jtemporal/jtemporal.github.io/refs/heads/main/_posts/2025-10-19-conto-da-escritora-e-do-robo.md) - [Contribute to GitFichas](https://raw.githubusercontent.com/jtemporal/jtemporal.github.io/refs/heads/main/_posts/2025-10-14-contribute-to-gitfichas.md) - [Contribua com o GitFichas](https://raw.githubusercontent.com/jtemporal/jtemporal.github.io/refs/heads/main/_posts/2025-10-14-contribua-com-o-gitfichas.md) - [Hacktoberfest 2025: Diário de Campo, Semana 2](https://raw.githubusercontent.com/jtemporal/jtemporal.github.io/refs/heads/main/_posts/2025-10-12-hacktoberfest-2025-semana-2.md) - [Field Notes: Hacktoberfest 2025, Week 2](https://raw.githubusercontent.com/jtemporal/jtemporal.github.io/refs/heads/main/_posts/2025-10-12-hacktoberfest-2025-week-2.md) - [Hacktoberfest 2025: Diário de Campo, Semana 1](https://raw.githubusercontent.com/jtemporal/jtemporal.github.io/refs/heads/main/_posts/2025-10-05-hacktoberfest-2025-semana-1.md) - [Field Notes: Hacktoberfest 2025, Week 1](https://raw.githubusercontent.com/jtemporal/jtemporal.github.io/refs/heads/main/_posts/2025-10-05-hacktoberfest-2025-week-1.md) - [Projetos Brasileiros para contribuir nesse #Hacktoberfest 2025](https://raw.githubusercontent.com/jtemporal/jtemporal.github.io/refs/heads/main/_posts/2025-09-30-projetos-br-hacktoberfest-2025.md) - [Quarto e último fim de semana de Preptember 2025: Planos mudam e tudo bem](https://raw.githubusercontent.com/jtemporal/jtemporal.github.io/refs/heads/main/_posts/2025-09-29-quarto-e-ultimo-fds-de-preptember-2025.md) - [Preptember 2025 week 4: Final week is here, plans change and that's fine](https://raw.githubusercontent.com/jtemporal/jtemporal.github.io/refs/heads/main/_posts/2025-09-29-preptember-week-4-plans-change-brazilian-projects-list.md) - [Terceiro fim de semana de Preptember 2025: Cores e IA no GitFichas](https://raw.githubusercontent.com/jtemporal/jtemporal.github.io/refs/heads/main/_posts/2025-09-22-terceiro-fim-de-semana-preptember-2025.md) - [Preptember 2025 week 3: Color schemes and Copilot improvements in GitFichas](https://raw.githubusercontent.com/jtemporal/jtemporal.github.io/refs/heads/main/_posts/2025-09-22-preptember-week-3-gitfichas-color-schemes.md) - [Segundo fim de semana de Preptember 2025: GitFichas trilingüe](https://raw.githubusercontent.com/jtemporal/jtemporal.github.io/refs/heads/main/_posts/2025-09-15-segundo-fim-de-semana-2-preptember-2025.md) - [Preptember 2025 week 2: GitFichas now supports multi-language](https://raw.githubusercontent.com/jtemporal/jtemporal.github.io/refs/heads/main/_posts/2025-09-15-preptember-week-2-gitfichas-multi-language-support.md) - [How to Configure the Auth0 MCP Server in VS Code for AI Assistant Integration](https://raw.githubusercontent.com/jtemporal/jtemporal.github.io/refs/heads/main/_posts/2025-09-08-auth0-mcp-server-in-vscode-for-ai-assistant-integration.md) - [Primeiro fim de semana de preptember 2025](https://raw.githubusercontent.com/jtemporal/jtemporal.github.io/refs/heads/main/_posts/2025-09-08-primeiro-fim-de-semana-de-preptember-2025.md) - [First weekend of preptember 2025](https://raw.githubusercontent.com/jtemporal/jtemporal.github.io/refs/heads/main/_posts/2025-09-08-preptember-week-1-getting-ready-for-hacktoberfest-2025.md) - [Configurando um servidor MCP Python local no VS Code](https://raw.githubusercontent.com/jtemporal/jtemporal.github.io/refs/heads/main/_posts/2025-08-31-configurando-servidor-mcp-python-local-no-vscode.md) - [Como criar um arquivo llms.txt no Jekyll e GitHub Pages](https://raw.githubusercontent.com/jtemporal/jtemporal.github.io/refs/heads/main/_posts/2025-08-29-como-criar-um-arquivo-llms-txt-no-jekyll.md) - [Configure a Local Python MCP Server in VS Code](https://raw.githubusercontent.com/jtemporal/jtemporal.github.io/refs/heads/main/_posts/2025-08-31-configure-local-python-mcp-server-in-vscode.md) - [How to create an llms.txt file in Jekyll and GitHub Pages](https://raw.githubusercontent.com/jtemporal/jtemporal.github.io/refs/heads/main/_posts/2025-08-29-how-to-create-llms-txt-in-jekyll.md) - 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