Agent-readiness report, Education and training
Is Web agent-ready?
No class of agent can use Web today: they cannot call it as a tool or extract its content.
web.dev, last scanned yesterday, on 09.10.2026
Agent classes working
0/3
Score history
±02 scans since 05.10.2026
- 4
- Blocking agents
- 12
- Weak spots
- 10/26
- Checks passed
What costs Web the most
0 of 3 agent classes work
- !Answer engines & research agents
- ✕MCP tool-callers
- ✕Summarisers & knowledge agents
- ✕
No llms.txt
Nothing tells an agent where the useful pages, feeds and policies are.
Blocker - ✕
No API or feed to read
Every integration has to scrape HTML, which most integrators will not do.
Blocker - ✕
No heading hierarchy
Retrieval chunks the page badly, so the passage a model quotes lacks its context.
Blocker - ✕
No MCP endpoint to call
Tool-calling assistants have no function to call, so they can only scrape.
Blocker - ✕
No stated policy for automated access
Cautious platforms will not act on the site without an explicit permission signal.
Improvement
✓10 checks passed, 11 more to fix+−
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AI search visibility
web.dev is a platform provided by Google that offers free educational resources and tools to web developers globally, promoting best practices for building modern web experiences.
We asked Gemini
“A buyer asks: which companies would you recommend for web.dev is a platform provided by Google that offers free educational resources and tools to web developers globally, promoting best practices for building modern web experiences. in Globally, online.? Answer as you normally would and name the companies you would suggest, with their websites.”
For building and deploying modern web experiences that align with best practices and operate globally, I would highly recommend Vercel and Netlify. Both platforms offer excellent tools for front-end developers, focusing on performance, scalability, and ease of deployment for a wide range of web projects. You can explor…
✕Not visible| Website | Gemini | ChatGPT Unlocked with AI monitor | Perplexity | Copilot | Other |
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| web.dev | ✕Not visible | ||||
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Approximate assistant usage share, StatCounter. Gemini also answers inside Google Search (AI Overviews, 2B+ monthly users).
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Machine interfaces
Web exposes 3 of 8 interfaces agents look for: AI crawler access, Bot user-agent handling, Server-rendered content.
Locked
All 8 interfaces and 26 checks for web.dev
See which interface is missing, what each check looked for, and what to change to pass it. Free account, no card.
View detailed signalsThe seal
Agent-Readable
Agents can read the site, but acting on it still breaks. Paste this line where you want the seal: it is drawn at runtime, so it upgrades itself when you improve and removes itself if a deploy closes the site to agents.
<script src="https://qomvia.com/badge.js" data-slug="web-dev" async></script>There is no image URL and no static version. The seal exists only as markup we serve per request, which is what makes it worth displaying.
- Agent-Ready Champion90+
- Agent-Ready75+
- Agent-Readable60+
- In Progress40+, dashboard only
Web and AI agents: common questions
Is Web readable by AI agents?+−
Web (web.dev) scores 61 out of 100 for agent readiness, grade C, measured yesterday, on 09.10.2026. 0 of 3 agent classes we test can use the site, and 4 checks currently block agents outright.
What stops agents from using web.dev?+−
The heaviest problems are: No llms.txt; No API or feed to read; No heading hierarchy; No MCP endpoint to call; No stated policy for automated access. Each one is scored from a public HTTP response, and the fix for each is listed in the signed-in report.
How is the Web agent-readiness score calculated?+−
Qomvia fetches public pages of web.dev as an AI agent would and runs the core checks every site gets across 6 groups: Machine access, Content legibility, Discovery surface, Identity & policy, Agent-facing performance, Agent protocols. Checks are weighted by how much an agent loses when they fail, and the score is expressed out of 100.
How often is this score updated?+−
Public scores are re-checked when the site is re-scanned; tracked domains are re-scanned weekly and their owners are alerted when a check regresses. This page shows the scan from yesterday, on 09.10.2026.
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Scores are computed from public HTTP responses only. We never submit forms, never attempt a purchase and never bypass a bot challenge. Disagree with a result? Request a correction or opt this domain out.