Agent Readiness Across 1,461 Vibe-Coded Project Pages

Updated November 1, 2026. This article uses dataset v10, with a November 1 cutoff and measurements recorded through October 31. This is a new frozen edition; changes in sample membership, recorded classifications and measurement timing are not within-project growth.

1,340 of 1,461 measured public project pages—91.7%—received L0 or L1 on Cloudflare’s Agent Readiness scale in VCL’s November report. L1, labelled “Basic Web Presence” by the provider, was the most common result.

That is evidence of low recorded levels under this particular benchmark. It is not evidence that 91.7% of products are unusable by every AI agent.

The six recorded levels

VCL submitted project URLs to Is It Agent Ready and retained the provider’s returned level. Here are the provider-defined labels used in the edition:

The denominator is 1,461 measured URLs, not the full 1,502-project cohort. The 41 projects without a qualifying measurement are excluded rather than assigned L0. The headline combines the recorded L0 and L1 counts: 421 plus 919.

A scanner level is not an agent task-completion rate

Agent Readiness is not a universal standard. These levels cannot be directly compared with another provider’s percentage score simply because both use “agent-ready” language.

The report does not measure whether an agent successfully bought a product, completed onboarding or used an authenticated feature. A low level is also not proof that search engines cannot index the page. Those would be different tests.

The target matters too. A project submitted with an app-store or marketplace URL contributes a measurement of its listing page, not of the underlying app. Each result is the latest successful recorded measurement before the cutoff; the scans need not have happened on the same day. In this edition, the median measurement was 42.8 days old at the cutoff; the oldest was 81.7 days old. This monthly edition is a refresh of stored evidence, not a claim that every page was rescanned in October.

Within those boundaries, the distribution is clear: most measured pages were concentrated in the provider’s first two levels. A stronger claim about practical agent access would require task-based testing on the applications themselves.

Data and source. State of Vibe Coding 2026, Dataset v10: Agent Readiness, cutoff November 1, 2026 at 00:00 UTC. See the edition’s methodology for provider and scan-target details.

The full State of Vibe Coding report compares this distribution with other, separately defined public-web measurements.