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November 9, 2026 · Cloudflare

Cloudflare Fundamentals - Markdown for Agents analytics and tracing

Markdown for Agents is generally available, with new tools to monitor conversions and investigate partial or failed output.

In the Cloudflare dashboard, select your zone and go to Agent Readiness > Markdown for Agents:

  • Analytics shows conversion outcomes, estimated token reduction, top converted pages, top user agents, failure reasons, content limits, and pages with partial or failed conversions.
  • Logs provides sampled conversion events with outcome, failure reason, and content-limit filters.
  • Playground requests Markdown for a page on your zone and compares it with HTML. Inspect the Markdown, preview, response headers, and estimated token reduction.

The GraphQL Analytics API exposes the same analytics through markdownForAgentsAdaptiveGroups at zone and account scope. Query conversion totals, outcomes, estimated token savings, and page diagnostics over the last seven days. Counts are sample-weighted estimates. Token savings use byte-based estimates from full conversions, not tokenizer counts.

Cloudflare Traces includes a markdown_conversion span for sampled streaming conversions. Inspect conversion outcomes, input and output bytes, converter CPU time, and content-limit flags alongside the rest of the request timeline.

For details and a GraphQL query example, refer to the Markdown for Agents documentation.

All Cloudflare Fundamentals changes