Bounded audit endpoint
A Cloudflare Pages audit endpoint with SSRF, timeout, redirect, response-size, and content-type controls.
Case study · Custom product development
An evidence-first audit product, not a speculative AI score.
OpenForBots is an AI discovery readiness audit platform built and operated by Aeleno on Cloudflare and Astro, now at Release 0.9. It runs deterministic checks — robots.txt, structured data, llms.txt, entity and trust signals — behind a bounded, SSRF-protected audit endpoint, and separates crawler access from crawler purpose instead of producing a single speculative score. Audit findings do not guarantee indexing, citations, rankings, recommendations, traffic, or model use.
Cloudflare WorkersAstroDeterministic auditsSSRF-protectedRelease 0.9
The product
Separating crawler access from crawler purpose
OpenForBots is an AI discovery readiness audit and authority-content platform built and operated by Aeleno on Cloudflare Pages and Astro, now at Release 0.9. It separates crawler access, crawler purpose, deterministic content understanding, and evidence confidence instead of collapsing them into a single speculative score.
What's shipped
Deterministic checks behind a bounded endpoint
Deterministic checks
Structured checks for robots.txt, public HTML, business clarity, JSON-LD, llms.txt, and entity and trust signals.
Evidence report & roadmap
The ofb-audit-r2.1 unified evidence report, paired with a guided improvement roadmap.
Production engineering
Canonical metadata, structured data, sitemap output, cross-platform report-contract tests, and a static production build.
What it doesn't claim
No guaranteed outcomes
Audit findings do not guarantee indexing, citations, rankings, recommendations, traffic, or model use. OpenForBots reports evidence and confidence, not promises.
Related services
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