Your Astrant Score
An agent-discoverability rating across six dimensions.
A live, public score — no signup. Five dimensions are scored live; Citation Visibility (dimension 6) is a static demo preview on the free Score, and runs live across 4 AI models with the $79 Audit. Content-only sites have OpenAPI auto-marked N/A.
Want the deeper analysis now? The $79 Audit delivers a full report with live citation data in 60 seconds. Run your audit →
Sample · astrant.io
Grade A-
Demo preview — live with $79 Audit
Sample Dim 6 audit: GPT-4o cites your domain in 6/10 prompts, Claude in 4/10, Gemini in 2/10, Perplexity in 7/10. Aggregate: 47/100, Grade: D+. (This is a static example; the live audit is your domain across these 4 models.)
Want a deeper read?
The free Score tells you where you stand. The $79 Audit gives you a prioritized action plan with live citation data and competitor comparison — delivered as a PDF in 60 seconds.
The six dimensions
Each dimension maps to a specific piece of technical infrastructure. The score tells you where you stand; the gap report tells you exactly what to fix.
D1 · 15%
llms.txt Quality
D2 · 20%
MCP Server Discoverability
D3 · 10%
OpenAPI / API Catalog
D4 · 20%
Structured Capability Data
D5 · 15%
Agent-Parsable Content
D6 · 20%
Citation Visibility
Why this, not the free Cloudflare tool?
Cloudflare shipped a free Agent Readiness Score tool in 2026 that does pass/fail checks across five categories. It's a good free check. We go deeper in three places:
Quality rubrics, not pass/fail
Our llms.txt check doesn't just verify the file exists; it scores curation quality, blockquote elevator-pitch, and whether the linked pages return good markdown. Same depth on every other dimension.
Predicted referral lift per gap
Each gap is annotated with an estimated impact on agent-attributed traffic. You fix what moves the needle first, not what's easy to check off.
Live citation audit
We query ChatGPT, Claude, Perplexity, and Gemini for prompts in your category and report your current citation share against competitors. Cloudflare can't see inside those engines. We can.
Built the way we build for clients
The scanner runs on Cloudflare Workers. Citation audits go through Profound's enterprise API. Everything is MCP-callable — agents can invoke the scanner against any URL programmatically, the same way our clients' MCPs are invoked. The Score is live now — and we score ourselves first: astrant.io's own Astrant Score is the sample above.
See our MCP server → https://mcp.astrant.io/mcp
FAQ
- What's the difference between Score and Audit?
- The free Score gives you a public grade across six dimensions. The $79 Audit adds live citation audit across major AI engines, competitor comparison, implementation estimates, and a JSON export for programmatic use. If you just want to know where you stand, use the Score. If you want a prioritized action plan, use the Audit.
- Does the free Score check Citation Visibility?
- The free Score includes a static demo preview of Citation Visibility (dimension 6). The live check — your brand probed across 4 AI models — runs with the $79 Audit.
- What's the free tier vs paid tier difference for Dim 5?
- Dim 5 (Agent-Parsable Content) checks whether your homepage content is visible without JavaScript. The free Score uses a static fetch — it tells you if the static-only signal is healthy. The $79 Audit additionally runs a real browser render and diffs the two: the diff is what reveals which content (pricing, FAQs, capabilities) requires JS to appear. If your site is static-rendered or SSR'd, the free check is sufficient. If it's a JS-heavy SPA, the Audit's render diff is where the real signal lives.
- Will you charge for the Score later?
- No. The Score stays free. The paid tiers (Audit, Implementation, Custom, Standard, Pro) go deeper.