check_ai_visibility
shallowcom.justinmckelvey/ai-visibility-check · Verify this server
Check whether a business is visible to AI answer engines. Runs each query through a live AI search (Perplexity) and reports whether the business's site is cited, at what rank, and who gets cited instead. Pass 1-5 realistic customer-intent questions — what a potential customer would actually ask an AI (e.g. "best kitchen remodeler in Clearwater FL"). Never include the business's own name in a query. Returns a 0-100 visibility score, a tier, per-query results, the competing sources AI cited, and a shareable branded scorecard link.
1 trials · measured 8 days ago
check_ai_visibility scores 100.0/100 on Vouch's measured behaviour index, from 1 real invocation trials against com.justinmckelvey/ai-visibility-check, measured 25 Aug 2026 under methodology v0.2.0. Every measured component scored 100.
Component breakdown
| Component | Weight | Value |
|---|---|---|
| Reliability | 35% | not applicable |
| Schema integrity | 25% | 100.0 |
| Failure behaviour | 15% | not applicable |
| Latency | 15% | not applicable |
| Concurrency | 10% | not applicable |
Tool details
- Transport
- remote
- Credential class
- self-provisionable
- Input schema
- not declared
- Output schema
- not declared
- Side-effect classification
- unclassified
Score history
| Day | Score | Tier | Methodology |
|---|---|---|---|
| 2026-08-25 | 100.0 | shallow | v0.2.0 |
Probe evidence
| Probe | Outcomes |
|---|---|
| schema_integrity | pass: 1 |
Raw request/response logs are not archived yet — the outcome counts above are drawn directly from every recorded trial.
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[](https://vouch.tools/tools/eeb95c15-9ad5-4f84-9c95-c6c1259fb920)