check_ai_visibility
shallowwork.agentexchange.aivisibility/ai-visibility-mcp · Verify this server
Estimate brand recommendation visibility with a representative large language model when buyers ask for recommendations in its category. Returns an AI Visibility Score (0-100), how often the brand is named across real buyer questions, and which competitor brands the AI names instead. Free.
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 work.agentexchange.aivisibility/ai-visibility-mcp, 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
- Category
- Communication
- 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.
Embed this score
Available for every tool, scored or not — not a verification perk. Always links back to this page.
[](https://vouch.tools/tools/29f5e8ac-1cd2-46d7-851e-f0f16596c41a)