seo_llm_answer
shallowio.github.pipeworx-io/seo-ai-visibility · Verify this server
Does `<brand>` appear in ChatGPT's answer for `<question>` — runs a prompt through an LLM and returns its answer plus any cited sources/links, for AI-visibility (GEO) analysis: see what an LLM says about a brand, topic, or query and which sources it cites. Example: seo_llm_answer({ user_prompt: "What are the best running shoe brands?", model_name: "gpt-4o", _apiKey: "your-base64-key" })
1 trials · measured 8 days ago
seo_llm_answer scores 100.0/100 on Vouch's measured behaviour index, from 1 real invocation trials against io.github.pipeworx-io/seo-ai-visibility, 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/1606008a-1c93-4f53-9026-0643e082af87)