vision
shallowonline.x-402/mcp · Verify this server
Answer a question about an image, or describe it, from a URL or base64. Image understanding pay-per-call, no account and no API key: send an image URL (or base64) and an optional question, receive a plain-language answer from a multimodal model (Llama 4 Scout). Describe a photo, read the visible text, identify a product, check what a screenshot shows, answer a question about a chart. Several times cheaper than other vision routes on x402. Body: {image_url | image_base64, question?} — $0.020000/call, paid per request via x402 (USDC). Use when asked: "describe this image", "what is in this picture", "analyze this image".
1 trials · measured 1 day ago
vision scores 100.0/100 on Vouch's measured behaviour index, from 1 real invocation trials against online.x-402/mcp, measured 6 Oct 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
- Content & media
- Input schema
- not declared
- Output schema
- not declared
- Side-effect classification
- unclassified
Score history
| Day | Score | Tier | Methodology |
|---|---|---|---|
| 2026-10-06 | 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/c89e818c-ab08-4dd5-b9ad-4930cc315d0d)