find-best-tool
shallowio.github.faisal-maverick/aayat-ai · Verify this server
Describe a task and get the best pay-per-call APIs and MCP tools for it, ranked with prices and reliability. Find the best tool for a job. Describe the task in plain English (e.g. 'check if a token is a rug pull', 'scrape a page to markdown', 'cheap LLM chat') and get a short ranked list of pay-per-call x402 APIs and MCP servers side by side: what each does, exactly how to use it, price, reliability from our own checks, and why it fits. Neutral: ranking is never paid, and you call and pay each tool directly. Use to find pay-per-call APIs and MCP tools from any provider for a task. Answers may be cached for up to 10 minutes. Price: $0.002 USDC per call (x402 or prepaid credits); failed calls are free. In the free trial.
1 trials · measured 2 days ago
find-best-tool scores 100.0/100 on Vouch's measured behaviour index, from 1 real invocation trials against io.github.faisal-maverick/aayat-ai, 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
- 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.
Embed this score
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[](https://vouch.tools/tools/36b6c865-e8f3-4d67-b189-f0fb7e6fde65)