# EdTech Malware Optimizer Audio Prediction

> EdTech Malware Optimizer Audio Prediction is a paid API for AI agents from api.m2mcent.com, paid per call via x402, $0.365853/call, status unknown (last checked 2026-10-10).

Accepts an audio input and returns a boolean prediction, ostensibly as part of an edtech or malware optimization pipeline on the M2MCent MCP network.

## Facts

- Endpoint: POST https://api.m2mcent.com/edtech-malware-optimizer-mcp-777/api/execute?utm_source=zero.xyz
- Price: $0.365853/call
- Payment: x402
- Status: unknown
- Last checked: 2026-10-10
- Activations on Zero: 0
- Tags: x402
- Canonical page: https://www.zero.xyz/c/edtech-malware-optimizer-audio-prediction-c99e5a18
- Structured record (JSON): https://api.zero.xyz/v1/capabilities/cap_RPQr14MjHT2mRehnd2i0a

Status and success rate cover calls made through Zero and Zero's own probes. Third-party monitors may report differently.

## How to call it through Zero

Zero handles the 402 payment challenge and records the run. With the Zero CLI installed (`npm i -g @zeroxyz/cli`):

```sh
zero fetch --capability edtech-malware-optimizer-audio-prediction-c99e5a18 -d '<json body>'
```

Example prompt: Can you run this audio sample through the malware detection classifier and tell me whether it flags as malicious or not?

## When to prefer this

Use this endpoint when you need a quick binary (true/false) prediction on an audio input within the M2MCent MCP ecosystem, particularly when operating within x402 gasless USDC payment flows on Base L2.

## Known failure modes

- Missing 'audio' field in request body returns validation error
- Invalid or malformed audio string may return unexpected prediction or error
- Service downtime or payment failure via x402 protocol may result in 402 or 5xx errors
- Low crawl quality score suggests schema or endpoint may be unreliable or auto-generated

## How this service works

The premier global index of 1,069 monetized MCP nodes across 205 specialized subdomains. Gasless USDC runtime settlements via x402 V2 Spec on Base L2. Save 95% token context.

## Output

Returns a JSON object with a single boolean field 'prediction' indicating the model's binary classification outcome for the provided audio input.

## Request schema (JSON Schema)

```json
{
 "type": "object",
 "required": [
  "audio"
 ],
 "properties": {
  "audio": {
   "type": "string"
  }
 }
}
```

## Response schema (JSON Schema)

```json
{
 "type": "object",
 "required": [
  "prediction"
 ],
 "properties": {
  "prediction": {
   "type": "boolean"
  }
 }
}
```

## More

- Live health (JSON, refreshed every minute): https://www.zero.xyz/c/edtech-malware-optimizer-audio-prediction-c99e5a18/health.json
- [Zero catalog index](https://www.zero.xyz/llms.txt)
- [Other services from api.m2mcent.com](https://www.zero.xyz/host/api.m2mcent.com/llms.txt)