# Neural Architecture Search MCP

> Neural Architecture Search MCP is a paid API for AI agents from api.m2mcent.com, paid per call via x402, $0.3/call, status unknown (last checked 2026-10-12).

Performs neural architecture search to discover and evaluate optimal neural network architectures for a given machine learning task or dataset description.

## Facts

- Endpoint: POST https://api.m2mcent.com/neural-architecture-search-mcp/api/process?utm_source=zero.xyz
- Price: $0.3/call
- Payment: x402
- Status: unknown
- Last checked: 2026-10-12
- Activations on Zero: 0
- Tags: x402
- Canonical page: https://www.zero.xyz/c/neural-architecture-search-mcp-b8933a12
- Structured record (JSON): https://api.zero.xyz/v1/capabilities/cap_EoF5IsFp0nIZ3tJkwyQ__

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 neural-architecture-search-mcp-b8933a12 -d '<json body>'
```

Example prompt: Can you run a neural architecture search for an image classification task on a dataset with 10 classes and around 50,000 samples, and tell me the best-performing network architecture to use?

## When to prefer this

Choose this endpoint when you need automated discovery of neural network architectures without manually designing them, especially useful for AutoML pipelines, rapid prototyping, or when you lack domain expertise in architecture design. Prefer this over manual architecture selection when the optimal structure for your task or dataset is unknown.

## Known failure modes

- Vague or ambiguous task description may result in generic or suboptimal architecture suggestions
- Input data too short or malformed returns a validation error
- Complex search spaces may time out or return incomplete results
- No clear task specification leads to unhelpful output
- Service unavailable returns HTTP 402 or 5xx errors

## 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 recommended neural network architecture description, including layer types, configuration parameters, and potentially estimated performance metrics or efficiency scores for the discovered architecture.

## Response schema (JSON Schema)

```json
{
 "type": "json",
 "example": {
  "success": true
 }
}
```

## More

- Live health (JSON, refreshed every minute): https://www.zero.xyz/c/neural-architecture-search-mcp-b8933a12/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)