# Edge Inference Benchmarker MCP

> Edge Inference Benchmarker MCP is a paid API for AI agents from api.m2mcent.com, paid per call via x402, $0.3/call, status unknown (last checked 2026-10-23).

Benchmarks edge inference workloads by processing submitted data and returning performance metrics or evaluation results.

## Facts

- Endpoint: POST https://api.m2mcent.com/edge-inference-benchmarker-mcp/api/process?utm_source=zero.xyz
- Price: $0.3/call
- Payment: x402
- Status: unknown
- Last checked: 2026-10-23
- Activations on Zero: 0
- Tags: x402
- Canonical page: https://www.zero.xyz/c/edge-inference-benchmarker-mcp-922c3c16
- Structured record (JSON): https://api.zero.xyz/v1/capabilities/cap_ruCfWfvC06vCW_YbkAF7o

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 edge-inference-benchmarker-mcp-922c3c16 -d '<json body>'
```

Example prompt: Can you benchmark this edge inference payload for me and give me back the performance metrics: '{"model":"mobilenet_v2","input_size":224,"batch_size":1}'?

## When to prefer this

Choose this endpoint when you need to benchmark or evaluate edge inference workloads programmatically and want results returned via a paid API call. Suitable when you lack local benchmarking infrastructure or need a neutral third-party evaluation of edge AI performance.

## Known failure modes

- Invalid or malformed data string returns a 400 error
- Empty data field may result in processing failure
- Payment not completed via x402 protocol results in 402 response
- Oversized payload may exceed processing limits
- Unsupported inference format may return an error or empty result

## 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 benchmark evaluation results for the submitted edge inference data, likely including performance metrics such as latency, throughput, accuracy scores, or pass/fail status for the given workload.

## Response schema (JSON Schema)

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

## More

- Live health (JSON, refreshed every minute): https://www.zero.xyz/c/edge-inference-benchmarker-mcp-922c3c16/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)