# Fine-Tuned Model Weights Merger MCP

> Fine-Tuned Model Weights Merger MCP is a paid API for AI agents from api.m2mcent.com, paid per call via x402, $0.4/call, status unknown (last checked 2026-10-12).

Merges fine-tuned model weights from multiple models into a single combined model via a managed API endpoint.

## Facts

- Endpoint: POST https://api.m2mcent.com/fine-tuned-model-weights-merger-mcp/api/process?utm_source=zero.xyz
- Price: $0.4/call
- Payment: x402
- Status: unknown
- Last checked: 2026-10-12
- Activations on Zero: 0
- Tags: x402
- Canonical page: https://www.zero.xyz/c/fine-tuned-model-weights-merger-mcp-23f6cf17
- Structured record (JSON): https://api.zero.xyz/v1/capabilities/cap_8HqWPl8kTX-smhj6w9W5t

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 fine-tuned-model-weights-merger-mcp-23f6cf17 -d '<json body>'
```

Example prompt: Can you merge these two sets of fine-tuned model weights into a single combined model? Here's the weight data: [serialized weights JSON].

## When to prefer this

Choose this endpoint when you need to programmatically merge fine-tuned model weights from multiple models into a single unified model, especially in automated ML pipelines or agent workflows where model merging is a step in a larger process.

## Known failure modes

- Invalid or malformed weight data string returns an error
- Incompatible model architectures may cause merge failures
- Missing or empty 'data' field results in a bad request error
- Oversized weight payloads may exceed processing limits
- Network timeout for large weight datasets

## 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 merged or combined model weight data as a processed output, representing the unified weights from the input fine-tuned models.

## Response schema (JSON Schema)

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

## More

- Live health (JSON, refreshed every minute): https://www.zero.xyz/c/fine-tuned-model-weights-merger-mcp-23f6cf17/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)