# Recursive Self-Improvement MCP

> Recursive Self-Improvement MCP is a paid API for AI agents from api.m2mcent.com, paid per call via x402, $1/call, status unknown (last checked 2026-10-16).

Processes data through a recursive self-improvement pipeline via a machine-to-machine API endpoint

## Facts

- Endpoint: POST https://api.m2mcent.com/recursive-self-improvement-mcp/api/process?utm_source=zero.xyz
- Price: $1/call
- Payment: x402
- Status: unknown
- Last checked: 2026-10-16
- Activations on Zero: 0
- Tags: x402
- Canonical page: https://www.zero.xyz/c/recursive-self-improvement-mcp-2ef0ce85
- Structured record (JSON): https://api.zero.xyz/v1/capabilities/cap_ueAtPLQle0g9zJnARxE2l

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 recursive-self-improvement-mcp-2ef0ce85 -d '<json body>'
```

Example prompt: Can you run this text through the recursive self-improvement processor and return the enhanced output: 'Our product launch strategy needs better market positioning and clearer value differentiation'?

## When to prefer this

Choose this endpoint when you need to apply recursive or iterative self-improvement logic to a string payload and want a pay-per-use, agent-native API that integrates with x402 micropayments. Best suited for agentic pipelines where data quality needs to be iteratively raised without building custom optimization loops.

## Known failure modes

- Empty or malformed 'data' field causes 400 Bad Request
- Payment failure (USDC not available or x402 handshake fails) blocks the request
- Overly large data strings may be rejected or time out
- Service unavailability returns 5xx errors with no partial result
- Ambiguous or unsupported data formats may return unimproved or unchanged output

## 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 processed and iteratively improved version of the submitted data string, reflecting the output of the recursive self-improvement computation pipeline.

## Response schema (JSON Schema)

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

## More

- Live health (JSON, refreshed every minute): https://www.zero.xyz/c/recursive-self-improvement-mcp-2ef0ce85/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)