# pipeworx-io/mcp-ai-model-experiments

Source: https://glimind.com/server/github%2Fpipeworx-io%2Fmcp-ai-model-experiments
Registry id: `github/pipeworx-io/mcp-ai-model-experiments`
Status: unknown

## Tools (8)

- `experiment_cancel`: Skip pending cells; in-flight cells finish and bill.
- `experiment_create`: Creates and starts an experiment (prompts × models × reps).
- `experiment_estimate`: Free dry-run: cell count and estimated billed cost range.
- `experiment_list`: List caller's experiments, newest first.
- `experiment_models`: Browse ~300 available model ids with context window and price.
- `experiment_results`: Per-model aggregates and per-cell outputs with comparison summary.
- `experiment_status`: Cell counts by state, spend vs cap, whether complete.
- `experiment_topup`: Current balance and the x402 top-up flow.

Measured by Glimind (https://glimind.com): MCP handshake + tool list only, no tool is ever called. CC BY 4.0.