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PMetal

pmetal mcp

Start the PMetal MCP server for clients that speak the Model Context Protocol. The MCP surface exposes PMetal operations as tools for training, inference, datasets, quantization, merging, jobs, benchmarking, and serving.

Usage

Section titled “Usage”
Terminal window
pmetal mcp

Installation

Section titled “Installation”

The MCP command is behind the optional mcp feature:

Terminal window
cargo install pmetal --features mcp

To combine it with the serving endpoint:

Terminal window
cargo install pmetal --features "serve,mcp"

Tool Areas

Section titled “Tool Areas”
  • Device and memory inspection
  • Model search, download, fit estimation, and local model listing
  • Training, distillation, GRPO, RLKD, and embedding-training jobs
  • Runtime job status, logs, learning-rate control, checkpointing, and graceful stop
  • Dataset analyze/preview/validate/download/convert/filter/split/merge/sample/template/prepare
  • Quantization, LoRA fuse, model merge, packed experts, Ollama exports
  • Evaluation and benchmarking
  • Serve startup and chat/generation workflows

See Also

Section titled “See Also”