"""Minimal stdio MCP-style bridge for coding agents. This intentionally avoids a hard dependency on a specific MCP SDK while exposing the stable JSON tools that agents need. Requests are newline-delimited JSON: {"tool": "list_models", "args": {...}}. Run-lifecycle tools call the managed Flash control plane with the same stored credentials as the CLI (`slm login`); dry-run validation stays local. """ from __future__ import annotations import json import sys from collections.abc import Callable from flash.catalog import public_model_rows from flash.client import client_from_config from flash.client.specs import spec_payload from flash.schema import spec_from_dict def list_models(args: dict) -> dict: return {"models": public_model_rows()} def create_train_run(args: dict) -> dict: spec = spec_from_dict(args, run_id=args.get("run_id")) if args.get("dry_run"): # Fully local: validate without credentials, a server, or a GPU. return {"run_id": spec.run_id, "state": "dry_run", "spec": spec.to_dict()} return client_from_config().create_run(spec_payload(spec)) def get_run_status(args: dict) -> dict: return client_from_config().get_run(args["run_id"]) def get_run_logs(args: dict) -> dict: page = client_from_config().get_logs(args["run_id"], offset=int(args.get("offset", 0))) return {"run_id": args["run_id"], **{k: page[k] for k in ("logs", "offset", "state")}} def deploy_adapter_tool(args: dict) -> dict: return client_from_config().deploy( args["run_id"], mode=args.get("mode", "dev"), idle_timeout_s=int(args.get("idle_timeout_s", 300)), dry_run=bool(args.get("dry_run", False)), ) TOOLS: dict[str, Callable[[dict], dict]] = { "list_models": list_models, "create_training_run": create_train_run, "get_run_status": get_run_status, "get_run_logs": get_run_logs, "deploy_adapter": deploy_adapter_tool, } def handle(payload: dict) -> dict: tool = payload.get("tool") if tool not in TOOLS: raise ValueError(f"unknown tool {tool!r}; choose one of {sorted(TOOLS)}") return TOOLS[tool](payload.get("args") or {}) def main() -> int: for line in sys.stdin: try: line = line.strip() if not line: continue response = {"ok": True, "result": handle(json.loads(line))} except Exception as exc: response = {"ok": False, "error": str(exc)} print(json.dumps(response), flush=True) return 0 if __name__ == "__main__": raise SystemExit(main())