== MCP server ========================================================
  rig                    gpu-2B-cloudrun-devops-agent
  initialize             ok in 3219 ms

== Server info =======================================================
  name                   Self-Hosted vLLM DevOps Agent
  protocol               2025-11-25

== Tools =============================================================
  tools/list             27 tools in 2 ms
  ...

== tools/call cloudrun_query_gemma4_with_stats =======================
  arguments              {"prompt":"In one sentence, what is a TPU?"}
  latency                1333 ms
  isError                false
  result:
    ### 📊 Performance Stats
    - **Model:** `/mnt/models/gemma-4-E2B-it`
    - **Time to First Token (TTFT):** `0.086s`
    - **Total Generation Time:** `0.688s`
    - **Tokens per Second:** `53.11 tokens/s`
    - **Total Tokens (approx.):** `32`

    ### 💬 Model Response
    A TPU (Tensor Processing Unit) is a specialized type of integrated circuit designed to accelerate machine learning workloads, particularly those involving tensor operations common in deep learning.<turn|>

== Server log (stderr) ===============================================
  ... INFO - 📡 Automatically discovered vLLM at: https://<your-service>.a.run.app
  2026-09-11 11:41:36,754 - httpx - INFO - HTTP Request: GET https://<your-service>.a.run.app/health "HTTP/1.1 200 OK"
  2026-09-11 11:41:37,399 - httpx2 - INFO - HTTP Request: GET https://<your-service>.a.run.app/v1/models "HTTP/1.1 200 OK"
  2026-09-11 11:41:37,479 - httpx2 - INFO - HTTP Request: POST https://<your-service>.a.run.app/v1/chat/completions "HTTP/1.1 200 OK"