LangGraph agent ──MCP──▶ agentctl ops plane (:8091)
                              │
                    ┌─────────┼─────────┐
                    ▼         ▼         ▼
              workload_*   fleet_*   sam_*
              tools        tools     tools
                    │         │         │
                    ▼         ▼         ▼
              K8s API    K8s API   SAM node
              (CRDs)    (pods)    (discovery)

pip install agentctl
# or
uv pip install agentctl

kubectl apply -f https://github.com/moreWax/agentctl/releases/latest/download/install.yaml

kubectl apply -f examples/qwen3.8-27b.yaml        # Qwen3.8-27B, TP2 on 2 GPUs
kubectl apply -f examples/qwen3.8-27b-fp8.yaml    # FP8 variant, single GPU
kubectl apply -f examples/litellm-gateway.yaml    # LiteLLM proxy gateway

uv venv && uv pip install -e ".[dev]"
kubectl apply -f crd/agentctl-crd.yaml
agentctl serve          # operator (kopf controllers)
agentctl mcp --port 8091  # MCP ops-plane server (stateless Streamable HTTP)

kubectl apply -f examples/qwen3.8-27b.yaml        # Qwen3.8-27B, TP2 on 2 GPUs
kubectl apply -f examples/qwen3.8-27b-fp8.yaml    # FP8 variant, single GPU
kubectl apply -f examples/litellm-gateway.yaml     # LiteLLM proxy gateway

boot_model(model_id="qwen38-27b", image="vllm/vllm-openai:v0.18.0", gpu_count=2)
while True:
    s = boot_status(model_id="qwen38-27b")
    if s["ready"]:  break          # proceed to inference
    if s["failed"]: ...            # inspect s["pods"], kill_pod + retry
    time.sleep(10)                 # poll again

uv venv && uv pip install -e ".[dev]"
pytest tests/ -q