diff --git a/k8s-autoscaler/Dockerfile b/k8s-autoscaler/Dockerfile
new file mode 100644
index 0000000..c94a8a6
--- /dev/null
+++ b/k8s-autoscaler/Dockerfile
@@ -0,0 +1,28 @@
+FROM python:3.11-slim as builder
+
+RUN pip install poetry==1.8.3
+
+ENV POETRY_NO_INTERACTION=1 \
+    POETRY_VIRTUALENVS_IN_PROJECT=1 \
+    POETRY_VIRTUALENVS_CREATE=1 \
+    POETRY_CACHE_DIR=/tmp/poetry_cache
+
+WORKDIR /app
+
+COPY pyproject.toml poetry.lock ./
+RUN touch README.md
+
+RUN poetry install --no-root && rm -rf $POETRY_CACHE_DIR
+
+FROM python:3.11-slim as runtime
+
+WORKDIR /app
+
+ENV VIRTUAL_ENV=/app/.venv \
+    PATH="/app/.venv/bin:$PATH"
+
+COPY --from=builder ${VIRTUAL_ENV} ${VIRTUAL_ENV}
+
+COPY gef_portal_scraper/get_project_ids.py ./src/
+
+CMD ["python", "./k8s_autoscaler/main.py"]
diff --git a/k8s-autoscaler/k8s_autoscaler/main.py b/k8s-autoscaler/k8s_autoscaler/main.py
new file mode 100644
index 0000000..34d9f3a
--- /dev/null
+++ b/k8s-autoscaler/k8s_autoscaler/main.py
@@ -0,0 +1,245 @@
+from fastapi import FastAPI, Response, BackgroundTasks, HTTPException
+from fastapi.responses import StreamingResponse
+import httpx
+import asyncio
+import subprocess
+from asyncio.subprocess import Process
+import logging
+import time
+import os
+from typing import Optional, TypedDict, Literal, AsyncGenerator, cast
+from dataclasses import dataclass
+from contextlib import asynccontextmanager
+
+# Configure logging
+logging.basicConfig(
+    level=logging.INFO, format="%(asctime)s - %(levelname)s - %(message)s"
+)
+logger = logging.getLogger(__name__)
+
+# Type definitions
+PodPhase = Literal["Pending", "Running", "Succeeded", "Failed", "Unknown"]
+
+
+class CommandResult(TypedDict):
+    success: bool
+    output: str
+    error: str
+
+
+@dataclass
+class Config:
+    vllm_service_host: str
+    vllm_service_port: str
+    vllm_deployment: str
+    kubernetes_namespace: str
+    inactivity_timeout: int
+    activation_timeout: int
+
+
+# Load configuration from environment
+config = Config(
+    vllm_service_host=os.getenv("VLLM_SERVICE_HOST", "vllm-svc"),
+    vllm_service_port=os.getenv("VLLM_SERVICE_PORT", "8000"),
+    vllm_deployment=os.getenv("VLLM_DEPLOYMENT_NAME", "vllm"),
+    kubernetes_namespace=os.getenv("KUBERNETES_NAMESPACE", "default"),
+    inactivity_timeout=int(os.getenv("INACTIVITY_TIMEOUT", "900")),
+    activation_timeout=int(os.getenv("ACTIVATION_TIMEOUT", "120")),
+)
+
+
+# Global state
+class AutoscalerState:
+    def __init__(self):
+        self.last_activity: float = time.time()
+        self.shutdown_task: Optional[asyncio.Task] = None
+        self.http_client: Optional[httpx.AsyncClient] = None
+
+
+state = AutoscalerState()
+
+
+async def execute_command(cmd: str) -> CommandResult:
+    """Execute a shell command and return structured result."""
+    try:
+        process: Process = await asyncio.create_subprocess_shell(
+            cmd, stdout=subprocess.PIPE, stderr=subprocess.PIPE
+        )
+        stdout, stderr = await process.communicate()
+
+        return CommandResult(
+            success=process.returncode == 0,
+            output=stdout.decode().strip(),
+            error=stderr.decode().strip(),
+        )
+    except Exception as e:
+        logger.error(f"Failed to execute command: {str(e)}")
+        return CommandResult(success=False, output="", error=str(e))
+
+
+async def check_vllm_status() -> tuple[bool, PodPhase]:
+    """Check if VLLM deployment is running and ready."""
+    cmd = f"kubectl get pods -n {config.kubernetes_namespace} -l app=vllm -o jsonpath='{{.items[0].status.phase}}'"
+    result = await execute_command(cmd)
+
+    if not result["success"]:
+        return False, "Unknown"
+
+    phase = result["output"]
+    if not phase:
+        return False, "Unknown"
+
+    return phase == "Running", cast(PodPhase, phase)
+
+
+async def scale_vllm(replicas: int) -> bool:
+    """Scale VLLM deployment to specified number of replicas."""
+    cmd = f"kubectl scale deployment -n {config.kubernetes_namespace} {config.vllm_deployment} --replicas={replicas}"
+    result = await execute_command(cmd)
+
+    if not result["success"]:
+        logger.error(f"Failed to scale VLLM: {result['error']}")
+
+    return result["success"]
+
+
+async def wait_for_vllm_ready() -> bool:
+    """Wait for VLLM to become ready within timeout period."""
+    start_time = time.time()
+    while time.time() - start_time < config.activation_timeout:
+        is_running, phase = await check_vllm_status()
+        if is_running:
+            return True
+        logger.info(f"Waiting for VLLM to be ready. Current phase: {phase}")
+        await asyncio.sleep(2)
+    return False
+
+
+async def monitor_inactivity():
+    """Monitor for inactivity and scale down when timeout is reached."""
+    try:
+        while True:
+            await asyncio.sleep(60)  # Check every minute
+            if time.time() - state.last_activity > config.inactivity_timeout:
+                logger.info(
+                    f"Inactivity timeout of {config.inactivity_timeout}s reached, scaling down VLLM"
+                )
+                if await scale_vllm(0):
+                    logger.info("VLLM scaled down successfully")
+                else:
+                    logger.error("Failed to scale down VLLM")
+                break
+    except Exception as e:
+        logger.error(f"Error in inactivity monitor: {str(e)}")
+    finally:
+        state.shutdown_task = None
+
+
+def reset_inactivity_timer(background_tasks: BackgroundTasks):
+    """Reset the inactivity timer and start monitoring if needed."""
+    state.last_activity = time.time()
+
+    if state.shutdown_task is None:
+        state.shutdown_task = asyncio.create_task(monitor_inactivity())
+        background_tasks.add_task(lambda: state.shutdown_task)
+
+
+@asynccontextmanager
+async def get_http_client():
+    """Get or create HTTP client."""
+    if state.http_client is None:
+        state.http_client = httpx.AsyncClient(timeout=30.0)
+    try:
+        yield state.http_client
+    finally:
+        pass  # Keep client alive for reuse
+
+
+async def stream_response(response: httpx.Response) -> AsyncGenerator[bytes, None]:
+    """Stream response content."""
+    async for chunk in response.aiter_bytes():
+        yield chunk
+
+
+app = FastAPI(title="VLLM Autoscaler")
+
+
+@app.on_event("startup")
+async def startup_event():
+    """Initialize HTTP client on startup."""
+    state.http_client = httpx.AsyncClient(timeout=30.0)
+
+
+@app.on_event("shutdown")
+async def shutdown_event():
+    """Clean up resources on shutdown."""
+    if state.http_client:
+        await state.http_client.aclose()
+
+
+@app.get("/health")
+async def health_check():
+    """Health check endpoint."""
+    is_running, phase = await check_vllm_status()
+    return {"status": "healthy", "vllm_status": phase, "vllm_running": is_running}
+
+
+@app.get("/{path:path}")
+async def proxy_request(
+    path: str,
+    response: Response,
+    background_tasks: BackgroundTasks,
+    raw_query_string: str = "",
+) -> StreamingResponse:
+    """Proxy requests to VLLM service, handling activation as needed."""
+    try:
+        # Check if VLLM is running
+        is_running, phase = await check_vllm_status()
+        if not is_running:
+            logger.info(
+                f"VLLM not running (phase: {phase}), starting activation sequence"
+            )
+
+            # Scale up VLLM
+            if not await scale_vllm(1):
+                raise HTTPException(
+                    status_code=503, detail="Failed to activate VLLM service"
+                )
+
+            # Wait for VLLM to become ready
+            if not await wait_for_vllm_ready():
+                raise HTTPException(
+                    status_code=503,
+                    detail=f"VLLM service activation timeout after {config.activation_timeout}s",
+                )
+
+            logger.info("VLLM activation completed successfully")
+
+        # Reset inactivity timer
+        reset_inactivity_timer(background_tasks)
+
+        # Proxy the request to VLLM
+        query = f"?{raw_query_string}" if raw_query_string else ""
+        vllm_url = f"http://{config.vllm_service_host}:{config.vllm_service_port}/{path}{query}"
+
+        async with get_http_client() as client:
+            vllm_response = await client.get(vllm_url)
+
+            # Create streaming response
+            return StreamingResponse(
+                stream_response(vllm_response),
+                status_code=vllm_response.status_code,
+                headers=dict(vllm_response.headers),
+            )
+
+    except HTTPException:
+        raise
+    except Exception as e:
+        logger.error(f"Error processing request: {str(e)}", exc_info=True)
+        raise HTTPException(status_code=500, detail="Internal server error")
+
+
+if __name__ == "__main__":
+    import uvicorn
+
+    uvicorn.run(app, host="0.0.0.0", port=80)
diff --git a/k8s-autoscaler/poetry.lock b/k8s-autoscaler/poetry.lock
new file mode 100644
index 0000000..b59ecf4
--- /dev/null
+++ b/k8s-autoscaler/poetry.lock
@@ -0,0 +1,362 @@
+# This file is automatically @generated by Poetry 1.8.3 and should not be changed by hand.
+
+[[package]]
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+version = "0.7.0"
+description = "Reusable constraint types to use with typing.Annotated"
+optional = false
+python-versions = ">=3.8"
+files = [
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+
+[package.extras]
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+trio = ["trio (>=0.26.1)"]
+
+[[package]]
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+description = "Python package for providing Mozilla's CA Bundle."
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+    {file = "typing_extensions-4.12.2.tar.gz", hash = "sha256:1a7ead55c7e559dd4dee8856e3a88b41225abfe1ce8df57b7c13915fe121ffb8"},
+]
+
+[[package]]
+name = "uvicorn"
+version = "0.32.0"
+description = "The lightning-fast ASGI server."
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "uvicorn-0.32.0-py3-none-any.whl", hash = "sha256:60b8f3a5ac027dcd31448f411ced12b5ef452c646f76f02f8cc3f25d8d26fd82"},
+    {file = "uvicorn-0.32.0.tar.gz", hash = "sha256:f78b36b143c16f54ccdb8190d0a26b5f1901fe5a3c777e1ab29f26391af8551e"},
+]
+
+[package.dependencies]
+click = ">=7.0"
+h11 = ">=0.8"
+typing-extensions = {version = ">=4.0", markers = "python_version < \"3.11\""}
+
+[package.extras]
+standard = ["colorama (>=0.4)", "httptools (>=0.5.0)", "python-dotenv (>=0.13)", "pyyaml (>=5.1)", "uvloop (>=0.14.0,!=0.15.0,!=0.15.1)", "watchfiles (>=0.13)", "websockets (>=10.4)"]
+
+[metadata]
+lock-version = "2.0"
+python-versions = "^3.10"
+content-hash = "42286b323abdc5a2444aa3078fb3f01192955ab30de19fadbb8ad3f28f70a7b2"
diff --git a/k8s-autoscaler/pyproject.toml b/k8s-autoscaler/pyproject.toml
index 6a89ae7..021bfcf 100644
--- a/k8s-autoscaler/pyproject.toml
+++ b/k8s-autoscaler/pyproject.toml
@@ -7,6 +7,9 @@ readme = "README.md"
 
 [tool.poetry.dependencies]
 python = "^3.10"
+fastapi = "^0.115.3"
+httpx = "^0.27.2"
+uvicorn = "^0.32.0"
 
 
 [build-system]