diff --git a/scripts/run_all_mcps.py b/scripts/run_all_mcps.py
new file mode 100644
index 0000000..4e16a4c
--- /dev/null
+++ b/scripts/run_all_mcps.py
@@ -0,0 +1,84 @@
+import json
+import subprocess
+import asyncio
+import aiohttp
+from loguru import logger
+
+async def start_mcps_simple(config):
+    """Simple function to start MCPs from config dictionary"""
+    processes = []
+    
+    for name, mcp_config in config.items():
+        transport = mcp_config.get("transport", "").lower()
+        
+        if transport == "stdio":
+            # Start stdio-based MCP
+            try:
+                command = mcp_config.get("command")
+                args = mcp_config.get("args", [])
+                cmd = [command] + args
+                
+                logger.info(f"Starting {name} with command: {' '.join(cmd)}")
+                process = subprocess.Popen(
+                    cmd,
+                    stdin=subprocess.PIPE,
+                    stdout=subprocess.PIPE,
+                    stderr=subprocess.PIPE,
+                    text=True
+                )
+                processes.append((name, process))
+                logger.info(f"Started {name} (PID: {process.pid})")
+                
+            except Exception as e:
+                logger.error(f"Failed to start {name}: {e}")
+        
+        elif transport == "streamable_http":
+            # Check HTTP-based MCP
+            try:
+                url = mcp_config.get("url")
+                async with aiohttp.ClientSession() as session:
+                    async with session.get(url, timeout=5) as response:
+                        if response.status == 200:
+                            logger.info(f"HTTP MCP {name} is accessible at {url}")
+                        else:
+                            logger.warning(f"HTTP MCP {name} returned status {response.status}")
+            except Exception as e:
+                logger.error(f"Failed to connect to {name}: {e}")
+    
+    return processes
+
+# Usage example
+async def main_simple(config=None):
+    if config is None:
+        config = {
+            "calculator": {
+                "transport": "stdio",
+                "command": "python",
+                "args": ["lang_agent/calculator.py"],
+            }
+        }
+    
+    processes = await start_mcps_simple(config)
+    
+    print(f"Started {len(processes)} processes")
+    
+    # Keep running
+    try:
+        while True:
+            await asyncio.sleep(1)
+    except KeyboardInterrupt:
+        print("Stopping processes...")
+        for name, process in processes:
+            process.terminate()
+            logger.info(f"Stopped {name}")
+
+
+def run_all_mcps(mcp_config_f="configs/mcp_config.json"):
+    with open(mcp_config_f, "r") as f:
+        config = json.load(f)
+    
+    asyncio.run(main_simple(config))
+
+if __name__ == "__main__":
+    run_all_mcps()
+    # asyncio.run(main_simple())