diff --git a/README.md b/README.md
index c0f319c..d9d565f 100644
--- a/README.md
+++ b/README.md
@@ -519,26 +519,6 @@ kubectl exec -n temporal <temporal-admin-tools-pod-name> -- \
    
    The Model Manager requires connections to several external services. For local development, you can use the provided port-forward script to establish connections to services running in your Kubernetes cluster.
 
-#### Port Forward Setup Script
-
-The `setup_port_forwards.sh` script automates the creation of port forwards to all required services:
-
-**Features:**
-- 🔄 **Automatic Cleanup**: Kills existing port-forward jobs for the same services
-- ✅ **Port Validation**: Checks if ports are available before creating forwards
-- 🛡️ **Safe Execution**: Stops if any port is already in use by another process
-- 📊 **Clear Output**: Color-coded status messages and service information
-
-**Usage:**
-
-```bash
-# Make script executable (first time only)
-chmod +x setup_port_forwards.sh
-
-# Run the script
-./setup_port_forwards.sh
-```
-
 **Services and Ports:**
 
 | Local Port | Service | Description | Namespace |
@@ -559,17 +539,8 @@ jobs -l
 # Stop all port forwards
 jobs -p | xargs kill
 
-# Stop and restart (using the script)
-./setup_port_forwards.sh
 ```
 
-**Troubleshooting:**
-
-If you encounter port conflicts:
-1. The script will show which ports are in use
-2. Stop the conflicting process or use the script to kill existing port-forwards
-3. Run the script again
-
 **Manual Port Forwarding:**
 
 If you prefer manual control or need different ports: