removed readme for testing

README.md

@@ -1,213 +0,0 @@
-# AgentCTL — LLM-Driven Kubernetes Automation  
-### Natural Language → Kubernetes Jobs, Deployments & CronJobs  
-Built for real clusters via Minikube + kubectl proxy + ngrok or Cloudflare Tunnel.
-
----
-
-## 🚀 Overview
-
-**AgentCTL** is an agentic workflow system that converts **natural language instructions** into **Kubernetes manifests** (Jobs, Deployments, CronJobs) and applies them to a **real Kubernetes cluster**.
-
-It works by exposing your cluster via:
-
-- `kubectl proxy`
-- a public tunnel (`ngrok` or `cloudflared`)
-- a Gradio web UI  
-- a lightweight NL → YAML agent (heuristic + optional OpenAI LLM)
-
----
-
-## ✨ Features
-
-- Natural language → Kubernetes YAML  
-- Supports:
-  - Jobs
-  - Deployments
-  - CronJobs  
-- Optional OpenAI LLM YAML refinement  
-- Cluster dashboard (Jobs, Pods, Deployments, CronJobs)  
-- Pod logs viewer  
-- Pure HTTP client — no kubeconfig required  
-
----
-
-## 🧱 Architecture
-
-```
-Gradio UI → AgentCTL (NL→YAML) → K8sClient (HTTP) → Kubernetes API
-```
-
----
-
-## 📦 Installation
-
-```bash
-pip install -r requirements.txt
-```
-
-or
-
-```bash
-conda create -n agentctl python=3.10 -y
-conda activate agentctl
-pip install -r requirements.txt
-```
-
----
-
-## 🧪 Minikube Setup
-
-```bash
-minikube start --driver=docker
-kubectl get pods -A
-```
-
-Expose API publicly:
-
-```bash
-kubectl proxy   --port=8001   --address=0.0.0.0   --accept-hosts='.*'   --accept-paths='.*'
-```
-
-Tunnel:
-
-```bash
-ngrok http 8001
-```
-
----
-
-## 🌐 Environment Variables
-
-```bash
-export K8S_API_BASE_URL="https://xxxx.ngrok-free.dev"
-export K8S_NAMESPACE="default"
-export K8S_VERIFY_SSL=false
-```
-
-Enable LLM YAML:
-
-```bash
-export AGENTCTL_USE_LLM=true
-export OPENAI_API_KEY="sk-..."
-export OPENAI_MODEL="gpt-4o-mini"
-```
-
----
-
-## ▶️ Run the App
-
-```bash
-python app.py
-```
-
-Open:
-
-```
-http://localhost:7860
-```
-
----
-
-## 📝 Usage Examples
-
-### 🟦 Job
-```
-run a python job to preprocess data
-```
-
-### 🟧 Deployment
-```
-Prompt
-create an nginx deployment with 3 replicas
-
-Example
-**Generated YAML:**
-
-```yaml
-apiVersion: apps/v1
-kind: Deployment
-metadata:
-  name: nginx-deployment
-  namespace: default
-  labels:
-    app: agentctl-deployment
-spec:
-  replicas: 3
-  selector:
-    matchLabels:
-      app: agentctl-deployment
-  template:
-    metadata:
-      labels:
-        app: agentctl-deployment
-    spec:
-      containers:
-        - name: main
-          image: nginx:1.27-alpine
-          ports:
-            - containerPort: 80
-
-```
-
-### 🟩 CronJob
-```
-Prompt
-schedule a python cleanup script every 5 minutes
-
-example
-apiVersion: batch/v1
-kind: CronJob
-metadata:
-  name: agentctl-cronjob
-  namespace: default
-spec:
-  schedule: "*/5 * * * *"
-  jobTemplate:
-    spec:
-      template:
-        metadata:
-          labels:
-            app: agentctl-cronjob
-        spec:
-          restartPolicy: Never
-          containers:
-            - name: main
-              image: python:3.11-slim
-              command:
-                - /bin/sh
-                - -c
-                - python cleanup.py
-
-```
-
----
-
-## 🚀 Deploy to Hugging Face Spaces
-
-1. Create a Space (Gradio)
-2. Upload project files
-3. Set environment variables
-4. Run the UI remotely controlling your real cluster
-
----
-
-## 🔐 Security Notes
-
-- ngrok + kubectl proxy is for demos only  
-- For real environments use:
-  - Cloudflare Tunnel  
-  - RBAC service accounts  
-  - Namespaced permissions  
-
----
-
-## ❤️ Credits
-
-Built by **Murali Chandran (codeninja3d)**  
-AI Agents • Kubernetes • MLOps
-
----
-
-## 📄 License
-
-MIT License