diff --git a/lib/services/ollama_service.dart b/lib/services/ollama_service.dart
index f6ae682f..69967ee3 100644
--- a/lib/services/ollama_service.dart
+++ b/lib/services/ollama_service.dart
@@ -2,41 +2,211 @@ import 'dart:convert';
 import 'package:ollama_dart/ollama_dart.dart';
 
 class OllamaService {
-  final OllamaClient _client;
+final OllamaClient _client;
 
-  OllamaService() : _client = OllamaClient(baseUrl: 'http://127.0.0.1:11434/api');
+OllamaService() : _client = OllamaClient(baseUrl: 'http://127.0.0.1:11434/api');
 
-  // Generate response
-  Future<String> generateResponse(String prompt) async {
-    final response = await _client.generateCompletion(
-      request: GenerateCompletionRequest(
-          model: 'llama3.2:3b',
-          prompt: prompt
-      ),
+// Generate response
+Future<String> generateResponse(String prompt) async {
+final response = await _client.generateCompletion(
+request: GenerateCompletionRequest(
+model: 'llama3.2:1b',
+prompt: prompt
+),
+);
+return response.response.toString();
+}
+
+// Explain latest API request & response
+Future<String> explainLatestApi({required dynamic requestModel, required dynamic responseModel}) async {
+if (requestModel == null || responseModel == null) {
+return "No recent API requests found";
+}
+
+// Extract request details
+final method = requestModel.httpRequestModel?.method
+    .toString()
+    .split('.')
+    .last
+    .toUpperCase()
+    ?? "GET";
+final endpoint = requestModel.httpRequestModel?.url ?? "Unknown endpoint";
+final headers = requestModel.httpRequestModel?.enabledHeadersMap ?? {};
+final parameters = requestModel.httpRequestModel?.enabledParamsMap ?? {};
+final body = requestModel.httpRequestModel?.body;
+
+// Process response
+final rawResponse = responseModel.body;
+final responseBody = rawResponse is String
+    ? jsonDecode(rawResponse)
+    : rawResponse as Map<String, dynamic>?;
+final statusCode = responseModel.statusCode ?? 0;
+
+
+    
+  final prompt = '''
+    Analyze this API interaction 
+Current API Request:
+- Endpoint: $endpoint
+- Method: $method
+- Headers: ${headers.isNotEmpty ? jsonEncode(headers) : "None"}
+- Parameters: ${parameters.isNotEmpty ? jsonEncode(parameters) : "None"}
+- Body: ${body ?? "None"}
+
+Current Response:
+- Status Code: $statusCode
+- Response Body: ${responseBody != null ? jsonEncode(responseBody) : rawResponse}
+
+
+Required Analysis Format:
+
+1. Start with overall status assessment
+2. List validation/security issues
+3. Highlight request/response mismatches
+4. Suggest concrete improvements
+5. Use plain text formatting with clear section headers
+
+Response Structure:
+API Request: [request details]
+Response: [response details]
+Analysis: [structured analysis]''';
+
+
+return generateResponse(prompt);
+
+
+
+}
+
+Future<String> debugApi({required dynamic requestModel, required dynamic responseModel}) async {
+if (requestModel == null || responseModel == null) {
+return "There are no recent API Requests to debug.";
+}
+
+final requestJson = jsonEncode(requestModel.toJson());
+final responseJson = jsonEncode(responseModel.toJson());
+final statusCode = responseModel.statusCode;
+
+final prompt = '''
+Provide detailed debugging steps for this failed API request:
+
+**Status Code:** $statusCode
+**Request Details:**
+$requestJson
+
+**Response Details:**
+$responseJson
+
+Provide a step-by-step debugging guide including:
+1. Common causes for this status code
+2. Specific issues in the request
+3. Potential fixes
+4. Recommended next steps
+
+Format the response with clear headings and bullet points.
+''';
+
+return generateResponse(prompt);
+
+
+
+}
+
+
+Future<String> generateTestCases({required dynamic requestModel, required dynamic responseModel}) async {
+
+final endpoint = requestModel.httpRequestModel?.url ?? "Unknown endpoint";
+final headers = requestModel.httpRequestModel?.enabledHeadersMap ?? {};
+final parameters = requestModel.httpRequestModel?.enabledParamsMap ?? {};
+final body = requestModel.httpRequestModel?.body;
+final method = requestModel.httpRequestModel?.method.toString().split('.').last.toUpperCase() ?? "GET";
+// Process response
+// final rawResponse = responseModel.body;
+// final responseBody = rawResponse is String
+//     ? jsonDecode(rawResponse)
+//     : rawResponse as Map<String, dynamic>?;
+  final statusCode = responseModel.statusCode ?? 0;
+  final exampleParams = await generateExampleParams(
+      requestModel: requestModel,
+      responseModel: responseModel,
     );
-    return response.response.toString();
-  }
-
-  // Explain latest API request & response
-  Future<String> explainLatestApi({required dynamic requestModel, required dynamic responseModel}) async {
-    if (requestModel == null || responseModel == null) {
-      return "There are no recent API Requests.";
-    }
-
-    final requestJson = jsonEncode(requestModel.toJson());
-    final responseJson = jsonEncode(responseModel.toJson());
-
     final prompt = '''
-    Explain the API request and response in a simple way:
-    
-    **Request Details:**
-    $requestJson
-    
-    **Response Details:**
-    $responseJson
-    
-    Please provide a brief and clear explanation with key insights.
-    ''';
+Generate  test cases for the following API:
+
+**API Request:**
+- **Endpoint:** `$endpoint`
+- **Method:** `$method`
+- **Headers:** ${headers.isNotEmpty ? jsonEncode(headers) : "None"}
+- **Parameters:** ${parameters.isNotEmpty ? jsonEncode(parameters) : "None"}
+
+**Test Case Requirements:**
+1. Normal case (valid input, expected success)
+2. Edge case (unexpected or boundary values)
+3. Missing required parameters
+4. Invalid authentication (if applicable)
+5. Error handling for different status codes
+
+**Example Test Case Format:**
+@Test
+void testValidRequest() {
+  final response = sendRequest("$endpoint", method: "$method", params: $exampleParams);
+  assert(response.status == 200);
+}
+\`\`\`
+
+Generate test cases covering all scenarios.
+''';
+
     return generateResponse(prompt);
   }
+
+  /// Generate example parameter values based on parameter names
+  Future<Map<String, dynamic>> generateExampleParams({
+  required dynamic requestModel,
+  required dynamic responseModel,
+}) async {
+  final ollamaService = OllamaService();
+  final String apiEndpoint = requestModel.httpRequestModel?.url ?? "Unknown Endpoint";
+  final String apiMethod = requestModel.httpRequestModel?.method.name ?? "GET";
+  final Map<String, String> apiHeaders = requestModel.httpRequestModel?.enabledHeadersMap ?? {};
+  final Map<String, String> apiParams = requestModel.httpRequestModel?.enabledParamsMap ?? {};
+  final String? apiBody = requestModel.httpRequestModel?.body;
+
+  final dynamic rawResponse = responseModel?.body;
+  final Map<String, dynamic>? apiResponse =
+      (rawResponse is String) ? jsonDecode(rawResponse) : rawResponse is Map<String, dynamic> ? rawResponse : null;
+
+  // Construct LLM prompt to analyze and extract meaningful test cases
+  final String prompt = '''
+Analyze the following API request and generate structured example parameters.
+
+**API Request:**
+- **Endpoint:** `$apiEndpoint`
+- **Method:** `$apiMethod`
+- **Headers:** ${apiHeaders.isNotEmpty ? jsonEncode(apiHeaders) : "None"}
+- **Parameters:** ${apiParams.isNotEmpty ? jsonEncode(apiParams) : "None"}
+- **Body:** ${apiBody ?? "None"}
+
+**Response:**
+- **Status Code:** ${responseModel?.statusCode ?? "Unknown"}
+- **Response Body:** ${apiResponse != null ? jsonEncode(apiResponse) : rawResponse}
+
+### **Required Output Format**
+1. **Standard Example Values**: Assign the most appropriate example values for each parameter.
+2. **Edge Cases**: Provide at least 2 edge cases per parameter.
+3. **Invalid Cases**: Generate invalid inputs for error handling.
+4. **Output must be in valid JSON format.**
+''';
+
+  // Force LLM to return structured JSON output
+  final String response = await ollamaService.generateResponse(prompt);
+
+  try {
+    return jsonDecode(response) as Map<String, dynamic>;
+  } catch (e) {
+    return {"error": "Failed to parse response from LLM."};
+  }
+
 }
+
+}
\ No newline at end of file
diff --git a/lib/widgets/chatbot_widget.dart b/lib/widgets/chatbot_widget.dart
index 56246980..ae41fc27 100644
--- a/lib/widgets/chatbot_widget.dart
+++ b/lib/widgets/chatbot_widget.dart
@@ -3,140 +3,181 @@ import 'package:flutter_riverpod/flutter_riverpod.dart';
 import 'package:apidash/providers/providers.dart';
 
 class ChatbotWidget extends ConsumerStatefulWidget {
-  const ChatbotWidget({Key? key}) : super(key: key);
+const ChatbotWidget({Key? key}) : super(key: key);
 
-  @override
-  _ChatbotWidgetState createState() => _ChatbotWidgetState();
+@override
+_ChatbotWidgetState createState() => _ChatbotWidgetState();
 }
 
 class _ChatbotWidgetState extends ConsumerState<ChatbotWidget> {
-  final TextEditingController _controller = TextEditingController();
-  final List<Map<String, dynamic>> _messages = [];
-  bool _isLoading = false;
+final TextEditingController _controller = TextEditingController();
+final List<Map<String, dynamic>> _messages = [];
+bool _isLoading = false;
 
-  void _sendMessage(String message) async {
-    if (message.trim().isEmpty) return;
-    final ollamaService = ref.read(ollamaServiceProvider);
-    final requestModel = ref.read(selectedRequestModelProvider);
-    final responseModel = requestModel?.httpResponseModel;
+void _sendMessage(String message) async {
+if (message.trim().isEmpty) return;
+final ollamaService = ref.read(ollamaServiceProvider);
+final requestModel = ref.read(selectedRequestModelProvider);
+final responseModel = requestModel?.httpResponseModel;
 
-    setState(() {
-      _messages.add({'role': 'user', 'message': message});
-      _controller.clear();
-      _isLoading = true;
-    });
 
-    try {
-      String response;
-      if (message == "Explain API") {
-        response = await ollamaService.explainLatestApi(
-          requestModel: requestModel,
-          responseModel: responseModel,
-        );
-      } else {
-        response = await ollamaService.generateResponse(message);
+setState(() {
+  _messages.add({'role': 'user', 'message': message});
+  _controller.clear();
+  _isLoading = true;
+});
+
+try {
+  String response;
+  if (message == "Explain API") {
+    response = await ollamaService.explainLatestApi(
+      requestModel: requestModel,
+      responseModel: responseModel,
+    );
+  } 
+  else if (message == "Debug API") {
+    response = await ollamaService.debugApi(
+      requestModel: requestModel,
+      responseModel: responseModel,
+    );
+  }  else if (message == "Generate Test Case") {
+        response = await ollamaService.generateTestCases(requestModel: requestModel,
+      responseModel: responseModel,);
       }
-
-      setState(() {
-        _messages.add({'role': 'bot', 'message': response});
-      });
-    } catch (error) {
-      setState(() {
-        _messages.add({'role': 'bot', 'message': "Error: ${error.toString()}"});
-      });
-    } finally {
-      setState(() => _isLoading = false);
-    }
+  else {
+    response = await ollamaService.generateResponse(message);
   }
 
-  @override
-  Widget build(BuildContext context) {
-    return Container(
-      height: 400,
-      padding: const EdgeInsets.all(16),
-      decoration: BoxDecoration(
-        color: Theme.of(context).colorScheme.surface,
-        borderRadius: BorderRadius.circular(12),
-        boxShadow: const [
-          BoxShadow(color: Colors.black12, blurRadius: 8, offset: Offset(0, 4)),
-        ],
-      ),
-      child: Column(
+  setState(() {
+    _messages.add({'role': 'bot', 'message': response});
+  });
+} catch (error) {
+  setState(() {
+    _messages.add({'role': 'bot', 'message': "Error: ${error.toString()}"});
+  });
+} finally {
+  setState(() => _isLoading = false);
+}
+
+
+}
+
+@override
+Widget build(BuildContext context) {
+final requestModel = ref.watch(selectedRequestModelProvider);
+final statusCode = requestModel?.httpResponseModel?.statusCode;
+final showDebugButton = statusCode != null && statusCode >= 400;
+
+return Container(
+  height: 400,
+  padding: const EdgeInsets.all(16),
+  decoration: BoxDecoration(
+    color: Theme.of(context).colorScheme.surface,
+    borderRadius: BorderRadius.circular(12),
+    boxShadow: const [
+      BoxShadow(color: Colors.black12, blurRadius: 8, offset: Offset(0, 4)),
+    ],
+  ),
+  child: Column(
+    children: [
+      Row(
         children: [
-          Row(
-            children: [
-              ElevatedButton.icon(
-                onPressed: () => _sendMessage("Explain API"),
-                icon: const Icon(Icons.info_outline),
-                label: const Text("Explain API"),
+          ElevatedButton.icon(
+            onPressed: () => _sendMessage("Explain API"),
+            icon: const Icon(Icons.info_outline),
+            label: const Text("Explain API"),
+          ),
+          if (showDebugButton) ...[
+            const SizedBox(width: 8),
+            ElevatedButton.icon(
+              onPressed: () => _sendMessage("Debug API"),
+              icon: const Icon(Icons.bug_report),
+              label: const Text("Debug"),
+              style: ElevatedButton.styleFrom(
+                backgroundColor: Colors.redAccent,
               ),
-              const Spacer(),
-            ],
-          ),
-          Expanded(
-            child: ListView.builder(
-              reverse: true,
-              itemCount: _messages.length,
-              itemBuilder: (context, index) {
-                final message = _messages.reversed.toList()[index];
-                return ChatBubble(
-                  message: message['message'],
-                  isUser: message['role'] == 'user',
-                );
-              },
             ),
-          ),
-          if (_isLoading)
-            const Padding(
-              padding: EdgeInsets.all(8.0),
-              child: CircularProgressIndicator(),
-            ),
-          Row(
-            children: [
-              Expanded(
-                child: TextField(
-                  controller: _controller,
-                  decoration: InputDecoration(
-                    hintText: 'Ask something...',
-                    border: OutlineInputBorder(
-                        borderRadius: BorderRadius.circular(8)),
-                  ),
-                  onSubmitted: _sendMessage,
+          ],
+          const SizedBox(width: 8),
+              ElevatedButton.icon(
+                onPressed: () => _sendMessage("Generate Test Case"),
+                icon: const Icon(Icons.developer_mode),
+                label: const Text("Test Case"),
+                style: ElevatedButton.styleFrom(
+                  backgroundColor: Colors.blueAccent,
                 ),
               ),
-              IconButton(
-                icon: const Icon(Icons.send),
-                onPressed: () => _sendMessage(_controller.text),
+
+          const Spacer(),
+        ],
+      ),
+      Expanded(
+        child: ListView.builder(
+          reverse: true,
+          itemCount: _messages.length,
+          itemBuilder: (context, index) {
+            final message = _messages.reversed.toList()[index];
+            return ChatBubble(
+              message: message['message'],
+              isUser: message['role'] == 'user',
+            );
+          },
+        ),
+      ),
+      if (_isLoading)
+        const Padding(
+          padding: EdgeInsets.all(8.0),
+          child: CircularProgressIndicator(),
+        ),
+      Row(
+        children: [
+          Expanded(
+            child: TextField(
+              controller: _controller,
+              decoration: InputDecoration(
+                hintText: 'Ask something...',
+                border: OutlineInputBorder(
+                    borderRadius: BorderRadius.circular(8)),
               ),
-            ],
+              onSubmitted: _sendMessage,
+            ),
+          ),
+          IconButton(
+            icon: const Icon(Icons.send),
+            onPressed: () => _sendMessage(_controller.text),
           ),
         ],
       ),
-    );
-  }
+    ],
+  ),
+);
+
+
+
+}
 }
 
 class ChatBubble extends StatelessWidget {
-  final String message;
-  final bool isUser;
+final String message;
+final bool isUser;
 
-  const ChatBubble({super.key, required this.message, this.isUser = false});
+const ChatBubble({super.key, required this.message, this.isUser = false});
 
-  @override
-  Widget build(BuildContext context) {
-    return Align(
-      alignment: isUser ? Alignment.centerRight : Alignment.centerLeft,
-      child: Container(
-        margin: const EdgeInsets.symmetric(vertical: 4),
-        padding: const EdgeInsets.all(12),
-        decoration: BoxDecoration(
-          color: isUser
-              ? Theme.of(context).colorScheme.primaryContainer
-              : Theme.of(context).colorScheme.secondaryContainer,
-          borderRadius: BorderRadius.circular(8),
-        ),
-        child: Text(message),
-      ),
-    );
-  }
+@override
+Widget build(BuildContext context) {
+return Align(
+alignment: isUser ? Alignment.centerRight : Alignment.centerLeft,
+child: Container(
+margin: const EdgeInsets.symmetric(vertical: 4),
+padding: const EdgeInsets.all(12),
+decoration: BoxDecoration(
+color: isUser
+? Theme.of(context).colorScheme.primaryContainer
+: Theme.of(context).colorScheme.secondaryContainer,
+borderRadius: BorderRadius.circular(8),
+),
+child: Text(message),
+),
+);
 }
+}
\ No newline at end of file