prompt

main.py

@@ -161,20 +161,32 @@ class HealthcareChatbot:
             ## Available API Endpoints
             {endpoints_documentation}
 
-            ## User Query
-            "{user_query}"
+            ## User Query Analysis
+            - Original Query: "{user_query}"
+            - Language: {detected_language}
+            - Keywords: {extracted_keywords}
+            - Sentiment: {sentiment_analysis}
 
             ## Simple Decision Process
 
             **Step 1: Understand User Need**
             - What is the user trying to accomplish?
             - What specific action or information do they need?
-
-            **Step 2: Check if Need Matches Any Endpoint**
-            - Read each endpoint description in the documentation
-            - Check if the user's NEED can be fulfilled by ANY available endpoint
-            - If the user's need matches what an endpoint provides → intent = "API_ACTION"
-            - If no endpoint can fulfill the user's need → intent = "CONVERSATION"
+            - Consider the query in any language (Arabic, English, etc.)
+
+            **Step 2: Match Need to Endpoint Functionality**
+            - Read each endpoint description carefully
+            - Check if ANY endpoint is designed to fulfill the user's specific need
+            - Focus on WHAT the endpoint does, not HOW the user asked
+            - Examples of common needs:
+              * Getting reservations/appointments → Look for GET endpoints about appointments/bookings
+              * Booking appointments → Look for POST endpoints for appointments
+              * Updating profile → Look for PUT/PATCH endpoints for user data
+              * Getting medical records → Look for GET endpoints about records/history
+
+            **Step 3: Make Decision**
+            - If ANY endpoint can fulfill the user's need → intent = "API_ACTION"
+            - If NO endpoint can fulfill the user's need → intent = "CONVERSATION"
 
             **Step 2: Extract Details (only if API_ACTION)**
             - Select the matching endpoint
@@ -185,14 +197,14 @@ class HealthcareChatbot:
             {{
                 "intent": "CONVERSATION|API_ACTION",
                 "confidence": 0.0-1.0,
-                "reasoning": "Brief explanation of user's need and whether any endpoint can fulfill this need",
+                "reasoning": "1) User's need: [what user wants] 2) Endpoint match: [which endpoint can fulfill this need or why none can]",
                 "endpoint": "/endpoint/path/or/null",
                 "method": "HTTP_METHOD/or/null",
                 "params": {{}},
                 "missing_required": []
             }}
 
-            Analyze what the user needs, then check if any endpoint can fulfill that need. Respond with the JSON format.
+            Analyze what the user needs, find the matching endpoint functionality, and respond with the JSON format.
             """,
                 input_variables=["user_query", "detected_language", "extracted_keywords", 
                                 "sentiment_analysis", "endpoints_documentation"]