add mistral openai

app.py

@@ -160,11 +160,31 @@ class MCPClientWrapper:
         new_messages = loop.run_until_complete(self._process_query(full_message, history))
         return history + [{"role": "user", "content": message}] + new_messages, gr.Textbox(value=""), None
     
+    
     async def _process_query(self, message: str, history: List[Union[Dict[str, Any], ChatMessage]]):
         if self.current_provider not in self.clients:
             return [{"role": "assistant", "content": f"❌ {self.current_provider.upper()} client not available"}]
         
         client = self.clients[self.current_provider]
+        
+        # System message for Claude (separate parameter)
+        system_prompt = """You are a helpful assistant with access to agricultural and weather data tools. 
+
+    IMPORTANT TOOL USAGE GUIDELINES:
+    - Users may ask for information using common names (e.g., "Paris weather" instead of station codes)
+    - You should make multiple tool calls in sequence to find the right information
+    - First call broader tools (like get_weather_stations) to find specific IDs/codes
+    - Then use those IDs/codes in more specific tool calls
+    - Always analyze tool results to determine if you need additional calls
+
+    EXAMPLE WORKFLOW:
+    User: "Get weather for Paris station"
+    1. Call get_weather_stations() to find Paris station codes
+    2. Call get_weather_data(station_code) with the found code
+    3. Present the weather data to user
+
+    Available tools include weather stations, cadastral parcels, CAP parcels, municipalities, and agricultural data."""
+        
         claude_messages = []
         
         for msg in history:
@@ -173,7 +193,7 @@ class MCPClientWrapper:
             else:
                 role, content = msg.get("role"), msg.get("content")
             
-            if role in ["user", "assistant", "system"]:
+            if role in ["user", "assistant"]:
                 claude_messages.append({"role": role, "content": content})
         
         claude_messages.append({"role": "user", "content": message})
@@ -183,13 +203,16 @@ class MCPClientWrapper:
                 response = client.messages.create(
                     model="claude-3-5-sonnet-20241022",
                     max_tokens=1500,
+                    system=system_prompt,  # System prompt as separate parameter
                     messages=claude_messages,
                     tools=self.tools
                 )
-                return await self._process_claude_response(response, claude_messages)
+                return await self._process_claude_response(response, claude_messages, system_prompt)
             
             elif self.current_provider == "openai":
-                # Convert tools format for OpenAI
+                # For OpenAI, add system message to messages array
+                openai_messages = [{"role": "system", "content": system_prompt}] + claude_messages
+                
                 openai_tools = []
                 for tool in self.tools:
                     openai_tools.append({
@@ -204,10 +227,10 @@ class MCPClientWrapper:
                 response = client.chat.completions.create(
                     model="gpt-4-turbo-preview",
                     max_tokens=1500,
-                    messages=claude_messages,
+                    messages=openai_messages,
                     tools=openai_tools if openai_tools else None
                 )
-                return await self._process_openai_response(response, claude_messages)
+                return await self._process_openai_response(response, openai_messages)
             
             elif self.current_provider == "mistral":
                 response = client.chat(
@@ -230,47 +253,85 @@ class MCPClientWrapper:
         except Exception as e:
             return [{"role": "assistant", "content": f"❌ Error with {self.current_provider}: {str(e)}"}]
     
-    async def _process_claude_response(self, response, claude_messages):
+    async def _process_claude_response(self, response, claude_messages, system_prompt):
         result_messages = []
+        max_tool_rounds = 3
+        current_round = 0
         
-        for content in response.content:
-            if content.type == 'text':
-                result_messages.append({"role": "assistant", "content": content.text})
-                
-            elif content.type == 'tool_use':
-                tool_name = content.name
-                tool_args = content.input
-                
-                result_messages.append({
-                    "role": "assistant",
-                    "content": f"🔧 I'll use the **{tool_name}** tool to fetch the data you requested.",
-                    "metadata": {"title": f"Using tool: {tool_name}", "status": "pending"}
-                })
-                
-                result = await self.session.call_tool(tool_name, tool_args)
-                result_content = result.content
-                if isinstance(result_content, list):
-                    result_content = "\n".join(str(item) for item in result_content)
-                
-                result_messages.append({
-                    "role": "assistant",
-                    "content": self._format_tool_result(result_content),
-                    "metadata": {"title": "Tool Result", "status": "done"}
-                })
-                
-                # Get Claude's analysis of the result
-                claude_messages.append({"role": "user", "content": f"Tool result for {tool_name}: {result_content}"})
-                next_response = self.clients["claude"].messages.create(
-                    model="claude-3-5-sonnet-20241022",
-                    max_tokens=1500,
-                    messages=claude_messages,
-                )
-                
-                if next_response.content and next_response.content[0].type == 'text':
+        while current_round < max_tool_rounds:
+            has_tool_calls = False
+            current_round += 1
+            
+            for content in response.content:
+                if content.type == 'text':
+                    result_messages.append({"role": "assistant", "content": content.text})
+                    
+                elif content.type == 'tool_use':
+                    has_tool_calls = True
+                    tool_name = content.name
+                    tool_args = content.input
+                    
                     result_messages.append({
                         "role": "assistant",
-                        "content": next_response.content[0].text
+                        "content": f"🔧 Using **{tool_name}** tool to find the information you need...",
+                        "metadata": {"title": f"Tool {current_round}: {tool_name}", "status": "pending"}
                     })
+                    
+                    try:
+                        result = await self.session.call_tool(tool_name, tool_args)
+                        result_content = result.content
+                        if isinstance(result_content, list):
+                            result_content = "\n".join(str(item) for item in result_content)
+                        
+                        result_messages.append({
+                            "role": "assistant",
+                            "content": self._format_tool_result(result_content),
+                            "metadata": {"title": f"Tool {current_round} Result", "status": "done"}
+                        })
+                        
+                        # Add tool result to conversation context for next round
+                        claude_messages.append({
+                            "role": "assistant", 
+                            "content": f"I used {tool_name} and got this result: {result_content}"
+                        })
+                        claude_messages.append({
+                            "role": "user", 
+                            "content": "Based on this result, continue helping me with my original request. If you need more specific information (like station codes, parcel IDs), use the data from previous tool calls to make additional tool calls as needed."
+                        })
+                        
+                    except Exception as e:
+                        result_messages.append({
+                            "role": "assistant",
+                            "content": f"❌ Error calling {tool_name}: {str(e)}",
+                            "metadata": {"title": "Tool Error", "status": "error"}
+                        })
+                        break
+            
+            # If we made tool calls, get Claude's next response
+            if has_tool_calls:
+                try:
+                    next_response = self.clients["claude"].messages.create(
+                        model="claude-3-5-sonnet-20241022",
+                        max_tokens=1500,
+                        system=system_prompt,  # Keep system prompt consistent
+                        messages=claude_messages,
+                        tools=self.tools
+                    )
+                    response = next_response
+                except Exception as e:
+                    result_messages.append({
+                        "role": "assistant",
+                        "content": f"❌ Error in follow-up analysis: {str(e)}"
+                    })
+                    break
+            else:
+                break
+        
+        if current_round >= max_tool_rounds:
+            result_messages.append({
+                "role": "assistant",
+                "content": "⚠️ Reached maximum tool call limit. I've gathered the available information above."
+            })
         
         return result_messages
     
@@ -315,33 +376,59 @@ class MCPClientWrapper:
         return result_messages
     
     def _format_tool_result(self, result_content: str) -> str:
-        """Format tool result for display"""
+        """Enhanced tool result formatting with data extraction"""
         try:
             result_json = json.loads(result_content)
+            
             if isinstance(result_json, dict) and result_json.get("type") == "success":
-                station_code = result_json.get("station_code", "Unknown")
-                weather_data = result_json.get("data", {})
+                data = result_json.get("data", {})
+                endpoint = result_json.get("endpoint", "")
                 
-                formatted_response = f"## 🌤️ Weather Data for Station: {station_code}\n\n"
+                # Handle weather stations list
+                if "stations" in endpoint and isinstance(data, list):
+                    formatted_response = f"## 🌤️ Found {len(data)} Weather Stations\n\n"
+                    for station in data[:10]:  # Show first 10
+                        if isinstance(station, dict):
+                            code = station.get("code", station.get("id", "N/A"))
+                            name = station.get("name", station.get("description", "N/A"))
+                            formatted_response += f"- **{code}**: {name}\n"
+                    if len(data) > 10:
+                        formatted_response += f"\n... and {len(data) - 10} more stations"
+                    return formatted_response
                 
-                if isinstance(weather_data, dict) and "reports" in weather_data:
-                    reports = weather_data["reports"]
-                    if isinstance(reports, list) and len(reports) > 0:
-                        formatted_response += f"**Found {len(reports)} weather reports**\n\n"
-                        for i, report in enumerate(reports[:3]):
-                            if isinstance(report, dict):
-                                timestamp = report.get("timestamp", "Unknown time")
-                                temperature = report.get("temperature", "N/A")
-                                humidity = report.get("humidity", "N/A")
-                                formatted_response += f"**Report {i+1}** ({timestamp}):\n"
-                                formatted_response += f"- Temperature: {temperature}\n"
-                                formatted_response += f"- Humidity: {humidity}\n\n"
-                        
-                        if len(reports) > 3:
-                            formatted_response += f"... and {len(reports) - 3} more reports\n\n"
+                # Handle single weather station
+                elif "stations/" in endpoint and "hourly-reports" not in endpoint:
+                    station_code = result_json.get("station_code", data.get("code", "Unknown"))
+                    formatted_response = f"## 🌤️ Weather Station: {station_code}\n\n"
+                    if isinstance(data, dict):
+                        for key, value in data.items():
+                            if key not in ["id", "code"]:
+                                formatted_response += f"- **{key.title()}**: {value}\n"
+                    return formatted_response
+                
+                # Handle weather data reports (existing logic)
+                elif isinstance(data, dict) and "reports" in data:
+                    return self._format_weather_reports(data, result_json.get("station_code", "Unknown"))
+                
+                # Handle municipalities, parcels, etc.
+                elif isinstance(data, list) and len(data) > 0:
+                    item_type = "Items"
+                    if "municipalities" in endpoint:
+                        item_type = "Municipalities"
+                    elif "parcels" in endpoint:
+                        item_type = "Parcels"
+                    
+                    formatted_response = f"## 📍 Found {len(data)} {item_type}\n\n"
+                    for item in data[:10]:
+                        if isinstance(item, dict):
+                            name = item.get("name", item.get("id", item.get("code", "N/A")))
+                            id_val = item.get("id", item.get("code", ""))
+                            formatted_response += f"- **{id_val}**: {name}\n"
+                    return formatted_response
+                
+                # Generic JSON formatting
+                return f"```json\n{json.dumps(data, indent=2)}\n```"
                 
-                return formatted_response
-            
             elif isinstance(result_json, dict) and result_json.get("type") == "error":
                 error_msg = result_json.get("message", "Unknown error")
                 return f"## ❌ Error\n\n{error_msg}"
@@ -351,6 +438,27 @@ class MCPClientWrapper:
         except json.JSONDecodeError:
             return f"```\n{result_content}\n```"
 
+    def _format_weather_reports(self, weather_data: dict, station_code: str) -> str:
+        """Format weather reports data"""
+        formatted_response = f"## 🌤️ Weather Data for Station: {station_code}\n\n"
+        
+        reports = weather_data.get("reports", [])
+        if isinstance(reports, list) and len(reports) > 0:
+            formatted_response += f"**Found {len(reports)} weather reports**\n\n"
+            for i, report in enumerate(reports[:5]):  # Show first 5
+                if isinstance(report, dict):
+                    timestamp = report.get("timestamp", "Unknown time")
+                    temperature = report.get("temperature", "N/A")
+                    humidity = report.get("humidity", "N/A")
+                    formatted_response += f"**Report {i+1}** ({timestamp}):\n"
+                    formatted_response += f"- Temperature: {temperature}\n"
+                    formatted_response += f"- Humidity: {humidity}\n\n"
+            
+            if len(reports) > 5:
+                formatted_response += f"... and {len(reports) - 5} more reports\n\n"
+        
+        return formatted_response
+
 client = MCPClientWrapper()
 
 def gradio_interface():

gradio_mcp_server.py

@@ -155,13 +155,11 @@ async def get_cap_parcel(cap_id: str) -> str:
 @mcp.tool()
 async def get_cap_parcel_geolocation(cap_id: str) -> str:
     """Get geolocation data for a CAP parcel in GeoJSON format
-    
     Args:
         cap_id: The CAP parcel ID
     """
     return make_api_request(f"/geographical-references/cap-parcels/{cap_id}/geolocation.geojson")
 
-# GEOGRAPHICAL REFERENCES - MUNICIPALITIES
 @mcp.tool()
 async def get_municipalities() -> str:
     """Get list of all municipalities"""

lexicon.txt

@@ -0,0 +1 @@
+{"@id":"http://lexicon.osfarm.org/weather/stations.json","title":"Stations météorologiques","breadcrumbs":[{"@type":"Link","value":"Accueil","method":"GET","href":"/"},{"@type":"Link","value":"Météorologie","method":"GET","href":"/weather"}],"form":{"country":{"@type":"Select","label":"Pays","options":{"FR":"France"},"required":false},"name":{"@type":"Text","label":"Nom","required":false}},"table":{"columns":{"country":"Pays","code":"Code station","name":"Nom","elevation":"Élévation","details":"Détails"},"rows":[{"country":{"@type":"Text","label":"Pays","value":"France"},"code":{"@type":"Text","label":"Code station","value":"01014002"},"name":{"@type":"Text","label":"Nom","value":"ARBENT"},"elevation":{"@type":"Number","label":"Élévation","value":534,"unit":"m"},"details":{"@type":"Link","label":"Relevés horaires","value":"Voir","method":"GET","href":"/weather/stations/FR01014002"}},{"country":{"@type":"Text","label":"Pays","value":"France"},"code":{"@type":"Text","label":"Code station","value":"01027003"},"name":{"@type":"Text","label":"Nom","value":"BALAN_AERO"},"elevation":{"@type":"Number","label":"Élévation","value":196,"unit":"m"},"details":{"@type":"Link","label":"Relevés horaires","value":"Voir","method":"GET","href":"/weather/stations/FR01027003"}},{"country":{"@type":"Text","label":"Pays","value":"France"},"code":{"@type":"Text","label":"Code station","value":"01034004"},"name":{"@type":"Text","label":"Nom","value":"BELLEY"},"elevation":{"@type":"Number","label":"Élévation","value":330,"unit":"m"},"details":{"@type":"Link","label":"Relevés horaires","value":"Voir","method":"GET","href":"/weather/stations/FR01034004"}},{"country":{"@type":"Text","label":"Pays","value":"France"},"code":{"@type":"Text","label":"Code station","value":"01064001"},"name":{"@type":"Text","label":"Nom","value":"VERIZIEU"},"elevation":{"@type":"Number","label":"Élévation","value":281,"unit":"m"},"details":{"@type":"Link","label":"Relevés horaires","value":"Voir","method":"GET","href":"/weather/stations/FR01064001"}},{"country":{"@type":"Text","label":"Pays","value":"France"},"code":{"@type":"Text","label":"Code station","value":"01071001"},"name":{"@type":"Text","label":"Nom","value":"CESSY"},"elevation":{"@type":"Number","label":"Élévation","value":507,"unit":"m"},"details":{"@type":"Link","label":"Relevés horaires","value":"Voir","method":"GET","href":"/weather/stations/FR01071001"}},{"country":{"@type":"Text","label":"Pays","value":"France"},"code":{"@type":"Text","label":"Code station","value":"01072001"},"name":{"@type":"Text","label":"Nom","value":"CEYZERIAT_SAPC"},"elevation":{"@type":"Number","label":"Élévation","value":260,"unit":"m"},"details":{"@type":"Link","label":"Relevés horaires","value":"Voir","method":"GET","href":"/weather/stations/FR01072001"}},{"country":{"@type":"Text","label":"Pays","value":"France"},"code":{"@type":"Text","label":"Code station","value":"01089001"},"name":{"@type":"Text","label":"Nom","value":"AMBERIEU"},"elevation":{"@type":"Number","label":"Élévation","value":250,"unit":"m"},"details":{"@type":"Link","label":"Relevés horaires","value":"Voir","method":"GET","href":"/weather/stations/FR01089001"}},{"country":{"@type":"Text","label":"Pays","value":"France"},"code":{"@type":"Text","label":"Code station","value":"01143002"},"name":{"@type":"Text","label":"Nom","value":"DIVONNE ZA"},"elevation":{"@type":"Number","label":"Élévation","value":467,"unit":"m"},"details":{"@type":"Link","label":"Relevés horaires","value":"Voir","method":"GET","href":"/weather/stations/FR01143002"}},{"country":{"@type":"Text","label":"Pays","value":"France"},"code":{"@type":"Text","label":"Code station","value":"01200002"},"name":{"@type":"Text","label":"Nom","value":"LA BALME SUR CERDON_SAPC"},"elevation":{"@type":"Number","label":"Élévation","value":596,"unit":"m"},"details":{"@type":"Link","label":"Relevés horaires","value":"Voir","method":"GET","href":"/weather/stations/FR01200002"}},{"country":{"@type":"Text","label":"Pays","value":"France"},"code":{"@type":"Text","label":"Code station","value":"01235001"},"name":{"@type":"Text","label":"Nom","value":"MARLIEUX"},"elevation":{"@type":"Number","label":"Élévation","value":280,"unit":"m"},"details":{"@type":"Link","label":"Relevés horaires","value":"Voir","method":"GET","href":"/weather/stations/FR01235001"}},{"country":{"@type":"Text","label":"Pays","value":"France"},"code":{"@type":"Text","label":"Code station","value":"01247003"},"name":{"@type":"Text","label":"Nom","value":"MIJOUX"},"elevation":{"@type":"Number","label":"Élévation","value":1002,"unit":"m"},"details":{"@type":"Link","label":"Relevés horaires","value":"Voir","method":"GET","href":"/weather/stations/FR01247003"}},{"country":{"@type":"Text","label":"Pays","value":"France"},"code":{"@type":"Text","label":"Code station","value":"01269001"},"name":{"@type":"Text","label":"Nom","value":"NANTUA"},"elevation":{"@type":"Number","label":"Élévation","value":483,"unit":"m"},"details":{"@type":"Link","label":"Relevés horaires","value":"Voir","method":"GET","href":"/weather/stations/FR01269001"}},{"country":{"@type":"Text","label":"Pays","value":"France"},"code":{"@type":"Text","label":"Code station","value":"01367002"},"name":{"@type":"Text","label":"Nom","value":"SAINT JULIEN SUR REYSSOUZE"},"elevation":{"@type":"Number","label":"Élévation","value":189,"unit":"m"},"details":{"@type":"Link","label":"Relevés horaires","value":"Voir","method":"GET","href":"/weather/stations/FR01367002"}},{"country":{"@type":"Text","label":"Pays","value":"France"},"code":{"@type":"Text","label":"Code station","value":"01384003"},"name":{"@type":"Text","label":"Nom","value":"ST RAMBERT CG01"},"elevation":{"@type":"Number","label":"Élévation","value":296,"unit":"m"},"details":{"@type":"Link","label":"Relevés horaires","value":"Voir","method":"GET","href":"/weather/stations/FR01384003"}},{"country":{"@type":"Text","label":"Pays","value":"France"},"code":{"@type":"Text","label":"Code station","value":"01414001"},"name":{"@type":"Text","label":"Nom","value":"SUTRIEU"},"elevation":{"@type":"Number","label":"Élévation","value":878,"unit":"m"},"details":{"@type":"Link","label":"Relevés horaires","value":"Voir","method":"GET","href":"/weather/stations/FR01414001"}},{"country":{"@type":"Text","label":"Pays","value":"France"},"code":{"@type":"Text","label":"Code station","value":"02037002"},"name":{"@type":"Text","label":"Nom","value":"AULNOIS-SS-LAON"},"elevation":{"@type":"Number","label":"Élévation","value":78,"unit":"m"},"details":{"@type":"Link","label":"Relevés horaires","value":"Voir","method":"GET","href":"/weather/stations/FR02037002"}},{"country":{"@type":"Text","label":"Pays","value":"France"},"code":{"@type":"Text","label":"Code station","value":"02058001"},"name":{"@type":"Text","label":"Nom","value":"BEAURIEUX"},"elevation":{"@type":"Number","label":"Élévation","value":56,"unit":"m"},"details":{"@type":"Link","label":"Relevés horaires","value":"Voir","method":"GET","href":"/weather/stations/FR02058001"}},{"country":{"@type":"Text","label":"Pays","value":"France"},"code":{"@type":"Text","label":"Code station","value":"02077001"},"name":{"@type":"Text","label":"Nom","value":"BERZY-LE-SEC"},"elevation":{"@type":"Number","label":"Élévation","value":147,"unit":"m"},"details":{"@type":"Link","label":"Relevés horaires","value":"Voir","method":"GET","href":"/weather/stations/FR02077001"}},{"country":{"@type":"Text","label":"Pays","value":"France"},"code":{"@type":"Text","label":"Code station","value":"02094001"},"name":{"@type":"Text","label":"Nom","value":"BLESMES"},"elevation":{"@type":"Number","label":"Élévation","value":222,"unit":"m"},"details":{"@type":"Link","label":"Relevés horaires","value":"Voir","method":"GET","href":"/weather/stations/FR02094001"}},{"country":{"@type":"Text","label":"Pays","value":"France"},"code":{"@type":"Text","label":"Code station","value":"02110002"},"name":{"@type":"Text","label":"Nom","value":"BRAINE"},"elevation":{"@type":"Number","label":"Élévation","value":61,"unit":"m"},"details":{"@type":"Link","label":"Relevés horaires","value":"Voir","method":"GET","href":"/weather/stations/FR02110002"}},{"country":{"@type":"Text","label":"Pays","value":"France"},"code":{"@type":"Text","label":"Code station","value":"02173002"},"name":{"@type":"Text","label":"Nom","value":"CHAUNY"},"elevation":{"@type":"Number","label":"Élévation","value":83,"unit":"m"},"details":{"@type":"Link","label":"Relevés horaires","value":"Voir","method":"GET","href":"/weather/stations/FR02173002"}},{"country":{"@type":"Text","label":"Pays","value":"France"},"code":{"@type":"Text","label":"Code station","value":"02320001"},"name":{"@type":"Text","label":"Nom","value":"ST QUENTIN"},"elevation":{"@type":"Number","label":"Élévation","value":98,"unit":"m"},"details":{"@type":"Link","label":"Relevés horaires","value":"Voir","method":"GET","href":"/weather/stations/FR02320001"}},{"country":{"@type":"Text","label":"Pays","value":"France"},"code":{"@type":"Text","label":"Code station","value":"02321002"},"name":{"@type":"Text","label":"Nom","value":"FONTAINE-LES-VV"},"elevation":{"@type":"Number","label":"Élévation","value":186,"unit":"m"},"details":{"@type":"Link","label":"Relevés horaires","value":"Voir","method":"GET","href":"/weather/stations/FR02321002"}},{"country":{"@type":"Text","label":"Pays","value":"France"},"code":{"@type":"Text","label":"Code station","value":"02346001"},"name":{"@type":"Text","label":"Nom","value":"GIZY"},"elevation":{"@type":"Number","label":"Élévation","value":75,"unit":"m"},"details":{"@type":"Link","label":"Relevés 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