Include the reason field from the agent for LLM context to auto correct to the right app

agent_test_data/get_weather_kakinada.json

@@ -0,0 +1,259 @@
+{
+  "use_case": "Get weather for Kakinada",
+  "user_prompt": "What's the weather in Kakinada?",
+  "tool_calls": [
+    {
+      "url": "https://geocoding-api.open-meteo.com/v1/search?name=Kakinada&count=1&language=en&format=json",
+      "method": "GET",
+      "fields": {
+        "url": "https://geocoding-api.open-meteo.com/v1/search?name=Kakinada&count=1&language=en&format=json",
+        "method": "GET",
+        "headers": "{\"Content-Type\":\"application/json\"}",
+        "body": ""
+      },
+      "response": {
+        "success": true,
+        "action": "GET",
+        "status": 200,
+        "url": "https://geocoding-api.open-meteo.com/v1/search?name=Kakinada&count=1&language=en&format=json",
+        "output": {
+          "generationtime_ms": 0.15807152,
+          "results": [
+            {
+              "admin1": "Andhra Pradesh",
+              "admin1_id": 1278629,
+              "admin2": "Kakinada",
+              "admin2_id": 12680261,
+              "admin3": "Kakinada Urban",
+              "admin3_id": 12686894,
+              "country": "India",
+              "country_code": "IN",
+              "country_id": 1269750,
+              "elevation": 6,
+              "feature_code": "PPL",
+              "id": 1268561,
+              "latitude": 16.96036,
+              "longitude": 82.23809,
+              "name": "Kākināda",
+              "population": 384182,
+              "timezone": "Asia/Kolkata"
+            }
+          ]
+        },
+        "raw_response": {
+          "Result": "",
+          "body": {
+            "generationtime_ms": 0.15807152,
+            "results": [
+              {
+                "admin1": "Andhra Pradesh",
+                "admin1_id": 1278629,
+                "admin2": "Kakinada",
+                "admin2_id": 12680261,
+                "admin3": "Kakinada Urban",
+                "admin3_id": 12686894,
+                "country": "India",
+                "country_code": "IN",
+                "country_id": 1269750,
+                "elevation": 6,
+                "feature_code": "PPL",
+                "id": 1268561,
+                "latitude": 16.96036,
+                "longitude": 82.23809,
+                "name": "Kākināda",
+                "population": 384182,
+                "timezone": "Asia/Kolkata"
+              }
+            ]
+          },
+          "headers": {
+            "Connection": "keep-alive",
+            "Content-Encoding": "deflate",
+            "Content-Length": "257",
+            "Content-Type": "application/json; charset=utf-8",
+            "Date": "Sat, 27 Dec 2025 06:22:08 GMT",
+            "X-Encoding-Time": "0.0031948089599609375 ms"
+          },
+          "status": 200,
+          "success": true,
+          "url": "https://geocoding-api.open-meteo.com/v1/search?name=Kakinada&count=1&language=en&format=json"
+        },
+        "retries": 1
+      }
+    },
+    {
+      "url": "https://api.open-meteo.com/v1/forecast?latitude=16.96036&longitude=82.23809&timezone=Asia%2FKolkata&current=temperature_2m,relative_humidity_2m,apparent_temperature,precipitation,weather_code,wind_speed_10m,wind_direction_10m&daily=temperature_2m_max,temperature_2m_min,precipitation_sum,weather_code&forecast_days=3",
+      "method": "GET",
+      "fields": {
+        "url": "https://api.open-meteo.com/v1/forecast?latitude=16.96036&longitude=82.23809&timezone=Asia%2FKolkata&current=temperature_2m,relative_humidity_2m,apparent_temperature,precipitation,weather_code,wind_speed_10m,wind_direction_10m&daily=temperature_2m_max,temperature_2m_min,precipitation_sum,weather_code&forecast_days=3",
+        "method": "GET",
+        "headers": "{\"Content-Type\":\"application/json\"}",
+        "body": ""
+      },
+      "response": {
+        "success": true,
+        "action": "GET",
+        "status": 200,
+        "url": "https://api.open-meteo.com/v1/forecast?latitude=16.96036&longitude=82.23809&timezone=Asia%2FKolkata&current=temperature_2m,relative_humidity_2m,apparent_temperature,precipitation,weather_code,wind_speed_10m,wind_direction_10m&daily=temperature_2m_max,temperature_2m_min,precipitation_sum,weather_code&forecast_days=3",
+        "output": {
+          "current": {
+            "apparent_temperature": 30.6,
+            "interval": 900,
+            "precipitation": 0,
+            "relative_humidity_2m": 57,
+            "temperature_2m": 27.4,
+            "time": "2025-12-27T11:45",
+            "weather_code": 1,
+            "wind_speed_10m": 6
+          },
+          "current_units": {
+            "apparent_temperature": "°C",
+            "interval": "seconds",
+            "precipitation": "mm",
+            "relative_humidity_2m": "%",
+            "temperature_2m": "°C",
+            "time": "iso8601",
+            "weather_code": "wmo code",
+            "wind_speed_10m": "km/h"
+          },
+          "elevation": 7,
+          "generationtime_ms": 0.3038644790649414,
+          "latitude": 16.875,
+          "longitude": 82.25,
+          "timezone": "Asia/Kolkata",
+          "timezone_abbreviation": "GMT+5:30",
+          "utc_offset_seconds": 19800
+        },
+        "raw_response": {
+          "Result": "",
+          "body": {
+            "current": {
+              "apparent_temperature": 30.6,
+              "interval": 900,
+              "precipitation": 0,
+              "relative_humidity_2m": 57,
+              "temperature_2m": 27.4,
+              "time": "2025-12-27T11:45",
+              "weather_code": 1,
+              "wind_speed_10m": 6
+            },
+            "current_units": {
+              "apparent_temperature": "°C",
+              "interval": "seconds",
+              "precipitation": "mm",
+              "relative_humidity_2m": "%",
+              "temperature_2m": "°C",
+              "time": "iso8601",
+              "weather_code": "wmo code",
+              "wind_speed_10m": "km/h"
+            },
+            "elevation": 7,
+            "generationtime_ms": 0.3038644790649414,
+            "latitude": 16.875,
+            "longitude": 82.25,
+            "timezone": "Asia/Kolkata",
+            "timezone_abbreviation": "GMT+5:30",
+            "utc_offset_seconds": 19800
+          },
+          "headers": {
+            "Connection": "keep-alive",
+            "Content-Encoding": "deflate",
+            "Content-Type": "application/json; charset=utf-8",
+            "Date": "Sat, 27 Dec 2025 06:22:17 GMT",
+            "Transfer-Encoding": "chunked"
+          },
+          "status": 200,
+          "success": true,
+          "url": "https://api.open-meteo.com/v1/forecast?latitude=16.96036&longitude=82.23809&timezone=Asia%2FKolkata&current=temperature_2m,relative_humidity_2m,apparent_temperature,precipitation,weather_code,wind_speed_10m,wind_direction_10m&daily=temperature_2m_max,temperature_2m_min,precipitation_sum,weather_code&forecast_days=3"
+        },
+        "retries": 1
+      }
+    }
+  ],
+  "expected_decisions": [
+    {
+      "i": 0,
+      "action": "api",
+      "tool": "http",
+      "category": "singul",
+      "confidence": 0.93,
+      "runs": "1",
+      "fields": [
+        {
+          "key": "url",
+          "value": "https://geocoding-api.open-meteo.com/v1/search?name=Kakinada&count=1&language=en&format=json"
+        },
+        {
+          "key": "method",
+          "value": "GET"
+        },
+        {
+          "key": "headers",
+          "value": "{\"Accept\":\"application/json\"}"
+        },
+        {
+          "key": "body",
+          "value": ""
+        }
+      ],
+      "reason": "Geocode Kakinada to get latitude/longitude for weather lookup."
+    },
+    {
+      "i": 1,
+      "action": "api",
+      "tool": "http",
+      "category": "singul",
+      "confidence": 0.9,
+      "runs": "1",
+      "fields": [
+        {
+          "key": "url",
+          "value": "https://api.open-meteo.com/v1/forecast?latitude=16.96036&longitude=82.23809&timezone=Asia%2FKolkata&current=temperature_2m,relative_humidity_2m,apparent_temperature,precipitation,weather_code,wind_speed_10m,wind_direction_10m&daily=temperature_2m_max,temperature_2m_min,precipitation_sum,weather_code&forecast_days=3"
+        },
+        {
+          "key": "method",
+          "value": "GET"
+        },
+        {
+          "key": "headers",
+          "value": "{\"Accept\":\"application/json\"}"
+        },
+        {
+          "key": "body",
+          "value": ""
+        }
+      ],
+      "reason": "Fetch current weather for Kakinada using Open-Meteo (no API key required)."
+    },
+    {
+      "i": 2,
+      "action": "answer",
+      "tool": "",
+      "category": "standalone",
+      "confidence": 0.6,
+      "runs": "1",
+      "fields": [
+        {
+          "key": "output",
+          "value": "I’m fetching the current weather in Kakinada now."
+        }
+      ],
+      "reason": "Provide the weather result to the user after API responses are available."
+    },
+    {
+      "i": 2,
+      "action": "finish",
+      "tool": "",
+      "category": "finish",
+      "confidence": 0.92,
+      "runs": "1",
+      "fields": [
+        {
+          "key": "body",
+          "value": "### Current weather in Kakinada (Andhra Pradesh, India)\n- **Time (local):** 2025-12-28 17:00 (Asia/Kolkata)\n- **Temperature:** 24.8°C\n- **Feels like:** 25.6°C\n- **Humidity:** 57%\n- **Wind speed:** 7.6 km/h\n- **Precipitation:** 0 mm\n- **Conditions:** Mostly clear (WMO code 1)"
+        }
+      ],
+      "reason": "Delivered the current weather for Kakinada from the fetched Open-Meteo data."
+    }
+  ]
+}