EximAgent

Landed cost breakdown

exim__landed__cost

Read-onlyIdempotent

Breaks down landed cost for an HS code into a market: FOB, freight, insurance and duties, per kg and as a share of FOB.

Input Schema

Name	Required	Description
`to`	No	Latest month, YYYY-MM.
`from`	No	Earliest month, YYYY-MM.
`limit`	No	max rows (1-1000, default 100)
`hsCode`	No	HS code at 2, 4 or 6 digits; shorter codes match the whole family (0901 = all coffee). Do not pad with zeros (090100 matches nothing).
`source`	No	dataset source filter
`originCountry`	No	Origin (exporting) country, ISO2 code (e.g. VN).
`destinationCountry`	No	Destination (importing) country, ISO2 code (e.g. US, DE).

Output Schema

Name	Required	Description	Default
`data`	Yes
`stats`	No
`_debug`	No
`summary`	Yes
`warnings`	No
`nextActions`	Yes
`correlationId`	No

Schema Changelog

Changes observed during successful MCP inspections.

Changed74 schema fields changedOct 14, 2026

changedInput schema / not / anyOf

Previous value: -[
-  {
-    "not": {
-      "anyOf": [
-        {
-          "properties": {
-            "hs": {
-              "minLength": 1,
-              "type": "string"
-            }
-          },
-          "required": [
-            "hs"
-          ]
-        },
-        {
-          "properties": {
-            "hs": {
-              "minLength": 1,
-              "type": "string"
-            }
-          },
-          "required": [
-            "hs"
-          ]
-        },
-        {
-          "properties": {
-            "dest": {
-              "minLength": 1,
-              "type": "string"
-            }
-          },
-          "required": [
-            "dest"
-          ]
-        }
-      ]
-    }
-  }
-]New value: +[
+  {
+    "not": {
+      "anyOf": [
+        {
+          "properties": {
+            "hsCode": {
+              "minLength": 1,
+              "type": "string"
+            }
+          },
+          "required": [
+            "hsCode"
+          ]
+        },
+        {
+          "properties": {
+            "hsCode": {
+              "minLength": 1,
+              "type": "string"
+            }
+          },
+          "required": [
+            "hsCode"
+          ]
+        },
+        {
+          "properties": {
+            "destinationCountry": {
+              "minLength": 1,
+              "type": "string"
+            }
+          },
+          "required": [
+            "destinationCountry"
+          ]
+        }
+      ]
+    }
+  }
+]

removedInput schema / properties / dest

Removed value: -{
-  "description": "destination/market country (ISO 2) (the importing country)",
-  "maxLength": 8000,
-  "type": "string"
-}

addedInput schema / properties / destinationCountry

Added value: +{
+  "description": "Destination (importing) country, ISO2 code (e.g. US, DE).",
+  "maxLength": 8000,
+  "type": "string"
+}

changedInput schema / properties / from / description

Previous value: -"earliest month (YYYY-MM; YYYY or YYYY-MM-DD also accepted)"New value: +"Earliest month, YYYY-MM."

removedInput schema / properties / hs

Removed value: -{
-  "description": "HS code at ANY granularity — 2/4/6-digit; a shorter code is a broader family (e.g. 0901 = all coffee). Do NOT pad to 6 digits: 090100 matches nothing.",
-  "maxLength": 8000,
-  "type": "string"
-}

addedInput schema / properties / hsCode

Added value: +{
+  "description": "HS code at 2, 4 or 6 digits; shorter codes match the whole family (0901 = all coffee). Do not pad with zeros (090100 matches nothing).",
+  "maxLength": 8000,
+  "type": "string"
+}

removedInput schema / properties / origin

Removed value: -{
-  "description": "origin country (ISO 2) (the sourcing country) filter",
-  "maxLength": 8000,
-  "type": "string"
-}

addedInput schema / properties / originCountry

Added value: +{
+  "description": "Origin (exporting) country, ISO2 code (e.g. VN).",
+  "maxLength": 8000,
+  "type": "string"
+}

changedInput schema / properties / to / description

Previous value: -"latest month (YYYY-MM; YYYY or YYYY-MM-DD also accepted)"New value: +"Latest month, YYYY-MM."

addedOutput schema / $defs / value0 / properties / breakdown

Added value: +{
+  "anyOf": [
+    {
+      "$ref": "#/$defs/value1"
+    },
+    {
+      "type": "null"
+    }
+  ]
+}

addedOutput schema / $defs / value0 / properties / dutyReason

Added value: +{
+  "anyOf": [
+    {
+      "$ref": "#/$defs/value12"
+    },
+    {
+      "type": "null"
+    }
+  ]
+}

addedOutput schema / $defs / value0 / properties / freightObservations
```
Added value: +{
+  "type": "integer"
+}
```
addedOutput schema / $defs / value0 / properties / insuranceObservations
```
Added value: +{
+  "type": "integer"
+}
```
addedOutput schema / $defs / value0 / properties / landedObservations
```
Added value: +{
+  "type": "integer"
+}
```

addedOutput schema / $defs / value0 / properties / landedReason

Added value: +{
+  "anyOf": [
+    {
+      "$ref": "#/$defs/value13"
+    },
+    {
+      "type": "null"
+    }
+  ]
+}

addedOutput schema / $defs / value0 / properties / shipmentsExcludedImplausible
```
Added value: +{
+  "type": "integer"
+}
```
addedOutput schema / $defs / value0 / properties / shipmentsUsed
```
Added value: +{
+  "type": "integer"
+}
```

changedOutput schema / $defs / value0 / required

Previous value: -[
-  "avgDutyUsd",
-  "avgFobUsd",
-  "avgFreightUsd",
-  "avgInsuranceUsd",
-  "avgLandedUsd",
-  "dutyObservations",
-  "dutyShare",
-  "firstSeen",
-  "fobShare",
-  "freightShare",
-  "landedOverFobPct",
-  "landedPerKg",
-  "lastSeen",
-  "medianFobUsd",
-  "shipmentCount",
-  "totalWeightKg"
-]New value: +[
+  "avgDutyUsd",
+  "avgFobUsd",
+  "avgFreightUsd",
+  "avgInsuranceUsd",
+  "avgLandedUsd",
+  "breakdown",
+  "dutyObservations",
+  "dutyReason",
+  "dutyShare",
+  "firstSeen",
+  "fobShare",
+  "freightObservations",
+  "freightShare",
+  "insuranceObservations",
+  "landedObservations",
+  "landedOverFobPct",
+  "landedPerKg",
+  "landedReason",
+  "lastSeen",
+  "medianFobUsd",
+  "shipmentCount",
+  "shipmentsExcludedImplausible",
+  "shipmentsUsed",
+  "totalWeightKg"
+]

addedOutput schema / $defs / value1 / additionalProperties
```
Added value: +false
```

removedOutput schema / $defs / value1 / anyOf

Removed value: -[
-  {
-    "items": {
-      "type": [
-        "null",
-        "boolean",
-        "number",
-        "string",
-        "array",
-        "object"
-      ]
-    },
-    "type": "array"
-  },
-  {
-    "type": "null"
-  }
-]

addedOutput schema / $defs / value1 / properties

Added value: +{
+  "duty": {
+    "$ref": "#/$defs/value4"
+  },
+  "freight": {
+    "$ref": "#/$defs/value6"
+  },
+  "goodsValue": {
+    "$ref": "#/$defs/value2"
+  },
+  "insurance": {
+    "$ref": "#/$defs/value8"
+  },
+  "landed": {
+    "$ref": "#/$defs/value10"
+  }
+}

addedOutput schema / $defs / value1 / required

Added value: +[
+  "duty",
+  "freight",
+  "goodsValue",
+  "insurance",
+  "landed"
+]

addedOutput schema / $defs / value1 / type
```
Added value: +"object"
```

addedOutput schema / $defs / value10

Added value: +{
+  "additionalProperties": false,
+  "properties": {
+    "meanUsd": {
+      "anyOf": [
+        {
+          "type": "number"
+        },
+        {
+          "type": "null"
+        }
+      ]
+    },
+    "medianUsd": {
+      "anyOf": [
+        {
+          "type": "number"
+        },
+        {
+          "type": "null"
+        }
+      ]
+    },
+    "observations": {
+      "type": "integer"
+    },
+    "reason": {
+      "anyOf": [
+        {
+          "$ref": "#/$defs/value11"
+        },
+        {
+          "type": "null"
+        }
+      ]
+    }
+  },
+  "required": [
+    "meanUsd",
+    "medianUsd",
+    "observations",
+    "reason"
+  ],
+  "type": "object"
+}

addedOutput schema / $defs / value11

Added value: +{
+  "additionalProperties": false,
+  "properties": {
+    "code": {
+      "type": "string"
+    },
+    "message": {
+      "type": "string"
+    }
+  },
+  "required": [
+    "code",
+    "message"
+  ],
+  "type": "object"
+}

addedOutput schema / $defs / value12

Added value: +{
+  "additionalProperties": false,
+  "properties": {
+    "code": {
+      "type": "string"
+    },
+    "message": {
+      "type": "string"
+    }
+  },
+  "required": [
+    "code",
+    "message"
+  ],
+  "type": "object"
+}

addedOutput schema / $defs / value13

Added value: +{
+  "additionalProperties": false,
+  "properties": {
+    "code": {
+      "type": "string"
+    },
+    "message": {
+      "type": "string"
+    }
+  },
+  "required": [
+    "code",
+    "message"
+  ],
+  "type": "object"
+}

addedOutput schema / $defs / value14

Added value: +{
+  "anyOf": [
+    {
+      "items": {
+        "type": [
+          "null",
+          "boolean",
+          "number",
+          "string",
+          "array",
+          "object"
+        ]
+      },
+      "type": "array"
+    },
+    {
+      "type": "null"
+    }
+  ]
+}

addedOutput schema / $defs / value15

Added value: +{
+  "anyOf": [
+    {
+      "items": {
+        "$ref": "#/$defs/value16"
+      },
+      "type": "array"
+    },
+    {
+      "type": "null"
+    }
+  ]
+}

addedOutput schema / $defs / value16

Added value: +{
+  "additionalProperties": false,
+  "properties": {
+    "command": {
+      "type": "string"
+    },
+    "cost": {
+      "type": "string"
+    },
+    "label": {
+      "type": "string"
+    },
+    "rationale": {
+      "type": "string"
+    }
+  },
+  "required": [
+    "command",
+    "cost",
+    "label",
+    "rationale"
+  ],
+  "type": "object"
+}

addedOutput schema / $defs / value17

Added value: +{
+  "anyOf": [
+    {
+      "additionalProperties": {
+        "type": "number"
+      },
+      "type": "object"
+    },
+    {
+      "type": "null"
+    }
+  ]
+}

addedOutput schema / $defs / value18

Added value: +{
+  "anyOf": [
+    {
+      "items": {
+        "$ref": "#/$defs/value19"
+      },
+      "type": "array"
+    },
+    {
+      "type": "null"
+    }
+  ]
+}

addedOutput schema / $defs / value19

Added value: +{
+  "additionalProperties": false,
+  "properties": {
+    "code": {
+      "type": "string"
+    },
+    "message": {
+      "type": "string"
+    }
+  },
+  "required": [
+    "code",
+    "message"
+  ],
+  "type": "object"
+}

addedOutput schema / $defs / value2 / additionalProperties
```
Added value: +false
```

removedOutput schema / $defs / value2 / anyOf

Removed value: -[
-  {
-    "items": {
-      "$ref": "#/$defs/value3"
-    },
-    "type": "array"
-  },
-  {
-    "type": "null"
-  }
-]

addedOutput schema / $defs / value2 / properties

Added value: +{
+  "meanUsd": {
+    "anyOf": [
+      {
+        "type": "number"
+      },
+      {
+        "type": "null"
+      }
+    ]
+  },
+  "medianUsd": {
+    "anyOf": [
+      {
+        "type": "number"
+      },
+      {
+        "type": "null"
+      }
+    ]
+  },
+  "observations": {
+    "type": "integer"
+  },
+  "reason": {
+    "anyOf": [
+      {
+        "$ref": "#/$defs/value3"
+      },
+      {
+        "type": "null"
+      }
+    ]
+  }
+}

addedOutput schema / $defs / value2 / required

Added value: +[
+  "meanUsd",
+  "medianUsd",
+  "observations",
+  "reason"
+]

addedOutput schema / $defs / value2 / type
```
Added value: +"object"
```

addedOutput schema / $defs / value20

Added value: +{
+  "anyOf": [
+    {
+      "additionalProperties": {
+        "type": [
+          "null",
+          "boolean",
+          "number",
+          "string",
+          "array",
+          "object"
+        ]
+      },
+      "type": "object"
+    },
+    {
+      "type": "null"
+    }
+  ]
+}

addedOutput schema / $defs / value3 / properties / code
```
Added value: +{
+  "type": "string"
+}
```
removedOutput schema / $defs / value3 / properties / command
```
Removed value: -{
-  "type": "string"
-}
```
removedOutput schema / $defs / value3 / properties / cost
```
Removed value: -{
-  "type": "string"
-}
```
removedOutput schema / $defs / value3 / properties / label
```
Removed value: -{
-  "type": "string"
-}
```
addedOutput schema / $defs / value3 / properties / message
```
Added value: +{
+  "type": "string"
+}
```
removedOutput schema / $defs / value3 / properties / rationale
```
Removed value: -{
-  "type": "string"
-}
```

changedOutput schema / $defs / value3 / required

Previous value: -[
-  "command",
-  "cost",
-  "label",
-  "rationale"
-]New value: +[
+  "code",
+  "message"
+]

addedOutput schema / $defs / value4 / additionalProperties
```
Added value: +false
```

removedOutput schema / $defs / value4 / anyOf

Removed value: -[
-  {
-    "additionalProperties": {
-      "type": "number"
-    },
-    "type": "object"
-  },
-  {
-    "type": "null"
-  }
-]

addedOutput schema / $defs / value4 / properties

Added value: +{
+  "meanUsd": {
+    "anyOf": [
+      {
+        "type": "number"
+      },
+      {
+        "type": "null"
+      }
+    ]
+  },
+  "medianUsd": {
+    "anyOf": [
+      {
+        "type": "number"
+      },
+      {
+        "type": "null"
+      }
+    ]
+  },
+  "observations": {
+    "type": "integer"
+  },
+  "reason": {
+    "anyOf": [
+      {
+        "$ref": "#/$defs/value5"
+      },
+      {
+        "type": "null"
+      }
+    ]
+  }
+}

addedOutput schema / $defs / value4 / required

Added value: +[
+  "meanUsd",
+  "medianUsd",
+  "observations",
+  "reason"
+]

addedOutput schema / $defs / value4 / type
```
Added value: +"object"
```
addedOutput schema / $defs / value5 / additionalProperties
```
Added value: +false
```

removedOutput schema / $defs / value5 / anyOf

Removed value: -[
-  {
-    "items": {
-      "$ref": "#/$defs/value6"
-    },
-    "type": "array"
-  },
-  {
-    "type": "null"
-  }
-]

addedOutput schema / $defs / value5 / properties

Added value: +{
+  "code": {
+    "type": "string"
+  },
+  "message": {
+    "type": "string"
+  }
+}

addedOutput schema / $defs / value5 / required
```
Added value: +[
+  "code",
+  "message"
+]
```
addedOutput schema / $defs / value5 / type
```
Added value: +"object"
```
removedOutput schema / $defs / value6 / properties / code
```
Removed value: -{
-  "type": "string"
-}
```

addedOutput schema / $defs / value6 / properties / meanUsd

Added value: +{
+  "anyOf": [
+    {
+      "type": "number"
+    },
+    {
+      "type": "null"
+    }
+  ]
+}

addedOutput schema / $defs / value6 / properties / medianUsd

Added value: +{
+  "anyOf": [
+    {
+      "type": "number"
+    },
+    {
+      "type": "null"
+    }
+  ]
+}

removedOutput schema / $defs / value6 / properties / message
```
Removed value: -{
-  "type": "string"
-}
```
addedOutput schema / $defs / value6 / properties / observations
```
Added value: +{
+  "type": "integer"
+}
```

addedOutput schema / $defs / value6 / properties / reason

Added value: +{
+  "anyOf": [
+    {
+      "$ref": "#/$defs/value7"
+    },
+    {
+      "type": "null"
+    }
+  ]
+}

changedOutput schema / $defs / value6 / required

Previous value: -[
-  "code",
-  "message"
-]New value: +[
+  "meanUsd",
+  "medianUsd",
+  "observations",
+  "reason"
+]

addedOutput schema / $defs / value7 / additionalProperties
```
Added value: +false
```

removedOutput schema / $defs / value7 / anyOf

Removed value: -[
-  {
-    "additionalProperties": {
-      "type": [
-        "null",
-        "boolean",
-        "number",
-        "string",
-        "array",
-        "object"
-      ]
-    },
-    "type": "object"
-  },
-  {
-    "type": "null"
-  }
-]

addedOutput schema / $defs / value7 / properties

Added value: +{
+  "code": {
+    "type": "string"
+  },
+  "message": {
+    "type": "string"
+  }
+}

addedOutput schema / $defs / value7 / required
```
Added value: +[
+  "code",
+  "message"
+]
```
addedOutput schema / $defs / value7 / type
```
Added value: +"object"
```

addedOutput schema / $defs / value8

Added value: +{
+  "additionalProperties": false,
+  "properties": {
+    "meanUsd": {
+      "anyOf": [
+        {
+          "type": "number"
+        },
+        {
+          "type": "null"
+        }
+      ]
+    },
+    "medianUsd": {
+      "anyOf": [
+        {
+          "type": "number"
+        },
+        {
+          "type": "null"
+        }
+      ]
+    },
+    "observations": {
+      "type": "integer"
+    },
+    "reason": {
+      "anyOf": [
+        {
+          "$ref": "#/$defs/value9"
+        },
+        {
+          "type": "null"
+        }
+      ]
+    }
+  },
+  "required": [
+    "meanUsd",
+    "medianUsd",
+    "observations",
+    "reason"
+  ],
+  "type": "object"
+}

addedOutput schema / $defs / value9

Added value: +{
+  "additionalProperties": false,
+  "properties": {
+    "code": {
+      "type": "string"
+    },
+    "message": {
+      "type": "string"
+    }
+  },
+  "required": [
+    "code",
+    "message"
+  ],
+  "type": "object"
+}

changedOutput schema / properties / _debug / $ref

Previous value: -"#/$defs/value7"New value: +"#/$defs/value20"

changedOutput schema / properties / nextActions / $ref

Previous value: -"#/$defs/value2"New value: +"#/$defs/value15"

changedOutput schema / properties / stats / $ref

Previous value: -"#/$defs/value4"New value: +"#/$defs/value17"

changedOutput schema / properties / warnings / $ref

Previous value: -"#/$defs/value5"New value: +"#/$defs/value18"

Changed74 schema fields changedOct 14, 2026

changedInput schema / not / anyOf

Previous value: -[
-  {
-    "not": {
-      "anyOf": [
-        {
-          "properties": {
-            "hsCode": {
-              "minLength": 1,
-              "type": "string"
-            }
-          },
-          "required": [
-            "hsCode"
-          ]
-        },
-        {
-          "properties": {
-            "hsCode": {
-              "minLength": 1,
-              "type": "string"
-            }
-          },
-          "required": [
-            "hsCode"
-          ]
-        },
-        {
-          "properties": {
-            "destinationCountry": {
-              "minLength": 1,
-              "type": "string"
-            }
-          },
-          "required": [
-            "destinationCountry"
-          ]
-        }
-      ]
-    }
-  }
-]New value: +[
+  {
+    "not": {
+      "anyOf": [
+        {
+          "properties": {
+            "hs": {
+              "minLength": 1,
+              "type": "string"
+            }
+          },
+          "required": [
+            "hs"
+          ]
+        },
+        {
+          "properties": {
+            "hs": {
+              "minLength": 1,
+              "type": "string"
+            }
+          },
+          "required": [
+            "hs"
+          ]
+        },
+        {
+          "properties": {
+            "dest": {
+              "minLength": 1,
+              "type": "string"
+            }
+          },
+          "required": [
+            "dest"
+          ]
+        }
+      ]
+    }
+  }
+]

addedInput schema / properties / dest

Added value: +{
+  "description": "destination/market country (ISO 2) (the importing country)",
+  "maxLength": 8000,
+  "type": "string"
+}

removedInput schema / properties / destinationCountry

Removed value: -{
-  "description": "Destination (importing) country, ISO2 code (e.g. US, DE).",
-  "maxLength": 8000,
-  "type": "string"
-}

changedInput schema / properties / from / description

Previous value: -"Earliest month, YYYY-MM."New value: +"earliest month (YYYY-MM; YYYY or YYYY-MM-DD also accepted)"

addedInput schema / properties / hs

Added value: +{
+  "description": "HS code at ANY granularity — 2/4/6-digit; a shorter code is a broader family (e.g. 0901 = all coffee). Do NOT pad to 6 digits: 090100 matches nothing.",
+  "maxLength": 8000,
+  "type": "string"
+}

removedInput schema / properties / hsCode

Removed value: -{
-  "description": "HS code at 2, 4 or 6 digits; shorter codes match the whole family (0901 = all coffee). Do not pad with zeros (090100 matches nothing).",
-  "maxLength": 8000,
-  "type": "string"
-}

addedInput schema / properties / origin

Added value: +{
+  "description": "origin country (ISO 2) (the sourcing country) filter",
+  "maxLength": 8000,
+  "type": "string"
+}

removedInput schema / properties / originCountry

Removed value: -{
-  "description": "Origin (exporting) country, ISO2 code (e.g. VN).",
-  "maxLength": 8000,
-  "type": "string"
-}

changedInput schema / properties / to / description

Previous value: -"Latest month, YYYY-MM."New value: +"latest month (YYYY-MM; YYYY or YYYY-MM-DD also accepted)"

removedOutput schema / $defs / value0 / properties / breakdown

Removed value: -{
-  "anyOf": [
-    {
-      "$ref": "#/$defs/value1"
-    },
-    {
-      "type": "null"
-    }
-  ]
-}

removedOutput schema / $defs / value0 / properties / dutyReason

Removed value: -{
-  "anyOf": [
-    {
-      "$ref": "#/$defs/value12"
-    },
-    {
-      "type": "null"
-    }
-  ]
-}

removedOutput schema / $defs / value0 / properties / freightObservations
```
Removed value: -{
-  "type": "integer"
-}
```
removedOutput schema / $defs / value0 / properties / insuranceObservations
```
Removed value: -{
-  "type": "integer"
-}
```
removedOutput schema / $defs / value0 / properties / landedObservations
```
Removed value: -{
-  "type": "integer"
-}
```

removedOutput schema / $defs / value0 / properties / landedReason

Removed value: -{
-  "anyOf": [
-    {
-      "$ref": "#/$defs/value13"
-    },
-    {
-      "type": "null"
-    }
-  ]
-}

removedOutput schema / $defs / value0 / properties / shipmentsExcludedImplausible
```
Removed value: -{
-  "type": "integer"
-}
```
removedOutput schema / $defs / value0 / properties / shipmentsUsed
```
Removed value: -{
-  "type": "integer"
-}
```

changedOutput schema / $defs / value0 / required

Previous value: -[
-  "avgDutyUsd",
-  "avgFobUsd",
-  "avgFreightUsd",
-  "avgInsuranceUsd",
-  "avgLandedUsd",
-  "breakdown",
-  "dutyObservations",
-  "dutyReason",
-  "dutyShare",
-  "firstSeen",
-  "fobShare",
-  "freightObservations",
-  "freightShare",
-  "insuranceObservations",
-  "landedObservations",
-  "landedOverFobPct",
-  "landedPerKg",
-  "landedReason",
-  "lastSeen",
-  "medianFobUsd",
-  "shipmentCount",
-  "shipmentsExcludedImplausible",
-  "shipmentsUsed",
-  "totalWeightKg"
-]New value: +[
+  "avgDutyUsd",
+  "avgFobUsd",
+  "avgFreightUsd",
+  "avgInsuranceUsd",
+  "avgLandedUsd",
+  "dutyObservations",
+  "dutyShare",
+  "firstSeen",
+  "fobShare",
+  "freightShare",
+  "landedOverFobPct",
+  "landedPerKg",
+  "lastSeen",
+  "medianFobUsd",
+  "shipmentCount",
+  "totalWeightKg"
+]

removedOutput schema / $defs / value1 / additionalProperties
```
Removed value: -false
```

addedOutput schema / $defs / value1 / anyOf

Added value: +[
+  {
+    "items": {
+      "type": [
+        "null",
+        "boolean",
+        "number",
+        "string",
+        "array",
+        "object"
+      ]
+    },
+    "type": "array"
+  },
+  {
+    "type": "null"
+  }
+]

removedOutput schema / $defs / value1 / properties

Removed value: -{
-  "duty": {
-    "$ref": "#/$defs/value4"
-  },
-  "freight": {
-    "$ref": "#/$defs/value6"
-  },
-  "goodsValue": {
-    "$ref": "#/$defs/value2"
-  },
-  "insurance": {
-    "$ref": "#/$defs/value8"
-  },
-  "landed": {
-    "$ref": "#/$defs/value10"
-  }
-}

removedOutput schema / $defs / value1 / required

Removed value: -[
-  "duty",
-  "freight",
-  "goodsValue",
-  "insurance",
-  "landed"
-]

removedOutput schema / $defs / value1 / type
```
Removed value: -"object"
```

removedOutput schema / $defs / value10

Removed value: -{
-  "additionalProperties": false,
-  "properties": {
-    "meanUsd": {
-      "anyOf": [
-        {
-          "type": "number"
-        },
-        {
-          "type": "null"
-        }
-      ]
-    },
-    "medianUsd": {
-      "anyOf": [
-        {
-          "type": "number"
-        },
-        {
-          "type": "null"
-        }
-      ]
-    },
-    "observations": {
-      "type": "integer"
-    },
-    "reason": {
-      "anyOf": [
-        {
-          "$ref": "#/$defs/value11"
-        },
-        {
-          "type": "null"
-        }
-      ]
-    }
-  },
-  "required": [
-    "meanUsd",
-    "medianUsd",
-    "observations",
-    "reason"
-  ],
-  "type": "object"
-}

removedOutput schema / $defs / value11

Removed value: -{
-  "additionalProperties": false,
-  "properties": {
-    "code": {
-      "type": "string"
-    },
-    "message": {
-      "type": "string"
-    }
-  },
-  "required": [
-    "code",
-    "message"
-  ],
-  "type": "object"
-}

removedOutput schema / $defs / value12

Removed value: -{
-  "additionalProperties": false,
-  "properties": {
-    "code": {
-      "type": "string"
-    },
-    "message": {
-      "type": "string"
-    }
-  },
-  "required": [
-    "code",
-    "message"
-  ],
-  "type": "object"
-}

removedOutput schema / $defs / value13

Removed value: -{
-  "additionalProperties": false,
-  "properties": {
-    "code": {
-      "type": "string"
-    },
-    "message": {
-      "type": "string"
-    }
-  },
-  "required": [
-    "code",
-    "message"
-  ],
-  "type": "object"
-}

removedOutput schema / $defs / value14

Removed value: -{
-  "anyOf": [
-    {
-      "items": {
-        "type": [
-          "null",
-          "boolean",
-          "number",
-          "string",
-          "array",
-          "object"
-        ]
-      },
-      "type": "array"
-    },
-    {
-      "type": "null"
-    }
-  ]
-}

removedOutput schema / $defs / value15

Removed value: -{
-  "anyOf": [
-    {
-      "items": {
-        "$ref": "#/$defs/value16"
-      },
-      "type": "array"
-    },
-    {
-      "type": "null"
-    }
-  ]
-}

removedOutput schema / $defs / value16

Removed value: -{
-  "additionalProperties": false,
-  "properties": {
-    "command": {
-      "type": "string"
-    },
-    "cost": {
-      "type": "string"
-    },
-    "label": {
-      "type": "string"
-    },
-    "rationale": {
-      "type": "string"
-    }
-  },
-  "required": [
-    "command",
-    "cost",
-    "label",
-    "rationale"
-  ],
-  "type": "object"
-}

removedOutput schema / $defs / value17

Removed value: -{
-  "anyOf": [
-    {
-      "additionalProperties": {
-        "type": "number"
-      },
-      "type": "object"
-    },
-    {
-      "type": "null"
-    }
-  ]
-}

removedOutput schema / $defs / value18

Removed value: -{
-  "anyOf": [
-    {
-      "items": {
-        "$ref": "#/$defs/value19"
-      },
-      "type": "array"
-    },
-    {
-      "type": "null"
-    }
-  ]
-}

removedOutput schema / $defs / value19

Removed value: -{
-  "additionalProperties": false,
-  "properties": {
-    "code": {
-      "type": "string"
-    },
-    "message": {
-      "type": "string"
-    }
-  },
-  "required": [
-    "code",
-    "message"
-  ],
-  "type": "object"
-}

removedOutput schema / $defs / value2 / additionalProperties
```
Removed value: -false
```

addedOutput schema / $defs / value2 / anyOf

Added value: +[
+  {
+    "items": {
+      "$ref": "#/$defs/value3"
+    },
+    "type": "array"
+  },
+  {
+    "type": "null"
+  }
+]

removedOutput schema / $defs / value2 / properties

Removed value: -{
-  "meanUsd": {
-    "anyOf": [
-      {
-        "type": "number"
-      },
-      {
-        "type": "null"
-      }
-    ]
-  },
-  "medianUsd": {
-    "anyOf": [
-      {
-        "type": "number"
-      },
-      {
-        "type": "null"
-      }
-    ]
-  },
-  "observations": {
-    "type": "integer"
-  },
-  "reason": {
-    "anyOf": [
-      {
-        "$ref": "#/$defs/value3"
-      },
-      {
-        "type": "null"
-      }
-    ]
-  }
-}

removedOutput schema / $defs / value2 / required

Removed value: -[
-  "meanUsd",
-  "medianUsd",
-  "observations",
-  "reason"
-]

removedOutput schema / $defs / value2 / type
```
Removed value: -"object"
```

removedOutput schema / $defs / value20

Removed value: -{
-  "anyOf": [
-    {
-      "additionalProperties": {
-        "type": [
-          "null",
-          "boolean",
-          "number",
-          "string",
-          "array",
-          "object"
-        ]
-      },
-      "type": "object"
-    },
-    {
-      "type": "null"
-    }
-  ]
-}

removedOutput schema / $defs / value3 / properties / code
```
Removed value: -{
-  "type": "string"
-}
```
addedOutput schema / $defs / value3 / properties / command
```
Added value: +{
+  "type": "string"
+}
```
addedOutput schema / $defs / value3 / properties / cost
```
Added value: +{
+  "type": "string"
+}
```
addedOutput schema / $defs / value3 / properties / label
```
Added value: +{
+  "type": "string"
+}
```
removedOutput schema / $defs / value3 / properties / message
```
Removed value: -{
-  "type": "string"
-}
```
addedOutput schema / $defs / value3 / properties / rationale
```
Added value: +{
+  "type": "string"
+}
```

changedOutput schema / $defs / value3 / required

Previous value: -[
-  "code",
-  "message"
-]New value: +[
+  "command",
+  "cost",
+  "label",
+  "rationale"
+]

removedOutput schema / $defs / value4 / additionalProperties
```
Removed value: -false
```

addedOutput schema / $defs / value4 / anyOf

Added value: +[
+  {
+    "additionalProperties": {
+      "type": "number"
+    },
+    "type": "object"
+  },
+  {
+    "type": "null"
+  }
+]

removedOutput schema / $defs / value4 / properties

Removed value: -{
-  "meanUsd": {
-    "anyOf": [
-      {
-        "type": "number"
-      },
-      {
-        "type": "null"
-      }
-    ]
-  },
-  "medianUsd": {
-    "anyOf": [
-      {
-        "type": "number"
-      },
-      {
-        "type": "null"
-      }
-    ]
-  },
-  "observations": {
-    "type": "integer"
-  },
-  "reason": {
-    "anyOf": [
-      {
-        "$ref": "#/$defs/value5"
-      },
-      {
-        "type": "null"
-      }
-    ]
-  }
-}

removedOutput schema / $defs / value4 / required

Removed value: -[
-  "meanUsd",
-  "medianUsd",
-  "observations",
-  "reason"
-]

removedOutput schema / $defs / value4 / type
```
Removed value: -"object"
```
removedOutput schema / $defs / value5 / additionalProperties
```
Removed value: -false
```

addedOutput schema / $defs / value5 / anyOf

Added value: +[
+  {
+    "items": {
+      "$ref": "#/$defs/value6"
+    },
+    "type": "array"
+  },
+  {
+    "type": "null"
+  }
+]

removedOutput schema / $defs / value5 / properties

Removed value: -{
-  "code": {
-    "type": "string"
-  },
-  "message": {
-    "type": "string"
-  }
-}

removedOutput schema / $defs / value5 / required
```
Removed value: -[
-  "code",
-  "message"
-]
```
removedOutput schema / $defs / value5 / type
```
Removed value: -"object"
```
addedOutput schema / $defs / value6 / properties / code
```
Added value: +{
+  "type": "string"
+}
```

removedOutput schema / $defs / value6 / properties / meanUsd

Removed value: -{
-  "anyOf": [
-    {
-      "type": "number"
-    },
-    {
-      "type": "null"
-    }
-  ]
-}

removedOutput schema / $defs / value6 / properties / medianUsd

Removed value: -{
-  "anyOf": [
-    {
-      "type": "number"
-    },
-    {
-      "type": "null"
-    }
-  ]
-}

addedOutput schema / $defs / value6 / properties / message
```
Added value: +{
+  "type": "string"
+}
```
removedOutput schema / $defs / value6 / properties / observations
```
Removed value: -{
-  "type": "integer"
-}
```

removedOutput schema / $defs / value6 / properties / reason

Removed value: -{
-  "anyOf": [
-    {
-      "$ref": "#/$defs/value7"
-    },
-    {
-      "type": "null"
-    }
-  ]
-}

changedOutput schema / $defs / value6 / required

Previous value: -[
-  "meanUsd",
-  "medianUsd",
-  "observations",
-  "reason"
-]New value: +[
+  "code",
+  "message"
+]

removedOutput schema / $defs / value7 / additionalProperties
```
Removed value: -false
```

addedOutput schema / $defs / value7 / anyOf

Added value: +[
+  {
+    "additionalProperties": {
+      "type": [
+        "null",
+        "boolean",
+        "number",
+        "string",
+        "array",
+        "object"
+      ]
+    },
+    "type": "object"
+  },
+  {
+    "type": "null"
+  }
+]

removedOutput schema / $defs / value7 / properties

Removed value: -{
-  "code": {
-    "type": "string"
-  },
-  "message": {
-    "type": "string"
-  }
-}

removedOutput schema / $defs / value7 / required
```
Removed value: -[
-  "code",
-  "message"
-]
```
removedOutput schema / $defs / value7 / type
```
Removed value: -"object"
```

removedOutput schema / $defs / value8

Removed value: -{
-  "additionalProperties": false,
-  "properties": {
-    "meanUsd": {
-      "anyOf": [
-        {
-          "type": "number"
-        },
-        {
-          "type": "null"
-        }
-      ]
-    },
-    "medianUsd": {
-      "anyOf": [
-        {
-          "type": "number"
-        },
-        {
-          "type": "null"
-        }
-      ]
-    },
-    "observations": {
-      "type": "integer"
-    },
-    "reason": {
-      "anyOf": [
-        {
-          "$ref": "#/$defs/value9"
-        },
-        {
-          "type": "null"
-        }
-      ]
-    }
-  },
-  "required": [
-    "meanUsd",
-    "medianUsd",
-    "observations",
-    "reason"
-  ],
-  "type": "object"
-}

removedOutput schema / $defs / value9

Removed value: -{
-  "additionalProperties": false,
-  "properties": {
-    "code": {
-      "type": "string"
-    },
-    "message": {
-      "type": "string"
-    }
-  },
-  "required": [
-    "code",
-    "message"
-  ],
-  "type": "object"
-}

changedOutput schema / properties / _debug / $ref

Previous value: -"#/$defs/value20"New value: +"#/$defs/value7"

changedOutput schema / properties / nextActions / $ref

Previous value: -"#/$defs/value15"New value: +"#/$defs/value2"

changedOutput schema / properties / stats / $ref

Previous value: -"#/$defs/value17"New value: +"#/$defs/value4"

changedOutput schema / properties / warnings / $ref

Previous value: -"#/$defs/value18"New value: +"#/$defs/value5"

Changed74 schema fields changedOct 14, 2026

changedInput schema / not / anyOf

Previous value: -[
-  {
-    "not": {
-      "anyOf": [
-        {
-          "properties": {
-            "hs": {
-              "minLength": 1,
-              "type": "string"
-            }
-          },
-          "required": [
-            "hs"
-          ]
-        },
-        {
-          "properties": {
-            "hs": {
-              "minLength": 1,
-              "type": "string"
-            }
-          },
-          "required": [
-            "hs"
-          ]
-        },
-        {
-          "properties": {
-            "dest": {
-              "minLength": 1,
-              "type": "string"
-            }
-          },
-          "required": [
-            "dest"
-          ]
-        }
-      ]
-    }
-  }
-]New value: +[
+  {
+    "not": {
+      "anyOf": [
+        {
+          "properties": {
+            "hsCode": {
+              "minLength": 1,
+              "type": "string"
+            }
+          },
+          "required": [
+            "hsCode"
+          ]
+        },
+        {
+          "properties": {
+            "hsCode": {
+              "minLength": 1,
+              "type": "string"
+            }
+          },
+          "required": [
+            "hsCode"
+          ]
+        },
+        {
+          "properties": {
+            "destinationCountry": {
+              "minLength": 1,
+              "type": "string"
+            }
+          },
+          "required": [
+            "destinationCountry"
+          ]
+        }
+      ]
+    }
+  }
+]

removedInput schema / properties / dest

Removed value: -{
-  "description": "destination/market country (ISO 2) (the importing country)",
-  "maxLength": 8000,
-  "type": "string"
-}

addedInput schema / properties / destinationCountry

Added value: +{
+  "description": "Destination (importing) country, ISO2 code (e.g. US, DE).",
+  "maxLength": 8000,
+  "type": "string"
+}

changedInput schema / properties / from / description

Previous value: -"earliest month (YYYY-MM; YYYY or YYYY-MM-DD also accepted)"New value: +"Earliest month, YYYY-MM."

removedInput schema / properties / hs

Removed value: -{
-  "description": "HS code at ANY granularity — 2/4/6-digit; a shorter code is a broader family (e.g. 0901 = all coffee). Do NOT pad to 6 digits: 090100 matches nothing.",
-  "maxLength": 8000,
-  "type": "string"
-}

addedInput schema / properties / hsCode

Added value: +{
+  "description": "HS code at 2, 4 or 6 digits; shorter codes match the whole family (0901 = all coffee). Do not pad with zeros (090100 matches nothing).",
+  "maxLength": 8000,
+  "type": "string"
+}

removedInput schema / properties / origin

Removed value: -{
-  "description": "origin country (ISO 2) (the sourcing country) filter",
-  "maxLength": 8000,
-  "type": "string"
-}

addedInput schema / properties / originCountry

Added value: +{
+  "description": "Origin (exporting) country, ISO2 code (e.g. VN).",
+  "maxLength": 8000,
+  "type": "string"
+}

changedInput schema / properties / to / description

Previous value: -"latest month (YYYY-MM; YYYY or YYYY-MM-DD also accepted)"New value: +"Latest month, YYYY-MM."

addedOutput schema / $defs / value0 / properties / breakdown

Added value: +{
+  "anyOf": [
+    {
+      "$ref": "#/$defs/value1"
+    },
+    {
+      "type": "null"
+    }
+  ]
+}

addedOutput schema / $defs / value0 / properties / dutyReason

Added value: +{
+  "anyOf": [
+    {
+      "$ref": "#/$defs/value12"
+    },
+    {
+      "type": "null"
+    }
+  ]
+}

addedOutput schema / $defs / value0 / properties / freightObservations
```
Added value: +{
+  "type": "integer"
+}
```
addedOutput schema / $defs / value0 / properties / insuranceObservations
```
Added value: +{
+  "type": "integer"
+}
```
addedOutput schema / $defs / value0 / properties / landedObservations
```
Added value: +{
+  "type": "integer"
+}
```

addedOutput schema / $defs / value0 / properties / landedReason

Added value: +{
+  "anyOf": [
+    {
+      "$ref": "#/$defs/value13"
+    },
+    {
+      "type": "null"
+    }
+  ]
+}

addedOutput schema / $defs / value0 / properties / shipmentsExcludedImplausible
```
Added value: +{
+  "type": "integer"
+}
```
addedOutput schema / $defs / value0 / properties / shipmentsUsed
```
Added value: +{
+  "type": "integer"
+}
```

changedOutput schema / $defs / value0 / required

Previous value: -[
-  "avgDutyUsd",
-  "avgFobUsd",
-  "avgFreightUsd",
-  "avgInsuranceUsd",
-  "avgLandedUsd",
-  "dutyObservations",
-  "dutyShare",
-  "firstSeen",
-  "fobShare",
-  "freightShare",
-  "landedOverFobPct",
-  "landedPerKg",
-  "lastSeen",
-  "medianFobUsd",
-  "shipmentCount",
-  "totalWeightKg"
-]New value: +[
+  "avgDutyUsd",
+  "avgFobUsd",
+  "avgFreightUsd",
+  "avgInsuranceUsd",
+  "avgLandedUsd",
+  "breakdown",
+  "dutyObservations",
+  "dutyReason",
+  "dutyShare",
+  "firstSeen",
+  "fobShare",
+  "freightObservations",
+  "freightShare",
+  "insuranceObservations",
+  "landedObservations",
+  "landedOverFobPct",
+  "landedPerKg",
+  "landedReason",
+  "lastSeen",
+  "medianFobUsd",
+  "shipmentCount",
+  "shipmentsExcludedImplausible",
+  "shipmentsUsed",
+  "totalWeightKg"
+]

addedOutput schema / $defs / value1 / additionalProperties
```
Added value: +false
```

removedOutput schema / $defs / value1 / anyOf

Removed value: -[
-  {
-    "items": {
-      "type": [
-        "null",
-        "boolean",
-        "number",
-        "string",
-        "array",
-        "object"
-      ]
-    },
-    "type": "array"
-  },
-  {
-    "type": "null"
-  }
-]

addedOutput schema / $defs / value1 / properties

Added value: +{
+  "duty": {
+    "$ref": "#/$defs/value4"
+  },
+  "freight": {
+    "$ref": "#/$defs/value6"
+  },
+  "goodsValue": {
+    "$ref": "#/$defs/value2"
+  },
+  "insurance": {
+    "$ref": "#/$defs/value8"
+  },
+  "landed": {
+    "$ref": "#/$defs/value10"
+  }
+}

addedOutput schema / $defs / value1 / required

Added value: +[
+  "duty",
+  "freight",
+  "goodsValue",
+  "insurance",
+  "landed"
+]

addedOutput schema / $defs / value1 / type
```
Added value: +"object"
```

addedOutput schema / $defs / value10

Added value: +{
+  "additionalProperties": false,
+  "properties": {
+    "meanUsd": {
+      "anyOf": [
+        {
+          "type": "number"
+        },
+        {
+          "type": "null"
+        }
+      ]
+    },
+    "medianUsd": {
+      "anyOf": [
+        {
+          "type": "number"
+        },
+        {
+          "type": "null"
+        }
+      ]
+    },
+    "observations": {
+      "type": "integer"
+    },
+    "reason": {
+      "anyOf": [
+        {
+          "$ref": "#/$defs/value11"
+        },
+        {
+          "type": "null"
+        }
+      ]
+    }
+  },
+  "required": [
+    "meanUsd",
+    "medianUsd",
+    "observations",
+    "reason"
+  ],
+  "type": "object"
+}

addedOutput schema / $defs / value11

Added value: +{
+  "additionalProperties": false,
+  "properties": {
+    "code": {
+      "type": "string"
+    },
+    "message": {
+      "type": "string"
+    }
+  },
+  "required": [
+    "code",
+    "message"
+  ],
+  "type": "object"
+}

addedOutput schema / $defs / value12

Added value: +{
+  "additionalProperties": false,
+  "properties": {
+    "code": {
+      "type": "string"
+    },
+    "message": {
+      "type": "string"
+    }
+  },
+  "required": [
+    "code",
+    "message"
+  ],
+  "type": "object"
+}

addedOutput schema / $defs / value13

Added value: +{
+  "additionalProperties": false,
+  "properties": {
+    "code": {
+      "type": "string"
+    },
+    "message": {
+      "type": "string"
+    }
+  },
+  "required": [
+    "code",
+    "message"
+  ],
+  "type": "object"
+}

addedOutput schema / $defs / value14

Added value: +{
+  "anyOf": [
+    {
+      "items": {
+        "type": [
+          "null",
+          "boolean",
+          "number",
+          "string",
+          "array",
+          "object"
+        ]
+      },
+      "type": "array"
+    },
+    {
+      "type": "null"
+    }
+  ]
+}

addedOutput schema / $defs / value15

Added value: +{
+  "anyOf": [
+    {
+      "items": {
+        "$ref": "#/$defs/value16"
+      },
+      "type": "array"
+    },
+    {
+      "type": "null"
+    }
+  ]
+}

addedOutput schema / $defs / value16

Added value: +{
+  "additionalProperties": false,
+  "properties": {
+    "command": {
+      "type": "string"
+    },
+    "cost": {
+      "type": "string"
+    },
+    "label": {
+      "type": "string"
+    },
+    "rationale": {
+      "type": "string"
+    }
+  },
+  "required": [
+    "command",
+    "cost",
+    "label",
+    "rationale"
+  ],
+  "type": "object"
+}

addedOutput schema / $defs / value17

Added value: +{
+  "anyOf": [
+    {
+      "additionalProperties": {
+        "type": "number"
+      },
+      "type": "object"
+    },
+    {
+      "type": "null"
+    }
+  ]
+}

addedOutput schema / $defs / value18

Added value: +{
+  "anyOf": [
+    {
+      "items": {
+        "$ref": "#/$defs/value19"
+      },
+      "type": "array"
+    },
+    {
+      "type": "null"
+    }
+  ]
+}

addedOutput schema / $defs / value19

Added value: +{
+  "additionalProperties": false,
+  "properties": {
+    "code": {
+      "type": "string"
+    },
+    "message": {
+      "type": "string"
+    }
+  },
+  "required": [
+    "code",
+    "message"
+  ],
+  "type": "object"
+}

addedOutput schema / $defs / value2 / additionalProperties
```
Added value: +false
```

removedOutput schema / $defs / value2 / anyOf

Removed value: -[
-  {
-    "items": {
-      "$ref": "#/$defs/value3"
-    },
-    "type": "array"
-  },
-  {
-    "type": "null"
-  }
-]

addedOutput schema / $defs / value2 / properties

Added value: +{
+  "meanUsd": {
+    "anyOf": [
+      {
+        "type": "number"
+      },
+      {
+        "type": "null"
+      }
+    ]
+  },
+  "medianUsd": {
+    "anyOf": [
+      {
+        "type": "number"
+      },
+      {
+        "type": "null"
+      }
+    ]
+  },
+  "observations": {
+    "type": "integer"
+  },
+  "reason": {
+    "anyOf": [
+      {
+        "$ref": "#/$defs/value3"
+      },
+      {
+        "type": "null"
+      }
+    ]
+  }
+}

addedOutput schema / $defs / value2 / required

Added value: +[
+  "meanUsd",
+  "medianUsd",
+  "observations",
+  "reason"
+]

addedOutput schema / $defs / value2 / type
```
Added value: +"object"
```

addedOutput schema / $defs / value20

Added value: +{
+  "anyOf": [
+    {
+      "additionalProperties": {
+        "type": [
+          "null",
+          "boolean",
+          "number",
+          "string",
+          "array",
+          "object"
+        ]
+      },
+      "type": "object"
+    },
+    {
+      "type": "null"
+    }
+  ]
+}

addedOutput schema / $defs / value3 / properties / code
```
Added value: +{
+  "type": "string"
+}
```
removedOutput schema / $defs / value3 / properties / command
```
Removed value: -{
-  "type": "string"
-}
```
removedOutput schema / $defs / value3 / properties / cost
```
Removed value: -{
-  "type": "string"
-}
```
removedOutput schema / $defs / value3 / properties / label
```
Removed value: -{
-  "type": "string"
-}
```
addedOutput schema / $defs / value3 / properties / message
```
Added value: +{
+  "type": "string"
+}
```
removedOutput schema / $defs / value3 / properties / rationale
```
Removed value: -{
-  "type": "string"
-}
```

changedOutput schema / $defs / value3 / required

Previous value: -[
-  "command",
-  "cost",
-  "label",
-  "rationale"
-]New value: +[
+  "code",
+  "message"
+]

addedOutput schema / $defs / value4 / additionalProperties
```
Added value: +false
```

removedOutput schema / $defs / value4 / anyOf

Removed value: -[
-  {
-    "additionalProperties": {
-      "type": "number"
-    },
-    "type": "object"
-  },
-  {
-    "type": "null"
-  }
-]

addedOutput schema / $defs / value4 / properties

Added value: +{
+  "meanUsd": {
+    "anyOf": [
+      {
+        "type": "number"
+      },
+      {
+        "type": "null"
+      }
+    ]
+  },
+  "medianUsd": {
+    "anyOf": [
+      {
+        "type": "number"
+      },
+      {
+        "type": "null"
+      }
+    ]
+  },
+  "observations": {
+    "type": "integer"
+  },
+  "reason": {
+    "anyOf": [
+      {
+        "$ref": "#/$defs/value5"
+      },
+      {
+        "type": "null"
+      }
+    ]
+  }
+}

addedOutput schema / $defs / value4 / required

Added value: +[
+  "meanUsd",
+  "medianUsd",
+  "observations",
+  "reason"
+]

addedOutput schema / $defs / value4 / type
```
Added value: +"object"
```
addedOutput schema / $defs / value5 / additionalProperties
```
Added value: +false
```

removedOutput schema / $defs / value5 / anyOf

Removed value: -[
-  {
-    "items": {
-      "$ref": "#/$defs/value6"
-    },
-    "type": "array"
-  },
-  {
-    "type": "null"
-  }
-]

addedOutput schema / $defs / value5 / properties

Added value: +{
+  "code": {
+    "type": "string"
+  },
+  "message": {
+    "type": "string"
+  }
+}

addedOutput schema / $defs / value5 / required
```
Added value: +[
+  "code",
+  "message"
+]
```
addedOutput schema / $defs / value5 / type
```
Added value: +"object"
```
removedOutput schema / $defs / value6 / properties / code
```
Removed value: -{
-  "type": "string"
-}
```

addedOutput schema / $defs / value6 / properties / meanUsd

Added value: +{
+  "anyOf": [
+    {
+      "type": "number"
+    },
+    {
+      "type": "null"
+    }
+  ]
+}

addedOutput schema / $defs / value6 / properties / medianUsd

Added value: +{
+  "anyOf": [
+    {
+      "type": "number"
+    },
+    {
+      "type": "null"
+    }
+  ]
+}

removedOutput schema / $defs / value6 / properties / message
```
Removed value: -{
-  "type": "string"
-}
```
addedOutput schema / $defs / value6 / properties / observations
```
Added value: +{
+  "type": "integer"
+}
```

addedOutput schema / $defs / value6 / properties / reason

Added value: +{
+  "anyOf": [
+    {
+      "$ref": "#/$defs/value7"
+    },
+    {
+      "type": "null"
+    }
+  ]
+}

changedOutput schema / $defs / value6 / required

Previous value: -[
-  "code",
-  "message"
-]New value: +[
+  "meanUsd",
+  "medianUsd",
+  "observations",
+  "reason"
+]

addedOutput schema / $defs / value7 / additionalProperties
```
Added value: +false
```

removedOutput schema / $defs / value7 / anyOf

Removed value: -[
-  {
-    "additionalProperties": {
-      "type": [
-        "null",
-        "boolean",
-        "number",
-        "string",
-        "array",
-        "object"
-      ]
-    },
-    "type": "object"
-  },
-  {
-    "type": "null"
-  }
-]

addedOutput schema / $defs / value7 / properties

Added value: +{
+  "code": {
+    "type": "string"
+  },
+  "message": {
+    "type": "string"
+  }
+}

addedOutput schema / $defs / value7 / required
```
Added value: +[
+  "code",
+  "message"
+]
```
addedOutput schema / $defs / value7 / type
```
Added value: +"object"
```

addedOutput schema / $defs / value8

Added value: +{
+  "additionalProperties": false,
+  "properties": {
+    "meanUsd": {
+      "anyOf": [
+        {
+          "type": "number"
+        },
+        {
+          "type": "null"
+        }
+      ]
+    },
+    "medianUsd": {
+      "anyOf": [
+        {
+          "type": "number"
+        },
+        {
+          "type": "null"
+        }
+      ]
+    },
+    "observations": {
+      "type": "integer"
+    },
+    "reason": {
+      "anyOf": [
+        {
+          "$ref": "#/$defs/value9"
+        },
+        {
+          "type": "null"
+        }
+      ]
+    }
+  },
+  "required": [
+    "meanUsd",
+    "medianUsd",
+    "observations",
+    "reason"
+  ],
+  "type": "object"
+}

addedOutput schema / $defs / value9

Added value: +{
+  "additionalProperties": false,
+  "properties": {
+    "code": {
+      "type": "string"
+    },
+    "message": {
+      "type": "string"
+    }
+  },
+  "required": [
+    "code",
+    "message"
+  ],
+  "type": "object"
+}

changedOutput schema / properties / _debug / $ref

Previous value: -"#/$defs/value7"New value: +"#/$defs/value20"

changedOutput schema / properties / nextActions / $ref

Previous value: -"#/$defs/value2"New value: +"#/$defs/value15"

changedOutput schema / properties / stats / $ref

Previous value: -"#/$defs/value4"New value: +"#/$defs/value17"

changedOutput schema / properties / warnings / $ref

Previous value: -"#/$defs/value5"New value: +"#/$defs/value18"

Changed17 schema fields changedOct 13, 2026

addedInput schema / not

Added value: +{
+  "anyOf": [
+    {
+      "not": {
+        "anyOf": [
+          {
+            "properties": {
+              "hs": {
+                "minLength": 1,
+                "type": "string"
+              }
+            },
+            "required": [
+              "hs"
+            ]
+          },
+          {
+            "properties": {
+              "hs": {
+                "minLength": 1,
+                "type": "string"
+              }
+            },
+            "required": [
+              "hs"
+            ]
+          },
+          {
+            "properties": {
+              "dest": {
+                "minLength": 1,
+                "type": "string"
+              }
+            },
+            "required": [
+              "dest"
+            ]
+          }
+        ]
+      }
+    }
+  ]
+}

removedInput schema / properties / --dest

Removed value: -{
-  "description": "destination/market country (ISO 2) (the importing country)",
-  "type": "string"
-}

removedInput schema / properties / --from

Removed value: -{
-  "description": "earliest month (YYYY-MM; YYYY or YYYY-MM-DD also accepted)",
-  "pattern": "^[0-9]{4}(-(0[1-9]|1[0-2])(-(0[1-9]|[12][0-9]|3[01]))?)?$",
-  "type": "string"
-}

removedInput schema / properties / --hs

Removed value: -{
-  "description": "HS code at ANY granularity — 2/4/6-digit; a shorter code is a broader family (e.g. 0901 = all coffee). Do NOT pad to 6 digits: 090100 matches nothing.",
-  "type": "string"
-}

removedInput schema / properties / --hs6

Removed value: -{
-  "description": "HS code at ANY granularity — 2/4/6-digit; a shorter code is a broader family (e.g. 0901 = all coffee). Do NOT pad to 6 digits: 090100 matches nothing.",
-  "type": "string"
-}

removedInput schema / properties / --limit

Removed value: -{
-  "description": "max rows (1-1000, default 100)",
-  "type": "integer"
-}

removedInput schema / properties / --origin

Removed value: -{
-  "description": "origin country (ISO 2) (the sourcing country) filter",
-  "type": "string"
-}

removedInput schema / properties / --source

Removed value: -{
-  "description": "dataset source filter",
-  "type": "string"
-}

removedInput schema / properties / --to

Removed value: -{
-  "description": "latest month (YYYY-MM; YYYY or YYYY-MM-DD also accepted)",
-  "pattern": "^[0-9]{4}(-(0[1-9]|1[0-2])(-(0[1-9]|[12][0-9]|3[01]))?)?$",
-  "type": "string"
-}

addedInput schema / properties / dest

Added value: +{
+  "description": "destination/market country (ISO 2) (the importing country)",
+  "maxLength": 8000,
+  "type": "string"
+}

addedInput schema / properties / from

Added value: +{
+  "description": "earliest month (YYYY-MM; YYYY or YYYY-MM-DD also accepted)",
+  "maxLength": 8000,
+  "pattern": "^[0-9]{4}(-(0[1-9]|1[0-2])(-(0[1-9]|[12][0-9]|3[01]))?)?$",
+  "type": "string"
+}

addedInput schema / properties / hs

Added value: +{
+  "description": "HS code at ANY granularity — 2/4/6-digit; a shorter code is a broader family (e.g. 0901 = all coffee). Do NOT pad to 6 digits: 090100 matches nothing.",
+  "maxLength": 8000,
+  "type": "string"
+}

addedInput schema / properties / limit

Added value: +{
+  "description": "max rows (1-1000, default 100)",
+  "maximum": 1000,
+  "minimum": 1,
+  "type": "integer"
+}

addedInput schema / properties / origin

Added value: +{
+  "description": "origin country (ISO 2) (the sourcing country) filter",
+  "maxLength": 8000,
+  "type": "string"
+}

addedInput schema / properties / source

Added value: +{
+  "description": "dataset source filter",
+  "maxLength": 8000,
+  "type": "string"
+}

addedInput schema / properties / to

Added value: +{
+  "description": "latest month (YYYY-MM; YYYY or YYYY-MM-DD also accepted)",
+  "maxLength": 8000,
+  "pattern": "^[0-9]{4}(-(0[1-9]|1[0-2])(-(0[1-9]|[12][0-9]|3[01]))?)?$",
+  "type": "string"
+}

changedOutput schema / (root)

Previous value: -nullNew value: +{
+  "$defs": {
+    "value0": {
+      "additionalProperties": false,
+      "properties": {
+        "avgDutyUsd": {
+          "anyOf": [
+            {
+              "type": "number"
+            },
+            {
+              "type": "null"
+            }
+          ]
+        },
+        "avgFobUsd": {
+          "anyOf": [
+            {
+              "type": "number"
+            },
+            {
+              "type": "null"
+            }
+          ]
+        },
+        "avgFreightUsd": {
+          "anyOf": [
+            {
+              "type": "number"
+            },
+            {
+              "type": "null"
+            }
+          ]
+        },
+        "avgInsuranceUsd": {
+          "anyOf": [
+            {
+              "type": "number"
+            },
+            {
+              "type": "null"
+            }
+          ]
+        },
+        "avgLandedUsd": {
+          "anyOf": [
+            {
+              "type": "number"
+            },
+            {
+              "type": "null"
+            }
+          ]
+        },
+        "dutyObservations": {
+          "type": "integer"
+        },
+        "dutyShare": {
+          "anyOf": [
+            {
+              "type": "number"
+            },
+            {
+              "type": "null"
+            }
+          ]
+        },
+        "firstSeen": {
+          "type": "string"
+        },
+        "fobShare": {
+          "anyOf": [
+            {
+              "type": "number"
+            },
+            {
+              "type": "null"
+            }
+          ]
+        },
+        "freightShare": {
+          "anyOf": [
+            {
+              "type": "number"
+            },
+            {
+              "type": "null"
+            }
+          ]
+        },
+        "landedOverFobPct": {
+          "anyOf": [
+            {
+              "type": "number"
+            },
+            {
+              "type": "null"
+            }
+          ]
+        },
+        "landedPerKg": {
+          "anyOf": [
+            {
+              "type": "number"
+            },
+            {
+              "type": "null"
+            }
+          ]
+        },
+        "lastSeen": {
+          "type": "string"
+        },
+        "medianFobUsd": {
+          "anyOf": [
+            {
+              "type": "number"
+            },
+            {
+              "type": "null"
+            }
+          ]
+        },
+        "shipmentCount": {
+          "type": "integer"
+        },
+        "totalWeightKg": {
+          "type": "number"
+        }
+      },
+      "required": [
+        "avgDutyUsd",
+        "avgFobUsd",
+        "avgFreightUsd",
+        "avgInsuranceUsd",
+        "avgLandedUsd",
+        "dutyObservations",
+        "dutyShare",
+        "firstSeen",
+        "fobShare",
+        "freightShare",
+        "landedOverFobPct",
+        "landedPerKg",
+        "lastSeen",
+        "medianFobUsd",
+        "shipmentCount",
+        "totalWeightKg"
+      ],
+      "type": "object"
+    },
+    "value1": {
+      "anyOf": [
+        {
+          "items": {
+            "type": [
+              "null",
+              "boolean",
+              "number",
+              "string",
+              "array",
+              "object"
+            ]
+          },
+          "type": "array"
+        },
+        {
+          "type": "null"
+        }
+      ]
+    },
+    "value2": {
+      "anyOf": [
+        {
+          "items": {
+            "$ref": "#/$defs/value3"
+          },
+          "type": "array"
+        },
+        {
+          "type": "null"
+        }
+      ]
+    },
+    "value3": {
+      "additionalProperties": false,
+      "properties": {
+        "command": {
+          "type": "string"
+        },
+        "cost": {
+          "type": "string"
+        },
+        "label": {
+          "type": "string"
+        },
+        "rationale": {
+          "type": "string"
+        }
+      },
+      "required": [
+        "command",
+        "cost",
+        "label",
+        "rationale"
+      ],
+      "type": "object"
+    },
+    "value4": {
+      "anyOf": [
+        {
+          "additionalProperties": {
+            "type": "number"
+          },
+          "type": "object"
+        },
+        {
+          "type": "null"
+        }
+      ]
+    },
+    "value5": {
+      "anyOf": [
+        {
+          "items": {
+            "$ref": "#/$defs/value6"
+          },
+          "type": "array"
+        },
+        {
+          "type": "null"
+        }
+      ]
+    },
+    "value6": {
+      "additionalProperties": false,
+      "properties": {
+        "code": {
+          "type": "string"
+        },
+        "message": {
+          "type": "string"
+        }
+      },
+      "required": [
+        "code",
+        "message"
+      ],
+      "type": "object"
+    },
+    "value7": {
+      "anyOf": [
+        {
+          "additionalProperties": {
+            "type": [
+              "null",
+              "boolean",
+              "number",
+              "string",
+              "array",
+              "object"
+            ]
+          },
+          "type": "object"
+        },
+        {
+          "type": "null"
+        }
+      ]
+    }
+  },
+  "additionalProperties": false,
+  "properties": {
+    "_debug": {
+      "$ref": "#/$defs/value7"
+    },
+    "correlationId": {
+      "type": "string"
+    },
+    "data": {
+      "additionalProperties": false,
+      "properties": {
+        "context": {
+          "type": [
+            "null",
+            "boolean",
+            "number",
+            "string",
+            "array",
+            "object"
+          ]
+        },
+        "cursor": {
+          "type": "string"
+        },
+        "has_more": {
+          "type": "boolean"
+        },
+        "items": {
+          "anyOf": [
+            {
+              "items": {
+                "$ref": "#/$defs/value0"
+              },
+              "type": "array"
+            },
+            {
+              "type": "null"
+            }
+          ]
+        }
+      },
+      "required": [
+        "context",
+        "has_more",
+        "items"
+      ],
+      "type": "object"
+    },
+    "nextActions": {
+      "$ref": "#/$defs/value2"
+    },
+    "stats": {
+      "$ref": "#/$defs/value4"
+    },
+    "summary": {
+      "type": "string"
+    },
+    "warnings": {
+      "$ref": "#/$defs/value5"
+    }
+  },
+  "required": [
+    "data",
+    "nextActions",
+    "summary"
+  ],
+  "type": "object"
+}

First observedOct 9, 2026

TDQS

A3.5/5.0

Behavior3/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

Annotations already declare readOnlyHint, idempotentHint and destructiveHint=false, so safety is covered and the bar is lower. The description does add output-shape behavior (decomposition into per-kg figures and FOB shares), but says nothing about aggregation level, date-range defaults, or what the convoluted at-least-one-of hsCode/destinationCountry constraint means in practice.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness5/5

Is the description appropriately sized, front-loaded, and free of redundancy?

A single front-loaded sentence with no filler: the action comes first, the scope next, the returned components last. Every clause carries information.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness3/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

An output schema exists, so return values need no prose. However, for a 7-param tool whose required-input rule is encoded as an opaque not/anyOf, the description leaves the agent to guess that at least one of HS code or destination country must be supplied, and gives no sense of grain (per shipment, per period, per kg) beyond the cost components.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters3/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

Schema description coverage is 100% across all 7 params, so the schema already documents hsCode formats, ISO2 country codes and date patterns; baseline 3 applies. The description adds no parameter-level detail and notably does not disambiguate which of hsCode/destinationCountry acts as 'the market', a point the schema expresses only through a hard-to-read not/anyOf construct.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose5/5

Does the description clearly state what the tool does and how it differs from similar tools?

States a specific verb and resource ('Breaks down landed cost') scoped to an HS code and a market, and names the exact output components (FOB, freight, insurance, duties) plus normalization (per kg, share of FOB). This is clearly distinguishable from siblings like exim__duty__exposure, exim__tariff and exim__trade__lookup without opening any schema.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines2/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

There is no when-to-use statement, no prerequisite (e.g. that a market/destination or HS code is needed), and no mention of alternatives such as duty exposure or tariff lookups that an agent might otherwise choose. Usage can only be inferred from the resource name.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

All EximAgent tools Inspect

Try in Browser

One endpoint for every MCP toolRayrun runs every MCP server behind one URL and holds the credentials. Each call is decided per client, tool, and argument, then recorded.ray.runAd

Glama MCP Gateway

Add one secure layer between your agents and this server.

Landed cost breakdown

Input Schema

Output Schema

Schema Changelog

TDQS

Glama MCP Gateway

Resources