Skip to main content
Glama

EximAgent

by ai.eximagent
OverviewDiscussionsAdmin

Lapsed importers in a market

exim__market__churned
Read-onlyIdempotent

Lists importers that were active before the lookback window and have stopped importing since. Use it to find buyers who may need a new supplier.

Input Schema

NameRequiredDescriptionDefault
limitNomax rows (1-1000, default 100)
hsCodeNoHS code at 2, 4 or 6 digits; shorter codes match the whole family (0901 = all coffee). Do not pad with zeros (090100 matches nothing).
countryNoreporting country (ISO 2) to scope the directory
sinceMonthsNoLookback window in months, 1 to 120 (default 12).

Output Schema

NameRequiredDescriptionDefault
dataYes
statsNo
_debugNo
summaryYes
warningsNo
nextActionsYes
correlationIdNo

Schema Changelog

Changes observed during successful MCP inspections.

  1. Changed58 schema fields changed
    • addedOutput schema / $defs / value12 / additionalProperties
      Added value: +false
    • removedOutput schema / $defs / value12 / anyOf
      Removed value: -[
-  {
-    "items": {
-      "type": [
-        "null",
-        "boolean",
-        "number",
-        "string",
-        "array",
-        "object"
-      ]
-    },
-    "type": "array"
-  },
-  {
-    "type": "null"
-  }
-]
    • addedOutput schema / $defs / value12 / properties
      Added value: +{
+  "company": {
+    "anyOf": [
+      {
+        "$ref": "#/$defs/value14"
+      },
+      {
+        "type": "null"
+      }
+    ]
+  },
+  "fit": {
+    "anyOf": [
+      {
+        "$ref": "#/$defs/value13"
+      },
+      {
+        "type": "null"
+      }
+    ]
+  },
+  "membership": {
+    "anyOf": [
+      {
+        "$ref": "#/$defs/value15"
+      },
+      {
+        "type": "null"
+      }
+    ]
+  },
+  "pending": {
+    "anyOf": [
+      {
+        "$ref": "#/$defs/value18"
+      },
+      {
+        "type": "null"
+      }
+    ]
+  }
+}
    • addedOutput schema / $defs / value12 / type
      Added value: +"object"
    • addedOutput schema / $defs / value13 / additionalProperties
      Added value: +false
    • removedOutput schema / $defs / value13 / anyOf
      Removed value: -[
-  {
-    "items": {
-      "$ref": "#/$defs/value14"
-    },
-    "type": "array"
-  },
-  {
-    "type": "null"
-  }
-]
    • addedOutput schema / $defs / value13 / properties
      Added value: +{
+  "company_id": {
+    "anyOf": [
+      {
+        "format": "uuid",
+        "type": "string"
+      },
+      {
+        "type": "null"
+      }
+    ]
+  },
+  "created_at": {
+    "anyOf": [
+      {
+        "type": "string"
+      },
+      {
+        "type": "null"
+      }
+    ]
+  },
+  "discovery_source": {
+    "type": "string"
+  },
+  "evidence_tier": {
+    "type": "integer"
+  },
+  "id": {
+    "anyOf": [
+      {
+        "format": "uuid",
+        "type": "string"
+      },
+      {
+        "type": "null"
+      }
+    ]
+  },
+  "match_reasons": {
+    "anyOf": [
+      {
+        "type": "string"
+      },
+      {
+        "type": "null"
+      }
+    ]
+  },
+  "priority": {
+    "anyOf": [
+      {
+        "type": "string"
+      },
+      {
+        "type": "null"
+      }
+    ]
+  },
+  "reasoning": {
+    "anyOf": [
+      {
+        "type": "string"
+      },
+      {
+        "type": "null"
+      }
+    ]
+  },
+  "score": {
+    "anyOf": [
+      {
+        "type": "number"
+      },
+      {
+        "type": "null"
+      }
+    ]
+  },
+  "target_id": {
+    "anyOf": [
+      {
+        "format": "uuid",
+        "type": "string"
+      },
+      {
+        "type": "null"
+      }
+    ]
+  },
+  "target_kind": {
+    "type": "string"
+  },
+  "updated_at": {
+    "anyOf": [
+      {
+        "type": "string"
+      },
+      {
+        "type": "null"
+      }
+    ]
+  },
+  "user_id": {
+    "type": "string"
+  }
+}
    • addedOutput schema / $defs / value13 / required
      Added value: +[
+  "company_id",
+  "created_at",
+  "discovery_source",
+  "evidence_tier",
+  "id",
+  "match_reasons",
+  "priority",
+  "reasoning",
+  "score",
+  "target_id",
+  "target_kind",
+  "updated_at",
+  "user_id"
+]
    • addedOutput schema / $defs / value13 / type
      Added value: +"object"
    • addedOutput schema / $defs / value14 / properties / address
      Added value: +{
+  "anyOf": [
+    {
+      "type": "string"
+    },
+    {
+      "type": "null"
+    }
+  ]
+}
    • addedOutput schema / $defs / value14 / properties / base_url
      Added value: +{
+  "anyOf": [
+    {
+      "type": "string"
+    },
+    {
+      "type": "null"
+    }
+  ]
+}
    • addedOutput schema / $defs / value14 / properties / canonical_url
      Added value: +{
+  "type": "string"
+}
    • removedOutput schema / $defs / value14 / properties / command
      Removed value: -{
-  "type": "string"
-}
    • removedOutput schema / $defs / value14 / properties / cost
      Removed value: -{
-  "type": "string"
-}
    • addedOutput schema / $defs / value14 / properties / country
      Added value: +{
+  "anyOf": [
+    {
+      "type": "string"
+    },
+    {
+      "type": "null"
+    }
+  ]
+}
    • addedOutput schema / $defs / value14 / properties / description
      Added value: +{
+  "anyOf": [
+    {
+      "type": "string"
+    },
+    {
+      "type": "null"
+    }
+  ]
+}
    • addedOutput schema / $defs / value14 / properties / id
      Added value: +{
+  "anyOf": [
+    {
+      "format": "uuid",
+      "type": "string"
+    },
+    {
+      "type": "null"
+    }
+  ]
+}
    • addedOutput schema / $defs / value14 / properties / industry
      Added value: +{
+  "anyOf": [
+    {
+      "type": "string"
+    },
+    {
+      "type": "null"
+    }
+  ]
+}
    • removedOutput schema / $defs / value14 / properties / label
      Removed value: -{
-  "type": "string"
-}
    • addedOutput schema / $defs / value14 / properties / name
      Added value: +{
+  "type": "string"
+}
    • removedOutput schema / $defs / value14 / properties / rationale
      Removed value: -{
-  "type": "string"
-}
    • addedOutput schema / $defs / value14 / properties / resolution_source
      Added value: +{
+  "type": "string"
+}
    • addedOutput schema / $defs / value14 / properties / trade_potential
      Added value: +{
+  "anyOf": [
+    {
+      "type": "number"
+    },
+    {
+      "type": "null"
+    }
+  ]
+}
    • addedOutput schema / $defs / value14 / properties / trade_potential_reasoning
      Added value: +{
+  "anyOf": [
+    {
+      "type": "string"
+    },
+    {
+      "type": "null"
+    }
+  ]
+}
    • addedOutput schema / $defs / value14 / properties / updated_at
      Added value: +{
+  "anyOf": [
+    {
+      "type": "string"
+    },
+    {
+      "type": "null"
+    }
+  ]
+}
    • addedOutput schema / $defs / value14 / properties / url
      Added value: +{
+  "anyOf": [
+    {
+      "type": "string"
+    },
+    {
+      "type": "null"
+    }
+  ]
+}
    • changedOutput schema / $defs / value14 / required
      Previous value: -[
-  "command",
-  "cost",
-  "label",
-  "rationale"
-]New value: +[
+  "address",
+  "base_url",
+  "canonical_url",
+  "country",
+  "description",
+  "id",
+  "industry",
+  "name",
+  "resolution_source",
+  "trade_potential",
+  "trade_potential_reasoning",
+  "updated_at",
+  "url"
+]
    • addedOutput schema / $defs / value15 / additionalProperties
      Added value: +false
    • removedOutput schema / $defs / value15 / anyOf
      Removed value: -[
-  {
-    "additionalProperties": {
-      "type": "number"
-    },
-    "type": "object"
-  },
-  {
-    "type": "null"
-  }
-]
    • addedOutput schema / $defs / value15 / properties
      Added value: +{
+  "ai_column_meta": {
+    "type": [
+      "null",
+      "boolean",
+      "number",
+      "string",
+      "array",
+      "object"
+    ]
+  },
+  "ai_column_values": {
+    "$ref": "#/$defs/value17"
+  },
+  "canonical_url": {
+    "type": "string"
+  },
+  "collection_id": {
+    "anyOf": [
+      {
+        "format": "uuid",
+        "type": "string"
+      },
+      {
+        "type": "null"
+      }
+    ]
+  },
+  "company_country": {
+    "anyOf": [
+      {
+        "type": "string"
+      },
+      {
+        "type": "null"
+      }
+    ]
+  },
+  "company_id": {
+    "anyOf": [
+      {
+        "format": "uuid",
+        "type": "string"
+      },
+      {
+        "type": "null"
+      }
+    ]
+  },
+  "company_name": {
+    "type": "string"
+  },
+  "company_url": {
+    "anyOf": [
+      {
+        "type": "string"
+      },
+      {
+        "type": "null"
+      }
+    ]
+  },
+  "created_at": {
+    "anyOf": [
+      {
+        "type": "string"
+      },
+      {
+        "type": "null"
+      }
+    ]
+  },
+  "discovery_source": {
+    "anyOf": [
+      {
+        "type": "string"
+      },
+      {
+        "type": "null"
+      }
+    ]
+  },
+  "id": {
+    "anyOf": [
+      {
+        "format": "uuid",
+        "type": "string"
+      },
+      {
+        "type": "null"
+      }
+    ]
+  },
+  "keywords": {
+    "$ref": "#/$defs/value16"
+  },
+  "match_reasons": {
+    "anyOf": [
+      {
+        "type": "string"
+      },
+      {
+        "type": "null"
+      }
+    ]
+  },
+  "outreach_stage": {
+    "anyOf": [
+      {
+        "type": "string"
+      },
+      {
+        "type": "null"
+      }
+    ]
+  },
+  "priority": {
+    "anyOf": [
+      {
+        "type": "string"
+      },
+      {
+        "type": "null"
+      }
+    ]
+  },
+  "reasoning": {
+    "anyOf": [
+      {
+        "type": "string"
+      },
+      {
+        "type": "null"
+      }
+    ]
+  },
+  "score": {
+    "anyOf": [
+      {
+        "type": "number"
+      },
+      {
+        "type": "null"
+      }
+    ]
+  },
+  "updated_at": {
+    "anyOf": [
+      {
+        "type": "string"
+      },
+      {
+        "type": "null"
+      }
+    ]
+  }
+}
    • addedOutput schema / $defs / value15 / required
      Added value: +[
+  "ai_column_meta",
+  "ai_column_values",
+  "canonical_url",
+  "collection_id",
+  "company_country",
+  "company_id",
+  "company_name",
+  "company_url",
+  "created_at",
+  "discovery_source",
+  "id",
+  "keywords",
+  "match_reasons",
+  "outreach_stage",
+  "priority",
+  "reasoning",
+  "score",
+  "updated_at"
+]
    • addedOutput schema / $defs / value15 / type
      Added value: +"object"
    • changedOutput schema / $defs / value16 / anyOf
      Previous value: -[
-  {
-    "items": {
-      "$ref": "#/$defs/value17"
-    },
-    "type": "array"
-  },
-  {
-    "type": "null"
-  }
-]New value: +[
+  {
+    "items": {
+      "type": "string"
+    },
+    "type": "array"
+  },
+  {
+    "type": "null"
+  }
+]
    • removedOutput schema / $defs / value17 / additionalProperties
      Removed value: -false
    • addedOutput schema / $defs / value17 / anyOf
      Added value: +[
+  {
+    "type": "string"
+  },
+  {
+    "type": "null"
+  }
+]
    • removedOutput schema / $defs / value17 / properties
      Removed value: -{
-  "code": {
-    "type": "string"
-  },
-  "message": {
-    "type": "string"
-  }
-}
    • removedOutput schema / $defs / value17 / required
      Removed value: -[
-  "code",
-  "message"
-]
    • removedOutput schema / $defs / value17 / type
      Removed value: -"object"
    • addedOutput schema / $defs / value18 / additionalProperties
      Added value: +false
    • removedOutput schema / $defs / value18 / anyOf
      Removed value: -[
-  {
-    "additionalProperties": {
-      "type": [
-        "null",
-        "boolean",
-        "number",
-        "string",
-        "array",
-        "object"
-      ]
-    },
-    "type": "object"
-  },
-  {
-    "type": "null"
-  }
-]
    • addedOutput schema / $defs / value18 / properties
      Added value: +{
+  "displayName": {
+    "type": "string"
+  },
+  "message": {
+    "type": "string"
+  },
+  "pendingId": {
+    "type": "string"
+  },
+  "reportingCountry": {
+    "type": "string"
+  },
+  "status": {
+    "type": "string"
+  }
+}
    • addedOutput schema / $defs / value18 / required
      Added value: +[
+  "displayName",
+  "message",
+  "pendingId",
+  "reportingCountry",
+  "status"
+]
    • addedOutput schema / $defs / value18 / type
      Added value: +"object"
    • addedOutput schema / $defs / value19
      Added value: +{
+  "additionalProperties": false,
+  "properties": {
+    "id": {
+      "type": "string"
+    },
+    "url": {
+      "type": "string"
+    }
+  },
+  "required": [
+    "id",
+    "url"
+  ],
+  "type": "object"
+}
    • addedOutput schema / $defs / value20
      Added value: +{
+  "anyOf": [
+    {
+      "items": {
+        "type": [
+          "null",
+          "boolean",
+          "number",
+          "string",
+          "array",
+          "object"
+        ]
+      },
+      "type": "array"
+    },
+    {
+      "type": "null"
+    }
+  ]
+}
    • addedOutput schema / $defs / value21
      Added value: +{
+  "anyOf": [
+    {
+      "items": {
+        "$ref": "#/$defs/value22"
+      },
+      "type": "array"
+    },
+    {
+      "type": "null"
+    }
+  ]
+}
    • addedOutput schema / $defs / value22
      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 / value23
      Added value: +{
+  "anyOf": [
+    {
+      "additionalProperties": {
+        "type": "number"
+      },
+      "type": "object"
+    },
+    {
+      "type": "null"
+    }
+  ]
+}
    • addedOutput schema / $defs / value24
      Added value: +{
+  "anyOf": [
+    {
+      "items": {
+        "$ref": "#/$defs/value25"
+      },
+      "type": "array"
+    },
+    {
+      "type": "null"
+    }
+  ]
+}
    • addedOutput schema / $defs / value25
      Added value: +{
+  "additionalProperties": false,
+  "properties": {
+    "code": {
+      "type": "string"
+    },
+    "message": {
+      "type": "string"
+    }
+  },
+  "required": [
+    "code",
+    "message"
+  ],
+  "type": "object"
+}
    • addedOutput schema / $defs / value26
      Added value: +{
+  "anyOf": [
+    {
+      "additionalProperties": {
+        "type": [
+          "null",
+          "boolean",
+          "number",
+          "string",
+          "array",
+          "object"
+        ]
+      },
+      "type": "object"
+    },
+    {
+      "type": "null"
+    }
+  ]
+}
    • changedOutput schema / properties / _debug / $ref
      Previous value: -"#/$defs/value18"New value: +"#/$defs/value26"
    • addedOutput schema / properties / data / properties / context / anyOf
      Added value: +[
+  {
+    "type": [
+      "null",
+      "boolean",
+      "number",
+      "string",
+      "array",
+      "object"
+    ]
+  },
+  {
+    "additionalProperties": false,
+    "properties": {
+      "collection": {
+        "$ref": "#/$defs/value19"
+      },
+      "sourceObservation": {
+        "type": [
+          "null",
+          "boolean",
+          "number",
+          "string",
+          "array",
+          "object"
+        ]
+      }
+    },
+    "required": [
+      "sourceObservation"
+    ],
+    "type": "object"
+  }
+]
    • removedOutput schema / properties / data / properties / context / type
      Removed value: -[
-  "null",
-  "boolean",
-  "number",
-  "string",
-  "array",
-  "object"
-]
    • changedOutput schema / properties / data / properties / items / anyOf
      Previous value: -[
-  {
-    "items": {
-      "$ref": "#/$defs/value0"
-    },
-    "type": "array"
-  },
-  {
-    "type": "null"
-  }
-]New value: +[
+  {
+    "items": {
+      "anyOf": [
+        {
+          "$ref": "#/$defs/value0"
+        },
+        {
+          "$ref": "#/$defs/value12"
+        }
+      ]
+    },
+    "type": "array"
+  },
+  {
+    "type": "null"
+  }
+]
    • changedOutput schema / properties / nextActions / $ref
      Previous value: -"#/$defs/value13"New value: +"#/$defs/value21"
    • changedOutput schema / properties / stats / $ref
      Previous value: -"#/$defs/value15"New value: +"#/$defs/value23"
    • changedOutput schema / properties / warnings / $ref
      Previous value: -"#/$defs/value16"New value: +"#/$defs/value24"
  2. Changed73 schema fields changed
    • changedInput schema / not / anyOf
      Previous value: -[
-  {
-    "not": {
-      "anyOf": [
-        {
-          "properties": {
-            "hs6": {
-              "minLength": 1,
-              "type": "string"
-            }
-          },
-          "required": [
-            "hs6"
-          ]
-        },
-        {
-          "properties": {
-            "country": {
-              "minLength": 1,
-              "type": "string"
-            }
-          },
-          "required": [
-            "country"
-          ]
-        }
-      ]
-    }
-  }
-]New value: +[
+  {
+    "not": {
+      "anyOf": [
+        {
+          "properties": {
+            "hsCode": {
+              "minLength": 1,
+              "type": "string"
+            }
+          },
+          "required": [
+            "hsCode"
+          ]
+        },
+        {
+          "properties": {
+            "country": {
+              "minLength": 1,
+              "type": "string"
+            }
+          },
+          "required": [
+            "country"
+          ]
+        }
+      ]
+    }
+  }
+]
    • 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.",
-  "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 / since
      Removed value: -{
-  "description": "number of lookback months, 1 to 120 (default 12)",
-  "maximum": 120,
-  "minimum": 1,
-  "type": "integer"
-}
    • addedInput schema / properties / sinceMonths
      Added value: +{
+  "description": "Lookback window in months, 1 to 120 (default 12).",
+  "maximum": 120,
+  "minimum": 1,
+  "type": "integer"
+}
    • changedOutput schema / $defs / value0 / properties / suppliers / $ref
      Previous value: -"#/$defs/value10"New value: +"#/$defs/value11"
    • changedOutput schema / $defs / value1 / properties / scope / $ref
      Previous value: -"#/$defs/value2"New value: +"#/$defs/value3"
    • addedOutput schema / $defs / value1 / properties / valueEvidence
      Added value: +{
+  "anyOf": [
+    {
+      "$ref": "#/$defs/value2"
+    },
+    {
+      "type": "null"
+    }
+  ]
+}
    • changedOutput schema / $defs / value11 / anyOf
      Previous value: -[
-  {
-    "items": {
-      "type": [
-        "null",
-        "boolean",
-        "number",
-        "string",
-        "array",
-        "object"
-      ]
-    },
-    "type": "array"
-  },
-  {
-    "type": "null"
-  }
-]New value: +[
+  {
+    "items": {
+      "type": "string"
+    },
+    "type": "array"
+  },
+  {
+    "type": "null"
+  }
+]
    • changedOutput schema / $defs / value12 / anyOf
      Previous value: -[
-  {
-    "items": {
-      "$ref": "#/$defs/value13"
-    },
-    "type": "array"
-  },
-  {
-    "type": "null"
-  }
-]New value: +[
+  {
+    "items": {
+      "type": [
+        "null",
+        "boolean",
+        "number",
+        "string",
+        "array",
+        "object"
+      ]
+    },
+    "type": "array"
+  },
+  {
+    "type": "null"
+  }
+]
    • removedOutput schema / $defs / value13 / additionalProperties
      Removed value: -false
    • addedOutput schema / $defs / value13 / anyOf
      Added value: +[
+  {
+    "items": {
+      "$ref": "#/$defs/value14"
+    },
+    "type": "array"
+  },
+  {
+    "type": "null"
+  }
+]
    • removedOutput schema / $defs / value13 / properties
      Removed value: -{
-  "command": {
-    "type": "string"
-  },
-  "cost": {
-    "type": "string"
-  },
-  "label": {
-    "type": "string"
-  },
-  "rationale": {
-    "type": "string"
-  }
-}
    • removedOutput schema / $defs / value13 / required
      Removed value: -[
-  "command",
-  "cost",
-  "label",
-  "rationale"
-]
    • removedOutput schema / $defs / value13 / type
      Removed value: -"object"
    • addedOutput schema / $defs / value14 / additionalProperties
      Added value: +false
    • removedOutput schema / $defs / value14 / anyOf
      Removed value: -[
-  {
-    "additionalProperties": {
-      "type": "number"
-    },
-    "type": "object"
-  },
-  {
-    "type": "null"
-  }
-]
    • addedOutput schema / $defs / value14 / properties
      Added value: +{
+  "command": {
+    "type": "string"
+  },
+  "cost": {
+    "type": "string"
+  },
+  "label": {
+    "type": "string"
+  },
+  "rationale": {
+    "type": "string"
+  }
+}
    • addedOutput schema / $defs / value14 / required
      Added value: +[
+  "command",
+  "cost",
+  "label",
+  "rationale"
+]
    • addedOutput schema / $defs / value14 / type
      Added value: +"object"
    • changedOutput schema / $defs / value15 / anyOf
      Previous value: -[
-  {
-    "items": {
-      "$ref": "#/$defs/value16"
-    },
-    "type": "array"
-  },
-  {
-    "type": "null"
-  }
-]New value: +[
+  {
+    "additionalProperties": {
+      "type": "number"
+    },
+    "type": "object"
+  },
+  {
+    "type": "null"
+  }
+]
    • removedOutput schema / $defs / value16 / additionalProperties
      Removed value: -false
    • addedOutput schema / $defs / value16 / anyOf
      Added value: +[
+  {
+    "items": {
+      "$ref": "#/$defs/value17"
+    },
+    "type": "array"
+  },
+  {
+    "type": "null"
+  }
+]
    • removedOutput schema / $defs / value16 / properties
      Removed value: -{
-  "code": {
-    "type": "string"
-  },
-  "message": {
-    "type": "string"
-  }
-}
    • removedOutput schema / $defs / value16 / required
      Removed value: -[
-  "code",
-  "message"
-]
    • removedOutput schema / $defs / value16 / type
      Removed value: -"object"
    • addedOutput schema / $defs / value17 / additionalProperties
      Added value: +false
    • removedOutput schema / $defs / value17 / anyOf
      Removed value: -[
-  {
-    "additionalProperties": {
-      "type": [
-        "null",
-        "boolean",
-        "number",
-        "string",
-        "array",
-        "object"
-      ]
-    },
-    "type": "object"
-  },
-  {
-    "type": "null"
-  }
-]
    • addedOutput schema / $defs / value17 / properties
      Added value: +{
+  "code": {
+    "type": "string"
+  },
+  "message": {
+    "type": "string"
+  }
+}
    • addedOutput schema / $defs / value17 / required
      Added value: +[
+  "code",
+  "message"
+]
    • addedOutput schema / $defs / value17 / type
      Added value: +"object"
    • addedOutput schema / $defs / value18
      Added value: +{
+  "anyOf": [
+    {
+      "additionalProperties": {
+        "type": [
+          "null",
+          "boolean",
+          "number",
+          "string",
+          "array",
+          "object"
+        ]
+      },
+      "type": "object"
+    },
+    {
+      "type": "null"
+    }
+  ]
+}
    • removedOutput schema / $defs / value2 / properties / CompanyKeys
      Removed value: -{
-  "$ref": "#/$defs/value3"
-}
    • removedOutput schema / $defs / value2 / properties / Destination
      Removed value: -{
-  "type": "string"
-}
    • removedOutput schema / $defs / value2 / properties / Empty
      Removed value: -{
-  "type": "boolean"
-}
    • removedOutput schema / $defs / value2 / properties / From
      Removed value: -{
-  "format": "date-time",
-  "type": "string"
-}
    • removedOutput schema / $defs / value2 / properties / GroupBy
      Removed value: -{
-  "$ref": "#/$defs/value5"
-}
    • removedOutput schema / $defs / value2 / properties / HS2
      Removed value: -{
-  "type": "string"
-}
    • removedOutput schema / $defs / value2 / properties / HS6
      Removed value: -{
-  "type": "string"
-}
    • removedOutput schema / $defs / value2 / properties / NormalizedNames
      Removed value: -{
-  "$ref": "#/$defs/value4"
-}
    • removedOutput schema / $defs / value2 / properties / Origin
      Removed value: -{
-  "type": "string"
-}
    • removedOutput schema / $defs / value2 / properties / Population
      Removed value: -{
-  "type": "string"
-}
    • removedOutput schema / $defs / value2 / properties / ReportingCountry
      Removed value: -{
-  "type": "string"
-}
    • removedOutput schema / $defs / value2 / properties / RetainedFilters
      Removed value: -{
-  "$ref": "#/$defs/value7"
-}
    • removedOutput schema / $defs / value2 / properties / Role
      Removed value: -{
-  "type": "string"
-}
    • removedOutput schema / $defs / value2 / properties / Source
      Removed value: -{
-  "type": "string"
-}
    • removedOutput schema / $defs / value2 / properties / To
      Removed value: -{
-  "format": "date-time",
-  "type": "string"
-}
    • removedOutput schema / $defs / value2 / properties / Transport
      Removed value: -{
-  "type": "string"
-}
    • removedOutput schema / $defs / value2 / properties / Unsupported
      Removed value: -{
-  "$ref": "#/$defs/value6"
-}
    • addedOutput schema / $defs / value2 / properties / shipmentsExcludedImplausible
      Added value: +{
+  "type": "integer"
+}
    • addedOutput schema / $defs / value2 / properties / shipmentsUsed
      Added value: +{
+  "type": "integer"
+}
    • addedOutput schema / $defs / value2 / properties / weightKg
      Added value: +{
+  "type": "number"
+}
    • changedOutput schema / $defs / value2 / required
      Previous value: -[
-  "CompanyKeys",
-  "Destination",
-  "Empty",
-  "From",
-  "GroupBy",
-  "HS2",
-  "HS6",
-  "NormalizedNames",
-  "Origin",
-  "Population",
-  "ReportingCountry",
-  "RetainedFilters",
-  "Role",
-  "Source",
-  "To",
-  "Transport",
-  "Unsupported"
-]New value: +[
+  "shipmentsExcludedImplausible",
+  "shipmentsUsed",
+  "weightKg"
+]
    • addedOutput schema / $defs / value3 / additionalProperties
      Added value: +false
    • removedOutput schema / $defs / value3 / anyOf
      Removed value: -[
-  {
-    "items": {
-      "type": "string"
-    },
-    "type": "array"
-  },
-  {
-    "type": "null"
-  }
-]
    • addedOutput schema / $defs / value3 / properties
      Added value: +{
+  "CompanyKeys": {
+    "$ref": "#/$defs/value4"
+  },
+  "Destination": {
+    "type": "string"
+  },
+  "Empty": {
+    "type": "boolean"
+  },
+  "From": {
+    "format": "date-time",
+    "type": "string"
+  },
+  "GroupBy": {
+    "$ref": "#/$defs/value6"
+  },
+  "HS2": {
+    "type": "string"
+  },
+  "HS6": {
+    "type": "string"
+  },
+  "NormalizedNames": {
+    "$ref": "#/$defs/value5"
+  },
+  "Origin": {
+    "type": "string"
+  },
+  "Population": {
+    "type": "string"
+  },
+  "ReportingCountry": {
+    "type": "string"
+  },
+  "RetainedFilters": {
+    "$ref": "#/$defs/value8"
+  },
+  "Role": {
+    "type": "string"
+  },
+  "Source": {
+    "type": "string"
+  },
+  "To": {
+    "format": "date-time",
+    "type": "string"
+  },
+  "Transport": {
+    "type": "string"
+  },
+  "Unsupported": {
+    "$ref": "#/$defs/value7"
+  }
+}
    • addedOutput schema / $defs / value3 / required
      Added value: +[
+  "CompanyKeys",
+  "Destination",
+  "Empty",
+  "From",
+  "GroupBy",
+  "HS2",
+  "HS6",
+  "NormalizedNames",
+  "Origin",
+  "Population",
+  "ReportingCountry",
+  "RetainedFilters",
+  "Role",
+  "Source",
+  "To",
+  "Transport",
+  "Unsupported"
+]
    • addedOutput schema / $defs / value3 / type
      Added value: +"object"
    • changedOutput schema / $defs / value7 / anyOf
      Previous value: -[
-  {
-    "items": {
-      "$ref": "#/$defs/value8"
-    },
-    "type": "array"
-  },
-  {
-    "type": "null"
-  }
-]New value: +[
+  {
+    "items": {
+      "type": "string"
+    },
+    "type": "array"
+  },
+  {
+    "type": "null"
+  }
+]
    • removedOutput schema / $defs / value8 / additionalProperties
      Removed value: -false
    • addedOutput schema / $defs / value8 / anyOf
      Added value: +[
+  {
+    "items": {
+      "$ref": "#/$defs/value9"
+    },
+    "type": "array"
+  },
+  {
+    "type": "null"
+  }
+]
    • removedOutput schema / $defs / value8 / properties
      Removed value: -{
-  "Column": {
-    "type": "string"
-  },
-  "Prefix": {
-    "type": "boolean"
-  },
-  "Values": {
-    "$ref": "#/$defs/value9"
-  }
-}
    • removedOutput schema / $defs / value8 / required
      Removed value: -[
-  "Column",
-  "Prefix",
-  "Values"
-]
    • removedOutput schema / $defs / value8 / type
      Removed value: -"object"
    • addedOutput schema / $defs / value9 / additionalProperties
      Added value: +false
    • removedOutput schema / $defs / value9 / anyOf
      Removed value: -[
-  {
-    "items": {
-      "type": "string"
-    },
-    "type": "array"
-  },
-  {
-    "type": "null"
-  }
-]
    • addedOutput schema / $defs / value9 / properties
      Added value: +{
+  "Column": {
+    "type": "string"
+  },
+  "Prefix": {
+    "type": "boolean"
+  },
+  "Values": {
+    "$ref": "#/$defs/value10"
+  }
+}
    • addedOutput schema / $defs / value9 / required
      Added value: +[
+  "Column",
+  "Prefix",
+  "Values"
+]
    • addedOutput schema / $defs / value9 / type
      Added value: +"object"
    • changedOutput schema / properties / _debug / $ref
      Previous value: -"#/$defs/value17"New value: +"#/$defs/value18"
    • changedOutput schema / properties / nextActions / $ref
      Previous value: -"#/$defs/value12"New value: +"#/$defs/value13"
    • changedOutput schema / properties / stats / $ref
      Previous value: -"#/$defs/value14"New value: +"#/$defs/value15"
    • changedOutput schema / properties / warnings / $ref
      Previous value: -"#/$defs/value15"New value: +"#/$defs/value16"
  3. Changed73 schema fields changed
    • changedInput schema / not / anyOf
      Previous value: -[
-  {
-    "not": {
-      "anyOf": [
-        {
-          "properties": {
-            "hsCode": {
-              "minLength": 1,
-              "type": "string"
-            }
-          },
-          "required": [
-            "hsCode"
-          ]
-        },
-        {
-          "properties": {
-            "country": {
-              "minLength": 1,
-              "type": "string"
-            }
-          },
-          "required": [
-            "country"
-          ]
-        }
-      ]
-    }
-  }
-]New value: +[
+  {
+    "not": {
+      "anyOf": [
+        {
+          "properties": {
+            "hs6": {
+              "minLength": 1,
+              "type": "string"
+            }
+          },
+          "required": [
+            "hs6"
+          ]
+        },
+        {
+          "properties": {
+            "country": {
+              "minLength": 1,
+              "type": "string"
+            }
+          },
+          "required": [
+            "country"
+          ]
+        }
+      ]
+    }
+  }
+]
    • addedInput schema / properties / hs6
      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 / since
      Added value: +{
+  "description": "number of lookback months, 1 to 120 (default 12)",
+  "maximum": 120,
+  "minimum": 1,
+  "type": "integer"
+}
    • removedInput schema / properties / sinceMonths
      Removed value: -{
-  "description": "Lookback window in months, 1 to 120 (default 12).",
-  "maximum": 120,
-  "minimum": 1,
-  "type": "integer"
-}
    • changedOutput schema / $defs / value0 / properties / suppliers / $ref
      Previous value: -"#/$defs/value11"New value: +"#/$defs/value10"
    • changedOutput schema / $defs / value1 / properties / scope / $ref
      Previous value: -"#/$defs/value3"New value: +"#/$defs/value2"
    • removedOutput schema / $defs / value1 / properties / valueEvidence
      Removed value: -{
-  "anyOf": [
-    {
-      "$ref": "#/$defs/value2"
-    },
-    {
-      "type": "null"
-    }
-  ]
-}
    • changedOutput schema / $defs / value11 / anyOf
      Previous value: -[
-  {
-    "items": {
-      "type": "string"
-    },
-    "type": "array"
-  },
-  {
-    "type": "null"
-  }
-]New value: +[
+  {
+    "items": {
+      "type": [
+        "null",
+        "boolean",
+        "number",
+        "string",
+        "array",
+        "object"
+      ]
+    },
+    "type": "array"
+  },
+  {
+    "type": "null"
+  }
+]
    • changedOutput schema / $defs / value12 / anyOf
      Previous value: -[
-  {
-    "items": {
-      "type": [
-        "null",
-        "boolean",
-        "number",
-        "string",
-        "array",
-        "object"
-      ]
-    },
-    "type": "array"
-  },
-  {
-    "type": "null"
-  }
-]New value: +[
+  {
+    "items": {
+      "$ref": "#/$defs/value13"
+    },
+    "type": "array"
+  },
+  {
+    "type": "null"
+  }
+]
    • addedOutput schema / $defs / value13 / additionalProperties
      Added value: +false
    • removedOutput schema / $defs / value13 / anyOf
      Removed value: -[
-  {
-    "items": {
-      "$ref": "#/$defs/value14"
-    },
-    "type": "array"
-  },
-  {
-    "type": "null"
-  }
-]
    • addedOutput schema / $defs / value13 / properties
      Added value: +{
+  "command": {
+    "type": "string"
+  },
+  "cost": {
+    "type": "string"
+  },
+  "label": {
+    "type": "string"
+  },
+  "rationale": {
+    "type": "string"
+  }
+}
    • addedOutput schema / $defs / value13 / required
      Added value: +[
+  "command",
+  "cost",
+  "label",
+  "rationale"
+]
    • addedOutput schema / $defs / value13 / type
      Added value: +"object"
    • removedOutput schema / $defs / value14 / additionalProperties
      Removed value: -false
    • addedOutput schema / $defs / value14 / anyOf
      Added value: +[
+  {
+    "additionalProperties": {
+      "type": "number"
+    },
+    "type": "object"
+  },
+  {
+    "type": "null"
+  }
+]
    • removedOutput schema / $defs / value14 / properties
      Removed value: -{
-  "command": {
-    "type": "string"
-  },
-  "cost": {
-    "type": "string"
-  },
-  "label": {
-    "type": "string"
-  },
-  "rationale": {
-    "type": "string"
-  }
-}
    • removedOutput schema / $defs / value14 / required
      Removed value: -[
-  "command",
-  "cost",
-  "label",
-  "rationale"
-]
    • removedOutput schema / $defs / value14 / type
      Removed value: -"object"
    • changedOutput schema / $defs / value15 / anyOf
      Previous value: -[
-  {
-    "additionalProperties": {
-      "type": "number"
-    },
-    "type": "object"
-  },
-  {
-    "type": "null"
-  }
-]New value: +[
+  {
+    "items": {
+      "$ref": "#/$defs/value16"
+    },
+    "type": "array"
+  },
+  {
+    "type": "null"
+  }
+]
    • addedOutput schema / $defs / value16 / additionalProperties
      Added value: +false
    • removedOutput schema / $defs / value16 / anyOf
      Removed value: -[
-  {
-    "items": {
-      "$ref": "#/$defs/value17"
-    },
-    "type": "array"
-  },
-  {
-    "type": "null"
-  }
-]
    • addedOutput schema / $defs / value16 / properties
      Added value: +{
+  "code": {
+    "type": "string"
+  },
+  "message": {
+    "type": "string"
+  }
+}
    • addedOutput schema / $defs / value16 / required
      Added value: +[
+  "code",
+  "message"
+]
    • addedOutput schema / $defs / value16 / type
      Added value: +"object"
    • removedOutput schema / $defs / value17 / additionalProperties
      Removed value: -false
    • addedOutput schema / $defs / value17 / anyOf
      Added value: +[
+  {
+    "additionalProperties": {
+      "type": [
+        "null",
+        "boolean",
+        "number",
+        "string",
+        "array",
+        "object"
+      ]
+    },
+    "type": "object"
+  },
+  {
+    "type": "null"
+  }
+]
    • removedOutput schema / $defs / value17 / properties
      Removed value: -{
-  "code": {
-    "type": "string"
-  },
-  "message": {
-    "type": "string"
-  }
-}
    • removedOutput schema / $defs / value17 / required
      Removed value: -[
-  "code",
-  "message"
-]
    • removedOutput schema / $defs / value17 / type
      Removed value: -"object"
    • removedOutput schema / $defs / value18
      Removed value: -{
-  "anyOf": [
-    {
-      "additionalProperties": {
-        "type": [
-          "null",
-          "boolean",
-          "number",
-          "string",
-          "array",
-          "object"
-        ]
-      },
-      "type": "object"
-    },
-    {
-      "type": "null"
-    }
-  ]
-}
    • addedOutput schema / $defs / value2 / properties / CompanyKeys
      Added value: +{
+  "$ref": "#/$defs/value3"
+}
    • addedOutput schema / $defs / value2 / properties / Destination
      Added value: +{
+  "type": "string"
+}
    • addedOutput schema / $defs / value2 / properties / Empty
      Added value: +{
+  "type": "boolean"
+}
    • addedOutput schema / $defs / value2 / properties / From
      Added value: +{
+  "format": "date-time",
+  "type": "string"
+}
    • addedOutput schema / $defs / value2 / properties / GroupBy
      Added value: +{
+  "$ref": "#/$defs/value5"
+}
    • addedOutput schema / $defs / value2 / properties / HS2
      Added value: +{
+  "type": "string"
+}
    • addedOutput schema / $defs / value2 / properties / HS6
      Added value: +{
+  "type": "string"
+}
    • addedOutput schema / $defs / value2 / properties / NormalizedNames
      Added value: +{
+  "$ref": "#/$defs/value4"
+}
    • addedOutput schema / $defs / value2 / properties / Origin
      Added value: +{
+  "type": "string"
+}
    • addedOutput schema / $defs / value2 / properties / Population
      Added value: +{
+  "type": "string"
+}
    • addedOutput schema / $defs / value2 / properties / ReportingCountry
      Added value: +{
+  "type": "string"
+}
    • addedOutput schema / $defs / value2 / properties / RetainedFilters
      Added value: +{
+  "$ref": "#/$defs/value7"
+}
    • addedOutput schema / $defs / value2 / properties / Role
      Added value: +{
+  "type": "string"
+}
    • addedOutput schema / $defs / value2 / properties / Source
      Added value: +{
+  "type": "string"
+}
    • addedOutput schema / $defs / value2 / properties / To
      Added value: +{
+  "format": "date-time",
+  "type": "string"
+}
    • addedOutput schema / $defs / value2 / properties / Transport
      Added value: +{
+  "type": "string"
+}
    • addedOutput schema / $defs / value2 / properties / Unsupported
      Added value: +{
+  "$ref": "#/$defs/value6"
+}
    • removedOutput schema / $defs / value2 / properties / shipmentsExcludedImplausible
      Removed value: -{
-  "type": "integer"
-}
    • removedOutput schema / $defs / value2 / properties / shipmentsUsed
      Removed value: -{
-  "type": "integer"
-}
    • removedOutput schema / $defs / value2 / properties / weightKg
      Removed value: -{
-  "type": "number"
-}
    • changedOutput schema / $defs / value2 / required
      Previous value: -[
-  "shipmentsExcludedImplausible",
-  "shipmentsUsed",
-  "weightKg"
-]New value: +[
+  "CompanyKeys",
+  "Destination",
+  "Empty",
+  "From",
+  "GroupBy",
+  "HS2",
+  "HS6",
+  "NormalizedNames",
+  "Origin",
+  "Population",
+  "ReportingCountry",
+  "RetainedFilters",
+  "Role",
+  "Source",
+  "To",
+  "Transport",
+  "Unsupported"
+]
    • removedOutput schema / $defs / value3 / additionalProperties
      Removed value: -false
    • addedOutput schema / $defs / value3 / anyOf
      Added value: +[
+  {
+    "items": {
+      "type": "string"
+    },
+    "type": "array"
+  },
+  {
+    "type": "null"
+  }
+]
    • removedOutput schema / $defs / value3 / properties
      Removed value: -{
-  "CompanyKeys": {
-    "$ref": "#/$defs/value4"
-  },
-  "Destination": {
-    "type": "string"
-  },
-  "Empty": {
-    "type": "boolean"
-  },
-  "From": {
-    "format": "date-time",
-    "type": "string"
-  },
-  "GroupBy": {
-    "$ref": "#/$defs/value6"
-  },
-  "HS2": {
-    "type": "string"
-  },
-  "HS6": {
-    "type": "string"
-  },
-  "NormalizedNames": {
-    "$ref": "#/$defs/value5"
-  },
-  "Origin": {
-    "type": "string"
-  },
-  "Population": {
-    "type": "string"
-  },
-  "ReportingCountry": {
-    "type": "string"
-  },
-  "RetainedFilters": {
-    "$ref": "#/$defs/value8"
-  },
-  "Role": {
-    "type": "string"
-  },
-  "Source": {
-    "type": "string"
-  },
-  "To": {
-    "format": "date-time",
-    "type": "string"
-  },
-  "Transport": {
-    "type": "string"
-  },
-  "Unsupported": {
-    "$ref": "#/$defs/value7"
-  }
-}
    • removedOutput schema / $defs / value3 / required
      Removed value: -[
-  "CompanyKeys",
-  "Destination",
-  "Empty",
-  "From",
-  "GroupBy",
-  "HS2",
-  "HS6",
-  "NormalizedNames",
-  "Origin",
-  "Population",
-  "ReportingCountry",
-  "RetainedFilters",
-  "Role",
-  "Source",
-  "To",
-  "Transport",
-  "Unsupported"
-]
    • removedOutput schema / $defs / value3 / type
      Removed value: -"object"
    • changedOutput schema / $defs / value7 / anyOf
      Previous value: -[
-  {
-    "items": {
-      "type": "string"
-    },
-    "type": "array"
-  },
-  {
-    "type": "null"
-  }
-]New value: +[
+  {
+    "items": {
+      "$ref": "#/$defs/value8"
+    },
+    "type": "array"
+  },
+  {
+    "type": "null"
+  }
+]
    • addedOutput schema / $defs / value8 / additionalProperties
      Added value: +false
    • removedOutput schema / $defs / value8 / anyOf
      Removed value: -[
-  {
-    "items": {
-      "$ref": "#/$defs/value9"
-    },
-    "type": "array"
-  },
-  {
-    "type": "null"
-  }
-]
    • addedOutput schema / $defs / value8 / properties
      Added value: +{
+  "Column": {
+    "type": "string"
+  },
+  "Prefix": {
+    "type": "boolean"
+  },
+  "Values": {
+    "$ref": "#/$defs/value9"
+  }
+}
    • addedOutput schema / $defs / value8 / required
      Added value: +[
+  "Column",
+  "Prefix",
+  "Values"
+]
    • addedOutput schema / $defs / value8 / type
      Added value: +"object"
    • removedOutput schema / $defs / value9 / additionalProperties
      Removed value: -false
    • addedOutput schema / $defs / value9 / anyOf
      Added value: +[
+  {
+    "items": {
+      "type": "string"
+    },
+    "type": "array"
+  },
+  {
+    "type": "null"
+  }
+]
    • removedOutput schema / $defs / value9 / properties
      Removed value: -{
-  "Column": {
-    "type": "string"
-  },
-  "Prefix": {
-    "type": "boolean"
-  },
-  "Values": {
-    "$ref": "#/$defs/value10"
-  }
-}
    • removedOutput schema / $defs / value9 / required
      Removed value: -[
-  "Column",
-  "Prefix",
-  "Values"
-]
    • removedOutput schema / $defs / value9 / type
      Removed value: -"object"
    • changedOutput schema / properties / _debug / $ref
      Previous value: -"#/$defs/value18"New value: +"#/$defs/value17"
    • changedOutput schema / properties / nextActions / $ref
      Previous value: -"#/$defs/value13"New value: +"#/$defs/value12"
    • changedOutput schema / properties / stats / $ref
      Previous value: -"#/$defs/value15"New value: +"#/$defs/value14"
    • changedOutput schema / properties / warnings / $ref
      Previous value: -"#/$defs/value16"New value: +"#/$defs/value15"
  4. Changed73 schema fields changed
    • changedInput schema / not / anyOf
      Previous value: -[
-  {
-    "not": {
-      "anyOf": [
-        {
-          "properties": {
-            "hs6": {
-              "minLength": 1,
-              "type": "string"
-            }
-          },
-          "required": [
-            "hs6"
-          ]
-        },
-        {
-          "properties": {
-            "country": {
-              "minLength": 1,
-              "type": "string"
-            }
-          },
-          "required": [
-            "country"
-          ]
-        }
-      ]
-    }
-  }
-]New value: +[
+  {
+    "not": {
+      "anyOf": [
+        {
+          "properties": {
+            "hsCode": {
+              "minLength": 1,
+              "type": "string"
+            }
+          },
+          "required": [
+            "hsCode"
+          ]
+        },
+        {
+          "properties": {
+            "country": {
+              "minLength": 1,
+              "type": "string"
+            }
+          },
+          "required": [
+            "country"
+          ]
+        }
+      ]
+    }
+  }
+]
    • 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.",
-  "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 / since
      Removed value: -{
-  "description": "number of lookback months, 1 to 120 (default 12)",
-  "maximum": 120,
-  "minimum": 1,
-  "type": "integer"
-}
    • addedInput schema / properties / sinceMonths
      Added value: +{
+  "description": "Lookback window in months, 1 to 120 (default 12).",
+  "maximum": 120,
+  "minimum": 1,
+  "type": "integer"
+}
    • changedOutput schema / $defs / value0 / properties / suppliers / $ref
      Previous value: -"#/$defs/value10"New value: +"#/$defs/value11"
    • changedOutput schema / $defs / value1 / properties / scope / $ref
      Previous value: -"#/$defs/value2"New value: +"#/$defs/value3"
    • addedOutput schema / $defs / value1 / properties / valueEvidence
      Added value: +{
+  "anyOf": [
+    {
+      "$ref": "#/$defs/value2"
+    },
+    {
+      "type": "null"
+    }
+  ]
+}
    • changedOutput schema / $defs / value11 / anyOf
      Previous value: -[
-  {
-    "items": {
-      "type": [
-        "null",
-        "boolean",
-        "number",
-        "string",
-        "array",
-        "object"
-      ]
-    },
-    "type": "array"
-  },
-  {
-    "type": "null"
-  }
-]New value: +[
+  {
+    "items": {
+      "type": "string"
+    },
+    "type": "array"
+  },
+  {
+    "type": "null"
+  }
+]
    • changedOutput schema / $defs / value12 / anyOf
      Previous value: -[
-  {
-    "items": {
-      "$ref": "#/$defs/value13"
-    },
-    "type": "array"
-  },
-  {
-    "type": "null"
-  }
-]New value: +[
+  {
+    "items": {
+      "type": [
+        "null",
+        "boolean",
+        "number",
+        "string",
+        "array",
+        "object"
+      ]
+    },
+    "type": "array"
+  },
+  {
+    "type": "null"
+  }
+]
    • removedOutput schema / $defs / value13 / additionalProperties
      Removed value: -false
    • addedOutput schema / $defs / value13 / anyOf
      Added value: +[
+  {
+    "items": {
+      "$ref": "#/$defs/value14"
+    },
+    "type": "array"
+  },
+  {
+    "type": "null"
+  }
+]
    • removedOutput schema / $defs / value13 / properties
      Removed value: -{
-  "command": {
-    "type": "string"
-  },
-  "cost": {
-    "type": "string"
-  },
-  "label": {
-    "type": "string"
-  },
-  "rationale": {
-    "type": "string"
-  }
-}
    • removedOutput schema / $defs / value13 / required
      Removed value: -[
-  "command",
-  "cost",
-  "label",
-  "rationale"
-]
    • removedOutput schema / $defs / value13 / type
      Removed value: -"object"
    • addedOutput schema / $defs / value14 / additionalProperties
      Added value: +false
    • removedOutput schema / $defs / value14 / anyOf
      Removed value: -[
-  {
-    "additionalProperties": {
-      "type": "number"
-    },
-    "type": "object"
-  },
-  {
-    "type": "null"
-  }
-]
    • addedOutput schema / $defs / value14 / properties
      Added value: +{
+  "command": {
+    "type": "string"
+  },
+  "cost": {
+    "type": "string"
+  },
+  "label": {
+    "type": "string"
+  },
+  "rationale": {
+    "type": "string"
+  }
+}
    • addedOutput schema / $defs / value14 / required
      Added value: +[
+  "command",
+  "cost",
+  "label",
+  "rationale"
+]
    • addedOutput schema / $defs / value14 / type
      Added value: +"object"
    • changedOutput schema / $defs / value15 / anyOf
      Previous value: -[
-  {
-    "items": {
-      "$ref": "#/$defs/value16"
-    },
-    "type": "array"
-  },
-  {
-    "type": "null"
-  }
-]New value: +[
+  {
+    "additionalProperties": {
+      "type": "number"
+    },
+    "type": "object"
+  },
+  {
+    "type": "null"
+  }
+]
    • removedOutput schema / $defs / value16 / additionalProperties
      Removed value: -false
    • addedOutput schema / $defs / value16 / anyOf
      Added value: +[
+  {
+    "items": {
+      "$ref": "#/$defs/value17"
+    },
+    "type": "array"
+  },
+  {
+    "type": "null"
+  }
+]
    • removedOutput schema / $defs / value16 / properties
      Removed value: -{
-  "code": {
-    "type": "string"
-  },
-  "message": {
-    "type": "string"
-  }
-}
    • removedOutput schema / $defs / value16 / required
      Removed value: -[
-  "code",
-  "message"
-]
    • removedOutput schema / $defs / value16 / type
      Removed value: -"object"
    • addedOutput schema / $defs / value17 / additionalProperties
      Added value: +false
    • removedOutput schema / $defs / value17 / anyOf
      Removed value: -[
-  {
-    "additionalProperties": {
-      "type": [
-        "null",
-        "boolean",
-        "number",
-        "string",
-        "array",
-        "object"
-      ]
-    },
-    "type": "object"
-  },
-  {
-    "type": "null"
-  }
-]
    • addedOutput schema / $defs / value17 / properties
      Added value: +{
+  "code": {
+    "type": "string"
+  },
+  "message": {
+    "type": "string"
+  }
+}
    • addedOutput schema / $defs / value17 / required
      Added value: +[
+  "code",
+  "message"
+]
    • addedOutput schema / $defs / value17 / type
      Added value: +"object"
    • addedOutput schema / $defs / value18
      Added value: +{
+  "anyOf": [
+    {
+      "additionalProperties": {
+        "type": [
+          "null",
+          "boolean",
+          "number",
+          "string",
+          "array",
+          "object"
+        ]
+      },
+      "type": "object"
+    },
+    {
+      "type": "null"
+    }
+  ]
+}
    • removedOutput schema / $defs / value2 / properties / CompanyKeys
      Removed value: -{
-  "$ref": "#/$defs/value3"
-}
    • removedOutput schema / $defs / value2 / properties / Destination
      Removed value: -{
-  "type": "string"
-}
    • removedOutput schema / $defs / value2 / properties / Empty
      Removed value: -{
-  "type": "boolean"
-}
    • removedOutput schema / $defs / value2 / properties / From
      Removed value: -{
-  "format": "date-time",
-  "type": "string"
-}
    • removedOutput schema / $defs / value2 / properties / GroupBy
      Removed value: -{
-  "$ref": "#/$defs/value5"
-}
    • removedOutput schema / $defs / value2 / properties / HS2
      Removed value: -{
-  "type": "string"
-}
    • removedOutput schema / $defs / value2 / properties / HS6
      Removed value: -{
-  "type": "string"
-}
    • removedOutput schema / $defs / value2 / properties / NormalizedNames
      Removed value: -{
-  "$ref": "#/$defs/value4"
-}
    • removedOutput schema / $defs / value2 / properties / Origin
      Removed value: -{
-  "type": "string"
-}
    • removedOutput schema / $defs / value2 / properties / Population
      Removed value: -{
-  "type": "string"
-}
    • removedOutput schema / $defs / value2 / properties / ReportingCountry
      Removed value: -{
-  "type": "string"
-}
    • removedOutput schema / $defs / value2 / properties / RetainedFilters
      Removed value: -{
-  "$ref": "#/$defs/value7"
-}
    • removedOutput schema / $defs / value2 / properties / Role
      Removed value: -{
-  "type": "string"
-}
    • removedOutput schema / $defs / value2 / properties / Source
      Removed value: -{
-  "type": "string"
-}
    • removedOutput schema / $defs / value2 / properties / To
      Removed value: -{
-  "format": "date-time",
-  "type": "string"
-}
    • removedOutput schema / $defs / value2 / properties / Transport
      Removed value: -{
-  "type": "string"
-}
    • removedOutput schema / $defs / value2 / properties / Unsupported
      Removed value: -{
-  "$ref": "#/$defs/value6"
-}
    • addedOutput schema / $defs / value2 / properties / shipmentsExcludedImplausible
      Added value: +{
+  "type": "integer"
+}
    • addedOutput schema / $defs / value2 / properties / shipmentsUsed
      Added value: +{
+  "type": "integer"
+}
    • addedOutput schema / $defs / value2 / properties / weightKg
      Added value: +{
+  "type": "number"
+}
    • changedOutput schema / $defs / value2 / required
      Previous value: -[
-  "CompanyKeys",
-  "Destination",
-  "Empty",
-  "From",
-  "GroupBy",
-  "HS2",
-  "HS6",
-  "NormalizedNames",
-  "Origin",
-  "Population",
-  "ReportingCountry",
-  "RetainedFilters",
-  "Role",
-  "Source",
-  "To",
-  "Transport",
-  "Unsupported"
-]New value: +[
+  "shipmentsExcludedImplausible",
+  "shipmentsUsed",
+  "weightKg"
+]
    • addedOutput schema / $defs / value3 / additionalProperties
      Added value: +false
    • removedOutput schema / $defs / value3 / anyOf
      Removed value: -[
-  {
-    "items": {
-      "type": "string"
-    },
-    "type": "array"
-  },
-  {
-    "type": "null"
-  }
-]
    • addedOutput schema / $defs / value3 / properties
      Added value: +{
+  "CompanyKeys": {
+    "$ref": "#/$defs/value4"
+  },
+  "Destination": {
+    "type": "string"
+  },
+  "Empty": {
+    "type": "boolean"
+  },
+  "From": {
+    "format": "date-time",
+    "type": "string"
+  },
+  "GroupBy": {
+    "$ref": "#/$defs/value6"
+  },
+  "HS2": {
+    "type": "string"
+  },
+  "HS6": {
+    "type": "string"
+  },
+  "NormalizedNames": {
+    "$ref": "#/$defs/value5"
+  },
+  "Origin": {
+    "type": "string"
+  },
+  "Population": {
+    "type": "string"
+  },
+  "ReportingCountry": {
+    "type": "string"
+  },
+  "RetainedFilters": {
+    "$ref": "#/$defs/value8"
+  },
+  "Role": {
+    "type": "string"
+  },
+  "Source": {
+    "type": "string"
+  },
+  "To": {
+    "format": "date-time",
+    "type": "string"
+  },
+  "Transport": {
+    "type": "string"
+  },
+  "Unsupported": {
+    "$ref": "#/$defs/value7"
+  }
+}
    • addedOutput schema / $defs / value3 / required
      Added value: +[
+  "CompanyKeys",
+  "Destination",
+  "Empty",
+  "From",
+  "GroupBy",
+  "HS2",
+  "HS6",
+  "NormalizedNames",
+  "Origin",
+  "Population",
+  "ReportingCountry",
+  "RetainedFilters",
+  "Role",
+  "Source",
+  "To",
+  "Transport",
+  "Unsupported"
+]
    • addedOutput schema / $defs / value3 / type
      Added value: +"object"
    • changedOutput schema / $defs / value7 / anyOf
      Previous value: -[
-  {
-    "items": {
-      "$ref": "#/$defs/value8"
-    },
-    "type": "array"
-  },
-  {
-    "type": "null"
-  }
-]New value: +[
+  {
+    "items": {
+      "type": "string"
+    },
+    "type": "array"
+  },
+  {
+    "type": "null"
+  }
+]
    • removedOutput schema / $defs / value8 / additionalProperties
      Removed value: -false
    • addedOutput schema / $defs / value8 / anyOf
      Added value: +[
+  {
+    "items": {
+      "$ref": "#/$defs/value9"
+    },
+    "type": "array"
+  },
+  {
+    "type": "null"
+  }
+]
    • removedOutput schema / $defs / value8 / properties
      Removed value: -{
-  "Column": {
-    "type": "string"
-  },
-  "Prefix": {
-    "type": "boolean"
-  },
-  "Values": {
-    "$ref": "#/$defs/value9"
-  }
-}
    • removedOutput schema / $defs / value8 / required
      Removed value: -[
-  "Column",
-  "Prefix",
-  "Values"
-]
    • removedOutput schema / $defs / value8 / type
      Removed value: -"object"
    • addedOutput schema / $defs / value9 / additionalProperties
      Added value: +false
    • removedOutput schema / $defs / value9 / anyOf
      Removed value: -[
-  {
-    "items": {
-      "type": "string"
-    },
-    "type": "array"
-  },
-  {
-    "type": "null"
-  }
-]
    • addedOutput schema / $defs / value9 / properties
      Added value: +{
+  "Column": {
+    "type": "string"
+  },
+  "Prefix": {
+    "type": "boolean"
+  },
+  "Values": {
+    "$ref": "#/$defs/value10"
+  }
+}
    • addedOutput schema / $defs / value9 / required
      Added value: +[
+  "Column",
+  "Prefix",
+  "Values"
+]
    • addedOutput schema / $defs / value9 / type
      Added value: +"object"
    • changedOutput schema / properties / _debug / $ref
      Previous value: -"#/$defs/value17"New value: +"#/$defs/value18"
    • changedOutput schema / properties / nextActions / $ref
      Previous value: -"#/$defs/value12"New value: +"#/$defs/value13"
    • changedOutput schema / properties / stats / $ref
      Previous value: -"#/$defs/value14"New value: +"#/$defs/value15"
    • changedOutput schema / properties / warnings / $ref
      Previous value: -"#/$defs/value15"New value: +"#/$defs/value16"
  5. Changed10 schema fields changed
    • addedInput schema / not
      Added value: +{
+  "anyOf": [
+    {
+      "not": {
+        "anyOf": [
+          {
+            "properties": {
+              "hs6": {
+                "minLength": 1,
+                "type": "string"
+              }
+            },
+            "required": [
+              "hs6"
+            ]
+          },
+          {
+            "properties": {
+              "country": {
+                "minLength": 1,
+                "type": "string"
+              }
+            },
+            "required": [
+              "country"
+            ]
+          }
+        ]
+      }
+    }
+  ]
+}
    • removedInput schema / properties / --country
      Removed value: -{
-  "description": "reporting country (ISO 2) to scope the directory",
-  "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 / --since
      Removed value: -{
-  "description": "number of lookback months, 1 to 120 (default 12)",
-  "type": "integer"
-}
    • addedInput schema / properties / country
      Added value: +{
+  "description": "reporting country (ISO 2) to scope the directory",
+  "maxLength": 8000,
+  "type": "string"
+}
    • addedInput schema / properties / hs6
      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 / since
      Added value: +{
+  "description": "number of lookback months, 1 to 120 (default 12)",
+  "maximum": 120,
+  "minimum": 1,
+  "type": "integer"
+}
    • changedOutput schema / (root)
      Previous value: -nullNew value: +{
+  "$defs": {
+    "value0": {
+      "additionalProperties": false,
+      "properties": {
+        "companyKey": {
+          "type": "string"
+        },
+        "country": {
+          "type": "string"
+        },
+        "declining": {
+          "type": "boolean"
+        },
+        "firstSeen": {
+          "type": "string"
+        },
+        "growthRatio": {
+          "anyOf": [
+            {
+              "type": "number"
+            },
+            {
+              "type": "null"
+            }
+          ]
+        },
+        "history": {
+          "$ref": "#/$defs/value1"
+        },
+        "lastSeen": {
+          "type": "string"
+        },
+        "name": {
+          "type": "string"
+        },
+        "priorShipments": {
+          "type": "integer"
+        },
+        "priorValueUsd": {
+          "anyOf": [
+            {
+              "type": "number"
+            },
+            {
+              "type": "null"
+            }
+          ]
+        },
+        "recentShipments": {
+          "type": "integer"
+        },
+        "recentValueUsd": {
+          "anyOf": [
+            {
+              "type": "number"
+            },
+            {
+              "type": "null"
+            }
+          ]
+        },
+        "shipmentCount": {
+          "type": "integer"
+        },
+        "suppliers": {
+          "$ref": "#/$defs/value10"
+        },
+        "taxId": {
+          "type": "string"
+        }
+      },
+      "required": [
+        "companyKey",
+        "country",
+        "declining",
+        "firstSeen",
+        "growthRatio",
+        "history",
+        "lastSeen",
+        "name",
+        "priorShipments",
+        "priorValueUsd",
+        "recentShipments",
+        "recentValueUsd",
+        "shipmentCount",
+        "suppliers",
+        "taxId"
+      ],
+      "type": "object"
+    },
+    "value1": {
+      "additionalProperties": false,
+      "properties": {
+        "action": {
+          "type": "string"
+        },
+        "builtAt": {
+          "format": "date-time",
+          "type": "string"
+        },
+        "correctionsThrough": {
+          "format": "date-time",
+          "type": "string"
+        },
+        "factsThrough": {
+          "format": "date-time",
+          "type": "string"
+        },
+        "reason": {
+          "type": "string"
+        },
+        "scope": {
+          "$ref": "#/$defs/value2"
+        },
+        "state": {
+          "type": "string"
+        }
+      },
+      "required": [
+        "action",
+        "builtAt",
+        "correctionsThrough",
+        "factsThrough",
+        "reason",
+        "scope",
+        "state"
+      ],
+      "type": "object"
+    },
+    "value10": {
+      "anyOf": [
+        {
+          "items": {
+            "type": "string"
+          },
+          "type": "array"
+        },
+        {
+          "type": "null"
+        }
+      ]
+    },
+    "value11": {
+      "anyOf": [
+        {
+          "items": {
+            "type": [
+              "null",
+              "boolean",
+              "number",
+              "string",
+              "array",
+              "object"
+            ]
+          },
+          "type": "array"
+        },
+        {
+          "type": "null"
+        }
+      ]
+    },
+    "value12": {
+      "anyOf": [
+        {
+          "items": {
+            "$ref": "#/$defs/value13"
+          },
+          "type": "array"
+        },
+        {
+          "type": "null"
+        }
+      ]
+    },
+    "value13": {
+      "additionalProperties": false,
+      "properties": {
+        "command": {
+          "type": "string"
+        },
+        "cost": {
+          "type": "string"
+        },
+        "label": {
+          "type": "string"
+        },
+        "rationale": {
+          "type": "string"
+        }
+      },
+      "required": [
+        "command",
+        "cost",
+        "label",
+        "rationale"
+      ],
+      "type": "object"
+    },
+    "value14": {
+      "anyOf": [
+        {
+          "additionalProperties": {
+            "type": "number"
+          },
+          "type": "object"
+        },
+        {
+          "type": "null"
+        }
+      ]
+    },
+    "value15": {
+      "anyOf": [
+        {
+          "items": {
+            "$ref": "#/$defs/value16"
+          },
+          "type": "array"
+        },
+        {
+          "type": "null"
+        }
+      ]
+    },
+    "value16": {
+      "additionalProperties": false,
+      "properties": {
+        "code": {
+          "type": "string"
+        },
+        "message": {
+          "type": "string"
+        }
+      },
+      "required": [
+        "code",
+        "message"
+      ],
+      "type": "object"
+    },
+    "value17": {
+      "anyOf": [
+        {
+          "additionalProperties": {
+            "type": [
+              "null",
+              "boolean",
+              "number",
+              "string",
+              "array",
+              "object"
+            ]
+          },
+          "type": "object"
+        },
+        {
+          "type": "null"
+        }
+      ]
+    },
+    "value2": {
+      "additionalProperties": false,
+      "properties": {
+        "CompanyKeys": {
+          "$ref": "#/$defs/value3"
+        },
+        "Destination": {
+          "type": "string"
+        },
+        "Empty": {
+          "type": "boolean"
+        },
+        "From": {
+          "format": "date-time",
+          "type": "string"
+        },
+        "GroupBy": {
+          "$ref": "#/$defs/value5"
+        },
+        "HS2": {
+          "type": "string"
+        },
+        "HS6": {
+          "type": "string"
+        },
+        "NormalizedNames": {
+          "$ref": "#/$defs/value4"
+        },
+        "Origin": {
+          "type": "string"
+        },
+        "Population": {
+          "type": "string"
+        },
+        "ReportingCountry": {
+          "type": "string"
+        },
+        "RetainedFilters": {
+          "$ref": "#/$defs/value7"
+        },
+        "Role": {
+          "type": "string"
+        },
+        "Source": {
+          "type": "string"
+        },
+        "To": {
+          "format": "date-time",
+          "type": "string"
+        },
+        "Transport": {
+          "type": "string"
+        },
+        "Unsupported": {
+          "$ref": "#/$defs/value6"
+        }
+      },
+      "required": [
+        "CompanyKeys",
+        "Destination",
+        "Empty",
+        "From",
+        "GroupBy",
+        "HS2",
+        "HS6",
+        "NormalizedNames",
+        "Origin",
+        "Population",
+        "ReportingCountry",
+        "RetainedFilters",
+        "Role",
+        "Source",
+        "To",
+        "Transport",
+        "Unsupported"
+      ],
+      "type": "object"
+    },
+    "value3": {
+      "anyOf": [
+        {
+          "items": {
+            "type": "string"
+          },
+          "type": "array"
+        },
+        {
+          "type": "null"
+        }
+      ]
+    },
+    "value4": {
+      "anyOf": [
+        {
+          "items": {
+            "type": "string"
+          },
+          "type": "array"
+        },
+        {
+          "type": "null"
+        }
+      ]
+    },
+    "value5": {
+      "anyOf": [
+        {
+          "items": {
+            "type": "string"
+          },
+          "type": "array"
+        },
+        {
+          "type": "null"
+        }
+      ]
+    },
+    "value6": {
+      "anyOf": [
+        {
+          "items": {
+            "type": "string"
+          },
+          "type": "array"
+        },
+        {
+          "type": "null"
+        }
+      ]
+    },
+    "value7": {
+      "anyOf": [
+        {
+          "items": {
+            "$ref": "#/$defs/value8"
+          },
+          "type": "array"
+        },
+        {
+          "type": "null"
+        }
+      ]
+    },
+    "value8": {
+      "additionalProperties": false,
+      "properties": {
+        "Column": {
+          "type": "string"
+        },
+        "Prefix": {
+          "type": "boolean"
+        },
+        "Values": {
+          "$ref": "#/$defs/value9"
+        }
+      },
+      "required": [
+        "Column",
+        "Prefix",
+        "Values"
+      ],
+      "type": "object"
+    },
+    "value9": {
+      "anyOf": [
+        {
+          "items": {
+            "type": "string"
+          },
+          "type": "array"
+        },
+        {
+          "type": "null"
+        }
+      ]
+    }
+  },
+  "additionalProperties": false,
+  "properties": {
+    "_debug": {
+      "$ref": "#/$defs/value17"
+    },
+    "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/value12"
+    },
+    "stats": {
+      "$ref": "#/$defs/value14"
+    },
+    "summary": {
+      "type": "string"
+    },
+    "warnings": {
+      "$ref": "#/$defs/value15"
+    }
+  },
+  "required": [
+    "data",
+    "nextActions",
+    "summary"
+  ],
+  "type": "object"
+}
  6. First observed

TDQS

A3.7/5.0
Behavior4/5

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

Annotations already declare this as read-only, idempotent, non-destructive, and not open-world. The description adds meaningful behavioral semantics by defining exactly what 'churned' means: active before the lookback window and stopped importing since. It omits some operational context, such as the at-least-one-filter requirement, but does not contradict annotations.

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?

The description is two sentences, front-loaded with the core definition and followed by a targeted use case. There is no wasted language.

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?

The tool has four parameters, rich annotations, and an output schema, which reduces the burden on the description. However, the description does not mention the important constraint that at least one of hsCode or country must be provided, which is a meaningful gap for correct invocation.

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%, so all four parameters are already documented in the schema. The description does not add parameter-level detail beyond the schema and does not clarify the cross-field requirement that at least one of hsCode or country must be supplied, so baseline 3 is appropriate.

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

Purpose4/5

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

The description states a specific verb ('Lists') and resource ('importers that were active before the lookback window and have stopped importing since'), making the churned-lapsed concept clear. It does not explicitly name or contrast with sibling tools such as market__entrants, so it falls short of the highest clarity score.

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

Usage Guidelines3/5

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

It provides one clear use case ('find buyers who may need a new supplier') but gives no when-not guidance, no alternatives, and no prerequisites such as requiring at least one of hsCode or country. Usage is implied rather than fully specified.

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

All EximAgent toolsInspect
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.

Resources