EximAgent

Build ideal customer profile

exim__profile-match__analyze

Builds an ideal customer profile from reference companies (URLs, text, positive or negative) or an existing collection and saves it for ranking.

Input Schema

Name	Required	Description
`url`	No	A single reference company website
`name`	No	Name to save the ideal profile under
`apply`	No	Save the profile (default true); set false to preview only
`references`	No	JSON array of references: [{"type":"url\|text","value":"...","polarity":"positive\|negative"}]
`baseVersion`	No	The loaded version; if it changed, the save is refused with the current value.
`collectionId`	No	Learn the profile from an existing collection — every member becomes a positive reference ("find more like my best accounts")

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.

Changed58 schema fields changedOct 28, 2026

addedOutput schema / $defs / value58 / additionalProperties
```
Added value: +false
```

removedOutput schema / $defs / value58 / anyOf

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

addedOutput schema / $defs / value58 / properties

Added value: +{
+  "company": {
+    "anyOf": [
+      {
+        "$ref": "#/$defs/value60"
+      },
+      {
+        "type": "null"
+      }
+    ]
+  },
+  "fit": {
+    "anyOf": [
+      {
+        "$ref": "#/$defs/value59"
+      },
+      {
+        "type": "null"
+      }
+    ]
+  },
+  "membership": {
+    "anyOf": [
+      {
+        "$ref": "#/$defs/value61"
+      },
+      {
+        "type": "null"
+      }
+    ]
+  },
+  "pending": {
+    "anyOf": [
+      {
+        "$ref": "#/$defs/value64"
+      },
+      {
+        "type": "null"
+      }
+    ]
+  }
+}

addedOutput schema / $defs / value58 / type
```
Added value: +"object"
```
addedOutput schema / $defs / value59 / additionalProperties
```
Added value: +false
```

removedOutput schema / $defs / value59 / anyOf

Removed value: -[
-  {
-    "items": {
-      "$ref": "#/$defs/value60"
-    },
-    "type": "array"
-  },
-  {
-    "type": "null"
-  }
-]

addedOutput schema / $defs / value59 / 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 / value59 / 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 / value59 / type
```
Added value: +"object"
```

addedOutput schema / $defs / value60 / properties / address

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

addedOutput schema / $defs / value60 / properties / base_url

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

addedOutput schema / $defs / value60 / properties / canonical_url
```
Added value: +{
+  "type": "string"
+}
```
removedOutput schema / $defs / value60 / properties / command
```
Removed value: -{
-  "type": "string"
-}
```
removedOutput schema / $defs / value60 / properties / cost
```
Removed value: -{
-  "type": "string"
-}
```

addedOutput schema / $defs / value60 / properties / country

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

addedOutput schema / $defs / value60 / properties / description

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

addedOutput schema / $defs / value60 / properties / id

Added value: +{
+  "anyOf": [
+    {
+      "format": "uuid",
+      "type": "string"
+    },
+    {
+      "type": "null"
+    }
+  ]
+}

addedOutput schema / $defs / value60 / properties / industry

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

removedOutput schema / $defs / value60 / properties / label
```
Removed value: -{
-  "type": "string"
-}
```
addedOutput schema / $defs / value60 / properties / name
```
Added value: +{
+  "type": "string"
+}
```
removedOutput schema / $defs / value60 / properties / rationale
```
Removed value: -{
-  "type": "string"
-}
```
addedOutput schema / $defs / value60 / properties / resolution_source
```
Added value: +{
+  "type": "string"
+}
```

addedOutput schema / $defs / value60 / properties / trade_potential

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

addedOutput schema / $defs / value60 / properties / trade_potential_reasoning

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

addedOutput schema / $defs / value60 / properties / updated_at

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

addedOutput schema / $defs / value60 / properties / url

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

changedOutput schema / $defs / value60 / 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 / value61 / additionalProperties
```
Added value: +false
```

removedOutput schema / $defs / value61 / anyOf

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

addedOutput schema / $defs / value61 / properties

Added value: +{
+  "ai_column_meta": {
+    "type": [
+      "null",
+      "boolean",
+      "number",
+      "string",
+      "array",
+      "object"
+    ]
+  },
+  "ai_column_values": {
+    "$ref": "#/$defs/value63"
+  },
+  "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/value62"
+  },
+  "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 / value61 / 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 / value61 / type
```
Added value: +"object"
```

changedOutput schema / $defs / value62 / anyOf

Previous value: -[
-  {
-    "items": {
-      "$ref": "#/$defs/value63"
-    },
-    "type": "array"
-  },
-  {
-    "type": "null"
-  }
-]New value: +[
+  {
+    "items": {
+      "type": "string"
+    },
+    "type": "array"
+  },
+  {
+    "type": "null"
+  }
+]

removedOutput schema / $defs / value63 / additionalProperties
```
Removed value: -false
```

addedOutput schema / $defs / value63 / anyOf

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

removedOutput schema / $defs / value63 / properties

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

removedOutput schema / $defs / value63 / required
```
Removed value: -[
-  "code",
-  "message"
-]
```
removedOutput schema / $defs / value63 / type
```
Removed value: -"object"
```
addedOutput schema / $defs / value64 / additionalProperties
```
Added value: +false
```

removedOutput schema / $defs / value64 / anyOf

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

addedOutput schema / $defs / value64 / properties

Added value: +{
+  "displayName": {
+    "type": "string"
+  },
+  "message": {
+    "type": "string"
+  },
+  "pendingId": {
+    "type": "string"
+  },
+  "reportingCountry": {
+    "type": "string"
+  },
+  "status": {
+    "type": "string"
+  }
+}

addedOutput schema / $defs / value64 / required

Added value: +[
+  "displayName",
+  "message",
+  "pendingId",
+  "reportingCountry",
+  "status"
+]

addedOutput schema / $defs / value64 / type
```
Added value: +"object"
```

addedOutput schema / $defs / value65

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

addedOutput schema / $defs / value66

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

addedOutput schema / $defs / value67

Added value: +{
+  "anyOf": [
+    {
+      "items": {
+        "$ref": "#/$defs/value68"
+      },
+      "type": "array"
+    },
+    {
+      "type": "null"
+    }
+  ]
+}

addedOutput schema / $defs / value68

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 / value69

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

addedOutput schema / $defs / value70

Added value: +{
+  "anyOf": [
+    {
+      "items": {
+        "$ref": "#/$defs/value71"
+      },
+      "type": "array"
+    },
+    {
+      "type": "null"
+    }
+  ]
+}

addedOutput schema / $defs / value71

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

addedOutput schema / $defs / value72

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

changedOutput schema / properties / _debug / $ref

Previous value: -"#/$defs/value64"New value: +"#/$defs/value72"

addedOutput schema / properties / data / properties / context / anyOf

Added value: +[
+  {
+    "type": [
+      "null",
+      "boolean",
+      "number",
+      "string",
+      "array",
+      "object"
+    ]
+  },
+  {
+    "additionalProperties": false,
+    "properties": {
+      "collection": {
+        "$ref": "#/$defs/value65"
+      },
+      "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/value58"
+        }
+      ]
+    },
+    "type": "array"
+  },
+  {
+    "type": "null"
+  }
+]

changedOutput schema / properties / nextActions / $ref

Previous value: -"#/$defs/value59"New value: +"#/$defs/value67"

changedOutput schema / properties / stats / $ref

Previous value: -"#/$defs/value61"New value: +"#/$defs/value69"

changedOutput schema / properties / warnings / $ref

Previous value: -"#/$defs/value62"New value: +"#/$defs/value70"

Changed14 schema fields changedOct 13, 2026

addedInput schema / not

Added value: +{
+  "anyOf": [
+    {
+      "not": {
+        "anyOf": [
+          {
+            "x-argumentCondition": {
+              "key": "url",
+              "predicate": "website"
+            }
+          },
+          {
+            "x-argumentCondition": {
+              "key": "references",
+              "predicate": "references"
+            }
+          },
+          {
+            "properties": {
+              "collectionId": {
+                "minLength": 1,
+                "type": "string"
+              }
+            },
+            "required": [
+              "collectionId"
+            ]
+          }
+        ]
+      }
+    }
+  ]
+}

removedInput schema / properties / --apply

Removed value: -{
-  "description": "Save the profile (default true); set false to preview only",
-  "type": "boolean"
-}

removedInput schema / properties / --baseVersion

Removed value: -{
-  "description": "The loaded version; if it changed, the save is refused with the current value.",
-  "type": "string"
-}

removedInput schema / properties / --collectionId

Removed value: -{
-  "description": "Learn the profile from an existing collection — every member becomes a positive reference (\"find more like my best accounts\")",
-  "type": "string"
-}

removedInput schema / properties / --name

Removed value: -{
-  "description": "Name to save the ideal profile under",
-  "type": "string"
-}

removedInput schema / properties / --references

Removed value: -{
-  "description": "JSON array of references: [{\"type\":\"url|text\",\"value\":\"...\",\"polarity\":\"positive|negative\"}]",
-  "type": "string"
-}

removedInput schema / properties / --url

Removed value: -{
-  "description": "A single reference company website",
-  "type": "string"
-}

addedInput schema / properties / apply

Added value: +{
+  "description": "Save the profile (default true); set false to preview only",
+  "format": "boolean",
+  "type": "boolean"
+}

addedInput schema / properties / baseVersion

Added value: +{
+  "description": "The loaded version; if it changed, the save is refused with the current value.",
+  "maxLength": 8000,
+  "type": "string"
+}

addedInput schema / properties / collectionId

Added value: +{
+  "description": "Learn the profile from an existing collection — every member becomes a positive reference (\"find more like my best accounts\")",
+  "maxLength": 8000,
+  "type": "string"
+}

addedInput schema / properties / name

Added value: +{
+  "description": "Name to save the ideal profile under",
+  "maxLength": 120,
+  "type": "string"
+}

addedInput schema / properties / references

Added value: +{
+  "anyOf": [
+    {
+      "maxLength": 20000,
+      "type": "string"
+    },
+    {
+      "type": [
+        "null",
+        "boolean",
+        "number",
+        "string",
+        "array",
+        "object"
+      ]
+    }
+  ],
+  "contentSchema": {
+    "type": [
+      "null",
+      "boolean",
+      "number",
+      "string",
+      "array",
+      "object"
+    ]
+  },
+  "description": "JSON array of references: [{\"type\":\"url|text\",\"value\":\"...\",\"polarity\":\"positive|negative\"}]"
+}

addedInput schema / properties / url

Added value: +{
+  "description": "A single reference company website",
+  "maxLength": 2000,
+  "type": "string"
+}

changedOutput schema / (root)

Previous value: -nullNew value: +{
+  "$defs": {
+    "value0": {
+      "additionalProperties": false,
+      "properties": {
+        "assessmentLabel": {
+          "type": "string"
+        },
+        "clusters": {
+          "$ref": "#/$defs/value26"
+        },
+        "confidence": {
+          "type": "number"
+        },
+        "conflictingSignals": {
+          "$ref": "#/$defs/value56"
+        },
+        "modelInferred": {
+          "type": "boolean"
+        },
+        "name": {
+          "type": "string"
+        },
+        "negativeAttributes": {
+          "$ref": "#/$defs/value13"
+        },
+        "openQuestions": {
+          "$ref": "#/$defs/value57"
+        },
+        "positiveAttributes": {
+          "$ref": "#/$defs/value1"
+        },
+        "profileSummary": {
+          "type": "string"
+        },
+        "references": {
+          "$ref": "#/$defs/value41"
+        },
+        "segmentLabel": {
+          "type": "string"
+        },
+        "sourceKind": {
+          "type": "string"
+        },
+        "version": {
+          "type": "string"
+        },
+        "weights": {
+          "$ref": "#/$defs/value25"
+        }
+      },
+      "required": [
+        "assessmentLabel",
+        "confidence",
+        "modelInferred",
+        "name",
+        "positiveAttributes",
+        "profileSummary",
+        "references",
+        "sourceKind",
+        "version",
+        "weights"
+      ],
+      "type": "object"
+    },
+    "value1": {
+      "additionalProperties": false,
+      "properties": {
+        "assessmentLabel": {
+          "type": "string"
+        },
+        "certifications": {
+          "$ref": "#/$defs/value9"
+        },
+        "channelSegments": {
+          "$ref": "#/$defs/value7"
+        },
+        "companyType": {
+          "type": "string"
+        },
+        "countries": {
+          "$ref": "#/$defs/value5"
+        },
+        "customerSegments": {
+          "$ref": "#/$defs/value8"
+        },
+        "employeeEstimate": {
+          "type": "string"
+        },
+        "exclusionFlags": {
+          "$ref": "#/$defs/value12"
+        },
+        "hsCodes": {
+          "$ref": "#/$defs/value4"
+        },
+        "industries": {
+          "$ref": "#/$defs/value2"
+        },
+        "modelInferred": {
+          "type": "boolean"
+        },
+        "operatingMarkets": {
+          "$ref": "#/$defs/value6"
+        },
+        "productCategories": {
+          "$ref": "#/$defs/value3"
+        },
+        "sizeBand": {
+          "type": "string"
+        },
+        "sourcedCountries": {
+          "$ref": "#/$defs/value11"
+        },
+        "tradeRoles": {
+          "$ref": "#/$defs/value10"
+        },
+        "websiteQuality": {
+          "type": "string"
+        }
+      },
+      "required": [
+        "assessmentLabel",
+        "modelInferred"
+      ],
+      "type": "object"
+    },
+    "value10": {
+      "anyOf": [
+        {
+          "items": {
+            "type": "string"
+          },
+          "type": "array"
+        },
+        {
+          "type": "null"
+        }
+      ]
+    },
+    "value11": {
+      "anyOf": [
+        {
+          "items": {
+            "type": "string"
+          },
+          "type": "array"
+        },
+        {
+          "type": "null"
+        }
+      ]
+    },
+    "value12": {
+      "anyOf": [
+        {
+          "items": {
+            "type": "string"
+          },
+          "type": "array"
+        },
+        {
+          "type": "null"
+        }
+      ]
+    },
+    "value13": {
+      "additionalProperties": false,
+      "properties": {
+        "assessmentLabel": {
+          "type": "string"
+        },
+        "certifications": {
+          "$ref": "#/$defs/value21"
+        },
+        "channelSegments": {
+          "$ref": "#/$defs/value19"
+        },
+        "companyType": {
+          "type": "string"
+        },
+        "countries": {
+          "$ref": "#/$defs/value17"
+        },
+        "customerSegments": {
+          "$ref": "#/$defs/value20"
+        },
+        "employeeEstimate": {
+          "type": "string"
+        },
+        "exclusionFlags": {
+          "$ref": "#/$defs/value24"
+        },
+        "hsCodes": {
+          "$ref": "#/$defs/value16"
+        },
+        "industries": {
+          "$ref": "#/$defs/value14"
+        },
+        "modelInferred": {
+          "type": "boolean"
+        },
+        "operatingMarkets": {
+          "$ref": "#/$defs/value18"
+        },
+        "productCategories": {
+          "$ref": "#/$defs/value15"
+        },
+        "sizeBand": {
+          "type": "string"
+        },
+        "sourcedCountries": {
+          "$ref": "#/$defs/value23"
+        },
+        "tradeRoles": {
+          "$ref": "#/$defs/value22"
+        },
+        "websiteQuality": {
+          "type": "string"
+        }
+      },
+      "required": [
+        "assessmentLabel",
+        "modelInferred"
+      ],
+      "type": "object"
+    },
+    "value14": {
+      "anyOf": [
+        {
+          "items": {
+            "type": "string"
+          },
+          "type": "array"
+        },
+        {
+          "type": "null"
+        }
+      ]
+    },
+    "value15": {
+      "anyOf": [
+        {
+          "items": {
+            "type": "string"
+          },
+          "type": "array"
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+        {
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+        }
+      ]
+    },
+    "value16": {
+      "anyOf": [
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+          "items": {
+            "type": "string"
+          },
+          "type": "array"
+        },
+        {
+          "type": "null"
+        }
+      ]
+    },
+    "value17": {
+      "anyOf": [
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+          "items": {
+            "type": "string"
+          },
+          "type": "array"
+        },
+        {
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+        }
+      ]
+    },
+    "value18": {
+      "anyOf": [
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+          "items": {
+            "type": "string"
+          },
+          "type": "array"
+        },
+        {
+          "type": "null"
+        }
+      ]
+    },
+    "value19": {
+      "anyOf": [
+        {
+          "items": {
+            "type": "string"
+          },
+          "type": "array"
+        },
+        {
+          "type": "null"
+        }
+      ]
+    },
+    "value2": {
+      "anyOf": [
+        {
+          "items": {
+            "type": "string"
+          },
+          "type": "array"
+        },
+        {
+          "type": "null"
+        }
+      ]
+    },
+    "value20": {
+      "anyOf": [
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+          "items": {
+            "type": "string"
+          },
+          "type": "array"
+        },
+        {
+          "type": "null"
+        }
+      ]
+    },
+    "value21": {
+      "anyOf": [
+        {
+          "items": {
+            "type": "string"
+          },
+          "type": "array"
+        },
+        {
+          "type": "null"
+        }
+      ]
+    },
+    "value22": {
+      "anyOf": [
+        {
+          "items": {
+            "type": "string"
+          },
+          "type": "array"
+        },
+        {
+          "type": "null"
+        }
+      ]
+    },
+    "value23": {
+      "anyOf": [
+        {
+          "items": {
+            "type": "string"
+          },
+          "type": "array"
+        },
+        {
+          "type": "null"
+        }
+      ]
+    },
+    "value24": {
+      "anyOf": [
+        {
+          "items": {
+            "type": "string"
+          },
+          "type": "array"
+        },
+        {
+          "type": "null"
+        }
+      ]
+    },
+    "value25": {
+      "anyOf": [
+        {
+          "additionalProperties": {
+            "type": "number"
+          },
+          "type": "object"
+        },
+        {
+          "type": "null"
+        }
+      ]
+    },
+    "value26": {
+      "anyOf": [
+        {
+          "items": {
+            "$ref": "#/$defs/value27"
+          },
+          "type": "array"
+        },
+        {
+          "type": "null"
+        }
+      ]
+    },
+    "value27": {
+      "additionalProperties": false,
+      "properties": {
+        "attributes": {
+          "$ref": "#/$defs/value28"
+        },
+        "label": {
+          "type": "string"
+        },
+        "memberRefs": {
+          "$ref": "#/$defs/value40"
+        }
+      },
+      "required": [
+        "attributes",
+        "label",
+        "memberRefs"
+      ],
+      "type": "object"
+    },
+    "value28": {
+      "additionalProperties": false,
+      "properties": {
+        "assessmentLabel": {
+          "type": "string"
+        },
+        "certifications": {
+          "$ref": "#/$defs/value36"
+        },
+        "channelSegments": {
+          "$ref": "#/$defs/value34"
+        },
+        "companyType": {
+          "type": "string"
+        },
+        "countries": {
+          "$ref": "#/$defs/value32"
+        },
+        "customerSegments": {
+          "$ref": "#/$defs/value35"
+        },
+        "employeeEstimate": {
+          "type": "string"
+        },
+        "exclusionFlags": {
+          "$ref": "#/$defs/value39"
+        },
+        "hsCodes": {
+          "$ref": "#/$defs/value31"
+        },
+        "industries": {
+          "$ref": "#/$defs/value29"
+        },
+        "modelInferred": {
+          "type": "boolean"
+        },
+        "operatingMarkets": {
+          "$ref": "#/$defs/value33"
+        },
+        "productCategories": {
+          "$ref": "#/$defs/value30"
+        },
+        "sizeBand": {
+          "type": "string"
+        },
+        "sourcedCountries": {
+          "$ref": "#/$defs/value38"
+        },
+        "tradeRoles": {
+          "$ref": "#/$defs/value37"
+        },
+        "websiteQuality": {
+          "type": "string"
+        }
+      },
+      "required": [
+        "assessmentLabel",
+        "modelInferred"
+      ],
+      "type": "object"
+    },
+    "value29": {
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+        {
+          "items": {
+            "type": "string"
+          },
+          "type": "array"
+        },
+        {
+          "type": "null"
+        }
+      ]
+    },
+    "value3": {
+      "anyOf": [
+        {
+          "items": {
+            "type": "string"
+          },
+          "type": "array"
+        },
+        {
+          "type": "null"
+        }
+      ]
+    },
+    "value30": {
+      "anyOf": [
+        {
+          "items": {
+            "type": "string"
+          },
+          "type": "array"
+        },
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+        }
+      ]
+    },
+    "value31": {
+      "anyOf": [
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+          "items": {
+            "type": "string"
+          },
+          "type": "array"
+        },
+        {
+          "type": "null"
+        }
+      ]
+    },
+    "value32": {
+      "anyOf": [
+        {
+          "items": {
+            "type": "string"
+          },
+          "type": "array"
+        },
+        {
+          "type": "null"
+        }
+      ]
+    },
+    "value33": {
+      "anyOf": [
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+            "type": "string"
+          },
+          "type": "array"
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+        }
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+    },
+    "value34": {
+      "anyOf": [
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+            "type": "string"
+          },
+          "type": "array"
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+        }
+      ]
+    },
+    "value35": {
+      "anyOf": [
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+            "type": "string"
+          },
+          "type": "array"
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+        }
+      ]
+    },
+    "value36": {
+      "anyOf": [
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+            "type": "string"
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+          "type": "array"
+        },
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+        }
+      ]
+    },
+    "value37": {
+      "anyOf": [
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+          "items": {
+            "type": "string"
+          },
+          "type": "array"
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+    },
+    "value38": {
+      "anyOf": [
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+            "type": "string"
+          },
+          "type": "array"
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+        }
+      ]
+    },
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+      "anyOf": [
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+          },
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+    },
+    "value4": {
+      "anyOf": [
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+            "type": "string"
+          },
+          "type": "array"
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+        }
+      ]
+    },
+    "value40": {
+      "anyOf": [
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+          "items": {
+            "type": "string"
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+          "type": "array"
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+        }
+      ]
+    },
+    "value41": {
+      "anyOf": [
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+          "items": {
+            "$ref": "#/$defs/value42"
+          },
+          "type": "array"
+        },
+        {
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+        }
+      ]
+    },
+    "value42": {
+      "additionalProperties": false,
+      "properties": {
+        "assessmentLabel": {
+          "type": "string"
+        },
+        "attributes": {
+          "$ref": "#/$defs/value43"
+        },
+        "companyName": {
+          "type": "string"
+        },
+        "evidence": {
+          "$ref": "#/$defs/value55"
+        },
+        "extractionConfidence": {
+          "type": "number"
+        },
+        "inputType": {
+          "type": "string"
+        },
+        "inputValue": {
+          "type": "string"
+        },
+        "modelInferred": {
+          "type": "boolean"
+        },
+        "polarity": {
+          "type": "string"
+        },
+        "referenceId": {
+          "type": "string"
+        },
+        "website": {
+          "type": "string"
+        }
+      },
+      "required": [
+        "assessmentLabel",
+        "attributes",
+        "extractionConfidence",
+        "inputType",
+        "inputValue",
+        "modelInferred",
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+      ],
+      "type": "object"
+    },
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+      "properties": {
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+        "certifications": {
+          "$ref": "#/$defs/value51"
+        },
+        "channelSegments": {
+          "$ref": "#/$defs/value49"
+        },
+        "companyType": {
+          "type": "string"
+        },
+        "countries": {
+          "$ref": "#/$defs/value47"
+        },
+        "customerSegments": {
+          "$ref": "#/$defs/value50"
+        },
+        "employeeEstimate": {
+          "type": "string"
+        },
+        "exclusionFlags": {
+          "$ref": "#/$defs/value54"
+        },
+        "hsCodes": {
+          "$ref": "#/$defs/value46"
+        },
+        "industries": {
+          "$ref": "#/$defs/value44"
+        },
+        "modelInferred": {
+          "type": "boolean"
+        },
+        "operatingMarkets": {
+          "$ref": "#/$defs/value48"
+        },
+        "productCategories": {
+          "$ref": "#/$defs/value45"
+        },
+        "sizeBand": {
+          "type": "string"
+        },
+        "sourcedCountries": {
+          "$ref": "#/$defs/value53"
+        },
+        "tradeRoles": {
+          "$ref": "#/$defs/value52"
+        },
+        "websiteQuality": {
+          "type": "string"
+        }
+      },
+      "required": [
+        "assessmentLabel",
+        "modelInferred"
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+      "type": "object"
+    },
+    "value44": {
+      "anyOf": [
+        {
+          "items": {
+            "type": "string"
+          },
+          "type": "array"
+        },
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+        }
+      ]
+    },
+    "value45": {
+      "anyOf": [
+        {
+          "items": {
+            "type": "string"
+          },
+          "type": "array"
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+    "value59": {
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+    "value6": {
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+        }
+      ]
+    },
+    "value60": {
+      "additionalProperties": false,
+      "properties": {
+        "command": {
+          "type": "string"
+        },
+        "cost": {
+          "type": "string"
+        },
+        "label": {
+          "type": "string"
+        },
+        "rationale": {
+          "type": "string"
+        }
+      },
+      "required": [
+        "command",
+        "cost",
+        "label",
+        "rationale"
+      ],
+      "type": "object"
+    },
+    "value61": {
+      "anyOf": [
+        {
+          "additionalProperties": {
+            "type": "number"
+          },
+          "type": "object"
+        },
+        {
+          "type": "null"
+        }
+      ]
+    },
+    "value62": {
+      "anyOf": [
+        {
+          "items": {
+            "$ref": "#/$defs/value63"
+          },
+          "type": "array"
+        },
+        {
+          "type": "null"
+        }
+      ]
+    },
+    "value63": {
+      "additionalProperties": false,
+      "properties": {
+        "code": {
+          "type": "string"
+        },
+        "message": {
+          "type": "string"
+        }
+      },
+      "required": [
+        "code",
+        "message"
+      ],
+      "type": "object"
+    },
+    "value64": {
+      "anyOf": [
+        {
+          "additionalProperties": {
+            "type": [
+              "null",
+              "boolean",
+              "number",
+              "string",
+              "array",
+              "object"
+            ]
+          },
+          "type": "object"
+        },
+        {
+          "type": "null"
+        }
+      ]
+    },
+    "value7": {
+      "anyOf": [
+        {
+          "items": {
+            "type": "string"
+          },
+          "type": "array"
+        },
+        {
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+        }
+      ]
+    },
+    "value8": {
+      "anyOf": [
+        {
+          "items": {
+            "type": "string"
+          },
+          "type": "array"
+        },
+        {
+          "type": "null"
+        }
+      ]
+    },
+    "value9": {
+      "anyOf": [
+        {
+          "items": {
+            "type": "string"
+          },
+          "type": "array"
+        },
+        {
+          "type": "null"
+        }
+      ]
+    }
+  },
+  "additionalProperties": false,
+  "properties": {
+    "_debug": {
+      "$ref": "#/$defs/value64"
+    },
+    "correlationId": {
+      "type": "string"
+    },
+    "data": {
+      "additionalProperties": false,
+      "properties": {
+        "context": {
+          "type": [
+            "null",
+            "boolean",
+            "number",
+            "string",
+            "array",
+            "object"
+          ]
+        },
+        "cursor": {
+          "type": "string"
+        },
+        "has_more": {
+          "type": "boolean"
+        },
+        "items": {
+          "anyOf": [
+            {
+              "items": {
+                "$ref": "#/$defs/value0"
+              },
+              "type": "array"
+            },
+            {
+              "type": "null"
+            }
+          ]
+        }
+      },
+      "required": [
+        "context",
+        "has_more",
+        "items"
+      ],
+      "type": "object"
+    },
+    "nextActions": {
+      "$ref": "#/$defs/value59"
+    },
+    "stats": {
+      "$ref": "#/$defs/value61"
+    },
+    "summary": {
+      "type": "string"
+    },
+    "warnings": {
+      "$ref": "#/$defs/value62"
+    }
+  },
+  "required": [
+    "data",
+    "nextActions",
+    "summary"
+  ],
+  "type": "object"
+}

First observedOct 9, 2026

TDQS

B3.4/5.0

Behavior3/5

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

Annotations already declare it as a non-read-only, non-idempotent, non-destructive write, so the safety profile is covered. The description adds one useful artifact of persistence ('saves it for ranking'), but says nothing about what re-running does to an existing profile with the same name, or about the optimistic-concurrency refusal implied by baseVersion.

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

Conciseness4/5

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

A single front-loaded sentence with no filler, verb and resource in the first three words. The alternation of input modes is packed tightly enough to read as a list, but nothing is wasted.

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 explanation. However, the schema encodes the 'at least one of url / references / collectionId' requirement in opaque not/anyOf form, and the description neither surfaces that constraint nor explains the save-vs-preview or version-guard behaviour — gaps an agent would otherwise have to reverse-engineer.

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 the baseline is 3 and the schema already explains polarity, preview, and collection-learning semantics. The description adds only the high-level idea that references can be negative, which the schema also carries, so it contributes little beyond structured data.

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?

Specific verb (builds) plus a specific artifact (ideal customer profile) and names the input modes (reference companies or existing collection). It is clear against generic siblings, but it does not distinguish itself from close siblings like exim__profile__extract or exim__profile__update, so an agent must still infer the boundary.

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?

Usage is only implied: you call it when you need a profile before running lookalike/rank/score. It never states when to prefer this over profile__extract or profile-match__lookalike, nor does it mention the preview path (apply=false), which is a meaningfully different mode of use left entirely to the schema.

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

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