EximAgent

Find decision-maker contacts

exim__enrich__contacts

Finds decision-maker contacts for companies in a collection, filterable by department, seniority, title and priority, with a hard cost cap. Marks each contact as verified or probable.

Input Schema

Name	Required	Description
`limit`	No	Max collection rows to enrich (after priority / rowIds filters). Bills only the selected rows.
`rowIds`	No	Comma-separated collectionItem Ids — enrich only this explicit subset.
`titles`	No	Comma-separated job titles
`priority`	No	Filter to rows of this priority only before enriching.
`departments`	No	Comma-separated departments (e.g. procurement,purchasing)
`seniorities`	No	Comma-separated seniorities (e.g. director,head,manager)
`collectionId`	Yes	Collection UUID
`onlyWithWebsite`	No	Select only companies with a website.

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 / value10

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

addedOutput schema / $defs / value11

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

addedOutput schema / $defs / value12

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 / value13

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

addedOutput schema / $defs / value14

Added value: +{
+  "anyOf": [
+    {
+      "items": {
+        "$ref": "#/$defs/value15"
+      },
+      "type": "array"
+    },
+    {
+      "type": "null"
+    }
+  ]
+}

addedOutput schema / $defs / value15

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

addedOutput schema / $defs / value16

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

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

removedOutput schema / $defs / value2 / anyOf

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

addedOutput schema / $defs / value2 / properties

Added value: +{
+  "company": {
+    "anyOf": [
+      {
+        "$ref": "#/$defs/value4"
+      },
+      {
+        "type": "null"
+      }
+    ]
+  },
+  "fit": {
+    "anyOf": [
+      {
+        "$ref": "#/$defs/value3"
+      },
+      {
+        "type": "null"
+      }
+    ]
+  },
+  "membership": {
+    "anyOf": [
+      {
+        "$ref": "#/$defs/value5"
+      },
+      {
+        "type": "null"
+      }
+    ]
+  },
+  "pending": {
+    "anyOf": [
+      {
+        "$ref": "#/$defs/value8"
+      },
+      {
+        "type": "null"
+      }
+    ]
+  }
+}

addedOutput schema / $defs / value2 / type
```
Added value: +"object"
```
addedOutput schema / $defs / value3 / additionalProperties
```
Added value: +false
```

removedOutput schema / $defs / value3 / anyOf

Removed value: -[
-  {
-    "items": {
-      "$ref": "#/$defs/value4"
-    },
-    "type": "array"
-  },
-  {
-    "type": "null"
-  }
-]

addedOutput schema / $defs / value3 / 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 / value3 / 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 / value3 / type
```
Added value: +"object"
```

addedOutput schema / $defs / value4 / properties / address

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

addedOutput schema / $defs / value4 / properties / base_url

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

addedOutput schema / $defs / value4 / properties / canonical_url
```
Added value: +{
+  "type": "string"
+}
```
removedOutput schema / $defs / value4 / properties / command
```
Removed value: -{
-  "type": "string"
-}
```
removedOutput schema / $defs / value4 / properties / cost
```
Removed value: -{
-  "type": "string"
-}
```

addedOutput schema / $defs / value4 / properties / country

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

addedOutput schema / $defs / value4 / properties / description

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

addedOutput schema / $defs / value4 / properties / id

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

addedOutput schema / $defs / value4 / properties / industry

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

removedOutput schema / $defs / value4 / properties / label
```
Removed value: -{
-  "type": "string"
-}
```
addedOutput schema / $defs / value4 / properties / name
```
Added value: +{
+  "type": "string"
+}
```
removedOutput schema / $defs / value4 / properties / rationale
```
Removed value: -{
-  "type": "string"
-}
```
addedOutput schema / $defs / value4 / properties / resolution_source
```
Added value: +{
+  "type": "string"
+}
```

addedOutput schema / $defs / value4 / properties / trade_potential

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

addedOutput schema / $defs / value4 / properties / trade_potential_reasoning

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

addedOutput schema / $defs / value4 / properties / updated_at

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

addedOutput schema / $defs / value4 / properties / url

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

changedOutput schema / $defs / value4 / 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 / value5 / additionalProperties
```
Added value: +false
```

removedOutput schema / $defs / value5 / anyOf

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

addedOutput schema / $defs / value5 / properties

Added value: +{
+  "ai_column_meta": {
+    "type": [
+      "null",
+      "boolean",
+      "number",
+      "string",
+      "array",
+      "object"
+    ]
+  },
+  "ai_column_values": {
+    "$ref": "#/$defs/value7"
+  },
+  "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/value6"
+  },
+  "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 / value5 / 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 / value5 / type
```
Added value: +"object"
```

changedOutput schema / $defs / value6 / anyOf

Previous value: -[
-  {
-    "items": {
-      "$ref": "#/$defs/value7"
-    },
-    "type": "array"
-  },
-  {
-    "type": "null"
-  }
-]New value: +[
+  {
+    "items": {
+      "type": "string"
+    },
+    "type": "array"
+  },
+  {
+    "type": "null"
+  }
+]

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

addedOutput schema / $defs / value7 / anyOf

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

removedOutput schema / $defs / value7 / properties

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

removedOutput schema / $defs / value7 / required
```
Removed value: -[
-  "code",
-  "message"
-]
```
removedOutput schema / $defs / value7 / type
```
Removed value: -"object"
```
addedOutput schema / $defs / value8 / additionalProperties
```
Added value: +false
```

removedOutput schema / $defs / value8 / anyOf

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

addedOutput schema / $defs / value8 / properties

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

addedOutput schema / $defs / value8 / required

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

addedOutput schema / $defs / value8 / type
```
Added value: +"object"
```

addedOutput schema / $defs / value9

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

changedOutput schema / properties / _debug / $ref

Previous value: -"#/$defs/value8"New value: +"#/$defs/value16"

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

Added value: +[
+  {
+    "type": [
+      "null",
+      "boolean",
+      "number",
+      "string",
+      "array",
+      "object"
+    ]
+  },
+  {
+    "additionalProperties": false,
+    "properties": {
+      "collection": {
+        "$ref": "#/$defs/value9"
+      },
+      "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/value2"
+        }
+      ]
+    },
+    "type": "array"
+  },
+  {
+    "type": "null"
+  }
+]

changedOutput schema / properties / nextActions / $ref

Previous value: -"#/$defs/value3"New value: +"#/$defs/value11"

changedOutput schema / properties / stats / $ref

Previous value: -"#/$defs/value5"New value: +"#/$defs/value13"

changedOutput schema / properties / warnings / $ref

Previous value: -"#/$defs/value6"New value: +"#/$defs/value14"

Changed1 schema field changedOct 14, 2026

changedInput schema / properties / limit / description

Previous value: -"Max collection rows to enrich (after --priority / --row-ids filters). Bills only the selected rows."New value: +"Max collection rows to enrich (after priority / rowIds filters). Bills only the selected rows."

Changed1 schema field changedOct 14, 2026

changedInput schema / properties / limit / description

Previous value: -"Max collection rows to enrich (after priority / rowIds filters). Bills only the selected rows."New value: +"Max collection rows to enrich (after --priority / --row-ids filters). Bills only the selected rows."

Changed1 schema field changedOct 14, 2026

changedInput schema / properties / limit / description

Previous value: -"Max collection rows to enrich (after --priority / --row-ids filters). Bills only the selected rows."New value: +"Max collection rows to enrich (after priority / rowIds filters). Bills only the selected rows."

Changed19 schema fields changedOct 13, 2026

removedInput schema / properties / --collectionId

Removed value: -{
-  "description": "Collection UUID",
-  "type": "string"
-}

removedInput schema / properties / --departments

Removed value: -{
-  "description": "Comma-separated departments (e.g. procurement,purchasing)",
-  "type": "string"
-}

removedInput schema / properties / --limit

Removed value: -{
-  "description": "Max collection rows to enrich (after --priority / --row-ids filters). Bills only the selected rows.",
-  "type": "integer"
-}

removedInput schema / properties / --maxCostCents

Removed value: -{
-  "description": "Hard cost cap in cents. Loop stops once accumulated approximate cost meets this budget.",
-  "type": "integer"
-}

removedInput schema / properties / --onlyWithWebsite

Removed value: -{
-  "description": "Skip rows whose company has no canonical website (saves contact-enrich spend on un-crawlable orgs).",
-  "type": "boolean"
-}

removedInput schema / properties / --priority

Removed value: -{
-  "description": "Filter to rows of this priority only before enriching.",
-  "enum": [
-    "high",
-    "medium",
-    "low"
-  ],
-  "type": "string"
-}

removedInput schema / properties / --rowIds

Removed value: -{
-  "description": "Comma-separated collectionItem Ids — enrich only this explicit subset.",
-  "type": "string"
-}

removedInput schema / properties / --seniorities

Removed value: -{
-  "description": "Comma-separated seniorities (e.g. director,head,manager)",
-  "type": "string"
-}

removedInput schema / properties / --titles

Removed value: -{
-  "description": "Comma-separated job titles",
-  "type": "string"
-}

addedInput schema / properties / collectionId

Added value: +{
+  "description": "Collection UUID",
+  "maxLength": 8000,
+  "type": "string"
+}

addedInput schema / properties / departments

Added value: +{
+  "description": "Comma-separated departments (e.g. procurement,purchasing)",
+  "maxLength": 8000,
+  "type": "string"
+}

addedInput schema / properties / limit

Added value: +{
+  "description": "Max collection rows to enrich (after --priority / --row-ids filters). Bills only the selected rows.",
+  "maximum": 250,
+  "minimum": 1,
+  "type": "integer"
+}

addedInput schema / properties / onlyWithWebsite

Added value: +{
+  "description": "Select only companies with a website.",
+  "type": "boolean"
+}

addedInput schema / properties / priority

Added value: +{
+  "description": "Filter to rows of this priority only before enriching.",
+  "enum": [
+    "high",
+    "medium",
+    "low"
+  ],
+  "maxLength": 8000,
+  "type": "string"
+}

addedInput schema / properties / rowIds

Added value: +{
+  "description": "Comma-separated collectionItem Ids — enrich only this explicit subset.",
+  "maxLength": 8000,
+  "type": "string"
+}

addedInput schema / properties / seniorities

Added value: +{
+  "description": "Comma-separated seniorities (e.g. director,head,manager)",
+  "maxLength": 8000,
+  "type": "string"
+}

addedInput schema / properties / titles

Added value: +{
+  "description": "Comma-separated job titles",
+  "maxLength": 8000,
+  "type": "string"
+}

changedInput schema / required

Previous value: -[
-  "--collectionId"
-]New value: +[
+  "collectionId"
+]

changedOutput schema / (root)

Previous value: -nullNew value: +{
+  "$defs": {
+    "value0": {
+      "additionalProperties": false,
+      "properties": {
+        "companyId": {
+          "type": "string"
+        },
+        "confidence": {
+          "type": "string"
+        },
+        "department": {
+          "type": "string"
+        },
+        "employeeId": {
+          "type": "string"
+        },
+        "linkedin": {
+          "type": "string"
+        },
+        "location": {
+          "type": "string"
+        },
+        "mail": {
+          "type": "string"
+        },
+        "name": {
+          "type": "string"
+        },
+        "phone": {
+          "type": "string"
+        },
+        "socialObservation": {
+          "$ref": "#/$defs/value1"
+        },
+        "title": {
+          "type": "string"
+        },
+        "verificationSource": {
+          "type": "string"
+        },
+        "verificationStatus": {
+          "type": "string"
+        },
+        "whatsapp": {
+          "type": "string"
+        }
+      },
+      "required": [
+        "companyId",
+        "confidence",
+        "department",
+        "employeeId",
+        "location",
+        "mail",
+        "name",
+        "title"
+      ],
+      "type": "object"
+    },
+    "value1": {
+      "anyOf": [
+        {
+          "items": {
+            "type": "string"
+          },
+          "type": "array"
+        },
+        {
+          "type": "null"
+        }
+      ]
+    },
+    "value2": {
+      "anyOf": [
+        {
+          "items": {
+            "type": [
+              "null",
+              "boolean",
+              "number",
+              "string",
+              "array",
+              "object"
+            ]
+          },
+          "type": "array"
+        },
+        {
+          "type": "null"
+        }
+      ]
+    },
+    "value3": {
+      "anyOf": [
+        {
+          "items": {
+            "$ref": "#/$defs/value4"
+          },
+          "type": "array"
+        },
+        {
+          "type": "null"
+        }
+      ]
+    },
+    "value4": {
+      "additionalProperties": false,
+      "properties": {
+        "command": {
+          "type": "string"
+        },
+        "cost": {
+          "type": "string"
+        },
+        "label": {
+          "type": "string"
+        },
+        "rationale": {
+          "type": "string"
+        }
+      },
+      "required": [
+        "command",
+        "cost",
+        "label",
+        "rationale"
+      ],
+      "type": "object"
+    },
+    "value5": {
+      "anyOf": [
+        {
+          "additionalProperties": {
+            "type": "number"
+          },
+          "type": "object"
+        },
+        {
+          "type": "null"
+        }
+      ]
+    },
+    "value6": {
+      "anyOf": [
+        {
+          "items": {
+            "$ref": "#/$defs/value7"
+          },
+          "type": "array"
+        },
+        {
+          "type": "null"
+        }
+      ]
+    },
+    "value7": {
+      "additionalProperties": false,
+      "properties": {
+        "code": {
+          "type": "string"
+        },
+        "message": {
+          "type": "string"
+        }
+      },
+      "required": [
+        "code",
+        "message"
+      ],
+      "type": "object"
+    },
+    "value8": {
+      "anyOf": [
+        {
+          "additionalProperties": {
+            "type": [
+              "null",
+              "boolean",
+              "number",
+              "string",
+              "array",
+              "object"
+            ]
+          },
+          "type": "object"
+        },
+        {
+          "type": "null"
+        }
+      ]
+    }
+  },
+  "additionalProperties": false,
+  "properties": {
+    "_debug": {
+      "$ref": "#/$defs/value8"
+    },
+    "correlationId": {
+      "type": "string"
+    },
+    "data": {
+      "additionalProperties": false,
+      "properties": {
+        "context": {
+          "type": [
+            "null",
+            "boolean",
+            "number",
+            "string",
+            "array",
+            "object"
+          ]
+        },
+        "cursor": {
+          "type": "string"
+        },
+        "has_more": {
+          "type": "boolean"
+        },
+        "items": {
+          "anyOf": [
+            {
+              "items": {
+                "$ref": "#/$defs/value0"
+              },
+              "type": "array"
+            },
+            {
+              "type": "null"
+            }
+          ]
+        }
+      },
+      "required": [
+        "context",
+        "has_more",
+        "items"
+      ],
+      "type": "object"
+    },
+    "nextActions": {
+      "$ref": "#/$defs/value3"
+    },
+    "stats": {
+      "$ref": "#/$defs/value5"
+    },
+    "summary": {
+      "type": "string"
+    },
+    "warnings": {
+      "$ref": "#/$defs/value6"
+    }
+  },
+  "required": [
+    "data",
+    "nextActions",
+    "summary"
+  ],
+  "type": "object"
+}

First observedOct 9, 2026

TDQS

A4/5.0

Behavior4/5

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

Annotations already flag this as not read-only, open-world, and non-idempotent, so the description adds useful context by mentioning a hard cost cap and verified/probable marking. It still does not explain the cap value, billing mechanics, or whether results are persisted to the collection.

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?

Two front-loaded sentences with no wasted text. The core purpose, filters, cost constraint, and output marking are all stated efficiently.

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

Completeness4/5

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

With a full input schema and an output schema, the description is complete enough for tool selection and invocation. The main remaining gap is that the 'hard cost cap' is not quantified or explained.

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 parameter semantics are already well documented. The description mentions several filter dimensions but adds little beyond the schema for limit, rowIds, collectionId, or onlyWithWebsite.

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?

States a specific verb and resource: finds decision-maker contacts for companies in a collection. The collection scope and contact output distinguish it reasonably from sibling enrichment tools, though it does not explicitly name alternatives like exim__enrich__contact.

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

Usage Guidelines4/5

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

The context is clear: use this when enriching companies within an existing collection, optionally filtered by department, seniority, title, or priority. It does not spell out when to prefer a different sibling tool or when not to use this one.

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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Input Schema

Output Schema

Schema Changelog

TDQS

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