EximAgent

Similar trading companies

exim__companies__similar

Read-onlyIdempotent

Same result as companies competitors: companies trading the same HS codes into the same country, ranked by overlap and volume.

Input Schema

Name	Required	Description
`name`	No	company name (used with country when no tax id)
`limit`	No	max rows (1-1000, default 100)
`taxId`	No	company tax id (RUC/NIT/RUT) — the strong identity key
`country`	No	reporting country (ISO 2) to scope the directory

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 / value11 / additionalProperties
```
Added value: +false
```

removedOutput schema / $defs / value11 / anyOf

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

addedOutput schema / $defs / value11 / properties

Added value: +{
+  "company": {
+    "anyOf": [
+      {
+        "$ref": "#/$defs/value13"
+      },
+      {
+        "type": "null"
+      }
+    ]
+  },
+  "fit": {
+    "anyOf": [
+      {
+        "$ref": "#/$defs/value12"
+      },
+      {
+        "type": "null"
+      }
+    ]
+  },
+  "membership": {
+    "anyOf": [
+      {
+        "$ref": "#/$defs/value14"
+      },
+      {
+        "type": "null"
+      }
+    ]
+  },
+  "pending": {
+    "anyOf": [
+      {
+        "$ref": "#/$defs/value17"
+      },
+      {
+        "type": "null"
+      }
+    ]
+  }
+}

addedOutput schema / $defs / value11 / type
```
Added value: +"object"
```
addedOutput schema / $defs / value12 / additionalProperties
```
Added value: +false
```

removedOutput schema / $defs / value12 / anyOf

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

addedOutput schema / $defs / value12 / 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 / value12 / 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 / value12 / type
```
Added value: +"object"
```

addedOutput schema / $defs / value13 / properties / address

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

addedOutput schema / $defs / value13 / properties / base_url

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

addedOutput schema / $defs / value13 / properties / canonical_url
```
Added value: +{
+  "type": "string"
+}
```
removedOutput schema / $defs / value13 / properties / command
```
Removed value: -{
-  "type": "string"
-}
```
removedOutput schema / $defs / value13 / properties / cost
```
Removed value: -{
-  "type": "string"
-}
```

addedOutput schema / $defs / value13 / properties / country

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

addedOutput schema / $defs / value13 / properties / description

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

addedOutput schema / $defs / value13 / properties / id

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

addedOutput schema / $defs / value13 / properties / industry

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

removedOutput schema / $defs / value13 / properties / label
```
Removed value: -{
-  "type": "string"
-}
```
addedOutput schema / $defs / value13 / properties / name
```
Added value: +{
+  "type": "string"
+}
```
removedOutput schema / $defs / value13 / properties / rationale
```
Removed value: -{
-  "type": "string"
-}
```
addedOutput schema / $defs / value13 / properties / resolution_source
```
Added value: +{
+  "type": "string"
+}
```

addedOutput schema / $defs / value13 / properties / trade_potential

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

addedOutput schema / $defs / value13 / properties / trade_potential_reasoning

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

addedOutput schema / $defs / value13 / properties / updated_at

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

addedOutput schema / $defs / value13 / properties / url

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

changedOutput schema / $defs / value13 / 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 / 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: +{
+  "ai_column_meta": {
+    "type": [
+      "null",
+      "boolean",
+      "number",
+      "string",
+      "array",
+      "object"
+    ]
+  },
+  "ai_column_values": {
+    "$ref": "#/$defs/value16"
+  },
+  "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/value15"
+  },
+  "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 / value14 / 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 / value14 / type
```
Added value: +"object"
```

changedOutput schema / $defs / value15 / anyOf

Previous value: -[
-  {
-    "items": {
-      "$ref": "#/$defs/value16"
-    },
-    "type": "array"
-  },
-  {
-    "type": "null"
-  }
-]New value: +[
+  {
+    "items": {
+      "type": "string"
+    },
+    "type": "array"
+  },
+  {
+    "type": "null"
+  }
+]

removedOutput schema / $defs / value16 / additionalProperties
```
Removed value: -false
```

addedOutput schema / $defs / value16 / anyOf

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

addedOutput schema / $defs / value17 / required

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

addedOutput schema / $defs / value17 / type
```
Added value: +"object"
```

addedOutput schema / $defs / value18

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

addedOutput schema / $defs / value19

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

addedOutput schema / $defs / value20

Added value: +{
+  "anyOf": [
+    {
+      "items": {
+        "$ref": "#/$defs/value21"
+      },
+      "type": "array"
+    },
+    {
+      "type": "null"
+    }
+  ]
+}

addedOutput schema / $defs / value21

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 / value22

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

addedOutput schema / $defs / value23

Added value: +{
+  "anyOf": [
+    {
+      "items": {
+        "$ref": "#/$defs/value24"
+      },
+      "type": "array"
+    },
+    {
+      "type": "null"
+    }
+  ]
+}

addedOutput schema / $defs / value24

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

addedOutput schema / $defs / value25

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

changedOutput schema / properties / _debug / $ref

Previous value: -"#/$defs/value17"New value: +"#/$defs/value25"

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

Added value: +[
+  {
+    "type": [
+      "null",
+      "boolean",
+      "number",
+      "string",
+      "array",
+      "object"
+    ]
+  },
+  {
+    "additionalProperties": false,
+    "properties": {
+      "collection": {
+        "$ref": "#/$defs/value18"
+      },
+      "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/value11"
+        }
+      ]
+    },
+    "type": "array"
+  },
+  {
+    "type": "null"
+  }
+]

changedOutput schema / properties / nextActions / $ref

Previous value: -"#/$defs/value12"New value: +"#/$defs/value20"

changedOutput schema / properties / stats / $ref

Previous value: -"#/$defs/value14"New value: +"#/$defs/value22"

changedOutput schema / properties / warnings / $ref

Previous value: -"#/$defs/value15"New value: +"#/$defs/value23"

AddedOct 14, 2026
RemovedOct 14, 2026
AddedOct 14, 2026
RemovedOct 13, 2026
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 readOnly, idempotent, non-destructive, and closed-world, so the safety profile is covered. The description contributes one genuinely useful behavioral fact — results are ranked by HS-code overlap and volume — but says nothing about how many are returned by default, how the seed company is required, or how ties are handled.

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 well-formed sentence with the ranking behavior front and center. Minor waste in the opening 'Same result as companies competitors' framing, which is a sibling comparison rather than a statement of what the tool does.

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?

With an output schema and full annotations present, the description does not need to explain return values, and it correctly conveys the ranking concept. It is incomplete in one respect that matters for invocation: nothing tells the agent that a seed identity (taxId, or name plus country) is required to get any result, a constraint buried in a hard-to-read anyOf/not schema.

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%: taxId is labeled the strong identity key, name is used with country when no tax id, country is the ISO-2 scope, and limit defaults to 100. The description adds nothing beyond that, so baseline 3 applies. It notably does not surface the at-least-one-of taxId/name constraint expressed in the schema's anyOf, though that is schema's job.

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 resource and semantics: companies trading the same HS codes into the same country, ranked by overlap and volume. It also names its sibling (companies competitors), which makes the relationship explicit. It falls short of 5 only because leading with 'Same result as companies competitors' makes the tool read as an alias rather than stating on its own terms when an agent should pick it over that sibling.

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?

The cross-reference to companies competitors implies the two are interchangeable, but it does not say when to use this versus companies__customers, suppliers, graph, or profile-match__lookalike, all of which sit in the same 'find related companies' space. Usage is implied, not directed.

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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