EximAgent

Score companies by profile fit

exim__profile-match__score

Read-onlyIdempotent

Scores any list of companies against a saved ideal customer profile, returning a fit score, band and matched/missing attributes for each.

Input Schema

Name	Required	Description
`name`	No	Saved ideal profile name (or pass references)
`companies`	Yes	Companies to score: JSON [{"name":"...","website":"..."}]
`references`	No	Inline references JSON if no saved profile

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.

Changed1 schema field changedOct 14, 2026

changedInput schema / properties / name / description

Previous value: -"Saved ideal profile name (or pass --references)"New value: +"Saved ideal profile name (or pass references)"

Changed1 schema field changedOct 14, 2026

changedInput schema / properties / name / description

Previous value: -"Saved ideal profile name (or pass references)"New value: +"Saved ideal profile name (or pass --references)"

Changed1 schema field changedOct 14, 2026

changedInput schema / properties / name / description

Previous value: -"Saved ideal profile name (or pass --references)"New value: +"Saved ideal profile name (or pass references)"

Changed9 schema fields changedOct 13, 2026

addedInput schema / not

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

removedInput schema / properties / --companies

Removed value: -{
-  "description": "Companies to score: JSON [{\"name\":\"...\",\"website\":\"...\"}]",
-  "pattern": "[^\\t\\n\\v\\f\\r\\x85\\p{Z}]",
-  "type": "string"
-}

removedInput schema / properties / --name

Removed value: -{
-  "description": "Saved ideal profile name (or pass --references)",
-  "type": "string"
-}

removedInput schema / properties / --references

Removed value: -{
-  "description": "Inline references JSON if no saved profile",
-  "type": "string"
-}

addedInput schema / properties / companies

Added value: +{
+  "anyOf": [
+    {
+      "contentMediaType": "application/json",
+      "contentSchema": {
+        "items": {
+          "nullable": true,
+          "properties": {
+            "name": {
+              "nullable": true,
+              "type": "string"
+            },
+            "website": {
+              "nullable": true,
+              "type": "string"
+            }
+          },
+          "type": "object"
+        },
+        "minItems": 1,
+        "type": "array",
+        "x-rows": [
+          "R114"
+        ]
+      },
+      "maxLength": 20000,
+      "pattern": "[^\\t\\n\\v\\f\\r\\x85\\p{Z}]",
+      "type": "string"
+    },
+    {
+      "items": {
+        "nullable": true,
+        "properties": {
+          "name": {
+            "nullable": true,
+            "type": "string"
+          },
+          "website": {
+            "nullable": true,
+            "type": "string"
+          }
+        },
+        "type": "object"
+      },
+      "minItems": 1,
+      "type": "array",
+      "x-rows": [
+        "R114"
+      ]
+    }
+  ],
+  "contentSchema": {
+    "items": {
+      "nullable": true,
+      "properties": {
+        "name": {
+          "nullable": true,
+          "type": "string"
+        },
+        "website": {
+          "nullable": true,
+          "type": "string"
+        }
+      },
+      "type": "object"
+    },
+    "minItems": 1,
+    "type": "array",
+    "x-rows": [
+      "R114"
+    ]
+  },
+  "description": "Companies to score: JSON [{\"name\":\"...\",\"website\":\"...\"}]"
+}

addedInput schema / properties / name

Added value: +{
+  "description": "Saved ideal profile name (or pass --references)",
+  "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": "Inline references JSON if no saved profile"
+}

changedInput schema / required

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

changedOutput schema / (root)

Previous value: -nullNew value: +{
+  "$defs": {
+    "value0": {
+      "additionalProperties": false,
+      "properties": {
+        "candidatePool": {
+          "type": "integer"
+        },
+        "coverage": {
+          "$ref": "#/$defs/value15"
+        },
+        "hardConstraints": {
+          "$ref": "#/$defs/value11"
+        },
+        "idealProfileName": {
+          "type": "string"
+        },
+        "ranked": {
+          "$ref": "#/$defs/value1"
+        },
+        "relaxedConstraints": {
+          "$ref": "#/$defs/value14"
+        },
+        "retrievalAttributes": {
+          "$ref": "#/$defs/value13"
+        },
+        "softDimensions": {
+          "$ref": "#/$defs/value12"
+        }
+      },
+      "required": [
+        "candidatePool",
+        "coverage",
+        "idealProfileName",
+        "ranked"
+      ],
+      "type": "object"
+    },
+    "value1": {
+      "anyOf": [
+        {
+          "items": {
+            "$ref": "#/$defs/value2"
+          },
+          "type": "array"
+        },
+        {
+          "type": "null"
+        }
+      ]
+    },
+    "value10": {
+      "anyOf": [
+        {
+          "items": {
+            "type": "string"
+          },
+          "type": "array"
+        },
+        {
+          "type": "null"
+        }
+      ]
+    },
+    "value11": {
+      "anyOf": [
+        {
+          "items": {
+            "type": "string"
+          },
+          "type": "array"
+        },
+        {
+          "type": "null"
+        }
+      ]
+    },
+    "value12": {
+      "anyOf": [
+        {
+          "items": {
+            "type": "string"
+          },
+          "type": "array"
+        },
+        {
+          "type": "null"
+        }
+      ]
+    },
+    "value13": {
+      "anyOf": [
+        {
+          "items": {
+            "type": "string"
+          },
+          "type": "array"
+        },
+        {
+          "type": "null"
+        }
+      ]
+    },
+    "value14": {
+      "anyOf": [
+        {
+          "items": {
+            "type": "string"
+          },
+          "type": "array"
+        },
+        {
+          "type": "null"
+        }
+      ]
+    },
+    "value15": {
+      "additionalProperties": false,
+      "properties": {
+        "blindSpot": {
+          "type": "string"
+        },
+        "confidence": {
+          "anyOf": [
+            {
+              "type": "number"
+            },
+            {
+              "type": "null"
+            }
+          ]
+        },
+        "country": {
+          "$ref": "#/$defs/value16"
+        },
+        "display": {
+          "type": "string"
+        },
+        "period": {
+          "$ref": "#/$defs/value17"
+        },
+        "scope": {
+          "type": "string"
+        },
+        "status": {
+          "type": "string"
+        }
+      },
+      "required": [
+        "confidence",
+        "country",
+        "display",
+        "period",
+        "status"
+      ],
+      "type": "object"
+    },
+    "value16": {
+      "anyOf": [
+        {
+          "items": {
+            "type": "string"
+          },
+          "type": "array"
+        },
+        {
+          "type": "null"
+        }
+      ]
+    },
+    "value17": {
+      "additionalProperties": false,
+      "properties": {
+        "end": {
+          "type": "string"
+        },
+        "start": {
+          "type": "string"
+        }
+      },
+      "required": [
+        "end",
+        "start"
+      ],
+      "type": "object"
+    },
+    "value18": {
+      "anyOf": [
+        {
+          "items": {
+            "type": [
+              "null",
+              "boolean",
+              "number",
+              "string",
+              "array",
+              "object"
+            ]
+          },
+          "type": "array"
+        },
+        {
+          "type": "null"
+        }
+      ]
+    },
+    "value19": {
+      "anyOf": [
+        {
+          "items": {
+            "$ref": "#/$defs/value20"
+          },
+          "type": "array"
+        },
+        {
+          "type": "null"
+        }
+      ]
+    },
+    "value2": {
+      "additionalProperties": false,
+      "properties": {
+        "candidateCompanyId": {
+          "type": "string"
+        },
+        "candidateCompanyName": {
+          "type": "string"
+        },
+        "candidateWebsite": {
+          "type": "string"
+        },
+        "confidence": {
+          "anyOf": [
+            {
+              "type": "number"
+            },
+            {
+              "type": "null"
+            }
+          ]
+        },
+        "evidence": {
+          "$ref": "#/$defs/value10"
+        },
+        "fitLabel": {
+          "type": "string"
+        },
+        "idealProfileName": {
+          "type": "string"
+        },
+        "matchedAttributes": {
+          "$ref": "#/$defs/value7"
+        },
+        "missingAttributes": {
+          "$ref": "#/$defs/value8"
+        },
+        "negativeSignals": {
+          "$ref": "#/$defs/value9"
+        },
+        "newRank": {
+          "type": "integer"
+        },
+        "originalRank": {
+          "type": "integer"
+        },
+        "recommendedNextAction": {
+          "type": "string"
+        },
+        "signals": {
+          "$ref": "#/$defs/value3"
+        },
+        "similarityScore": {
+          "type": "number"
+        }
+      },
+      "required": [
+        "candidateCompanyName",
+        "fitLabel",
+        "newRank",
+        "signals",
+        "similarityScore"
+      ],
+      "type": "object"
+    },
+    "value20": {
+      "additionalProperties": false,
+      "properties": {
+        "command": {
+          "type": "string"
+        },
+        "cost": {
+          "type": "string"
+        },
+        "label": {
+          "type": "string"
+        },
+        "rationale": {
+          "type": "string"
+        }
+      },
+      "required": [
+        "command",
+        "cost",
+        "label",
+        "rationale"
+      ],
+      "type": "object"
+    },
+    "value21": {
+      "anyOf": [
+        {
+          "additionalProperties": {
+            "type": "number"
+          },
+          "type": "object"
+        },
+        {
+          "type": "null"
+        }
+      ]
+    },
+    "value22": {
+      "anyOf": [
+        {
+          "items": {
+            "$ref": "#/$defs/value23"
+          },
+          "type": "array"
+        },
+        {
+          "type": "null"
+        }
+      ]
+    },
+    "value23": {
+      "additionalProperties": false,
+      "properties": {
+        "code": {
+          "type": "string"
+        },
+        "message": {
+          "type": "string"
+        }
+      },
+      "required": [
+        "code",
+        "message"
+      ],
+      "type": "object"
+    },
+    "value24": {
+      "anyOf": [
+        {
+          "additionalProperties": {
+            "type": [
+              "null",
+              "boolean",
+              "number",
+              "string",
+              "array",
+              "object"
+            ]
+          },
+          "type": "object"
+        },
+        {
+          "type": "null"
+        }
+      ]
+    },
+    "value3": {
+      "anyOf": [
+        {
+          "items": {
+            "$ref": "#/$defs/value4"
+          },
+          "type": "array"
+        },
+        {
+          "type": "null"
+        }
+      ]
+    },
+    "value4": {
+      "additionalProperties": false,
+      "properties": {
+        "dimension": {
+          "type": "string"
+        },
+        "matched": {
+          "$ref": "#/$defs/value5"
+        },
+        "missing": {
+          "$ref": "#/$defs/value6"
+        },
+        "score": {
+          "type": "number"
+        },
+        "weight": {
+          "type": "number"
+        }
+      },
+      "required": [
+        "dimension",
+        "score",
+        "weight"
+      ],
+      "type": "object"
+    },
+    "value5": {
+      "anyOf": [
+        {
+          "items": {
+            "type": "string"
+          },
+          "type": "array"
+        },
+        {
+          "type": "null"
+        }
+      ]
+    },
+    "value6": {
+      "anyOf": [
+        {
+          "items": {
+            "type": "string"
+          },
+          "type": "array"
+        },
+        {
+          "type": "null"
+        }
+      ]
+    },
+    "value7": {
+      "anyOf": [
+        {
+          "items": {
+            "type": "string"
+          },
+          "type": "array"
+        },
+        {
+          "type": "null"
+        }
+      ]
+    },
+    "value8": {
+      "anyOf": [
+        {
+          "items": {
+            "type": "string"
+          },
+          "type": "array"
+        },
+        {
+          "type": "null"
+        }
+      ]
+    },
+    "value9": {
+      "anyOf": [
+        {
+          "items": {
+            "type": "string"
+          },
+          "type": "array"
+        },
+        {
+          "type": "null"
+        }
+      ]
+    }
+  },
+  "additionalProperties": false,
+  "properties": {
+    "_debug": {
+      "$ref": "#/$defs/value24"
+    },
+    "correlationId": {
+      "type": "string"
+    },
+    "data": {
+      "additionalProperties": false,
+      "properties": {
+        "context": {
+          "type": [
+            "null",
+            "boolean",
+            "number",
+            "string",
+            "array",
+            "object"
+          ]
+        },
+        "cursor": {
+          "type": "string"
+        },
+        "has_more": {
+          "type": "boolean"
+        },
+        "items": {
+          "anyOf": [
+            {
+              "items": {
+                "$ref": "#/$defs/value0"
+              },
+              "type": "array"
+            },
+            {
+              "type": "null"
+            }
+          ]
+        }
+      },
+      "required": [
+        "context",
+        "has_more",
+        "items"
+      ],
+      "type": "object"
+    },
+    "nextActions": {
+      "$ref": "#/$defs/value19"
+    },
+    "stats": {
+      "$ref": "#/$defs/value21"
+    },
+    "summary": {
+      "type": "string"
+    },
+    "warnings": {
+      "$ref": "#/$defs/value22"
+    }
+  },
+  "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 readOnlyHint=true, idempotentHint=true, destructiveHint=false and openWorldHint=false, so the safety profile is covered. The description adds useful behavioral context by naming the outputs (fit score, band, matched/missing attributes), but says nothing about the references-vs-saved-profile path or any limits, so it adds only moderate value beyond structured fields.

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

Conciseness5/5

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

A single front-loaded sentence that names the action, the input scope and the return shape with no filler. Every clause earns its place.

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?

An output schema exists, so the return values need not be explained in prose, and the description still summarizes them. The one notable gap is the alternative path where no saved profile exists and inline 'references' are supplied, which the description never mentions.

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 schema already documents companies, name and references (including the inline-references fallback). The description's phrase 'saved ideal customer profile' loosely maps to the name parameter but adds no syntax or format detail beyond the schema, which is the expected baseline when the schema does the heavy lifting.

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 and resource ('Scores any list of companies against a saved ideal customer profile') and even enumerates the outputs (fit score, band, matched/missing attributes). It is clear what the tool does, but it does not distinguish itself from close siblings like profile-match__rank, __search, __analyze or __lookalike.

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

Usage Guidelines2/5

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

It says the tool works on 'any list of companies' and needs a 'saved ideal customer profile', but gives no explicit when-to-use, when-not-to-use, or routing guidance against the four sibling profile-match tools. The agent must infer whether to score, rank, search, or run lookalike.

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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Score companies by profile fit

Input Schema

Output Schema

Schema Changelog

TDQS

Glama MCP Gateway

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