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Glama

HirePulse Company Research

by xyz.gethirepulse.api
OverviewDiscussionsAdmin

Hiring Intent Score

get_company_hiring_intent
Read-only

Hiring intent score and buying-intent signal (0-100) for a company: hiring status, open roles, job postings from the last 30 days, functions and technologies from a public job board. A heuristic, not confirmed purchase intent. $0.01; no board/jobs is free. For company prioritization; get_company_open_jobs gives listings, get_company_profile combines signals.

Input Schema

NameRequiredDescriptionDefault
domainYesPublic company domain without a URL scheme, path or port.
contextNoOptional. A few words on why you are calling this tool. Recorded without your identity to improve the tools; leave out personal data.

Output Schema

NameRequiredDescriptionDefault
codeNo
noteNo
domainNo
statusNoOnly ok is charged.
sandboxNo
ats_typeNo
checked_atNo
confidenceNohigh: the company website links to the board. unverified: only the board name matches the domain.
next_stepsNoSuggested follow-up calls on the same domain, with the exact body. Optional to use.
intent_scoreNo
remote_rolesNo
hiring_statusNo
top_locationsNo
buying_signalsNo
jobs_truncatedNo
total_open_rolesNo
function_breakdownNo
notable_open_rolesNo
department_breakdownNo
roles_posted_last_30_daysNo
top_demanded_technologiesNo
roles_with_known_post_dateNo

Schema Changelog

Changes observed during successful MCP inspections.

  1. Changed3 schema fields changed
    • removedOutput schema / anyOf
      Removed value: -[
-  {
-    "properties": {
-      "ats_type": {
-        "type": [
-          "string",
-          "null"
-        ]
-      },
-      "buying_signals": {
-        "properties": {
-          "cloud_infra": {
-            "items": {
-              "type": "string"
-            },
-            "type": "array"
-          },
-          "data_ai": {
-            "items": {
-              "type": "string"
-            },
-            "type": "array"
-          },
-          "databases": {
-            "items": {
-              "type": "string"
-            },
-            "type": "array"
-          },
-          "observability": {
-            "items": {
-              "type": "string"
-            },
-            "type": "array"
-          },
-          "sales_tools": {
-            "items": {
-              "type": "string"
-            },
-            "type": "array"
-          }
-        },
-        "type": "object"
-      },
-      "checked_at": {
-        "format": "date-time",
-        "type": "string"
-      },
-      "confidence": {
-        "description": "high: the company website links to the board. unverified: only the board name matches the domain.",
-        "enum": [
-          "high",
-          "unverified",
-          null
-        ],
-        "type": [
-          "string",
-          "null"
-        ]
-      },
-      "department_breakdown": {
-        "additionalProperties": {
-          "type": "integer"
-        },
-        "type": "object"
-      },
-      "domain": {
-        "type": "string"
-      },
-      "function_breakdown": {
-        "additionalProperties": {
-          "type": "integer"
-        },
-        "type": "object"
-      },
-      "hiring_status": {
-        "enum": [
-          "hypergrowth",
-          "active_hiring",
-          "steady"
-        ],
-        "type": "string"
-      },
-      "intent_score": {
-        "maximum": 100,
-        "minimum": 0,
-        "type": "integer"
-      },
-      "jobs_truncated": {
-        "type": "boolean"
-      },
-      "next_steps": {
-        "description": "Suggested follow-up calls on the same domain, with the exact body. Optional to use.",
-        "items": {
-          "properties": {
-            "body": {
-              "type": "object"
-            },
-            "mcp_tool": {
-              "type": "string"
-            },
-            "price_usd": {
-              "type": "number"
-            },
-            "tool": {
-              "type": "string"
-            },
-            "url": {
-              "type": "string"
-            },
-            "why": {
-              "type": "string"
-            }
-          },
-          "type": "object"
-        },
-        "type": "array"
-      },
-      "notable_open_roles": {
-        "items": {
-          "type": "object"
-        },
-        "maxItems": 10,
-        "type": "array"
-      },
-      "note": {
-        "type": [
-          "string",
-          "null"
-        ]
-      },
-      "remote_roles": {
-        "type": "integer"
-      },
-      "roles_posted_last_30_days": {
-        "type": "integer"
-      },
-      "roles_with_known_post_date": {
-        "type": "integer"
-      },
-      "sandbox": {
-        "additionalProperties": false,
-        "properties": {
-          "demo_domain": {
-            "const": true,
-            "type": "boolean"
-          },
-          "note": {
-            "type": "string"
-          }
-        },
-        "required": [
-          "demo_domain",
-          "note"
-        ],
-        "type": "object"
-      },
-      "status": {
-        "description": "Only ok is charged.",
-        "enum": [
-          "ok",
-          "no_open_jobs",
-          "unreachable",
-          "not_found"
-        ],
-        "type": "string"
-      },
-      "top_demanded_technologies": {
-        "additionalProperties": {
-          "type": "integer"
-        },
-        "type": "object"
-      },
-      "top_locations": {
-        "additionalProperties": {
-          "type": "integer"
-        },
-        "type": "object"
-      },
-      "total_open_roles": {
-        "type": "integer"
-      }
-    },
-    "required": [
-      "domain",
-      "status",
-      "checked_at"
-    ],
-    "type": "object"
-  },
-  {
-    "additionalProperties": true,
-    "properties": {
-      "code": {
-        "minLength": 1,
-        "type": "string"
-      },
-      "status": {
-        "maximum": 599,
-        "minimum": 400,
-        "type": "integer"
-      }
-    },
-    "required": [
-      "status",
-      "code"
-    ],
-    "type": "object"
-  }
-]
    • addedOutput schema / description
      Added value: +"Fields only; full schema in GET /v1/catalog."
    • addedOutput schema / properties
      Added value: +{
+  "ats_type": {},
+  "buying_signals": {},
+  "checked_at": {},
+  "code": {},
+  "confidence": {
+    "description": "high: the company website links to the board. unverified: only the board name matches the domain."
+  },
+  "department_breakdown": {},
+  "domain": {},
+  "function_breakdown": {},
+  "hiring_status": {},
+  "intent_score": {},
+  "jobs_truncated": {},
+  "next_steps": {
+    "description": "Suggested follow-up calls on the same domain, with the exact body. Optional to use."
+  },
+  "notable_open_roles": {},
+  "note": {},
+  "remote_roles": {},
+  "roles_posted_last_30_days": {},
+  "roles_with_known_post_date": {},
+  "sandbox": {},
+  "status": {
+    "description": "Only ok is charged."
+  },
+  "top_demanded_technologies": {},
+  "top_locations": {},
+  "total_open_roles": {}
+}
  2. Changed1 schema field changed
    • changedOutput schema / anyOf
      Previous value: -[
-  {
-    "properties": {
-      "ats_type": {
-        "type": [
-          "string",
-          "null"
-        ]
-      },
-      "buying_signals": {
-        "properties": {
-          "cloud_infra": {
-            "items": {
-              "type": "string"
-            },
-            "type": "array"
-          },
-          "data_ai": {
-            "items": {
-              "type": "string"
-            },
-            "type": "array"
-          },
-          "databases": {
-            "items": {
-              "type": "string"
-            },
-            "type": "array"
-          },
-          "observability": {
-            "items": {
-              "type": "string"
-            },
-            "type": "array"
-          },
-          "sales_tools": {
-            "items": {
-              "type": "string"
-            },
-            "type": "array"
-          }
-        },
-        "type": "object"
-      },
-      "checked_at": {
-        "format": "date-time",
-        "type": "string"
-      },
-      "confidence": {
-        "description": "high: the company website links to the board. unverified: only the board name matches the domain.",
-        "enum": [
-          "high",
-          "unverified",
-          null
-        ],
-        "type": [
-          "string",
-          "null"
-        ]
-      },
-      "department_breakdown": {
-        "additionalProperties": {
-          "type": "integer"
-        },
-        "type": "object"
-      },
-      "domain": {
-        "type": "string"
-      },
-      "function_breakdown": {
-        "additionalProperties": {
-          "type": "integer"
-        },
-        "type": "object"
-      },
-      "hiring_status": {
-        "enum": [
-          "hypergrowth",
-          "active_hiring",
-          "steady"
-        ],
-        "type": "string"
-      },
-      "intent_score": {
-        "maximum": 100,
-        "minimum": 0,
-        "type": "integer"
-      },
-      "jobs_truncated": {
-        "type": "boolean"
-      },
-      "next_steps": {
-        "description": "Suggested follow-up calls on the same domain, with the exact body. Optional to use.",
-        "items": {
-          "properties": {
-            "body": {
-              "type": "object"
-            },
-            "mcp_tool": {
-              "type": "string"
-            },
-            "price_usd": {
-              "type": "number"
-            },
-            "tool": {
-              "type": "string"
-            },
-            "url": {
-              "type": "string"
-            },
-            "why": {
-              "type": "string"
-            }
-          },
-          "type": "object"
-        },
-        "type": "array"
-      },
-      "notable_open_roles": {
-        "items": {
-          "type": "object"
-        },
-        "maxItems": 10,
-        "type": "array"
-      },
-      "note": {
-        "type": [
-          "string",
-          "null"
-        ]
-      },
-      "remote_roles": {
-        "type": "integer"
-      },
-      "roles_posted_last_30_days": {
-        "type": "integer"
-      },
-      "roles_with_known_post_date": {
-        "type": "integer"
-      },
-      "status": {
-        "description": "Only ok is charged.",
-        "enum": [
-          "ok",
-          "no_open_jobs",
-          "unreachable",
-          "not_found"
-        ],
-        "type": "string"
-      },
-      "top_demanded_technologies": {
-        "additionalProperties": {
-          "type": "integer"
-        },
-        "type": "object"
-      },
-      "top_locations": {
-        "additionalProperties": {
-          "type": "integer"
-        },
-        "type": "object"
-      },
-      "total_open_roles": {
-        "type": "integer"
-      }
-    },
-    "required": [
-      "domain",
-      "status",
-      "checked_at"
-    ],
-    "type": "object"
-  },
-  {
-    "additionalProperties": true,
-    "properties": {
-      "code": {
-        "minLength": 1,
-        "type": "string"
-      },
-      "status": {
-        "maximum": 599,
-        "minimum": 400,
-        "type": "integer"
-      }
-    },
-    "required": [
-      "status",
-      "code"
-    ],
-    "type": "object"
-  }
-]New value: +[
+  {
+    "properties": {
+      "ats_type": {
+        "type": [
+          "string",
+          "null"
+        ]
+      },
+      "buying_signals": {
+        "properties": {
+          "cloud_infra": {
+            "items": {
+              "type": "string"
+            },
+            "type": "array"
+          },
+          "data_ai": {
+            "items": {
+              "type": "string"
+            },
+            "type": "array"
+          },
+          "databases": {
+            "items": {
+              "type": "string"
+            },
+            "type": "array"
+          },
+          "observability": {
+            "items": {
+              "type": "string"
+            },
+            "type": "array"
+          },
+          "sales_tools": {
+            "items": {
+              "type": "string"
+            },
+            "type": "array"
+          }
+        },
+        "type": "object"
+      },
+      "checked_at": {
+        "format": "date-time",
+        "type": "string"
+      },
+      "confidence": {
+        "description": "high: the company website links to the board. unverified: only the board name matches the domain.",
+        "enum": [
+          "high",
+          "unverified",
+          null
+        ],
+        "type": [
+          "string",
+          "null"
+        ]
+      },
+      "department_breakdown": {
+        "additionalProperties": {
+          "type": "integer"
+        },
+        "type": "object"
+      },
+      "domain": {
+        "type": "string"
+      },
+      "function_breakdown": {
+        "additionalProperties": {
+          "type": "integer"
+        },
+        "type": "object"
+      },
+      "hiring_status": {
+        "enum": [
+          "hypergrowth",
+          "active_hiring",
+          "steady"
+        ],
+        "type": "string"
+      },
+      "intent_score": {
+        "maximum": 100,
+        "minimum": 0,
+        "type": "integer"
+      },
+      "jobs_truncated": {
+        "type": "boolean"
+      },
+      "next_steps": {
+        "description": "Suggested follow-up calls on the same domain, with the exact body. Optional to use.",
+        "items": {
+          "properties": {
+            "body": {
+              "type": "object"
+            },
+            "mcp_tool": {
+              "type": "string"
+            },
+            "price_usd": {
+              "type": "number"
+            },
+            "tool": {
+              "type": "string"
+            },
+            "url": {
+              "type": "string"
+            },
+            "why": {
+              "type": "string"
+            }
+          },
+          "type": "object"
+        },
+        "type": "array"
+      },
+      "notable_open_roles": {
+        "items": {
+          "type": "object"
+        },
+        "maxItems": 10,
+        "type": "array"
+      },
+      "note": {
+        "type": [
+          "string",
+          "null"
+        ]
+      },
+      "remote_roles": {
+        "type": "integer"
+      },
+      "roles_posted_last_30_days": {
+        "type": "integer"
+      },
+      "roles_with_known_post_date": {
+        "type": "integer"
+      },
+      "sandbox": {
+        "additionalProperties": false,
+        "properties": {
+          "demo_domain": {
+            "const": true,
+            "type": "boolean"
+          },
+          "note": {
+            "type": "string"
+          }
+        },
+        "required": [
+          "demo_domain",
+          "note"
+        ],
+        "type": "object"
+      },
+      "status": {
+        "description": "Only ok is charged.",
+        "enum": [
+          "ok",
+          "no_open_jobs",
+          "unreachable",
+          "not_found"
+        ],
+        "type": "string"
+      },
+      "top_demanded_technologies": {
+        "additionalProperties": {
+          "type": "integer"
+        },
+        "type": "object"
+      },
+      "top_locations": {
+        "additionalProperties": {
+          "type": "integer"
+        },
+        "type": "object"
+      },
+      "total_open_roles": {
+        "type": "integer"
+      }
+    },
+    "required": [
+      "domain",
+      "status",
+      "checked_at"
+    ],
+    "type": "object"
+  },
+  {
+    "additionalProperties": true,
+    "properties": {
+      "code": {
+        "minLength": 1,
+        "type": "string"
+      },
+      "status": {
+        "maximum": 599,
+        "minimum": 400,
+        "type": "integer"
+      }
+    },
+    "required": [
+      "status",
+      "code"
+    ],
+    "type": "object"
+  }
+]
  3. Changed1 schema field changed
    • changedInput schema / properties / domain / examples
      Previous value: -[
-  "linear.app"
-]New value: +[
+  "ramp.com"
+]
  4. Changed1 schema field changed
    • addedInput schema / properties / context
      Added value: +{
+  "description": "Optional. A few words on why you are calling this tool. Recorded without your identity to improve the tools; leave out personal data.",
+  "type": "string"
+}
  5. Changed3 schema fields changed
    • addedOutput schema / anyOf
      Added value: +[
+  {
+    "properties": {
+      "ats_type": {
+        "type": [
+          "string",
+          "null"
+        ]
+      },
+      "buying_signals": {
+        "properties": {
+          "cloud_infra": {
+            "items": {
+              "type": "string"
+            },
+            "type": "array"
+          },
+          "data_ai": {
+            "items": {
+              "type": "string"
+            },
+            "type": "array"
+          },
+          "databases": {
+            "items": {
+              "type": "string"
+            },
+            "type": "array"
+          },
+          "observability": {
+            "items": {
+              "type": "string"
+            },
+            "type": "array"
+          },
+          "sales_tools": {
+            "items": {
+              "type": "string"
+            },
+            "type": "array"
+          }
+        },
+        "type": "object"
+      },
+      "checked_at": {
+        "format": "date-time",
+        "type": "string"
+      },
+      "confidence": {
+        "description": "high: the company website links to the board. unverified: only the board name matches the domain.",
+        "enum": [
+          "high",
+          "unverified",
+          null
+        ],
+        "type": [
+          "string",
+          "null"
+        ]
+      },
+      "department_breakdown": {
+        "additionalProperties": {
+          "type": "integer"
+        },
+        "type": "object"
+      },
+      "domain": {
+        "type": "string"
+      },
+      "function_breakdown": {
+        "additionalProperties": {
+          "type": "integer"
+        },
+        "type": "object"
+      },
+      "hiring_status": {
+        "enum": [
+          "hypergrowth",
+          "active_hiring",
+          "steady"
+        ],
+        "type": "string"
+      },
+      "intent_score": {
+        "maximum": 100,
+        "minimum": 0,
+        "type": "integer"
+      },
+      "jobs_truncated": {
+        "type": "boolean"
+      },
+      "next_steps": {
+        "description": "Suggested follow-up calls on the same domain, with the exact body. Optional to use.",
+        "items": {
+          "properties": {
+            "body": {
+              "type": "object"
+            },
+            "mcp_tool": {
+              "type": "string"
+            },
+            "price_usd": {
+              "type": "number"
+            },
+            "tool": {
+              "type": "string"
+            },
+            "url": {
+              "type": "string"
+            },
+            "why": {
+              "type": "string"
+            }
+          },
+          "type": "object"
+        },
+        "type": "array"
+      },
+      "notable_open_roles": {
+        "items": {
+          "type": "object"
+        },
+        "maxItems": 10,
+        "type": "array"
+      },
+      "note": {
+        "type": [
+          "string",
+          "null"
+        ]
+      },
+      "remote_roles": {
+        "type": "integer"
+      },
+      "roles_posted_last_30_days": {
+        "type": "integer"
+      },
+      "roles_with_known_post_date": {
+        "type": "integer"
+      },
+      "status": {
+        "description": "Only ok is charged.",
+        "enum": [
+          "ok",
+          "no_open_jobs",
+          "unreachable",
+          "not_found"
+        ],
+        "type": "string"
+      },
+      "top_demanded_technologies": {
+        "additionalProperties": {
+          "type": "integer"
+        },
+        "type": "object"
+      },
+      "top_locations": {
+        "additionalProperties": {
+          "type": "integer"
+        },
+        "type": "object"
+      },
+      "total_open_roles": {
+        "type": "integer"
+      }
+    },
+    "required": [
+      "domain",
+      "status",
+      "checked_at"
+    ],
+    "type": "object"
+  },
+  {
+    "additionalProperties": true,
+    "properties": {
+      "code": {
+        "minLength": 1,
+        "type": "string"
+      },
+      "status": {
+        "maximum": 599,
+        "minimum": 400,
+        "type": "integer"
+      }
+    },
+    "required": [
+      "status",
+      "code"
+    ],
+    "type": "object"
+  }
+]
    • removedOutput schema / properties
      Removed value: -{
-  "ats_type": {
-    "type": [
-      "string",
-      "null"
-    ]
-  },
-  "buying_signals": {
-    "properties": {
-      "cloud_infra": {
-        "items": {
-          "type": "string"
-        },
-        "type": "array"
-      },
-      "data_ai": {
-        "items": {
-          "type": "string"
-        },
-        "type": "array"
-      },
-      "databases": {
-        "items": {
-          "type": "string"
-        },
-        "type": "array"
-      },
-      "observability": {
-        "items": {
-          "type": "string"
-        },
-        "type": "array"
-      },
-      "sales_tools": {
-        "items": {
-          "type": "string"
-        },
-        "type": "array"
-      }
-    },
-    "type": "object"
-  },
-  "checked_at": {
-    "format": "date-time",
-    "type": "string"
-  },
-  "confidence": {
-    "description": "high: the company website links to the board. unverified: only the board name matches the domain.",
-    "enum": [
-      "high",
-      "unverified",
-      null
-    ],
-    "type": [
-      "string",
-      "null"
-    ]
-  },
-  "department_breakdown": {
-    "additionalProperties": {
-      "type": "integer"
-    },
-    "type": "object"
-  },
-  "domain": {
-    "type": "string"
-  },
-  "function_breakdown": {
-    "additionalProperties": {
-      "type": "integer"
-    },
-    "type": "object"
-  },
-  "hiring_status": {
-    "enum": [
-      "hypergrowth",
-      "active_hiring",
-      "steady"
-    ],
-    "type": "string"
-  },
-  "intent_score": {
-    "maximum": 100,
-    "minimum": 0,
-    "type": "integer"
-  },
-  "jobs_truncated": {
-    "type": "boolean"
-  },
-  "next_steps": {
-    "description": "Suggested follow-up calls on the same domain, with the exact body. Optional to use.",
-    "items": {
-      "properties": {
-        "body": {
-          "type": "object"
-        },
-        "mcp_tool": {
-          "type": "string"
-        },
-        "price_usd": {
-          "type": "number"
-        },
-        "tool": {
-          "type": "string"
-        },
-        "url": {
-          "type": "string"
-        },
-        "why": {
-          "type": "string"
-        }
-      },
-      "type": "object"
-    },
-    "type": "array"
-  },
-  "notable_open_roles": {
-    "items": {
-      "type": "object"
-    },
-    "maxItems": 10,
-    "type": "array"
-  },
-  "note": {
-    "type": [
-      "string",
-      "null"
-    ]
-  },
-  "remote_roles": {
-    "type": "integer"
-  },
-  "roles_posted_last_30_days": {
-    "type": "integer"
-  },
-  "roles_with_known_post_date": {
-    "type": "integer"
-  },
-  "status": {
-    "description": "Only ok is charged.",
-    "enum": [
-      "ok",
-      "no_open_jobs",
-      "unreachable",
-      "not_found"
-    ],
-    "type": "string"
-  },
-  "top_demanded_technologies": {
-    "additionalProperties": {
-      "type": "integer"
-    },
-    "type": "object"
-  },
-  "top_locations": {
-    "additionalProperties": {
-      "type": "integer"
-    },
-    "type": "object"
-  },
-  "total_open_roles": {
-    "type": "integer"
-  }
-}
    • removedOutput schema / required
      Removed value: -[
-  "domain",
-  "status",
-  "checked_at"
-]
  6. Changed1 schema field changed
    • changedOutput schema / (root)
      Previous value: -nullNew value: +{
+  "properties": {
+    "ats_type": {
+      "type": [
+        "string",
+        "null"
+      ]
+    },
+    "buying_signals": {
+      "properties": {
+        "cloud_infra": {
+          "items": {
+            "type": "string"
+          },
+          "type": "array"
+        },
+        "data_ai": {
+          "items": {
+            "type": "string"
+          },
+          "type": "array"
+        },
+        "databases": {
+          "items": {
+            "type": "string"
+          },
+          "type": "array"
+        },
+        "observability": {
+          "items": {
+            "type": "string"
+          },
+          "type": "array"
+        },
+        "sales_tools": {
+          "items": {
+            "type": "string"
+          },
+          "type": "array"
+        }
+      },
+      "type": "object"
+    },
+    "checked_at": {
+      "format": "date-time",
+      "type": "string"
+    },
+    "confidence": {
+      "description": "high: the company website links to the board. unverified: only the board name matches the domain.",
+      "enum": [
+        "high",
+        "unverified",
+        null
+      ],
+      "type": [
+        "string",
+        "null"
+      ]
+    },
+    "department_breakdown": {
+      "additionalProperties": {
+        "type": "integer"
+      },
+      "type": "object"
+    },
+    "domain": {
+      "type": "string"
+    },
+    "function_breakdown": {
+      "additionalProperties": {
+        "type": "integer"
+      },
+      "type": "object"
+    },
+    "hiring_status": {
+      "enum": [
+        "hypergrowth",
+        "active_hiring",
+        "steady"
+      ],
+      "type": "string"
+    },
+    "intent_score": {
+      "maximum": 100,
+      "minimum": 0,
+      "type": "integer"
+    },
+    "jobs_truncated": {
+      "type": "boolean"
+    },
+    "next_steps": {
+      "description": "Suggested follow-up calls on the same domain, with the exact body. Optional to use.",
+      "items": {
+        "properties": {
+          "body": {
+            "type": "object"
+          },
+          "mcp_tool": {
+            "type": "string"
+          },
+          "price_usd": {
+            "type": "number"
+          },
+          "tool": {
+            "type": "string"
+          },
+          "url": {
+            "type": "string"
+          },
+          "why": {
+            "type": "string"
+          }
+        },
+        "type": "object"
+      },
+      "type": "array"
+    },
+    "notable_open_roles": {
+      "items": {
+        "type": "object"
+      },
+      "maxItems": 10,
+      "type": "array"
+    },
+    "note": {
+      "type": [
+        "string",
+        "null"
+      ]
+    },
+    "remote_roles": {
+      "type": "integer"
+    },
+    "roles_posted_last_30_days": {
+      "type": "integer"
+    },
+    "roles_with_known_post_date": {
+      "type": "integer"
+    },
+    "status": {
+      "description": "Only ok is charged.",
+      "enum": [
+        "ok",
+        "no_open_jobs",
+        "unreachable",
+        "not_found"
+      ],
+      "type": "string"
+    },
+    "top_demanded_technologies": {
+      "additionalProperties": {
+        "type": "integer"
+      },
+      "type": "object"
+    },
+    "top_locations": {
+      "additionalProperties": {
+        "type": "integer"
+      },
+      "type": "object"
+    },
+    "total_open_roles": {
+      "type": "integer"
+    }
+  },
+  "required": [
+    "domain",
+    "status",
+    "checked_at"
+  ],
+  "type": "object"
+}
  7. First observed

TDQS

A4.4/5.0
Behavior4/5

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

Annotations already cover read-only and open-world behavior, so the description's added value is the caveat that this is 'a heuristic, not confirmed purchase intent' and the pricing model including a free path when no board/jobs exists. That is meaningful context beyond structured fields, though it doesn't mention latency, caching, or freshness beyond the 30-day window.

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?

Two dense sentences, front-loaded with the primary output and signal definition, followed by caveat, cost, and routing. Every clause earns its place, though the first sentence is heavily packed and slightly run-on.

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

Completeness5/5

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

Output schema exists, so return values need no explanation; the description still summarizes what the score comprises. Caveats, cost, and alternative routing are all present, leaving nothing an agent needs in order to call correctly.

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%, with domain format constraints and the optional context parameter fully documented in the schema. The description adds no parameter semantics beyond what the schema already states, so the baseline of 3 applies.

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

Purpose5/5

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

States a specific resource and output ('hiring intent score and buying-intent signal (0-100)') and enumerates the inputs it derives from: hiring status, open roles, 30-day postings, functions, technologies. It explicitly contrasts with sibling tools, so an agent can separate it from get_company_open_jobs and get_company_profile without opening a schema.

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

Usage Guidelines5/5

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

Gives an explicit use case ('for company prioritization') and names two alternatives with the condition that selects each ('get_company_open_jobs gives listings, get_company_profile combines signals'). It adds a cost-based decision rule ('$0.01; no board/jobs is free') that further informs when to call.

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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