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HirePulse Agent Gateway

by io.github.edtool79-collab
OverviewDiscussionsAdmin

Hiring Intent Score

get_company_hiring_intent
Read-only

Hiring intent score (0-100) for a company domain, from its public job board: hiring status, open roles, postings in the last 30 days, functions and technologies. A heuristic signal, not confirmed purchase intent. Use when an agent ranks accounts by hiring activity. $0.01; no board or no jobs is free. Job listings: get_company_open_jobs.

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. 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"
+      },
+      "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"
+  }
+]
    • removedOutput schema / description
      Removed value: -"Fields only; full schema in GET /v1/catalog."
    • removedOutput schema / properties
      Removed 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": {}
-}
  3. 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": {}
+}
  4. 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"
+  }
+]
  5. Changed1 schema field changed
    • changedInput schema / properties / domain / examples
      Previous value: -[
-  "linear.app"
-]New value: +[
+  "ramp.com"
+]
  6. 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"
+}
  7. 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"
-]
  8. First observed

TDQS

A4.1/5.0
Behavior4/5

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

With readOnlyHint and openWorldHint already declaring the safety profile, the description adds genuinely new context: this is 'a heuristic signal, not confirmed purchase intent' and it costs $0.01, free when there is no board or no jobs. That cost and reliability disclosure is exactly the kind of thing annotations cannot convey.

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?

The score definition is front-loaded, followed by scope, caveat, use case, cost, and sibling pointer in tight succession with no filler. The middle sentence is dense but each clause carries distinct information.

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 return values need no explanation, and the description still covers source, caveat, cost, and sibling routing. Only minor items like auth requirements or rate limits are absent, which is acceptable for a cheap read-only lookup.

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 coverage is 100% and both parameters (domain, context) are documented in the schema itself. The description reinforces that the input is a 'company domain' but adds no format or edge-case detail beyond the schema, so the baseline 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 (a 0-100 hiring intent score for a company domain) with its data source (public job board) and the exact components returned. It also explicitly separates itself from get_company_open_jobs, which covers raw listings, so an agent can pick between them without opening schemas.

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?

'Use when an agent ranks accounts by hiring activity' gives a concrete selection context, and the closing 'Job listings: get_company_open_jobs' names the alternative for a closely-related need. It stops short of explicit when-not conditions (e.g., don't use for enrichment or contacts), but the routing guidance is clear.

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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