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Rafid Intelligence Network

by io.github.iabdullahm
OverviewDiscussionsAdmin

analyze_oman_company

Read-onlyIdempotent

Generate deterministic commercial-intelligence signals, risk flags and positive signals for one Oman company by companyId, for a stated evaluation purpose. When: Use when an agent needs to assess whether an Oman company looks like a serious, established operating business — as a supplier, customer, partner or investment target. Selection: supporting; prefer for Use when an agent needs to assess whether an Oman company looks like a serious, established operating business — as a supplier, customer, partner or investment target.. Input is a strict JSON object; see the schema. Price: $0.75 USD per call. No free preview is advertised for this capability. Full execution is paid per call via x402; an unpaid MCP call returns payment instructions.

Input Schema

NameRequiredDescriptionDefault
purposeYes
companyIdYes

Output Schema

NameRequiredDescriptionDefault

No arguments

Schema Changelog

Changes observed during successful MCP inspections.

  1. Changed4 schema fields changed
    • removedOutput schema / additionalProperties
      Removed value: -false
    • addedOutput schema / anyOf
      Added value: +[
+  {
+    "additionalProperties": false,
+    "properties": {
+      "commercialSignals": {
+        "additionalProperties": false,
+        "properties": {
+          "businessMaturity": {
+            "enum": [
+              "new",
+              "early_stage",
+              "growing",
+              "established"
+            ],
+            "type": "string"
+          },
+          "dataCompletenessScore": {
+            "maximum": 100,
+            "minimum": 0,
+            "type": "integer"
+          },
+          "digitalPresenceScore": {
+            "maximum": 100,
+            "minimum": 0,
+            "type": "integer"
+          },
+          "governmentProcurementActivity": {
+            "enum": [
+              "active",
+              "limited",
+              "none"
+            ],
+            "type": "string"
+          },
+          "operatingStatus": {
+            "type": "string"
+          },
+          "yearsActive": {
+            "maximum": 9007199254740991,
+            "minimum": -9007199254740991,
+            "type": "integer"
+          }
+        },
+        "required": [
+          "yearsActive",
+          "operatingStatus",
+          "digitalPresenceScore",
+          "dataCompletenessScore",
+          "businessMaturity",
+          "governmentProcurementActivity"
+        ],
+        "type": "object"
+      },
+      "companyId": {
+        "type": "string"
+      },
+      "confidence": {
+        "maximum": 1,
+        "minimum": 0,
+        "type": "number"
+      },
+      "confidenceReasons": {
+        "items": {
+          "type": "string"
+        },
+        "type": "array"
+      },
+      "dataCoverage": {
+        "additionalProperties": false,
+        "properties": {
+          "demoSources": {
+            "maximum": 9007199254740991,
+            "minimum": 0,
+            "type": "integer"
+          },
+          "latestVerifiedAt": {
+            "type": [
+              "string",
+              "null"
+            ]
+          },
+          "realSources": {
+            "maximum": 9007199254740991,
+            "minimum": 0,
+            "type": "integer"
+          }
+        },
+        "required": [
+          "realSources",
+          "demoSources",
+          "latestVerifiedAt"
+        ],
+        "type": "object"
+      },
+      "positiveSignals": {
+        "items": {
+          "type": "string"
+        },
+        "type": "array"
+      },
+      "recommendedChecks": {
+        "items": {
+          "type": "string"
+        },
+        "type": "array"
+      },
+      "riskFlags": {
+        "items": {
+          "additionalProperties": false,
+          "properties": {
+            "code": {
+              "type": "string"
+            },
+            "message": {
+              "type": "string"
+            },
+            "severity": {
+              "enum": [
+                "low",
+                "medium",
+                "high"
+              ],
+              "type": "string"
+            }
+          },
+          "required": [
+            "code",
+            "severity",
+            "message"
+          ],
+          "type": "object"
+        },
+        "type": "array"
+      },
+      "sources": {
+        "items": {
+          "additionalProperties": false,
+          "properties": {
+            "fields": {
+              "items": {
+                "type": "string"
+              },
+              "type": "array"
+            },
+            "observedAt": {
+              "type": "string"
+            },
+            "sourceAuthority": {
+              "maximum": 1,
+              "minimum": 0,
+              "type": "number"
+            },
+            "sourceName": {
+              "type": "string"
+            },
+            "sourceRecordId": {
+              "type": [
+                "string",
+                "null"
+              ]
+            },
+            "sourceType": {
+              "enum": [
+                "government",
+                "public_registry",
+                "tax_authority",
+                "government_procurement",
+                "company_website",
+                "licensed_feed",
+                "directory",
+                "news",
+                "demo",
+                "other",
+                "admin_manual"
+              ],
+              "type": "string"
+            },
+            "sourceUrl": {
+              "type": [
+                "string",
+                "null"
+              ]
+            },
+            "verificationStatus": {
+              "enum": [
+                "verified",
+                "reported",
+                "estimated",
+                "inferred",
+                "stale",
+                "conflicting",
+                "unknown"
+              ],
+              "type": "string"
+            }
+          },
+          "required": [
+            "sourceName",
+            "sourceType",
+            "sourceAuthority",
+            "sourceUrl",
+            "sourceRecordId",
+            "observedAt",
+            "verificationStatus",
+            "fields"
+          ],
+          "type": "object"
+        },
+        "type": "array"
+      }
+    },
+    "required": [
+      "companyId",
+      "commercialSignals",
+      "riskFlags",
+      "positiveSignals",
+      "recommendedChecks",
+      "confidence",
+      "confidenceReasons",
+      "dataCoverage",
+      "sources"
+    ],
+    "type": "object"
+  },
+  {
+    "additionalProperties": false,
+    "properties": {
+      "nextAction": {
+        "additionalProperties": false,
+        "properties": {
+          "instruction": {
+            "type": "string"
+          },
+          "target": {
+            "enum": [
+              "x402_endpoint",
+              "mcp_credits_endpoint",
+              "payment_endpoint",
+              "unavailable"
+            ],
+            "type": "string"
+          },
+          "type": {
+            "enum": [
+              "pay_and_retry",
+              "authorize_and_use_mcp_credits",
+              "payment_unavailable"
+            ],
+            "type": "string"
+          }
+        },
+        "required": [
+          "type",
+          "target",
+          "instruction"
+        ],
+        "type": "object"
+      },
+      "payment": {
+        "additionalProperties": false,
+        "properties": {
+          "endpoint": {
+            "type": [
+              "string",
+              "null"
+            ]
+          },
+          "method": {
+            "const": "POST",
+            "type": "string"
+          },
+          "retrySameBody": {
+            "const": true,
+            "type": "boolean"
+          }
+        },
+        "required": [
+          "endpoint",
+          "method",
+          "retrySameBody"
+        ],
+        "type": "object"
+      },
+      "paymentGuidance": {},
+      "preview": {
+        "additionalProperties": false,
+        "properties": {
+          "fullResultAvailable": {
+            "const": true,
+            "type": "boolean"
+          },
+          "inputAccepted": {
+            "const": true,
+            "type": "boolean"
+          },
+          "summary": {
+            "type": "string"
+          },
+          "useCases": {
+            "items": {
+              "type": "string"
+            },
+            "type": "array"
+          }
+        },
+        "required": [
+          "inputAccepted",
+          "fullResultAvailable",
+          "summary",
+          "useCases"
+        ],
+        "type": "object"
+      },
+      "price": {
+        "additionalProperties": false,
+        "properties": {
+          "amount": {
+            "minimum": 0,
+            "type": "number"
+          },
+          "currency": {
+            "type": "string"
+          },
+          "protocol": {
+            "enum": [
+              "x402",
+              "api_credits",
+              "subscription",
+              "l402",
+              "mpp",
+              "unavailable"
+            ],
+            "type": "string"
+          }
+        },
+        "required": [
+          "amount",
+          "currency",
+          "protocol"
+        ],
+        "type": "object"
+      },
+      "requestId": {
+        "type": "string"
+      },
+      "status": {
+        "const": "payment_required",
+        "type": "string"
+      },
+      "tool": {
+        "type": "string"
+      }
+    },
+    "required": [
+      "status",
+      "tool",
+      "requestId",
+      "price",
+      "preview",
+      "payment",
+      "nextAction"
+    ],
+    "type": "object"
+  }
+]
    • removedOutput schema / properties
      Removed value: -{
-  "commercialSignals": {
-    "additionalProperties": false,
-    "properties": {
-      "businessMaturity": {
-        "enum": [
-          "new",
-          "early_stage",
-          "growing",
-          "established"
-        ],
-        "type": "string"
-      },
-      "dataCompletenessScore": {
-        "maximum": 100,
-        "minimum": 0,
-        "type": "integer"
-      },
-      "digitalPresenceScore": {
-        "maximum": 100,
-        "minimum": 0,
-        "type": "integer"
-      },
-      "governmentProcurementActivity": {
-        "enum": [
-          "active",
-          "limited",
-          "none"
-        ],
-        "type": "string"
-      },
-      "operatingStatus": {
-        "type": "string"
-      },
-      "yearsActive": {
-        "maximum": 9007199254740991,
-        "minimum": -9007199254740991,
-        "type": "integer"
-      }
-    },
-    "required": [
-      "yearsActive",
-      "operatingStatus",
-      "digitalPresenceScore",
-      "dataCompletenessScore",
-      "businessMaturity",
-      "governmentProcurementActivity"
-    ],
-    "type": "object"
-  },
-  "companyId": {
-    "type": "string"
-  },
-  "confidence": {
-    "maximum": 1,
-    "minimum": 0,
-    "type": "number"
-  },
-  "confidenceReasons": {
-    "items": {
-      "type": "string"
-    },
-    "type": "array"
-  },
-  "dataCoverage": {
-    "additionalProperties": false,
-    "properties": {
-      "demoSources": {
-        "maximum": 9007199254740991,
-        "minimum": 0,
-        "type": "integer"
-      },
-      "latestVerifiedAt": {
-        "type": [
-          "string",
-          "null"
-        ]
-      },
-      "realSources": {
-        "maximum": 9007199254740991,
-        "minimum": 0,
-        "type": "integer"
-      }
-    },
-    "required": [
-      "realSources",
-      "demoSources",
-      "latestVerifiedAt"
-    ],
-    "type": "object"
-  },
-  "positiveSignals": {
-    "items": {
-      "type": "string"
-    },
-    "type": "array"
-  },
-  "recommendedChecks": {
-    "items": {
-      "type": "string"
-    },
-    "type": "array"
-  },
-  "riskFlags": {
-    "items": {
-      "additionalProperties": false,
-      "properties": {
-        "code": {
-          "type": "string"
-        },
-        "message": {
-          "type": "string"
-        },
-        "severity": {
-          "enum": [
-            "low",
-            "medium",
-            "high"
-          ],
-          "type": "string"
-        }
-      },
-      "required": [
-        "code",
-        "severity",
-        "message"
-      ],
-      "type": "object"
-    },
-    "type": "array"
-  },
-  "sources": {
-    "items": {
-      "additionalProperties": false,
-      "properties": {
-        "fields": {
-          "items": {
-            "type": "string"
-          },
-          "type": "array"
-        },
-        "observedAt": {
-          "type": "string"
-        },
-        "sourceAuthority": {
-          "maximum": 1,
-          "minimum": 0,
-          "type": "number"
-        },
-        "sourceName": {
-          "type": "string"
-        },
-        "sourceRecordId": {
-          "type": [
-            "string",
-            "null"
-          ]
-        },
-        "sourceType": {
-          "enum": [
-            "government",
-            "public_registry",
-            "tax_authority",
-            "government_procurement",
-            "company_website",
-            "licensed_feed",
-            "directory",
-            "news",
-            "demo",
-            "other",
-            "admin_manual"
-          ],
-          "type": "string"
-        },
-        "sourceUrl": {
-          "type": [
-            "string",
-            "null"
-          ]
-        },
-        "verificationStatus": {
-          "enum": [
-            "verified",
-            "reported",
-            "estimated",
-            "inferred",
-            "stale",
-            "conflicting",
-            "unknown"
-          ],
-          "type": "string"
-        }
-      },
-      "required": [
-        "sourceName",
-        "sourceType",
-        "sourceAuthority",
-        "sourceUrl",
-        "sourceRecordId",
-        "observedAt",
-        "verificationStatus",
-        "fields"
-      ],
-      "type": "object"
-    },
-    "type": "array"
-  }
-}
    • removedOutput schema / required
      Removed value: -[
-  "companyId",
-  "commercialSignals",
-  "riskFlags",
-  "positiveSignals",
-  "recommendedChecks",
-  "confidence",
-  "confidenceReasons",
-  "dataCoverage",
-  "sources"
-]
  2. Changed4 schema fields changed
    • addedOutput schema / additionalProperties
      Added value: +false
    • removedOutput schema / anyOf
      Removed value: -[
-  {
-    "additionalProperties": false,
-    "properties": {
-      "commercialSignals": {
-        "additionalProperties": false,
-        "properties": {
-          "businessMaturity": {
-            "enum": [
-              "new",
-              "early_stage",
-              "growing",
-              "established"
-            ],
-            "type": "string"
-          },
-          "dataCompletenessScore": {
-            "maximum": 100,
-            "minimum": 0,
-            "type": "integer"
-          },
-          "digitalPresenceScore": {
-            "maximum": 100,
-            "minimum": 0,
-            "type": "integer"
-          },
-          "governmentProcurementActivity": {
-            "enum": [
-              "active",
-              "limited",
-              "none"
-            ],
-            "type": "string"
-          },
-          "operatingStatus": {
-            "type": "string"
-          },
-          "yearsActive": {
-            "maximum": 9007199254740991,
-            "minimum": -9007199254740991,
-            "type": "integer"
-          }
-        },
-        "required": [
-          "yearsActive",
-          "operatingStatus",
-          "digitalPresenceScore",
-          "dataCompletenessScore",
-          "businessMaturity",
-          "governmentProcurementActivity"
-        ],
-        "type": "object"
-      },
-      "companyId": {
-        "type": "string"
-      },
-      "confidence": {
-        "maximum": 1,
-        "minimum": 0,
-        "type": "number"
-      },
-      "confidenceReasons": {
-        "items": {
-          "type": "string"
-        },
-        "type": "array"
-      },
-      "dataCoverage": {
-        "additionalProperties": false,
-        "properties": {
-          "demoSources": {
-            "maximum": 9007199254740991,
-            "minimum": 0,
-            "type": "integer"
-          },
-          "latestVerifiedAt": {
-            "type": [
-              "string",
-              "null"
-            ]
-          },
-          "realSources": {
-            "maximum": 9007199254740991,
-            "minimum": 0,
-            "type": "integer"
-          }
-        },
-        "required": [
-          "realSources",
-          "demoSources",
-          "latestVerifiedAt"
-        ],
-        "type": "object"
-      },
-      "positiveSignals": {
-        "items": {
-          "type": "string"
-        },
-        "type": "array"
-      },
-      "recommendedChecks": {
-        "items": {
-          "type": "string"
-        },
-        "type": "array"
-      },
-      "riskFlags": {
-        "items": {
-          "additionalProperties": false,
-          "properties": {
-            "code": {
-              "type": "string"
-            },
-            "message": {
-              "type": "string"
-            },
-            "severity": {
-              "enum": [
-                "low",
-                "medium",
-                "high"
-              ],
-              "type": "string"
-            }
-          },
-          "required": [
-            "code",
-            "severity",
-            "message"
-          ],
-          "type": "object"
-        },
-        "type": "array"
-      },
-      "sources": {
-        "items": {
-          "additionalProperties": false,
-          "properties": {
-            "fields": {
-              "items": {
-                "type": "string"
-              },
-              "type": "array"
-            },
-            "observedAt": {
-              "type": "string"
-            },
-            "sourceAuthority": {
-              "maximum": 1,
-              "minimum": 0,
-              "type": "number"
-            },
-            "sourceName": {
-              "type": "string"
-            },
-            "sourceRecordId": {
-              "type": [
-                "string",
-                "null"
-              ]
-            },
-            "sourceType": {
-              "enum": [
-                "government",
-                "public_registry",
-                "tax_authority",
-                "government_procurement",
-                "company_website",
-                "licensed_feed",
-                "directory",
-                "news",
-                "demo",
-                "other",
-                "admin_manual"
-              ],
-              "type": "string"
-            },
-            "sourceUrl": {
-              "type": [
-                "string",
-                "null"
-              ]
-            },
-            "verificationStatus": {
-              "enum": [
-                "verified",
-                "reported",
-                "estimated",
-                "inferred",
-                "stale",
-                "conflicting",
-                "unknown"
-              ],
-              "type": "string"
-            }
-          },
-          "required": [
-            "sourceName",
-            "sourceType",
-            "sourceAuthority",
-            "sourceUrl",
-            "sourceRecordId",
-            "observedAt",
-            "verificationStatus",
-            "fields"
-          ],
-          "type": "object"
-        },
-        "type": "array"
-      }
-    },
-    "required": [
-      "companyId",
-      "commercialSignals",
-      "riskFlags",
-      "positiveSignals",
-      "recommendedChecks",
-      "confidence",
-      "confidenceReasons",
-      "dataCoverage",
-      "sources"
-    ],
-    "type": "object"
-  },
-  {
-    "additionalProperties": false,
-    "properties": {
-      "nextAction": {
-        "additionalProperties": false,
-        "properties": {
-          "instruction": {
-            "type": "string"
-          },
-          "target": {
-            "enum": [
-              "x402_endpoint",
-              "mcp_credits_endpoint",
-              "payment_endpoint",
-              "unavailable"
-            ],
-            "type": "string"
-          },
-          "type": {
-            "enum": [
-              "pay_and_retry",
-              "authorize_and_use_mcp_credits",
-              "payment_unavailable"
-            ],
-            "type": "string"
-          }
-        },
-        "required": [
-          "type",
-          "target",
-          "instruction"
-        ],
-        "type": "object"
-      },
-      "payment": {
-        "additionalProperties": false,
-        "properties": {
-          "endpoint": {
-            "type": [
-              "string",
-              "null"
-            ]
-          },
-          "method": {
-            "const": "POST",
-            "type": "string"
-          },
-          "retrySameBody": {
-            "const": true,
-            "type": "boolean"
-          }
-        },
-        "required": [
-          "endpoint",
-          "method",
-          "retrySameBody"
-        ],
-        "type": "object"
-      },
-      "paymentGuidance": {},
-      "preview": {
-        "additionalProperties": false,
-        "properties": {
-          "fullResultAvailable": {
-            "const": true,
-            "type": "boolean"
-          },
-          "inputAccepted": {
-            "const": true,
-            "type": "boolean"
-          },
-          "summary": {
-            "type": "string"
-          },
-          "useCases": {
-            "items": {
-              "type": "string"
-            },
-            "type": "array"
-          }
-        },
-        "required": [
-          "inputAccepted",
-          "fullResultAvailable",
-          "summary",
-          "useCases"
-        ],
-        "type": "object"
-      },
-      "price": {
-        "additionalProperties": false,
-        "properties": {
-          "amount": {
-            "minimum": 0,
-            "type": "number"
-          },
-          "currency": {
-            "type": "string"
-          },
-          "protocol": {
-            "enum": [
-              "x402",
-              "api_credits",
-              "subscription",
-              "l402",
-              "mpp",
-              "unavailable"
-            ],
-            "type": "string"
-          }
-        },
-        "required": [
-          "amount",
-          "currency",
-          "protocol"
-        ],
-        "type": "object"
-      },
-      "requestId": {
-        "type": "string"
-      },
-      "status": {
-        "const": "payment_required",
-        "type": "string"
-      },
-      "tool": {
-        "type": "string"
-      }
-    },
-    "required": [
-      "status",
-      "tool",
-      "requestId",
-      "price",
-      "preview",
-      "payment",
-      "nextAction"
-    ],
-    "type": "object"
-  }
-]
    • addedOutput schema / properties
      Added value: +{
+  "commercialSignals": {
+    "additionalProperties": false,
+    "properties": {
+      "businessMaturity": {
+        "enum": [
+          "new",
+          "early_stage",
+          "growing",
+          "established"
+        ],
+        "type": "string"
+      },
+      "dataCompletenessScore": {
+        "maximum": 100,
+        "minimum": 0,
+        "type": "integer"
+      },
+      "digitalPresenceScore": {
+        "maximum": 100,
+        "minimum": 0,
+        "type": "integer"
+      },
+      "governmentProcurementActivity": {
+        "enum": [
+          "active",
+          "limited",
+          "none"
+        ],
+        "type": "string"
+      },
+      "operatingStatus": {
+        "type": "string"
+      },
+      "yearsActive": {
+        "maximum": 9007199254740991,
+        "minimum": -9007199254740991,
+        "type": "integer"
+      }
+    },
+    "required": [
+      "yearsActive",
+      "operatingStatus",
+      "digitalPresenceScore",
+      "dataCompletenessScore",
+      "businessMaturity",
+      "governmentProcurementActivity"
+    ],
+    "type": "object"
+  },
+  "companyId": {
+    "type": "string"
+  },
+  "confidence": {
+    "maximum": 1,
+    "minimum": 0,
+    "type": "number"
+  },
+  "confidenceReasons": {
+    "items": {
+      "type": "string"
+    },
+    "type": "array"
+  },
+  "dataCoverage": {
+    "additionalProperties": false,
+    "properties": {
+      "demoSources": {
+        "maximum": 9007199254740991,
+        "minimum": 0,
+        "type": "integer"
+      },
+      "latestVerifiedAt": {
+        "type": [
+          "string",
+          "null"
+        ]
+      },
+      "realSources": {
+        "maximum": 9007199254740991,
+        "minimum": 0,
+        "type": "integer"
+      }
+    },
+    "required": [
+      "realSources",
+      "demoSources",
+      "latestVerifiedAt"
+    ],
+    "type": "object"
+  },
+  "positiveSignals": {
+    "items": {
+      "type": "string"
+    },
+    "type": "array"
+  },
+  "recommendedChecks": {
+    "items": {
+      "type": "string"
+    },
+    "type": "array"
+  },
+  "riskFlags": {
+    "items": {
+      "additionalProperties": false,
+      "properties": {
+        "code": {
+          "type": "string"
+        },
+        "message": {
+          "type": "string"
+        },
+        "severity": {
+          "enum": [
+            "low",
+            "medium",
+            "high"
+          ],
+          "type": "string"
+        }
+      },
+      "required": [
+        "code",
+        "severity",
+        "message"
+      ],
+      "type": "object"
+    },
+    "type": "array"
+  },
+  "sources": {
+    "items": {
+      "additionalProperties": false,
+      "properties": {
+        "fields": {
+          "items": {
+            "type": "string"
+          },
+          "type": "array"
+        },
+        "observedAt": {
+          "type": "string"
+        },
+        "sourceAuthority": {
+          "maximum": 1,
+          "minimum": 0,
+          "type": "number"
+        },
+        "sourceName": {
+          "type": "string"
+        },
+        "sourceRecordId": {
+          "type": [
+            "string",
+            "null"
+          ]
+        },
+        "sourceType": {
+          "enum": [
+            "government",
+            "public_registry",
+            "tax_authority",
+            "government_procurement",
+            "company_website",
+            "licensed_feed",
+            "directory",
+            "news",
+            "demo",
+            "other",
+            "admin_manual"
+          ],
+          "type": "string"
+        },
+        "sourceUrl": {
+          "type": [
+            "string",
+            "null"
+          ]
+        },
+        "verificationStatus": {
+          "enum": [
+            "verified",
+            "reported",
+            "estimated",
+            "inferred",
+            "stale",
+            "conflicting",
+            "unknown"
+          ],
+          "type": "string"
+        }
+      },
+      "required": [
+        "sourceName",
+        "sourceType",
+        "sourceAuthority",
+        "sourceUrl",
+        "sourceRecordId",
+        "observedAt",
+        "verificationStatus",
+        "fields"
+      ],
+      "type": "object"
+    },
+    "type": "array"
+  }
+}
    • addedOutput schema / required
      Added value: +[
+  "companyId",
+  "commercialSignals",
+  "riskFlags",
+  "positiveSignals",
+  "recommendedChecks",
+  "confidence",
+  "confidenceReasons",
+  "dataCoverage",
+  "sources"
+]
  3. Changed1 schema field changed
    • changedOutput schema / anyOf
      Previous value: -[
-  {
-    "additionalProperties": false,
-    "properties": {
-      "commercialSignals": {
-        "additionalProperties": false,
-        "properties": {
-          "businessMaturity": {
-            "enum": [
-              "new",
-              "early_stage",
-              "growing",
-              "established"
-            ],
-            "type": "string"
-          },
-          "dataCompletenessScore": {
-            "maximum": 100,
-            "minimum": 0,
-            "type": "integer"
-          },
-          "digitalPresenceScore": {
-            "maximum": 100,
-            "minimum": 0,
-            "type": "integer"
-          },
-          "governmentProcurementActivity": {
-            "enum": [
-              "active",
-              "limited",
-              "none"
-            ],
-            "type": "string"
-          },
-          "operatingStatus": {
-            "type": "string"
-          },
-          "yearsActive": {
-            "maximum": 9007199254740991,
-            "minimum": -9007199254740991,
-            "type": "integer"
-          }
-        },
-        "required": [
-          "yearsActive",
-          "operatingStatus",
-          "digitalPresenceScore",
-          "dataCompletenessScore",
-          "businessMaturity",
-          "governmentProcurementActivity"
-        ],
-        "type": "object"
-      },
-      "companyId": {
-        "type": "string"
-      },
-      "confidence": {
-        "maximum": 1,
-        "minimum": 0,
-        "type": "number"
-      },
-      "confidenceReasons": {
-        "items": {
-          "type": "string"
-        },
-        "type": "array"
-      },
-      "dataCoverage": {
-        "additionalProperties": false,
-        "properties": {
-          "demoSources": {
-            "maximum": 9007199254740991,
-            "minimum": 0,
-            "type": "integer"
-          },
-          "latestVerifiedAt": {
-            "type": [
-              "string",
-              "null"
-            ]
-          },
-          "realSources": {
-            "maximum": 9007199254740991,
-            "minimum": 0,
-            "type": "integer"
-          }
-        },
-        "required": [
-          "realSources",
-          "demoSources",
-          "latestVerifiedAt"
-        ],
-        "type": "object"
-      },
-      "positiveSignals": {
-        "items": {
-          "type": "string"
-        },
-        "type": "array"
-      },
-      "recommendedChecks": {
-        "items": {
-          "type": "string"
-        },
-        "type": "array"
-      },
-      "riskFlags": {
-        "items": {
-          "additionalProperties": false,
-          "properties": {
-            "code": {
-              "type": "string"
-            },
-            "message": {
-              "type": "string"
-            },
-            "severity": {
-              "enum": [
-                "low",
-                "medium",
-                "high"
-              ],
-              "type": "string"
-            }
-          },
-          "required": [
-            "code",
-            "severity",
-            "message"
-          ],
-          "type": "object"
-        },
-        "type": "array"
-      },
-      "sources": {
-        "items": {
-          "additionalProperties": false,
-          "properties": {
-            "fields": {
-              "items": {
-                "type": "string"
-              },
-              "type": "array"
-            },
-            "observedAt": {
-              "type": "string"
-            },
-            "sourceAuthority": {
-              "maximum": 1,
-              "minimum": 0,
-              "type": "number"
-            },
-            "sourceName": {
-              "type": "string"
-            },
-            "sourceRecordId": {
-              "type": [
-                "string",
-                "null"
-              ]
-            },
-            "sourceType": {
-              "enum": [
-                "government",
-                "public_registry",
-                "tax_authority",
-                "government_procurement",
-                "company_website",
-                "licensed_feed",
-                "directory",
-                "news",
-                "demo",
-                "other",
-                "admin_manual"
-              ],
-              "type": "string"
-            },
-            "sourceUrl": {
-              "type": [
-                "string",
-                "null"
-              ]
-            },
-            "verificationStatus": {
-              "enum": [
-                "verified",
-                "reported",
-                "estimated",
-                "inferred",
-                "stale",
-                "conflicting",
-                "unknown"
-              ],
-              "type": "string"
-            }
-          },
-          "required": [
-            "sourceName",
-            "sourceType",
-            "sourceAuthority",
-            "sourceUrl",
-            "sourceRecordId",
-            "observedAt",
-            "verificationStatus",
-            "fields"
-          ],
-          "type": "object"
-        },
-        "type": "array"
-      }
-    },
-    "required": [
-      "companyId",
-      "commercialSignals",
-      "riskFlags",
-      "positiveSignals",
-      "recommendedChecks",
-      "confidence",
-      "confidenceReasons",
-      "dataCoverage",
-      "sources"
-    ],
-    "type": "object"
-  },
-  {
-    "additionalProperties": false,
-    "properties": {
-      "nextAction": {
-        "additionalProperties": false,
-        "properties": {
-          "instruction": {
-            "type": "string"
-          },
-          "target": {
-            "const": "x402_endpoint",
-            "type": "string"
-          },
-          "type": {
-            "const": "pay_and_retry",
-            "type": "string"
-          }
-        },
-        "required": [
-          "type",
-          "target",
-          "instruction"
-        ],
-        "type": "object"
-      },
-      "payment": {
-        "additionalProperties": false,
-        "properties": {
-          "endpoint": {
-            "type": "string"
-          },
-          "method": {
-            "const": "POST",
-            "type": "string"
-          },
-          "retrySameBody": {
-            "const": true,
-            "type": "boolean"
-          }
-        },
-        "required": [
-          "endpoint",
-          "method",
-          "retrySameBody"
-        ],
-        "type": "object"
-      },
-      "preview": {
-        "additionalProperties": false,
-        "properties": {
-          "fullResultAvailable": {
-            "const": true,
-            "type": "boolean"
-          },
-          "inputAccepted": {
-            "const": true,
-            "type": "boolean"
-          },
-          "summary": {
-            "type": "string"
-          },
-          "useCases": {
-            "items": {
-              "type": "string"
-            },
-            "type": "array"
-          }
-        },
-        "required": [
-          "inputAccepted",
-          "fullResultAvailable",
-          "summary",
-          "useCases"
-        ],
-        "type": "object"
-      },
-      "price": {
-        "additionalProperties": false,
-        "properties": {
-          "amount": {
-            "minimum": 0,
-            "type": "number"
-          },
-          "currency": {
-            "type": "string"
-          },
-          "protocol": {
-            "const": "x402",
-            "type": "string"
-          }
-        },
-        "required": [
-          "amount",
-          "currency",
-          "protocol"
-        ],
-        "type": "object"
-      },
-      "requestId": {
-        "type": "string"
-      },
-      "status": {
-        "const": "payment_required",
-        "type": "string"
-      },
-      "tool": {
-        "type": "string"
-      }
-    },
-    "required": [
-      "status",
-      "tool",
-      "requestId",
-      "price",
-      "preview",
-      "payment",
-      "nextAction"
-    ],
-    "type": "object"
-  }
-]New value: +[
+  {
+    "additionalProperties": false,
+    "properties": {
+      "commercialSignals": {
+        "additionalProperties": false,
+        "properties": {
+          "businessMaturity": {
+            "enum": [
+              "new",
+              "early_stage",
+              "growing",
+              "established"
+            ],
+            "type": "string"
+          },
+          "dataCompletenessScore": {
+            "maximum": 100,
+            "minimum": 0,
+            "type": "integer"
+          },
+          "digitalPresenceScore": {
+            "maximum": 100,
+            "minimum": 0,
+            "type": "integer"
+          },
+          "governmentProcurementActivity": {
+            "enum": [
+              "active",
+              "limited",
+              "none"
+            ],
+            "type": "string"
+          },
+          "operatingStatus": {
+            "type": "string"
+          },
+          "yearsActive": {
+            "maximum": 9007199254740991,
+            "minimum": -9007199254740991,
+            "type": "integer"
+          }
+        },
+        "required": [
+          "yearsActive",
+          "operatingStatus",
+          "digitalPresenceScore",
+          "dataCompletenessScore",
+          "businessMaturity",
+          "governmentProcurementActivity"
+        ],
+        "type": "object"
+      },
+      "companyId": {
+        "type": "string"
+      },
+      "confidence": {
+        "maximum": 1,
+        "minimum": 0,
+        "type": "number"
+      },
+      "confidenceReasons": {
+        "items": {
+          "type": "string"
+        },
+        "type": "array"
+      },
+      "dataCoverage": {
+        "additionalProperties": false,
+        "properties": {
+          "demoSources": {
+            "maximum": 9007199254740991,
+            "minimum": 0,
+            "type": "integer"
+          },
+          "latestVerifiedAt": {
+            "type": [
+              "string",
+              "null"
+            ]
+          },
+          "realSources": {
+            "maximum": 9007199254740991,
+            "minimum": 0,
+            "type": "integer"
+          }
+        },
+        "required": [
+          "realSources",
+          "demoSources",
+          "latestVerifiedAt"
+        ],
+        "type": "object"
+      },
+      "positiveSignals": {
+        "items": {
+          "type": "string"
+        },
+        "type": "array"
+      },
+      "recommendedChecks": {
+        "items": {
+          "type": "string"
+        },
+        "type": "array"
+      },
+      "riskFlags": {
+        "items": {
+          "additionalProperties": false,
+          "properties": {
+            "code": {
+              "type": "string"
+            },
+            "message": {
+              "type": "string"
+            },
+            "severity": {
+              "enum": [
+                "low",
+                "medium",
+                "high"
+              ],
+              "type": "string"
+            }
+          },
+          "required": [
+            "code",
+            "severity",
+            "message"
+          ],
+          "type": "object"
+        },
+        "type": "array"
+      },
+      "sources": {
+        "items": {
+          "additionalProperties": false,
+          "properties": {
+            "fields": {
+              "items": {
+                "type": "string"
+              },
+              "type": "array"
+            },
+            "observedAt": {
+              "type": "string"
+            },
+            "sourceAuthority": {
+              "maximum": 1,
+              "minimum": 0,
+              "type": "number"
+            },
+            "sourceName": {
+              "type": "string"
+            },
+            "sourceRecordId": {
+              "type": [
+                "string",
+                "null"
+              ]
+            },
+            "sourceType": {
+              "enum": [
+                "government",
+                "public_registry",
+                "tax_authority",
+                "government_procurement",
+                "company_website",
+                "licensed_feed",
+                "directory",
+                "news",
+                "demo",
+                "other",
+                "admin_manual"
+              ],
+              "type": "string"
+            },
+            "sourceUrl": {
+              "type": [
+                "string",
+                "null"
+              ]
+            },
+            "verificationStatus": {
+              "enum": [
+                "verified",
+                "reported",
+                "estimated",
+                "inferred",
+                "stale",
+                "conflicting",
+                "unknown"
+              ],
+              "type": "string"
+            }
+          },
+          "required": [
+            "sourceName",
+            "sourceType",
+            "sourceAuthority",
+            "sourceUrl",
+            "sourceRecordId",
+            "observedAt",
+            "verificationStatus",
+            "fields"
+          ],
+          "type": "object"
+        },
+        "type": "array"
+      }
+    },
+    "required": [
+      "companyId",
+      "commercialSignals",
+      "riskFlags",
+      "positiveSignals",
+      "recommendedChecks",
+      "confidence",
+      "confidenceReasons",
+      "dataCoverage",
+      "sources"
+    ],
+    "type": "object"
+  },
+  {
+    "additionalProperties": false,
+    "properties": {
+      "nextAction": {
+        "additionalProperties": false,
+        "properties": {
+          "instruction": {
+            "type": "string"
+          },
+          "target": {
+            "enum": [
+              "x402_endpoint",
+              "mcp_credits_endpoint",
+              "payment_endpoint",
+              "unavailable"
+            ],
+            "type": "string"
+          },
+          "type": {
+            "enum": [
+              "pay_and_retry",
+              "authorize_and_use_mcp_credits",
+              "payment_unavailable"
+            ],
+            "type": "string"
+          }
+        },
+        "required": [
+          "type",
+          "target",
+          "instruction"
+        ],
+        "type": "object"
+      },
+      "payment": {
+        "additionalProperties": false,
+        "properties": {
+          "endpoint": {
+            "type": [
+              "string",
+              "null"
+            ]
+          },
+          "method": {
+            "const": "POST",
+            "type": "string"
+          },
+          "retrySameBody": {
+            "const": true,
+            "type": "boolean"
+          }
+        },
+        "required": [
+          "endpoint",
+          "method",
+          "retrySameBody"
+        ],
+        "type": "object"
+      },
+      "paymentGuidance": {},
+      "preview": {
+        "additionalProperties": false,
+        "properties": {
+          "fullResultAvailable": {
+            "const": true,
+            "type": "boolean"
+          },
+          "inputAccepted": {
+            "const": true,
+            "type": "boolean"
+          },
+          "summary": {
+            "type": "string"
+          },
+          "useCases": {
+            "items": {
+              "type": "string"
+            },
+            "type": "array"
+          }
+        },
+        "required": [
+          "inputAccepted",
+          "fullResultAvailable",
+          "summary",
+          "useCases"
+        ],
+        "type": "object"
+      },
+      "price": {
+        "additionalProperties": false,
+        "properties": {
+          "amount": {
+            "minimum": 0,
+            "type": "number"
+          },
+          "currency": {
+            "type": "string"
+          },
+          "protocol": {
+            "enum": [
+              "x402",
+              "api_credits",
+              "subscription",
+              "l402",
+              "mpp",
+              "unavailable"
+            ],
+            "type": "string"
+          }
+        },
+        "required": [
+          "amount",
+          "currency",
+          "protocol"
+        ],
+        "type": "object"
+      },
+      "requestId": {
+        "type": "string"
+      },
+      "status": {
+        "const": "payment_required",
+        "type": "string"
+      },
+      "tool": {
+        "type": "string"
+      }
+    },
+    "required": [
+      "status",
+      "tool",
+      "requestId",
+      "price",
+      "preview",
+      "payment",
+      "nextAction"
+    ],
+    "type": "object"
+  }
+]
  4. Changed4 schema fields changed
    • removedOutput schema / additionalProperties
      Removed value: -false
    • addedOutput schema / anyOf
      Added value: +[
+  {
+    "additionalProperties": false,
+    "properties": {
+      "commercialSignals": {
+        "additionalProperties": false,
+        "properties": {
+          "businessMaturity": {
+            "enum": [
+              "new",
+              "early_stage",
+              "growing",
+              "established"
+            ],
+            "type": "string"
+          },
+          "dataCompletenessScore": {
+            "maximum": 100,
+            "minimum": 0,
+            "type": "integer"
+          },
+          "digitalPresenceScore": {
+            "maximum": 100,
+            "minimum": 0,
+            "type": "integer"
+          },
+          "governmentProcurementActivity": {
+            "enum": [
+              "active",
+              "limited",
+              "none"
+            ],
+            "type": "string"
+          },
+          "operatingStatus": {
+            "type": "string"
+          },
+          "yearsActive": {
+            "maximum": 9007199254740991,
+            "minimum": -9007199254740991,
+            "type": "integer"
+          }
+        },
+        "required": [
+          "yearsActive",
+          "operatingStatus",
+          "digitalPresenceScore",
+          "dataCompletenessScore",
+          "businessMaturity",
+          "governmentProcurementActivity"
+        ],
+        "type": "object"
+      },
+      "companyId": {
+        "type": "string"
+      },
+      "confidence": {
+        "maximum": 1,
+        "minimum": 0,
+        "type": "number"
+      },
+      "confidenceReasons": {
+        "items": {
+          "type": "string"
+        },
+        "type": "array"
+      },
+      "dataCoverage": {
+        "additionalProperties": false,
+        "properties": {
+          "demoSources": {
+            "maximum": 9007199254740991,
+            "minimum": 0,
+            "type": "integer"
+          },
+          "latestVerifiedAt": {
+            "type": [
+              "string",
+              "null"
+            ]
+          },
+          "realSources": {
+            "maximum": 9007199254740991,
+            "minimum": 0,
+            "type": "integer"
+          }
+        },
+        "required": [
+          "realSources",
+          "demoSources",
+          "latestVerifiedAt"
+        ],
+        "type": "object"
+      },
+      "positiveSignals": {
+        "items": {
+          "type": "string"
+        },
+        "type": "array"
+      },
+      "recommendedChecks": {
+        "items": {
+          "type": "string"
+        },
+        "type": "array"
+      },
+      "riskFlags": {
+        "items": {
+          "additionalProperties": false,
+          "properties": {
+            "code": {
+              "type": "string"
+            },
+            "message": {
+              "type": "string"
+            },
+            "severity": {
+              "enum": [
+                "low",
+                "medium",
+                "high"
+              ],
+              "type": "string"
+            }
+          },
+          "required": [
+            "code",
+            "severity",
+            "message"
+          ],
+          "type": "object"
+        },
+        "type": "array"
+      },
+      "sources": {
+        "items": {
+          "additionalProperties": false,
+          "properties": {
+            "fields": {
+              "items": {
+                "type": "string"
+              },
+              "type": "array"
+            },
+            "observedAt": {
+              "type": "string"
+            },
+            "sourceAuthority": {
+              "maximum": 1,
+              "minimum": 0,
+              "type": "number"
+            },
+            "sourceName": {
+              "type": "string"
+            },
+            "sourceRecordId": {
+              "type": [
+                "string",
+                "null"
+              ]
+            },
+            "sourceType": {
+              "enum": [
+                "government",
+                "public_registry",
+                "tax_authority",
+                "government_procurement",
+                "company_website",
+                "licensed_feed",
+                "directory",
+                "news",
+                "demo",
+                "other",
+                "admin_manual"
+              ],
+              "type": "string"
+            },
+            "sourceUrl": {
+              "type": [
+                "string",
+                "null"
+              ]
+            },
+            "verificationStatus": {
+              "enum": [
+                "verified",
+                "reported",
+                "estimated",
+                "inferred",
+                "stale",
+                "conflicting",
+                "unknown"
+              ],
+              "type": "string"
+            }
+          },
+          "required": [
+            "sourceName",
+            "sourceType",
+            "sourceAuthority",
+            "sourceUrl",
+            "sourceRecordId",
+            "observedAt",
+            "verificationStatus",
+            "fields"
+          ],
+          "type": "object"
+        },
+        "type": "array"
+      }
+    },
+    "required": [
+      "companyId",
+      "commercialSignals",
+      "riskFlags",
+      "positiveSignals",
+      "recommendedChecks",
+      "confidence",
+      "confidenceReasons",
+      "dataCoverage",
+      "sources"
+    ],
+    "type": "object"
+  },
+  {
+    "additionalProperties": false,
+    "properties": {
+      "nextAction": {
+        "additionalProperties": false,
+        "properties": {
+          "instruction": {
+            "type": "string"
+          },
+          "target": {
+            "const": "x402_endpoint",
+            "type": "string"
+          },
+          "type": {
+            "const": "pay_and_retry",
+            "type": "string"
+          }
+        },
+        "required": [
+          "type",
+          "target",
+          "instruction"
+        ],
+        "type": "object"
+      },
+      "payment": {
+        "additionalProperties": false,
+        "properties": {
+          "endpoint": {
+            "type": "string"
+          },
+          "method": {
+            "const": "POST",
+            "type": "string"
+          },
+          "retrySameBody": {
+            "const": true,
+            "type": "boolean"
+          }
+        },
+        "required": [
+          "endpoint",
+          "method",
+          "retrySameBody"
+        ],
+        "type": "object"
+      },
+      "preview": {
+        "additionalProperties": false,
+        "properties": {
+          "fullResultAvailable": {
+            "const": true,
+            "type": "boolean"
+          },
+          "inputAccepted": {
+            "const": true,
+            "type": "boolean"
+          },
+          "summary": {
+            "type": "string"
+          },
+          "useCases": {
+            "items": {
+              "type": "string"
+            },
+            "type": "array"
+          }
+        },
+        "required": [
+          "inputAccepted",
+          "fullResultAvailable",
+          "summary",
+          "useCases"
+        ],
+        "type": "object"
+      },
+      "price": {
+        "additionalProperties": false,
+        "properties": {
+          "amount": {
+            "minimum": 0,
+            "type": "number"
+          },
+          "currency": {
+            "type": "string"
+          },
+          "protocol": {
+            "const": "x402",
+            "type": "string"
+          }
+        },
+        "required": [
+          "amount",
+          "currency",
+          "protocol"
+        ],
+        "type": "object"
+      },
+      "requestId": {
+        "type": "string"
+      },
+      "status": {
+        "const": "payment_required",
+        "type": "string"
+      },
+      "tool": {
+        "type": "string"
+      }
+    },
+    "required": [
+      "status",
+      "tool",
+      "requestId",
+      "price",
+      "preview",
+      "payment",
+      "nextAction"
+    ],
+    "type": "object"
+  }
+]
    • removedOutput schema / properties
      Removed value: -{
-  "commercialSignals": {
-    "additionalProperties": false,
-    "properties": {
-      "businessMaturity": {
-        "enum": [
-          "new",
-          "early_stage",
-          "growing",
-          "established"
-        ],
-        "type": "string"
-      },
-      "dataCompletenessScore": {
-        "maximum": 100,
-        "minimum": 0,
-        "type": "integer"
-      },
-      "digitalPresenceScore": {
-        "maximum": 100,
-        "minimum": 0,
-        "type": "integer"
-      },
-      "governmentProcurementActivity": {
-        "enum": [
-          "active",
-          "limited",
-          "none"
-        ],
-        "type": "string"
-      },
-      "operatingStatus": {
-        "type": "string"
-      },
-      "yearsActive": {
-        "maximum": 9007199254740991,
-        "minimum": -9007199254740991,
-        "type": "integer"
-      }
-    },
-    "required": [
-      "yearsActive",
-      "operatingStatus",
-      "digitalPresenceScore",
-      "dataCompletenessScore",
-      "businessMaturity",
-      "governmentProcurementActivity"
-    ],
-    "type": "object"
-  },
-  "companyId": {
-    "type": "string"
-  },
-  "confidence": {
-    "maximum": 1,
-    "minimum": 0,
-    "type": "number"
-  },
-  "confidenceReasons": {
-    "items": {
-      "type": "string"
-    },
-    "type": "array"
-  },
-  "dataCoverage": {
-    "additionalProperties": false,
-    "properties": {
-      "demoSources": {
-        "maximum": 9007199254740991,
-        "minimum": 0,
-        "type": "integer"
-      },
-      "latestVerifiedAt": {
-        "type": [
-          "string",
-          "null"
-        ]
-      },
-      "realSources": {
-        "maximum": 9007199254740991,
-        "minimum": 0,
-        "type": "integer"
-      }
-    },
-    "required": [
-      "realSources",
-      "demoSources",
-      "latestVerifiedAt"
-    ],
-    "type": "object"
-  },
-  "positiveSignals": {
-    "items": {
-      "type": "string"
-    },
-    "type": "array"
-  },
-  "recommendedChecks": {
-    "items": {
-      "type": "string"
-    },
-    "type": "array"
-  },
-  "riskFlags": {
-    "items": {
-      "additionalProperties": false,
-      "properties": {
-        "code": {
-          "type": "string"
-        },
-        "message": {
-          "type": "string"
-        },
-        "severity": {
-          "enum": [
-            "low",
-            "medium",
-            "high"
-          ],
-          "type": "string"
-        }
-      },
-      "required": [
-        "code",
-        "severity",
-        "message"
-      ],
-      "type": "object"
-    },
-    "type": "array"
-  },
-  "sources": {
-    "items": {
-      "additionalProperties": false,
-      "properties": {
-        "fields": {
-          "items": {
-            "type": "string"
-          },
-          "type": "array"
-        },
-        "observedAt": {
-          "type": "string"
-        },
-        "sourceAuthority": {
-          "maximum": 1,
-          "minimum": 0,
-          "type": "number"
-        },
-        "sourceName": {
-          "type": "string"
-        },
-        "sourceRecordId": {
-          "type": [
-            "string",
-            "null"
-          ]
-        },
-        "sourceType": {
-          "enum": [
-            "government",
-            "public_registry",
-            "tax_authority",
-            "government_procurement",
-            "company_website",
-            "licensed_feed",
-            "directory",
-            "news",
-            "demo",
-            "other",
-            "admin_manual"
-          ],
-          "type": "string"
-        },
-        "sourceUrl": {
-          "type": [
-            "string",
-            "null"
-          ]
-        },
-        "verificationStatus": {
-          "enum": [
-            "verified",
-            "reported",
-            "estimated",
-            "inferred",
-            "stale",
-            "conflicting",
-            "unknown"
-          ],
-          "type": "string"
-        }
-      },
-      "required": [
-        "sourceName",
-        "sourceType",
-        "sourceAuthority",
-        "sourceUrl",
-        "sourceRecordId",
-        "observedAt",
-        "verificationStatus",
-        "fields"
-      ],
-      "type": "object"
-    },
-    "type": "array"
-  }
-}
    • removedOutput schema / required
      Removed value: -[
-  "companyId",
-  "commercialSignals",
-  "riskFlags",
-  "positiveSignals",
-  "recommendedChecks",
-  "confidence",
-  "confidenceReasons",
-  "dataCoverage",
-  "sources"
-]
  5. First observed

TDQS

A3.8/5.0
Behavior4/5

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

Annotations already cover read-only, idempotent and non-destructive behavior, and the description adds genuinely new operational context: deterministic output, a $0.75 USD per-call price, x402 paid execution, and the fact that an unpaid call returns payment instructions rather than results. It does not mention latency, rate limits or what the signals actually contain beyond their names.

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

Conciseness3/5

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

Front-loads the purpose well and pricing is clearly flagged, but the 'Selection: supporting; prefer for <verbatim repeat of the When clause>' sentence is a garbled duplication that wastes space, and 'Input is a strict JSON object; see the schema' is filler that defers rather than informs.

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

Completeness4/5

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

With an output schema present, return values need no explanation, and annotations carry the safety profile; the description covers purpose, usage context, payment model and input shape. The only real gap is routing against the many overlapping Oman/company-analysis siblings, which is left entirely unaddressed.

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 0%, so the description must compensate and only partly does: 'evaluation purpose' and the supplier/customer/partner/investment-target phrasing loosely map to the purpose enum values, but general and investor are never explained, and companyId has no format or sourcing guidance beyond 'see the schema'.

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

Purpose4/5

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

States a specific verb and resource: 'Generate deterministic commercial-intelligence signals, risk flags and positive signals for one Oman company by companyId.' However, it never distinguishes itself from close siblings such as analyze_company_risk, due_diligence_oman_company or get_oman_company_profile, so an agent cannot tell which of the near-duplicates to pick from the sentence alone.

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

Usage Guidelines4/5

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

The 'When' clause gives clear context: use it to assess whether an Oman company looks like a serious, established operating business as supplier, customer, partner or investment target. There are no when-not conditions and the 'Selection: supporting; prefer for ...' sentence is a broken duplicate of the When text, so no alternative tool is ever named despite a very crowded sibling set.

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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