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Rafid Intelligence Network

by io.github.iabdullahm
OverviewDiscussionsAdmin

generate_job_profile

Read-onlyIdempotent

Normalize a job description into required and preferred professional requirements with transparent weights totaling 100. When: Use before candidate matching or shortlisting when an agent needs a structured job requirement profile. Selection: specialized; prefer for Use before candidate matching or shortlisting when an agent needs a structured job requirement profile.. Input is a strict JSON object; see the schema. Price: $0.10 USD per call. A free preview is available through preview_capability before payment. Full execution is paid per call via x402; an unpaid MCP call returns payment instructions.

Input Schema

NameRequiredDescriptionDefault
languageNoauto
job_titleNo
job_descriptionYes

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": {
+      "certifications": {
+        "items": {
+          "type": "string"
+        },
+        "type": "array"
+      },
+      "domain_experience": {
+        "items": {
+          "type": "string"
+        },
+        "type": "array"
+      },
+      "employment_type": {
+        "type": [
+          "string",
+          "null"
+        ]
+      },
+      "industry": {
+        "items": {
+          "type": "string"
+        },
+        "type": "array"
+      },
+      "job_title": {
+        "type": "string"
+      },
+      "keywords": {
+        "items": {
+          "type": "string"
+        },
+        "type": "array"
+      },
+      "language_requirements": {
+        "items": {
+          "type": "string"
+        },
+        "type": "array"
+      },
+      "leadership_requirements": {
+        "items": {
+          "type": "string"
+        },
+        "type": "array"
+      },
+      "location_requirements": {
+        "type": [
+          "string",
+          "null"
+        ]
+      },
+      "preferred_experience_years": {
+        "type": [
+          "number",
+          "null"
+        ]
+      },
+      "preferred_skills": {
+        "items": {
+          "additionalProperties": {},
+          "propertyNames": {
+            "type": "string"
+          },
+          "type": "object"
+        },
+        "type": "array"
+      },
+      "required_education": {
+        "items": {
+          "type": "string"
+        },
+        "type": "array"
+      },
+      "required_experience_years": {
+        "type": [
+          "number",
+          "null"
+        ]
+      },
+      "required_skills": {
+        "items": {
+          "additionalProperties": {},
+          "propertyNames": {
+            "type": "string"
+          },
+          "type": "object"
+        },
+        "type": "array"
+      },
+      "responsibilities": {
+        "items": {
+          "type": "string"
+        },
+        "type": "array"
+      },
+      "role_family": {
+        "type": "string"
+      },
+      "scoring_model": {
+        "additionalProperties": {},
+        "propertyNames": {
+          "type": "string"
+        },
+        "type": "object"
+      },
+      "seniority": {
+        "type": "string"
+      },
+      "technical_requirements": {
+        "items": {
+          "type": "string"
+        },
+        "type": "array"
+      }
+    },
+    "required": [
+      "job_title",
+      "role_family",
+      "seniority",
+      "industry",
+      "required_skills",
+      "preferred_skills",
+      "required_experience_years",
+      "preferred_experience_years",
+      "required_education",
+      "certifications",
+      "responsibilities",
+      "domain_experience",
+      "technical_requirements",
+      "leadership_requirements",
+      "language_requirements",
+      "location_requirements",
+      "employment_type",
+      "keywords",
+      "scoring_model"
+    ],
+    "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: -{
-  "certifications": {
-    "items": {
-      "type": "string"
-    },
-    "type": "array"
-  },
-  "domain_experience": {
-    "items": {
-      "type": "string"
-    },
-    "type": "array"
-  },
-  "employment_type": {
-    "type": [
-      "string",
-      "null"
-    ]
-  },
-  "industry": {
-    "items": {
-      "type": "string"
-    },
-    "type": "array"
-  },
-  "job_title": {
-    "type": "string"
-  },
-  "keywords": {
-    "items": {
-      "type": "string"
-    },
-    "type": "array"
-  },
-  "language_requirements": {
-    "items": {
-      "type": "string"
-    },
-    "type": "array"
-  },
-  "leadership_requirements": {
-    "items": {
-      "type": "string"
-    },
-    "type": "array"
-  },
-  "location_requirements": {
-    "type": [
-      "string",
-      "null"
-    ]
-  },
-  "preferred_experience_years": {
-    "type": [
-      "number",
-      "null"
-    ]
-  },
-  "preferred_skills": {
-    "items": {
-      "additionalProperties": {},
-      "propertyNames": {
-        "type": "string"
-      },
-      "type": "object"
-    },
-    "type": "array"
-  },
-  "required_education": {
-    "items": {
-      "type": "string"
-    },
-    "type": "array"
-  },
-  "required_experience_years": {
-    "type": [
-      "number",
-      "null"
-    ]
-  },
-  "required_skills": {
-    "items": {
-      "additionalProperties": {},
-      "propertyNames": {
-        "type": "string"
-      },
-      "type": "object"
-    },
-    "type": "array"
-  },
-  "responsibilities": {
-    "items": {
-      "type": "string"
-    },
-    "type": "array"
-  },
-  "role_family": {
-    "type": "string"
-  },
-  "scoring_model": {
-    "additionalProperties": {},
-    "propertyNames": {
-      "type": "string"
-    },
-    "type": "object"
-  },
-  "seniority": {
-    "type": "string"
-  },
-  "technical_requirements": {
-    "items": {
-      "type": "string"
-    },
-    "type": "array"
-  }
-}
    • removedOutput schema / required
      Removed value: -[
-  "job_title",
-  "role_family",
-  "seniority",
-  "industry",
-  "required_skills",
-  "preferred_skills",
-  "required_experience_years",
-  "preferred_experience_years",
-  "required_education",
-  "certifications",
-  "responsibilities",
-  "domain_experience",
-  "technical_requirements",
-  "leadership_requirements",
-  "language_requirements",
-  "location_requirements",
-  "employment_type",
-  "keywords",
-  "scoring_model"
-]
  2. Changed4 schema fields changed
    • addedOutput schema / additionalProperties
      Added value: +false
    • removedOutput schema / anyOf
      Removed value: -[
-  {
-    "additionalProperties": false,
-    "properties": {
-      "certifications": {
-        "items": {
-          "type": "string"
-        },
-        "type": "array"
-      },
-      "domain_experience": {
-        "items": {
-          "type": "string"
-        },
-        "type": "array"
-      },
-      "employment_type": {
-        "type": [
-          "string",
-          "null"
-        ]
-      },
-      "industry": {
-        "items": {
-          "type": "string"
-        },
-        "type": "array"
-      },
-      "job_title": {
-        "type": "string"
-      },
-      "keywords": {
-        "items": {
-          "type": "string"
-        },
-        "type": "array"
-      },
-      "language_requirements": {
-        "items": {
-          "type": "string"
-        },
-        "type": "array"
-      },
-      "leadership_requirements": {
-        "items": {
-          "type": "string"
-        },
-        "type": "array"
-      },
-      "location_requirements": {
-        "type": [
-          "string",
-          "null"
-        ]
-      },
-      "preferred_experience_years": {
-        "type": [
-          "number",
-          "null"
-        ]
-      },
-      "preferred_skills": {
-        "items": {
-          "additionalProperties": {},
-          "propertyNames": {
-            "type": "string"
-          },
-          "type": "object"
-        },
-        "type": "array"
-      },
-      "required_education": {
-        "items": {
-          "type": "string"
-        },
-        "type": "array"
-      },
-      "required_experience_years": {
-        "type": [
-          "number",
-          "null"
-        ]
-      },
-      "required_skills": {
-        "items": {
-          "additionalProperties": {},
-          "propertyNames": {
-            "type": "string"
-          },
-          "type": "object"
-        },
-        "type": "array"
-      },
-      "responsibilities": {
-        "items": {
-          "type": "string"
-        },
-        "type": "array"
-      },
-      "role_family": {
-        "type": "string"
-      },
-      "scoring_model": {
-        "additionalProperties": {},
-        "propertyNames": {
-          "type": "string"
-        },
-        "type": "object"
-      },
-      "seniority": {
-        "type": "string"
-      },
-      "technical_requirements": {
-        "items": {
-          "type": "string"
-        },
-        "type": "array"
-      }
-    },
-    "required": [
-      "job_title",
-      "role_family",
-      "seniority",
-      "industry",
-      "required_skills",
-      "preferred_skills",
-      "required_experience_years",
-      "preferred_experience_years",
-      "required_education",
-      "certifications",
-      "responsibilities",
-      "domain_experience",
-      "technical_requirements",
-      "leadership_requirements",
-      "language_requirements",
-      "location_requirements",
-      "employment_type",
-      "keywords",
-      "scoring_model"
-    ],
-    "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: +{
+  "certifications": {
+    "items": {
+      "type": "string"
+    },
+    "type": "array"
+  },
+  "domain_experience": {
+    "items": {
+      "type": "string"
+    },
+    "type": "array"
+  },
+  "employment_type": {
+    "type": [
+      "string",
+      "null"
+    ]
+  },
+  "industry": {
+    "items": {
+      "type": "string"
+    },
+    "type": "array"
+  },
+  "job_title": {
+    "type": "string"
+  },
+  "keywords": {
+    "items": {
+      "type": "string"
+    },
+    "type": "array"
+  },
+  "language_requirements": {
+    "items": {
+      "type": "string"
+    },
+    "type": "array"
+  },
+  "leadership_requirements": {
+    "items": {
+      "type": "string"
+    },
+    "type": "array"
+  },
+  "location_requirements": {
+    "type": [
+      "string",
+      "null"
+    ]
+  },
+  "preferred_experience_years": {
+    "type": [
+      "number",
+      "null"
+    ]
+  },
+  "preferred_skills": {
+    "items": {
+      "additionalProperties": {},
+      "propertyNames": {
+        "type": "string"
+      },
+      "type": "object"
+    },
+    "type": "array"
+  },
+  "required_education": {
+    "items": {
+      "type": "string"
+    },
+    "type": "array"
+  },
+  "required_experience_years": {
+    "type": [
+      "number",
+      "null"
+    ]
+  },
+  "required_skills": {
+    "items": {
+      "additionalProperties": {},
+      "propertyNames": {
+        "type": "string"
+      },
+      "type": "object"
+    },
+    "type": "array"
+  },
+  "responsibilities": {
+    "items": {
+      "type": "string"
+    },
+    "type": "array"
+  },
+  "role_family": {
+    "type": "string"
+  },
+  "scoring_model": {
+    "additionalProperties": {},
+    "propertyNames": {
+      "type": "string"
+    },
+    "type": "object"
+  },
+  "seniority": {
+    "type": "string"
+  },
+  "technical_requirements": {
+    "items": {
+      "type": "string"
+    },
+    "type": "array"
+  }
+}
    • addedOutput schema / required
      Added value: +[
+  "job_title",
+  "role_family",
+  "seniority",
+  "industry",
+  "required_skills",
+  "preferred_skills",
+  "required_experience_years",
+  "preferred_experience_years",
+  "required_education",
+  "certifications",
+  "responsibilities",
+  "domain_experience",
+  "technical_requirements",
+  "leadership_requirements",
+  "language_requirements",
+  "location_requirements",
+  "employment_type",
+  "keywords",
+  "scoring_model"
+]
  3. Changed1 schema field changed
    • changedOutput schema / anyOf
      Previous value: -[
-  {
-    "additionalProperties": false,
-    "properties": {
-      "certifications": {
-        "items": {
-          "type": "string"
-        },
-        "type": "array"
-      },
-      "domain_experience": {
-        "items": {
-          "type": "string"
-        },
-        "type": "array"
-      },
-      "employment_type": {
-        "type": [
-          "string",
-          "null"
-        ]
-      },
-      "industry": {
-        "items": {
-          "type": "string"
-        },
-        "type": "array"
-      },
-      "job_title": {
-        "type": "string"
-      },
-      "keywords": {
-        "items": {
-          "type": "string"
-        },
-        "type": "array"
-      },
-      "language_requirements": {
-        "items": {
-          "type": "string"
-        },
-        "type": "array"
-      },
-      "leadership_requirements": {
-        "items": {
-          "type": "string"
-        },
-        "type": "array"
-      },
-      "location_requirements": {
-        "type": [
-          "string",
-          "null"
-        ]
-      },
-      "preferred_experience_years": {
-        "type": [
-          "number",
-          "null"
-        ]
-      },
-      "preferred_skills": {
-        "items": {
-          "additionalProperties": {},
-          "propertyNames": {
-            "type": "string"
-          },
-          "type": "object"
-        },
-        "type": "array"
-      },
-      "required_education": {
-        "items": {
-          "type": "string"
-        },
-        "type": "array"
-      },
-      "required_experience_years": {
-        "type": [
-          "number",
-          "null"
-        ]
-      },
-      "required_skills": {
-        "items": {
-          "additionalProperties": {},
-          "propertyNames": {
-            "type": "string"
-          },
-          "type": "object"
-        },
-        "type": "array"
-      },
-      "responsibilities": {
-        "items": {
-          "type": "string"
-        },
-        "type": "array"
-      },
-      "role_family": {
-        "type": "string"
-      },
-      "scoring_model": {
-        "additionalProperties": {},
-        "propertyNames": {
-          "type": "string"
-        },
-        "type": "object"
-      },
-      "seniority": {
-        "type": "string"
-      },
-      "technical_requirements": {
-        "items": {
-          "type": "string"
-        },
-        "type": "array"
-      }
-    },
-    "required": [
-      "job_title",
-      "role_family",
-      "seniority",
-      "industry",
-      "required_skills",
-      "preferred_skills",
-      "required_experience_years",
-      "preferred_experience_years",
-      "required_education",
-      "certifications",
-      "responsibilities",
-      "domain_experience",
-      "technical_requirements",
-      "leadership_requirements",
-      "language_requirements",
-      "location_requirements",
-      "employment_type",
-      "keywords",
-      "scoring_model"
-    ],
-    "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": {
+      "certifications": {
+        "items": {
+          "type": "string"
+        },
+        "type": "array"
+      },
+      "domain_experience": {
+        "items": {
+          "type": "string"
+        },
+        "type": "array"
+      },
+      "employment_type": {
+        "type": [
+          "string",
+          "null"
+        ]
+      },
+      "industry": {
+        "items": {
+          "type": "string"
+        },
+        "type": "array"
+      },
+      "job_title": {
+        "type": "string"
+      },
+      "keywords": {
+        "items": {
+          "type": "string"
+        },
+        "type": "array"
+      },
+      "language_requirements": {
+        "items": {
+          "type": "string"
+        },
+        "type": "array"
+      },
+      "leadership_requirements": {
+        "items": {
+          "type": "string"
+        },
+        "type": "array"
+      },
+      "location_requirements": {
+        "type": [
+          "string",
+          "null"
+        ]
+      },
+      "preferred_experience_years": {
+        "type": [
+          "number",
+          "null"
+        ]
+      },
+      "preferred_skills": {
+        "items": {
+          "additionalProperties": {},
+          "propertyNames": {
+            "type": "string"
+          },
+          "type": "object"
+        },
+        "type": "array"
+      },
+      "required_education": {
+        "items": {
+          "type": "string"
+        },
+        "type": "array"
+      },
+      "required_experience_years": {
+        "type": [
+          "number",
+          "null"
+        ]
+      },
+      "required_skills": {
+        "items": {
+          "additionalProperties": {},
+          "propertyNames": {
+            "type": "string"
+          },
+          "type": "object"
+        },
+        "type": "array"
+      },
+      "responsibilities": {
+        "items": {
+          "type": "string"
+        },
+        "type": "array"
+      },
+      "role_family": {
+        "type": "string"
+      },
+      "scoring_model": {
+        "additionalProperties": {},
+        "propertyNames": {
+          "type": "string"
+        },
+        "type": "object"
+      },
+      "seniority": {
+        "type": "string"
+      },
+      "technical_requirements": {
+        "items": {
+          "type": "string"
+        },
+        "type": "array"
+      }
+    },
+    "required": [
+      "job_title",
+      "role_family",
+      "seniority",
+      "industry",
+      "required_skills",
+      "preferred_skills",
+      "required_experience_years",
+      "preferred_experience_years",
+      "required_education",
+      "certifications",
+      "responsibilities",
+      "domain_experience",
+      "technical_requirements",
+      "leadership_requirements",
+      "language_requirements",
+      "location_requirements",
+      "employment_type",
+      "keywords",
+      "scoring_model"
+    ],
+    "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": {
+      "certifications": {
+        "items": {
+          "type": "string"
+        },
+        "type": "array"
+      },
+      "domain_experience": {
+        "items": {
+          "type": "string"
+        },
+        "type": "array"
+      },
+      "employment_type": {
+        "type": [
+          "string",
+          "null"
+        ]
+      },
+      "industry": {
+        "items": {
+          "type": "string"
+        },
+        "type": "array"
+      },
+      "job_title": {
+        "type": "string"
+      },
+      "keywords": {
+        "items": {
+          "type": "string"
+        },
+        "type": "array"
+      },
+      "language_requirements": {
+        "items": {
+          "type": "string"
+        },
+        "type": "array"
+      },
+      "leadership_requirements": {
+        "items": {
+          "type": "string"
+        },
+        "type": "array"
+      },
+      "location_requirements": {
+        "type": [
+          "string",
+          "null"
+        ]
+      },
+      "preferred_experience_years": {
+        "type": [
+          "number",
+          "null"
+        ]
+      },
+      "preferred_skills": {
+        "items": {
+          "additionalProperties": {},
+          "propertyNames": {
+            "type": "string"
+          },
+          "type": "object"
+        },
+        "type": "array"
+      },
+      "required_education": {
+        "items": {
+          "type": "string"
+        },
+        "type": "array"
+      },
+      "required_experience_years": {
+        "type": [
+          "number",
+          "null"
+        ]
+      },
+      "required_skills": {
+        "items": {
+          "additionalProperties": {},
+          "propertyNames": {
+            "type": "string"
+          },
+          "type": "object"
+        },
+        "type": "array"
+      },
+      "responsibilities": {
+        "items": {
+          "type": "string"
+        },
+        "type": "array"
+      },
+      "role_family": {
+        "type": "string"
+      },
+      "scoring_model": {
+        "additionalProperties": {},
+        "propertyNames": {
+          "type": "string"
+        },
+        "type": "object"
+      },
+      "seniority": {
+        "type": "string"
+      },
+      "technical_requirements": {
+        "items": {
+          "type": "string"
+        },
+        "type": "array"
+      }
+    },
+    "required": [
+      "job_title",
+      "role_family",
+      "seniority",
+      "industry",
+      "required_skills",
+      "preferred_skills",
+      "required_experience_years",
+      "preferred_experience_years",
+      "required_education",
+      "certifications",
+      "responsibilities",
+      "domain_experience",
+      "technical_requirements",
+      "leadership_requirements",
+      "language_requirements",
+      "location_requirements",
+      "employment_type",
+      "keywords",
+      "scoring_model"
+    ],
+    "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: -{
-  "certifications": {
-    "items": {
-      "type": "string"
-    },
-    "type": "array"
-  },
-  "domain_experience": {
-    "items": {
-      "type": "string"
-    },
-    "type": "array"
-  },
-  "employment_type": {
-    "type": [
-      "string",
-      "null"
-    ]
-  },
-  "industry": {
-    "items": {
-      "type": "string"
-    },
-    "type": "array"
-  },
-  "job_title": {
-    "type": "string"
-  },
-  "keywords": {
-    "items": {
-      "type": "string"
-    },
-    "type": "array"
-  },
-  "language_requirements": {
-    "items": {
-      "type": "string"
-    },
-    "type": "array"
-  },
-  "leadership_requirements": {
-    "items": {
-      "type": "string"
-    },
-    "type": "array"
-  },
-  "location_requirements": {
-    "type": [
-      "string",
-      "null"
-    ]
-  },
-  "preferred_experience_years": {
-    "type": [
-      "number",
-      "null"
-    ]
-  },
-  "preferred_skills": {
-    "items": {
-      "additionalProperties": {},
-      "propertyNames": {
-        "type": "string"
-      },
-      "type": "object"
-    },
-    "type": "array"
-  },
-  "required_education": {
-    "items": {
-      "type": "string"
-    },
-    "type": "array"
-  },
-  "required_experience_years": {
-    "type": [
-      "number",
-      "null"
-    ]
-  },
-  "required_skills": {
-    "items": {
-      "additionalProperties": {},
-      "propertyNames": {
-        "type": "string"
-      },
-      "type": "object"
-    },
-    "type": "array"
-  },
-  "responsibilities": {
-    "items": {
-      "type": "string"
-    },
-    "type": "array"
-  },
-  "role_family": {
-    "type": "string"
-  },
-  "scoring_model": {
-    "additionalProperties": {},
-    "propertyNames": {
-      "type": "string"
-    },
-    "type": "object"
-  },
-  "seniority": {
-    "type": "string"
-  },
-  "technical_requirements": {
-    "items": {
-      "type": "string"
-    },
-    "type": "array"
-  }
-}
    • removedOutput schema / required
      Removed value: -[
-  "job_title",
-  "role_family",
-  "seniority",
-  "industry",
-  "required_skills",
-  "preferred_skills",
-  "required_experience_years",
-  "preferred_experience_years",
-  "required_education",
-  "certifications",
-  "responsibilities",
-  "domain_experience",
-  "technical_requirements",
-  "leadership_requirements",
-  "language_requirements",
-  "location_requirements",
-  "employment_type",
-  "keywords",
-  "scoring_model"
-]
  5. Added

TDQS

B3.4/5.0
Behavior4/5

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

Annotations already cover the safety profile (readOnlyHint, idempotentHint, destructiveHint, openWorldHint), and the description usefully goes beyond them with cost and flow details: $0.10 per call, a free preview_capability, and the fact that an unpaid call returns payment instructions rather than executing. That payment/x402 behavior is genuinely valuable context an agent cannot get from annotations.

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?

The purpose, payment, and preview information are front-loaded and useful, but the 'Selection:' sentence duplicates the 'When:' clause almost verbatim, which is wasted space. Structure is otherwise readable but contains obvious redundancy.

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 covers purpose, usage trigger, and the payment/preview flow. The remaining gap is parameter meaning, which is left entirely to a schema with no field descriptions.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters2/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

Schema description coverage is 0%, so the description carries the full burden for the three parameters, yet it only says 'Input is a strict JSON object; see the schema.' It never explains job_description, job_title, or the language field, and pointing to a schema that itself lacks descriptions compensates for nothing.

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

Purpose4/5

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

The opening sentence states a specific verb and resource ('Normalize a job description into required and preferred professional requirements with transparent weights totaling 100'), so the agent knows exactly what is produced. It frames the output for candidate matching/shortlisting, which loosely differentiates it from siblings like candidate_shortlist_score, but it never names an alternative tool explicitly.

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

Usage Guidelines3/5

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

The 'When:' clause gives a usable trigger ('Use before candidate matching or shortlisting'), but there are no when-not conditions or named alternatives. The 'Selection:' sentence simply repeats the same trigger verbatim ('prefer for Use before candidate matching or shortlisting when an agent needs a structured job requirement profile'), adding no real routing information.

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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