Rafid Intelligence Network

extract_candidate_profile

Read-onlyIdempotent

Normalize an English, Arabic or mixed-language CV into a machine-readable candidate profile using only stated professional evidence; protected personal attributes are ignored. When: Use before scoring or matching a CV when an agent needs reusable structured candidate evidence. Selection: supporting; prefer for Use before scoring or matching a CV when an agent needs reusable structured candidate evidence.. 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

TableJSON Schema

Name	Required	Default
`cv_text`	No
`language`	No	auto
`document_url`	No
`target_schema_version`	No	1.0

Output Schema

TableJSON Schema

Name	Required	Description	Default
No arguments

Schema Changelog

Changes observed during successful MCP inspections.

Changed1 schema field changedOct 10, 2026

changedOutput schema / anyOf

Previous value: -[
-  {
-    "additionalProperties": false,
-    "properties": {
-      "candidate": {
-        "additionalProperties": {},
-        "propertyNames": {
-          "type": "string"
-        },
-        "type": "object"
-      },
-      "candidate_keywords": {
-        "items": {
-          "type": "string"
-        },
-        "type": "array"
-      },
-      "career_progression": {
-        "items": {
-          "type": "string"
-        },
-        "type": "array"
-      },
-      "certifications": {
-        "items": {
-          "additionalProperties": {},
-          "propertyNames": {
-            "type": "string"
-          },
-          "type": "object"
-        },
-        "type": "array"
-      },
-      "education": {
-        "items": {
-          "additionalProperties": {},
-          "propertyNames": {
-            "type": "string"
-          },
-          "type": "object"
-        },
-        "type": "array"
-      },
-      "evidence_quality": {
-        "additionalProperties": false,
-        "properties": {
-          "ambiguities": {
-            "items": {
-              "type": "string"
-            },
-            "type": "array"
-          },
-          "missing_information": {
-            "items": {
-              "type": "string"
-            },
-            "type": "array"
-          },
-          "score": {
-            "maximum": 100,
-            "minimum": 0,
-            "type": "number"
-          }
-        },
-        "required": [
-          "score",
-          "missing_information",
-          "ambiguities"
-        ],
-        "type": "object"
-      },
-      "experience": {
-        "items": {
-          "additionalProperties": {},
-          "propertyNames": {
-            "type": "string"
-          },
-          "type": "object"
-        },
-        "type": "array"
-      },
-      "industries": {
-        "items": {
-          "type": "string"
-        },
-        "type": "array"
-      },
-      "languages": {
-        "items": {
-          "additionalProperties": {},
-          "propertyNames": {
-            "type": "string"
-          },
-          "type": "object"
-        },
-        "type": "array"
-      },
-      "management_experience": {
-        "type": [
-          "boolean",
-          "null"
-        ]
-      },
-      "projects": {
-        "items": {
-          "additionalProperties": {},
-          "propertyNames": {
-            "type": "string"
-          },
-          "type": "object"
-        },
-        "type": "array"
-      },
-      "recent_role": {
-        "type": [
-          "string",
-          "null"
-        ]
-      },
-      "seniority_estimate": {
-        "type": [
-          "string",
-          "null"
-        ]
-      },
-      "skills": {
-        "items": {
-          "additionalProperties": {},
-          "propertyNames": {
-            "type": "string"
-          },
-          "type": "object"
-        },
-        "type": "array"
-      },
-      "total_experience_years": {
-        "type": [
-          "number",
-          "null"
-        ]
-      }
-    },
-    "required": [
-      "candidate",
-      "experience",
-      "education",
-      "skills",
-      "certifications",
-      "languages",
-      "projects",
-      "industries",
-      "management_experience",
-      "total_experience_years",
-      "recent_role",
-      "seniority_estimate",
-      "career_progression",
-      "candidate_keywords",
-      "evidence_quality"
-    ],
-    "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": {
+      "candidate": {
+        "additionalProperties": {},
+        "propertyNames": {
+          "type": "string"
+        },
+        "type": "object"
+      },
+      "candidate_keywords": {
+        "items": {
+          "type": "string"
+        },
+        "type": "array"
+      },
+      "career_progression": {
+        "items": {
+          "type": "string"
+        },
+        "type": "array"
+      },
+      "certifications": {
+        "items": {
+          "additionalProperties": {},
+          "propertyNames": {
+            "type": "string"
+          },
+          "type": "object"
+        },
+        "type": "array"
+      },
+      "education": {
+        "items": {
+          "additionalProperties": {},
+          "propertyNames": {
+            "type": "string"
+          },
+          "type": "object"
+        },
+        "type": "array"
+      },
+      "evidence_quality": {
+        "additionalProperties": false,
+        "properties": {
+          "ambiguities": {
+            "items": {
+              "type": "string"
+            },
+            "type": "array"
+          },
+          "missing_information": {
+            "items": {
+              "type": "string"
+            },
+            "type": "array"
+          },
+          "score": {
+            "maximum": 100,
+            "minimum": 0,
+            "type": "number"
+          }
+        },
+        "required": [
+          "score",
+          "missing_information",
+          "ambiguities"
+        ],
+        "type": "object"
+      },
+      "experience": {
+        "items": {
+          "additionalProperties": {},
+          "propertyNames": {
+            "type": "string"
+          },
+          "type": "object"
+        },
+        "type": "array"
+      },
+      "industries": {
+        "items": {
+          "type": "string"
+        },
+        "type": "array"
+      },
+      "languages": {
+        "items": {
+          "additionalProperties": {},
+          "propertyNames": {
+            "type": "string"
+          },
+          "type": "object"
+        },
+        "type": "array"
+      },
+      "management_experience": {
+        "type": [
+          "boolean",
+          "null"
+        ]
+      },
+      "projects": {
+        "items": {
+          "additionalProperties": {},
+          "propertyNames": {
+            "type": "string"
+          },
+          "type": "object"
+        },
+        "type": "array"
+      },
+      "recent_role": {
+        "type": [
+          "string",
+          "null"
+        ]
+      },
+      "seniority_estimate": {
+        "type": [
+          "string",
+          "null"
+        ]
+      },
+      "skills": {
+        "items": {
+          "additionalProperties": {},
+          "propertyNames": {
+            "type": "string"
+          },
+          "type": "object"
+        },
+        "type": "array"
+      },
+      "total_experience_years": {
+        "type": [
+          "number",
+          "null"
+        ]
+      }
+    },
+    "required": [
+      "candidate",
+      "experience",
+      "education",
+      "skills",
+      "certifications",
+      "languages",
+      "projects",
+      "industries",
+      "management_experience",
+      "total_experience_years",
+      "recent_role",
+      "seniority_estimate",
+      "career_progression",
+      "candidate_keywords",
+      "evidence_quality"
+    ],
+    "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"
+  }
+]

Changed4 schema fields changedOct 7, 2026

removedOutput schema / additionalProperties
```
Removed value: -false
```

addedOutput schema / anyOf

Added value: +[
+  {
+    "additionalProperties": false,
+    "properties": {
+      "candidate": {
+        "additionalProperties": {},
+        "propertyNames": {
+          "type": "string"
+        },
+        "type": "object"
+      },
+      "candidate_keywords": {
+        "items": {
+          "type": "string"
+        },
+        "type": "array"
+      },
+      "career_progression": {
+        "items": {
+          "type": "string"
+        },
+        "type": "array"
+      },
+      "certifications": {
+        "items": {
+          "additionalProperties": {},
+          "propertyNames": {
+            "type": "string"
+          },
+          "type": "object"
+        },
+        "type": "array"
+      },
+      "education": {
+        "items": {
+          "additionalProperties": {},
+          "propertyNames": {
+            "type": "string"
+          },
+          "type": "object"
+        },
+        "type": "array"
+      },
+      "evidence_quality": {
+        "additionalProperties": false,
+        "properties": {
+          "ambiguities": {
+            "items": {
+              "type": "string"
+            },
+            "type": "array"
+          },
+          "missing_information": {
+            "items": {
+              "type": "string"
+            },
+            "type": "array"
+          },
+          "score": {
+            "maximum": 100,
+            "minimum": 0,
+            "type": "number"
+          }
+        },
+        "required": [
+          "score",
+          "missing_information",
+          "ambiguities"
+        ],
+        "type": "object"
+      },
+      "experience": {
+        "items": {
+          "additionalProperties": {},
+          "propertyNames": {
+            "type": "string"
+          },
+          "type": "object"
+        },
+        "type": "array"
+      },
+      "industries": {
+        "items": {
+          "type": "string"
+        },
+        "type": "array"
+      },
+      "languages": {
+        "items": {
+          "additionalProperties": {},
+          "propertyNames": {
+            "type": "string"
+          },
+          "type": "object"
+        },
+        "type": "array"
+      },
+      "management_experience": {
+        "type": [
+          "boolean",
+          "null"
+        ]
+      },
+      "projects": {
+        "items": {
+          "additionalProperties": {},
+          "propertyNames": {
+            "type": "string"
+          },
+          "type": "object"
+        },
+        "type": "array"
+      },
+      "recent_role": {
+        "type": [
+          "string",
+          "null"
+        ]
+      },
+      "seniority_estimate": {
+        "type": [
+          "string",
+          "null"
+        ]
+      },
+      "skills": {
+        "items": {
+          "additionalProperties": {},
+          "propertyNames": {
+            "type": "string"
+          },
+          "type": "object"
+        },
+        "type": "array"
+      },
+      "total_experience_years": {
+        "type": [
+          "number",
+          "null"
+        ]
+      }
+    },
+    "required": [
+      "candidate",
+      "experience",
+      "education",
+      "skills",
+      "certifications",
+      "languages",
+      "projects",
+      "industries",
+      "management_experience",
+      "total_experience_years",
+      "recent_role",
+      "seniority_estimate",
+      "career_progression",
+      "candidate_keywords",
+      "evidence_quality"
+    ],
+    "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: -{
-  "candidate": {
-    "additionalProperties": {},
-    "propertyNames": {
-      "type": "string"
-    },
-    "type": "object"
-  },
-  "candidate_keywords": {
-    "items": {
-      "type": "string"
-    },
-    "type": "array"
-  },
-  "career_progression": {
-    "items": {
-      "type": "string"
-    },
-    "type": "array"
-  },
-  "certifications": {
-    "items": {
-      "additionalProperties": {},
-      "propertyNames": {
-        "type": "string"
-      },
-      "type": "object"
-    },
-    "type": "array"
-  },
-  "education": {
-    "items": {
-      "additionalProperties": {},
-      "propertyNames": {
-        "type": "string"
-      },
-      "type": "object"
-    },
-    "type": "array"
-  },
-  "evidence_quality": {
-    "additionalProperties": false,
-    "properties": {
-      "ambiguities": {
-        "items": {
-          "type": "string"
-        },
-        "type": "array"
-      },
-      "missing_information": {
-        "items": {
-          "type": "string"
-        },
-        "type": "array"
-      },
-      "score": {
-        "maximum": 100,
-        "minimum": 0,
-        "type": "number"
-      }
-    },
-    "required": [
-      "score",
-      "missing_information",
-      "ambiguities"
-    ],
-    "type": "object"
-  },
-  "experience": {
-    "items": {
-      "additionalProperties": {},
-      "propertyNames": {
-        "type": "string"
-      },
-      "type": "object"
-    },
-    "type": "array"
-  },
-  "industries": {
-    "items": {
-      "type": "string"
-    },
-    "type": "array"
-  },
-  "languages": {
-    "items": {
-      "additionalProperties": {},
-      "propertyNames": {
-        "type": "string"
-      },
-      "type": "object"
-    },
-    "type": "array"
-  },
-  "management_experience": {
-    "type": [
-      "boolean",
-      "null"
-    ]
-  },
-  "projects": {
-    "items": {
-      "additionalProperties": {},
-      "propertyNames": {
-        "type": "string"
-      },
-      "type": "object"
-    },
-    "type": "array"
-  },
-  "recent_role": {
-    "type": [
-      "string",
-      "null"
-    ]
-  },
-  "seniority_estimate": {
-    "type": [
-      "string",
-      "null"
-    ]
-  },
-  "skills": {
-    "items": {
-      "additionalProperties": {},
-      "propertyNames": {
-        "type": "string"
-      },
-      "type": "object"
-    },
-    "type": "array"
-  },
-  "total_experience_years": {
-    "type": [
-      "number",
-      "null"
-    ]
-  }
-}

removedOutput schema / required

Removed value: -[
-  "candidate",
-  "experience",
-  "education",
-  "skills",
-  "certifications",
-  "languages",
-  "projects",
-  "industries",
-  "management_experience",
-  "total_experience_years",
-  "recent_role",
-  "seniority_estimate",
-  "career_progression",
-  "candidate_keywords",
-  "evidence_quality"
-]

AddedSep 26, 2026

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