Skip to main content
Glama
Sign In

Rafid Intelligence Network

by io.github.iabdullahm
OverviewDiscussionsAdmin

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

NameRequiredDescriptionDefault
cv_textNo
languageNoauto
document_urlNo
target_schema_versionNo1.0

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": {
+      "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"
+  }
+]
    • 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"
-]
  2. Changed4 schema fields changed
    • addedOutput schema / additionalProperties
      Added value: +false
    • removedOutput schema / anyOf
      Removed 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"
-  }
-]
    • addedOutput schema / properties
      Added 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"
+    ]
+  }
+}
    • addedOutput schema / required
      Added value: +[
+  "candidate",
+  "experience",
+  "education",
+  "skills",
+  "certifications",
+  "languages",
+  "projects",
+  "industries",
+  "management_experience",
+  "total_experience_years",
+  "recent_role",
+  "seniority_estimate",
+  "career_progression",
+  "candidate_keywords",
+  "evidence_quality"
+]
  3. Changed1 schema field changed
    • 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"
+  }
+]
  4. Changed4 schema fields changed
    • 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"
-]
  5. Added

TDQS

B3.3/5.0
Behavior4/5

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

Annotations already declare readOnly, idempotent, non-destructive and closed-world, so safety is covered. The description adds genuinely new context the agent needs: per-call pricing ($0.10), a free preview path via preview_capability, and x402 payment behavior where an unpaid call returns payment instructions.

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 core sentence is well front-loaded, but the 'Selection: supporting; prefer for Use before scoring or matching a CV...' clause is a verbatim duplication that wastes space and reads as a defect.

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

Completeness3/5

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 payment/preview mechanics are complete. But with four parameters at 0% schema coverage and no parameter guidance in the prose, the agent lacks enough to construct the input confidently.

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% for all four parameters, so the schema documents nothing about cv_text, language, document_url, or target_schema_version. The description only says 'Input is a strict JSON object; see the schema,' which does not compensate for the coverage gap.

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 description gives a specific verb and resource transformation ('Normalize an English, Arabic or mixed-language CV into a machine-readable candidate profile') plus scope ('only stated professional evidence'). This clearly distinguishes it from siblings like cv_score or cv_improve, though it does not name any sibling 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?

It provides a real when-clause: 'Use before scoring or matching a CV when an agent needs reusable structured candidate evidence.' However, the 'Selection' line is a broken duplicate of the same sentence, gives no alternatives or exclusions, and does not route the agent among the numerous CV/shortlist siblings.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

All Rafid Intelligence Network toolsInspect
Try in Browser
One endpoint for every MCP toolRayrun runs every MCP server behind one URL and holds the credentials. Each call is decided per client, tool, and argument, then recorded.ray.runAd

Glama MCP Gateway

Add one secure layer between your agents and this server.

Resources