Rafid Intelligence Network

cv_improve

Read-onlyIdempotent

Produce evidence-grounded CV improvement recommendations, optional job-specific guidance and ATS actions without inventing candidate facts. When: Use when a candidate or recruitment agent needs actionable CV improvement guidance. Selection: specialized; prefer for Use when a candidate or recruitment agent needs actionable CV improvement guidance.. Input is a strict JSON object; see the schema. Price: $0.25 USD per call. No free preview is advertised for this capability. Full execution is paid per call via x402; an unpaid MCP call returns payment instructions.

Input Schema

TableJSON Schema

Name	Required	Default
`mode`	No	recommendations
`cv_text`	No
`candidate_profile`	No
`target_job_description`	No

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": {
-      "ats_recommendations": {
-        "items": {
-          "type": "string"
-        },
-        "type": "array"
-      },
-      "current_score": {
-        "maximum": 100,
-        "minimum": 0,
-        "type": "number"
-      },
-      "experience_recommendations": {
-        "items": {
-          "type": "string"
-        },
-        "type": "array"
-      },
-      "job_specific_recommendations": {
-        "items": {
-          "type": "string"
-        },
-        "type": "array"
-      },
-      "keywords_to_consider": {
-        "items": {
-          "type": "string"
-        },
-        "type": "array"
-      },
-      "priority_actions": {
-        "items": {
-          "type": "string"
-        },
-        "type": "array"
-      },
-      "rewrite_examples": {
-        "items": {
-          "additionalProperties": {},
-          "propertyNames": {
-            "type": "string"
-          },
-          "type": "object"
-        },
-        "type": "array"
-      },
-      "skill_recommendations": {
-        "items": {
-          "type": "string"
-        },
-        "type": "array"
-      },
-      "summary_recommendations": {
-        "items": {
-          "type": "string"
-        },
-        "type": "array"
-      },
-      "warnings": {
-        "items": {
-          "type": "string"
-        },
-        "type": "array"
-      }
-    },
-    "required": [
-      "current_score",
-      "priority_actions",
-      "summary_recommendations",
-      "experience_recommendations",
-      "skill_recommendations",
-      "ats_recommendations",
-      "job_specific_recommendations",
-      "rewrite_examples",
-      "keywords_to_consider",
-      "warnings"
-    ],
-    "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": {
+      "ats_recommendations": {
+        "items": {
+          "type": "string"
+        },
+        "type": "array"
+      },
+      "current_score": {
+        "maximum": 100,
+        "minimum": 0,
+        "type": "number"
+      },
+      "experience_recommendations": {
+        "items": {
+          "type": "string"
+        },
+        "type": "array"
+      },
+      "job_specific_recommendations": {
+        "items": {
+          "type": "string"
+        },
+        "type": "array"
+      },
+      "keywords_to_consider": {
+        "items": {
+          "type": "string"
+        },
+        "type": "array"
+      },
+      "priority_actions": {
+        "items": {
+          "type": "string"
+        },
+        "type": "array"
+      },
+      "rewrite_examples": {
+        "items": {
+          "additionalProperties": {},
+          "propertyNames": {
+            "type": "string"
+          },
+          "type": "object"
+        },
+        "type": "array"
+      },
+      "skill_recommendations": {
+        "items": {
+          "type": "string"
+        },
+        "type": "array"
+      },
+      "summary_recommendations": {
+        "items": {
+          "type": "string"
+        },
+        "type": "array"
+      },
+      "warnings": {
+        "items": {
+          "type": "string"
+        },
+        "type": "array"
+      }
+    },
+    "required": [
+      "current_score",
+      "priority_actions",
+      "summary_recommendations",
+      "experience_recommendations",
+      "skill_recommendations",
+      "ats_recommendations",
+      "job_specific_recommendations",
+      "rewrite_examples",
+      "keywords_to_consider",
+      "warnings"
+    ],
+    "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": {
+      "ats_recommendations": {
+        "items": {
+          "type": "string"
+        },
+        "type": "array"
+      },
+      "current_score": {
+        "maximum": 100,
+        "minimum": 0,
+        "type": "number"
+      },
+      "experience_recommendations": {
+        "items": {
+          "type": "string"
+        },
+        "type": "array"
+      },
+      "job_specific_recommendations": {
+        "items": {
+          "type": "string"
+        },
+        "type": "array"
+      },
+      "keywords_to_consider": {
+        "items": {
+          "type": "string"
+        },
+        "type": "array"
+      },
+      "priority_actions": {
+        "items": {
+          "type": "string"
+        },
+        "type": "array"
+      },
+      "rewrite_examples": {
+        "items": {
+          "additionalProperties": {},
+          "propertyNames": {
+            "type": "string"
+          },
+          "type": "object"
+        },
+        "type": "array"
+      },
+      "skill_recommendations": {
+        "items": {
+          "type": "string"
+        },
+        "type": "array"
+      },
+      "summary_recommendations": {
+        "items": {
+          "type": "string"
+        },
+        "type": "array"
+      },
+      "warnings": {
+        "items": {
+          "type": "string"
+        },
+        "type": "array"
+      }
+    },
+    "required": [
+      "current_score",
+      "priority_actions",
+      "summary_recommendations",
+      "experience_recommendations",
+      "skill_recommendations",
+      "ats_recommendations",
+      "job_specific_recommendations",
+      "rewrite_examples",
+      "keywords_to_consider",
+      "warnings"
+    ],
+    "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: -{
-  "ats_recommendations": {
-    "items": {
-      "type": "string"
-    },
-    "type": "array"
-  },
-  "current_score": {
-    "maximum": 100,
-    "minimum": 0,
-    "type": "number"
-  },
-  "experience_recommendations": {
-    "items": {
-      "type": "string"
-    },
-    "type": "array"
-  },
-  "job_specific_recommendations": {
-    "items": {
-      "type": "string"
-    },
-    "type": "array"
-  },
-  "keywords_to_consider": {
-    "items": {
-      "type": "string"
-    },
-    "type": "array"
-  },
-  "priority_actions": {
-    "items": {
-      "type": "string"
-    },
-    "type": "array"
-  },
-  "rewrite_examples": {
-    "items": {
-      "additionalProperties": {},
-      "propertyNames": {
-        "type": "string"
-      },
-      "type": "object"
-    },
-    "type": "array"
-  },
-  "skill_recommendations": {
-    "items": {
-      "type": "string"
-    },
-    "type": "array"
-  },
-  "summary_recommendations": {
-    "items": {
-      "type": "string"
-    },
-    "type": "array"
-  },
-  "warnings": {
-    "items": {
-      "type": "string"
-    },
-    "type": "array"
-  }
-}

removedOutput schema / required

Removed value: -[
-  "current_score",
-  "priority_actions",
-  "summary_recommendations",
-  "experience_recommendations",
-  "skill_recommendations",
-  "ats_recommendations",
-  "job_specific_recommendations",
-  "rewrite_examples",
-  "keywords_to_consider",
-  "warnings"
-]

AddedSep 26, 2026

TDQS

Score is being calculated.

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