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Rafid Intelligence Network

by io.github.iabdullahm
OverviewDiscussionsAdmin

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

NameRequiredDescriptionDefault
modeNorecommendations
cv_textNo
candidate_profileNo
target_job_descriptionNo

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": {
+      "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"
+  }
+]
    • 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"
-]
  2. Changed4 schema fields changed
    • addedOutput schema / additionalProperties
      Added value: +false
    • removedOutput schema / anyOf
      Removed 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"
-  }
-]
    • addedOutput schema / properties
      Added 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"
+  }
+}
    • addedOutput schema / required
      Added value: +[
+  "current_score",
+  "priority_actions",
+  "summary_recommendations",
+  "experience_recommendations",
+  "skill_recommendations",
+  "ats_recommendations",
+  "job_specific_recommendations",
+  "rewrite_examples",
+  "keywords_to_consider",
+  "warnings"
+]
  3. Changed1 schema field changed
    • 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"
+  }
+]
  4. Changed4 schema fields changed
    • 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"
-]
  5. Added

TDQS

B3/5.0
Behavior4/5

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

Annotations already declare readOnlyHint, idempotentHint, and destructiveHint=false, but the description adds genuinely useful behavior the annotations cannot convey: strict JSON input, a $0.25 per-call price, x402 paid execution, and the fact that an unpaid call returns payment instructions rather than results. This payment/auth behavior is real added value.

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

Conciseness2/5

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

The opening purpose sentence is well front-loaded, but the definition is undermined by a broken 'Selection' segment that duplicates the preceding 'When' text verbatim with a doubled 'prefer for' fragment. That is pure waste rather than earned content.

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?

The presence of an output schema means return values need not be explained, and annotations plus the pricing note cover the safety/payment profile. However, for a 4-parameter tool with 0% schema description coverage, the description leaves parameter usage entirely unaddressed, which is a notable gap.

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 should compensate, but it only says 'see the schema.' It never explains cv_text, target_job_description, the empty candidate_profile object, or the meaning of the five mode enum values, leaving all four parameters undocumented.

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 first sentence gives a specific verb (Produce), resource (CV improvement recommendations), and scope (evidence-grounded, job-specific guidance, ATS actions, without inventing facts). It is clear what the tool does, though it does not explicitly distinguish itself from adjacent siblings like cv_score or cv_job_match.

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

Usage Guidelines2/5

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

The 'When' clause names a generic triggering scenario (a candidate or recruitment agent needs improvement guidance), but offers no when-not conditions and no comparison to sibling tools. The 'Selection' clause is a garbled verbatim repeat of the 'When' clause and provides zero additional routing guidance.

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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