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final_business_plan_builder

Read-onlyIdempotent

Assemble the book's final project plan from supplied business and financial inputs. When: Use when an agent needs the Creative Techno book framework for final business plan builder. Selection: specialized; prefer for Use when an agent needs the Creative Techno book framework for final business plan builder.. Input is a strict JSON object; see the schema. Price: $0.50 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
ideaYes
problemYes
productYes
customerYes
languageNoen
competitorsNo
unitCostOMRYesOMR; calculations use integer baisa internally
businessNameYes
profitGoalOMRYesOMR; calculations use integer baisa internally
salesChannelsYes
breakEvenUnitsYes
differentiationYes
sellingPriceOMRYesOMR; calculations use integer baisa internally
immediateNextStepYes
marketingChannelsYes
startupCapitalOMRYesOMR; calculations use integer baisa internally
monthlySalesTargetYes

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": {
      +      "frameworkSource": {
      +        "additionalProperties": false,
      +        "properties": {
      +          "edition": {
      +            "const": "2026",
      +            "type": "string"
      +          },
      +          "publisher": {
      +            "const": "Creative Techno",
      +            "type": "string"
      +          },
      +          "title": {
      +            "const": "كيف تبدأ مشروعك الصغير في عُمان؟",
      +            "type": "string"
      +          }
      +        },
      +        "required": [
      +          "publisher",
      +          "title",
      +          "edition"
      +        ],
      +        "type": "object"
      +      },
      +      "language": {
      +        "enum": [
      +          "ar",
      +          "en"
      +        ],
      +        "type": "string"
      +      },
      +      "result": {
      +        "additionalProperties": {},
      +        "propertyNames": {
      +          "type": "string"
      +        },
      +        "type": "object"
      +      }
      +    },
      +    "required": [
      +      "frameworkSource",
      +      "language",
      +      "result"
      +    ],
      +    "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: -{
      -  "frameworkSource": {
      -    "additionalProperties": false,
      -    "properties": {
      -      "edition": {
      -        "const": "2026",
      -        "type": "string"
      -      },
      -      "publisher": {
      -        "const": "Creative Techno",
      -        "type": "string"
      -      },
      -      "title": {
      -        "const": "كيف تبدأ مشروعك الصغير في عُمان؟",
      -        "type": "string"
      -      }
      -    },
      -    "required": [
      -      "publisher",
      -      "title",
      -      "edition"
      -    ],
      -    "type": "object"
      -  },
      -  "language": {
      -    "enum": [
      -      "ar",
      -      "en"
      -    ],
      -    "type": "string"
      -  },
      -  "result": {
      -    "additionalProperties": {},
      -    "propertyNames": {
      -      "type": "string"
      -    },
      -    "type": "object"
      -  }
      -}
    • removedOutput schema / required
      Removed value: -[
      -  "frameworkSource",
      -  "language",
      -  "result"
      -]
  2. Changed4 schema fields changed
    • addedOutput schema / additionalProperties
      Added value: +false
    • removedOutput schema / anyOf
      Removed value: -[
      -  {
      -    "additionalProperties": false,
      -    "properties": {
      -      "frameworkSource": {
      -        "additionalProperties": false,
      -        "properties": {
      -          "edition": {
      -            "const": "2026",
      -            "type": "string"
      -          },
      -          "publisher": {
      -            "const": "Creative Techno",
      -            "type": "string"
      -          },
      -          "title": {
      -            "const": "كيف تبدأ مشروعك الصغير في عُمان؟",
      -            "type": "string"
      -          }
      -        },
      -        "required": [
      -          "publisher",
      -          "title",
      -          "edition"
      -        ],
      -        "type": "object"
      -      },
      -      "language": {
      -        "enum": [
      -          "ar",
      -          "en"
      -        ],
      -        "type": "string"
      -      },
      -      "result": {
      -        "additionalProperties": {},
      -        "propertyNames": {
      -          "type": "string"
      -        },
      -        "type": "object"
      -      }
      -    },
      -    "required": [
      -      "frameworkSource",
      -      "language",
      -      "result"
      -    ],
      -    "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: +{
      +  "frameworkSource": {
      +    "additionalProperties": false,
      +    "properties": {
      +      "edition": {
      +        "const": "2026",
      +        "type": "string"
      +      },
      +      "publisher": {
      +        "const": "Creative Techno",
      +        "type": "string"
      +      },
      +      "title": {
      +        "const": "كيف تبدأ مشروعك الصغير في عُمان؟",
      +        "type": "string"
      +      }
      +    },
      +    "required": [
      +      "publisher",
      +      "title",
      +      "edition"
      +    ],
      +    "type": "object"
      +  },
      +  "language": {
      +    "enum": [
      +      "ar",
      +      "en"
      +    ],
      +    "type": "string"
      +  },
      +  "result": {
      +    "additionalProperties": {},
      +    "propertyNames": {
      +      "type": "string"
      +    },
      +    "type": "object"
      +  }
      +}
    • addedOutput schema / required
      Added value: +[
      +  "frameworkSource",
      +  "language",
      +  "result"
      +]
  3. Changed1 schema field changed
    • changedOutput schema / anyOf
      Previous value: -[
      -  {
      -    "additionalProperties": false,
      -    "properties": {
      -      "frameworkSource": {
      -        "additionalProperties": false,
      -        "properties": {
      -          "edition": {
      -            "const": "2026",
      -            "type": "string"
      -          },
      -          "publisher": {
      -            "const": "Creative Techno",
      -            "type": "string"
      -          },
      -          "title": {
      -            "const": "كيف تبدأ مشروعك الصغير في عُمان؟",
      -            "type": "string"
      -          }
      -        },
      -        "required": [
      -          "publisher",
      -          "title",
      -          "edition"
      -        ],
      -        "type": "object"
      -      },
      -      "language": {
      -        "enum": [
      -          "ar",
      -          "en"
      -        ],
      -        "type": "string"
      -      },
      -      "result": {
      -        "additionalProperties": {},
      -        "propertyNames": {
      -          "type": "string"
      -        },
      -        "type": "object"
      -      }
      -    },
      -    "required": [
      -      "frameworkSource",
      -      "language",
      -      "result"
      -    ],
      -    "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": {
      +      "frameworkSource": {
      +        "additionalProperties": false,
      +        "properties": {
      +          "edition": {
      +            "const": "2026",
      +            "type": "string"
      +          },
      +          "publisher": {
      +            "const": "Creative Techno",
      +            "type": "string"
      +          },
      +          "title": {
      +            "const": "كيف تبدأ مشروعك الصغير في عُمان؟",
      +            "type": "string"
      +          }
      +        },
      +        "required": [
      +          "publisher",
      +          "title",
      +          "edition"
      +        ],
      +        "type": "object"
      +      },
      +      "language": {
      +        "enum": [
      +          "ar",
      +          "en"
      +        ],
      +        "type": "string"
      +      },
      +      "result": {
      +        "additionalProperties": {},
      +        "propertyNames": {
      +          "type": "string"
      +        },
      +        "type": "object"
      +      }
      +    },
      +    "required": [
      +      "frameworkSource",
      +      "language",
      +      "result"
      +    ],
      +    "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": {
      +      "frameworkSource": {
      +        "additionalProperties": false,
      +        "properties": {
      +          "edition": {
      +            "const": "2026",
      +            "type": "string"
      +          },
      +          "publisher": {
      +            "const": "Creative Techno",
      +            "type": "string"
      +          },
      +          "title": {
      +            "const": "كيف تبدأ مشروعك الصغير في عُمان؟",
      +            "type": "string"
      +          }
      +        },
      +        "required": [
      +          "publisher",
      +          "title",
      +          "edition"
      +        ],
      +        "type": "object"
      +      },
      +      "language": {
      +        "enum": [
      +          "ar",
      +          "en"
      +        ],
      +        "type": "string"
      +      },
      +      "result": {
      +        "additionalProperties": {},
      +        "propertyNames": {
      +          "type": "string"
      +        },
      +        "type": "object"
      +      }
      +    },
      +    "required": [
      +      "frameworkSource",
      +      "language",
      +      "result"
      +    ],
      +    "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: -{
      -  "frameworkSource": {
      -    "additionalProperties": false,
      -    "properties": {
      -      "edition": {
      -        "const": "2026",
      -        "type": "string"
      -      },
      -      "publisher": {
      -        "const": "Creative Techno",
      -        "type": "string"
      -      },
      -      "title": {
      -        "const": "كيف تبدأ مشروعك الصغير في عُمان؟",
      -        "type": "string"
      -      }
      -    },
      -    "required": [
      -      "publisher",
      -      "title",
      -      "edition"
      -    ],
      -    "type": "object"
      -  },
      -  "language": {
      -    "enum": [
      -      "ar",
      -      "en"
      -    ],
      -    "type": "string"
      -  },
      -  "result": {
      -    "additionalProperties": {},
      -    "propertyNames": {
      -      "type": "string"
      -    },
      -    "type": "object"
      -  }
      -}
    • removedOutput schema / required
      Removed value: -[
      -  "frameworkSource",
      -  "language",
      -  "result"
      -]
  5. Added

TDQS

C2.8/5.0
Behavior4/5

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

Annotations cover the safety profile (readOnly, idempotent, non-destructive, closed-world), and the description adds genuinely new behavioral facts: a $0.50 USD per-call price, no free preview, paid x402 execution, and the specific consequence that an unpaid call returns payment instructions. That is real value beyond the structured fields, though it says nothing about the contents or format of the assembled plan.

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 purpose is front-loaded and sentences are short. But the Usage/Selection lines duplicate each other and the tool name verbatim, and the awkward "prefer for Use when..." phrasing wastes budget on zero-information text.

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

Completeness2/5

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, but for a 17-parameter (15 required) tool the description gives the agent almost nothing about the inputs it must supply. Combined with the garbled selection guidance, the definition is under-specified for a tool of this complexity.

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?

With 17 parameters, 15 required, and only 24% schema description coverage, the description carries a heavy burden but offers none: it only says "Input is a strict JSON object; see the schema." No field meanings, accepted value ranges, or the role of the one enum (language) are clarified, so it fails to compensate for the coverage gap.

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

Purpose3/5

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

The opening sentence states a concrete verb and resource: assemble a final project plan from business and financial inputs. However, "the book's final project plan" and the "Creative Techno book framework" are opaque jargon, and the selection clause is a garbled restatement that fails to distinguish it from the many sibling plan/builder tools.

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:" and "Selection:" lines are tautological, both essentially repeating the tool name ("Use when an agent needs... final business plan builder"). No sibling alternative (e.g. business_model_builder, oman_business_plan_generator) or preconditions are named, leaving the agent with no real 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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