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by io.github.iabdullahm
OverviewDiscussionsAdmin

oman_business_plan_generator

Read-onlyIdempotent

Generate a premium structured business plan from supplied assumptions; not legal, tax, accounting or investment advice. When: Use when an agent needs the Creative Techno book framework for oman business plan generator. Selection: supporting; prefer for Use when an agent needs the Creative Techno book framework for oman business plan generator.. Input is a strict JSON object; see the schema. Price: $1.00 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
offerNo
answersYes
problemYes
businessYes
channelsNo
customerYes
languageNoen
solutionYes
businessNameNo
setupCostsOMRYesOMR; calculations use integer baisa internally
sellingPriceOMRYesOMR; calculations use integer baisa internally
targetProfitOMRNoOMR; calculations use integer baisa internally
initialInventoryOMRYesOMR; calculations use integer baisa internally
monthlyFixedCostsOMRYesOMR; calculations use integer baisa internally
variableCostPerUnitOMRYesOMR; calculations use integer baisa internally

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?

The annotations already cover the safety profile (readOnly, idempotent, non-destructive, closed-world), yet the description adds genuinely valuable context the annotations cannot: $1.00 USD per call, no free preview, x402 per-call payment, an unpaid MCP call returning payment instructions, and a legal/tax/investment disclaimer. Return format is not described, but an output schema exists so that is not required.

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 pricing and disclaimer content is front-loadable and earns its place, but the "Selection" fragment contains a duplicated, self-referential clause ("prefer for Use when an agent needs... business plan generator.") that is pure noise. Roughly half the text is useful.

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 prose, but the tool has 16 parameters at 38% coverage with 11 required, including an unexplained fixed-length `answers` array, and it sits in a crowded cluster of near-duplicate plan-generation siblings with no routing guidance. The description leaves the agent unable to know how this differs from its peers or how to construct the non-obvious inputs.

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 only 38% and the description's entire treatment of parameters is "Input is a strict JSON object; see the schema." It does not explain the 11 required fields, the 15-boolean `answers` array (whose ordering/semantics are entirely opaque), OMR currency expectations, or the `language` enum.

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 clause gives a real verb+resource ("Generate a premium structured business plan from supplied assumptions") and adds a meaningful scope disclaimer. However, the "Selection" sentence is circular, and with siblings like final_business_plan_builder, business_validation_plan, oman_business_launch_plan and business_model_builder in the same family, the description never distinguishes this tool from them.

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?

"When: Use when an agent needs the Creative Techno book framework for oman business plan generator" merely restates the tool name rather than stating a triggering condition. "Selection: supporting" is not actionable guidance, and no when-not or alternative sibling is named.

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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