Rafid Intelligence Network

oman_business_launch_advisor

Read-onlyIdempotent

Combine readiness, idea validation, finance and launch logic for an Oman-oriented founder workflow. When: Use when an agent needs the Creative Techno book framework for oman business launch advisor. Selection: supporting; prefer for Use when an agent needs the Creative Techno book framework for oman business launch advisor.. 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

Name	Required	Description	Default
`idea`	Yes
`offer`	No
`answers`	Yes
`problem`	Yes
`business`	Yes
`customer`	Yes
`language`	No		en
`solution`	Yes
`setupCostsOMR`	Yes	OMR; calculations use integer baisa internally
`sellingPriceOMR`	Yes	OMR; calculations use integer baisa internally
`targetProfitOMR`	No	OMR; calculations use integer baisa internally
`initialInventoryOMR`	Yes	OMR; calculations use integer baisa internally
`monthlyFixedCostsOMR`	Yes	OMR; calculations use integer baisa internally
`variableCostPerUnitOMR`	Yes	OMR; calculations use integer baisa internally

Output Schema

Name	Required	Description	Default
No arguments

Schema Changelog

Changes observed during successful MCP inspections.

Changed4 schema fields changedNov 1, 2026

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"
-]

Changed4 schema fields changedOct 28, 2026

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"
+]

Changed1 schema field changedOct 10, 2026

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"
+  }
+]

Changed4 schema fields changedOct 7, 2026

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"
-]

AddedSep 26, 2026

TDQS

C2.5/5.0

Behavior4/5

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

Annotations already cover the safety profile (readOnlyHint, idempotent, non-destructive), and the description adds genuinely new invocation context: $0.50 USD per call, no free preview, x402 paid execution, and that an unpaid call returns payment instructions. That prevents an agent from misreading a payment failure as a tool error, though nothing is said about what the computation does or returns.

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?

It is short, but a full clause is duplicated verbatim ('prefer for Use when an agent needs the Creative Techno book framework for oman business launch advisor..'), including a stray double period. Two of five sentences convey no information, which is waste rather than conciseness.

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 not be explained, but for a 14-parameter, 11-required computation tool the description leaves the agent with no idea how to populate the required inputs or what distinguishes this from the many planning siblings. The paid-invocation note is the only complete piece of information.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters1/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

Schema description coverage is only 43% and 11 of 14 parameters are required, yet the description offers nothing beyond 'Input is a strict JSON object; see the schema.' It gives no meaning for the 15-boolean 'answers' array, the free-text fields, or the OMR cost inputs, so it does not compensate for the coverage gap at all.

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 does name the domains it combines (readiness, idea validation, finance, launch logic) for an Oman founder workflow, which is more than a tautology. However, it never says what artifact it produces, and with siblings like oman_business_launch_plan, final_business_plan_builder, and startup_readiness_score in the same namespace, an agent cannot tell them apart from this text.

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 is circular - 'Use when an agent needs the Creative Techno book framework for oman business launch advisor' simply restates the tool name. The 'Selection: supporting; prefer for ...' sentence duplicates the same circular phrase and names no alternative tool or condition. No when-not guidance exists.

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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