Rafid Intelligence Network

business_profitability_analysis

Read-onlyIdempotent

Calculate revenue, gross profit, net profit and margins from monthly supplied data. When: Use when an agent needs the Creative Techno book framework for business profitability analysis. Selection: supporting; prefer for Use when an agent needs the Creative Techno book framework for business profitability analysis.. Input is a strict JSON object; see the schema. Price: $0.15 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
`language`	No		en
`unitsSold`	Yes
`marketingOMR`	No	OMR; calculations use integer baisa internally
`priorRevenueOMR`	No	OMR; calculations use integer baisa internally
`sellingPriceOMR`	Yes	OMR; calculations use integer baisa internally
`otherExpensesOMR`	No	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

B3.2/5.0

Behavior4/5

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

Annotations already establish that this is a safe, read-only, idempotent, closed-world operation. The description adds genuinely non-redundant behavior: $0.15 per call, no free preview, paid execution via x402, and that an unpaid MCP call returns payment instructions. That payment/auth behavior is the kind of context annotations cannot express.

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 purpose sentence is front-loaded and efficient, but the 'When'/'Selection' boilerplate is garbled and repeats the same clause twice with no added information, which is wasted space rather than concision.

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?

An output schema exists, so return values need no prose, and the description covers pricing and input format. It is nonetheless incomplete on the routing dimension: for a crowded finance/analysis sibling set, it never says how this differs from adjacent tools, which is the main thing an agent needs to choose it.

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

Parameters3/5

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

The description adds no parameter meaning beyond 'Input is a strict JSON object; see the schema.' With 75% schema description coverage, the schema already documents most fields (OMR units, baisa note, min/max), so the baseline of 3 applies; the two undocumented parameters and the language enum are left entirely to structured data.

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 opening sentence gives a specific verb (calculate) and concrete outputs (revenue, gross profit, net profit, margins) from monthly data, which is a clear, actionable purpose. It does not, however, differentiate itself from near-neighbors such as monthly_business_financial_report, break_even_calculator or product_pricing_calculator, so an agent cannot route confidently on purpose alone.

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 — it says to use this tool when an agent needs this tool's analysis — and 'Selection: supporting; prefer for [verbatim repeat]' adds no discriminating condition. No alternatives, exclusions, or prerequisites are stated, so there is no real when/when-not 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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