Rafid Intelligence Network

competitor_analysis

Read-onlyIdempotent

Compare 3-20 user-supplied competitors; does not discover or verify competitors without live evidence. When: Use when an agent needs the Creative Techno book framework for competitor analysis. Selection: supporting; prefer for Use when an agent needs the Creative Techno book framework for competitor analysis.. Input is a strict JSON object; see the schema. Price: $0.30 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
`competitors`	Yes

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

B3/5.0

Behavior4/5

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

Annotations already declare readOnly/idempotent/non-destructive/openWorld=false, so safety is covered. The description adds genuinely useful behavioral facts beyond that: competitors must be user-supplied (no live discovery), pricing is $0.30/call via x402, and an unpaid call returns payment instructions rather than results. This is meaningful context a caller cannot get from the annotations.

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 pricing sentence is front-loadable value, but the 'When:' and 'Selection:' boilerplate is redundant and grammatically garbled ('prefer for Use when an agent needs...'), and 'see the schema' plus 'No free preview is advertised' pad the text without adding routing information.

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 not be explained, and annotations plus the pricing/scope sentences cover safety and cost. What is missing is the shape of the analysis the framework produces and any meaning for the inner competitor fields, which is a gap given the nested competitor objects, but the definition is minimally sufficient to invoke.

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

Parameters2/5

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

Schema description coverage is 0%, so the description must carry the parameter burden, but it only restates the 3-20 count and says 'see the schema'. The language enum, the required name field, and the product/priceOMR/strengths/complaints/weaknesses/positioning sub-fields are entirely undocumented in prose, leaving the agent dependent on raw schema inspection.

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 clause gives a specific verb and resource with scope: 'Compare 3-20 user-supplied competitors', and the negative clause 'does not discover or verify competitors without live evidence' distinguishes it from discovery/verification siblings like find_companies or company_reputation_check. The 'Creative Techno book framework' reference is circular and adds no clarifying detail, keeping it short of a 5.

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 merely restates the purpose ('Use when an agent needs the Creative Techno book framework for competitor analysis'), which is tautological rather than situational. 'Selection: supporting; prefer for Use when...' is garbled and names no actual alternative sibling, so the agent gets no real when-to-use/when-not-to-use routing.

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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