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Cleotic

by io.github.generaldataworks
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Start brand setup

start_brand_setup

Add a brand the way the app does: Cleotic reads the website and proposes the brand, competitors, a segment, and prompts. Returns pending while it reads; poll get_brand_setup until it needs approval, review the proposals with the user, then approve_brand_setup. Cost: model budget to read the site.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
urlYesThe brand's website.
idempotency_keyYesA unique key for this intended action. Reuse it with identical arguments when retrying: the write is not made again, and the reply is the first call's resource as saved (replayed: true) with current status; read tools show the resource's current state. Use a new key for another action.

Output Schema

TableJSON Schema
NameRequiredDescriptionDefault
dataYes
generated_atYesRFC 3339 time the response was made.
schema_versionYes

Schema Changelog

Changes observed during successful MCP inspections.

  1. Changed5 schema fields changed
    • changedInput schema / properties / idempotency_key / description
      Previous value: -"A unique key for this intended action. Reuse it with identical arguments when retrying; use a new key for another action."New value: +"A unique key for this intended action. Reuse it with identical arguments when retrying: the write is not made again, and the reply is the first call's resource as saved (replayed: true) with current status; read tools show the resource's current state. Use a new key for another action."
    • changedOutput schema / properties / data / properties / brand / description
      Previous value: -"The brand written to; null for brand setup before approval."New value: +"The brand written to; null for start_brand_setup, which has no brand yet."
    • changedOutput schema / properties / data / properties / cost / properties / readiness_scans / description
      Previous value: -"Site readiness scans used from the plan's monthly allowance."New value: +"Full site readiness scans started; counted for the month, with no monthly allowance."
    • addedOutput schema / properties / data / properties / created_at
      Added value: +{
+  "description": "Set on a replay: when the original call was made.",
+  "type": "string"
+}
    • changedOutput schema / properties / data / properties / replayed / description
      Previous value: -"True when this repeats an earlier call with the same idempotency_key."New value: +"True when this repeats an earlier call with the same idempotency_key. The write is not made again: resource is as first saved, status, progress and message are current, and the read tools show the resource's current state."
  2. Changed1 schema field changed
    • changedOutput schema / (root)
      Previous value: -nullNew value: +{
+  "additionalProperties": false,
+  "properties": {
+    "data": {
+      "additionalProperties": false,
+      "properties": {
+        "brand": {
+          "additionalProperties": false,
+          "description": "The brand written to; null for brand setup before approval.",
+          "properties": {
+            "id": {
+              "type": "string"
+            },
+            "name": {
+              "type": "string"
+            },
+            "url": {
+              "description": "The brand's website, or empty when none is set.",
+              "type": "string"
+            }
+          },
+          "required": [
+            "id",
+            "name",
+            "url"
+          ],
+          "type": [
+            "null",
+            "object"
+          ]
+        },
+        "cost": {
+          "additionalProperties": false,
+          "description": "What the write used from the plan's capacity, allowances and model budget; null when nothing.",
+          "properties": {
+            "content_generations": {
+              "description": "Content Studio generations used from the plan's allowance.",
+              "type": "integer"
+            },
+            "model_budget": {
+              "description": "Whether the call spends the organisation's AI model budget.",
+              "type": "boolean"
+            },
+            "note": {
+              "type": "string"
+            },
+            "prompt_capacity": {
+              "description": "Active prompts added against the plan's prompt limit.",
+              "type": "integer"
+            },
+            "queued_model_runs": {
+              "description": "Answer collections queued; each uses model budget.",
+              "type": "integer"
+            },
+            "readiness_checks": {
+              "description": "Readiness re-checks used from the plan's monthly allowance.",
+              "type": "integer"
+            },
+            "readiness_scans": {
+              "description": "Site readiness scans used from the plan's monthly allowance.",
+              "type": "integer"
+            }
+          },
+          "required": [
+            "model_budget",
+            "content_generations",
+            "readiness_scans",
+            "readiness_checks",
+            "prompt_capacity",
+            "queued_model_runs",
+            "note"
+          ],
+          "type": [
+            "null",
+            "object"
+          ]
+        },
+        "message": {
+          "description": "What happens next.",
+          "type": "string"
+        },
+        "operation_id": {
+          "description": "Pass to get_operation to follow the write.",
+          "type": "string"
+        },
+        "poll_after_seconds": {
+          "description": "While pending, how long to wait before calling get_operation; 0 otherwise.",
+          "type": "integer"
+        },
+        "progress": {
+          "additionalProperties": false,
+          "description": "Set while the work runs.",
+          "properties": {
+            "done": {
+              "type": "integer"
+            },
+            "message": {
+              "type": "string"
+            },
+            "stage": {
+              "type": "string"
+            },
+            "total": {
+              "description": "0 when the total is not known.",
+              "type": "integer"
+            }
+          },
+          "required": [
+            "stage",
+            "done",
+            "total",
+            "message"
+          ],
+          "type": [
+            "null",
+            "object"
+          ]
+        },
+        "replayed": {
+          "description": "True when this repeats an earlier call with the same idempotency_key.",
+          "type": "boolean"
+        },
+        "resource": {
+          "additionalProperties": false,
+          "properties": {
+            "reused": {
+              "description": "A setup of this site was already reading; this is it.",
+              "type": "boolean"
+            },
+            "setup_id": {
+              "type": "string"
+            },
+            "status": {
+              "type": "string"
+            },
+            "step": {
+              "type": "string"
+            },
+            "url": {
+              "type": "string"
+            }
+          },
+          "required": [
+            "setup_id",
+            "status",
+            "step",
+            "url",
+            "reused"
+          ],
+          "type": "object"
+        },
+        "status": {
+          "description": "completed: done. pending: saved, with work still running; call get_operation after poll_after_seconds. failed: the work after the write failed; message says why.",
+          "type": "string"
+        }
+      },
+      "required": [
+        "operation_id",
+        "status",
+        "replayed",
+        "brand",
+        "resource",
+        "progress",
+        "poll_after_seconds",
+        "message",
+        "cost"
+      ],
+      "type": "object"
+    },
+    "generated_at": {
+      "description": "RFC 3339 time the response was made.",
+      "type": "string"
+    },
+    "schema_version": {
+      "type": "string"
+    }
+  },
+  "required": [
+    "schema_version",
+    "generated_at",
+    "data"
+  ],
+  "type": "object"
+}
  3. Added

TDQS

A4.7/5.0
Behavior5/5

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

Annotations declare readOnlyHint=false and openWorldHint=true but say nothing about lifecycle or cost. The description adds that it returns pending while reading (async behavior) and that it consumes model budget to read the site — valuable context an agent cannot get from the annotations or schema.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness5/5

Is the description appropriately sized, front-loaded, and free of redundancy?

Front-loaded with purpose, then the async/poll/approve flow, then the cost caveat. Every sentence carries a distinct, actionable piece of information with no filler.

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

Completeness5/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

For an async, multi-step, open-world mutation with an output schema already present, the description supplies the missing pieces: async semantics, the polling target, the approval handoff, and cost. Nothing an agent needs to invoke or sequence it correctly is absent.

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?

Schema description coverage is 100%, so both url and idempotency_key are fully documented in the schema. The description adds no syntax or semantic detail beyond that, so the baseline 3 applies.

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

Purpose5/5

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

States a specific verb (start/"add a brand") and resource, then describes exactly what the tool does: reads the website and proposes brand, competitors, segment, and prompts. This clearly distinguishes it from siblings get_brand_setup and approve_brand_setup, which it names.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines5/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

Lays out the full workflow: call this, poll get_brand_setup until approval is needed, review with the user, then call approve_brand_setup. Both the timing and the alternatives are explicit, leaving nothing to inference.

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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