Skip to main content
Glama

Cleotic

by io.github.generaldataworks
OverviewDiscussionsAdmin

Act on opportunity

act_on_opportunity

Record or start an opportunity's play, which moves it to watching. Use it rather than update_opportunities whenever the play was done, so the inbox knows what to watch for. fix_shipped: a readiness fix is live. pitched: a source gap's outreach was sent. optimised: a traffic gap's page was improved. track_prompts: track the chosen suggested questions as prompts. draft_outreach: draft a source gap's outreach; Cleotic never sends it. Cost: track_prompts uses one active prompt of plan capacity per question and model budget for their first answers; draft_outreach uses one Content Studio generation and model budget; the others are free.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
brandYesBrand or study: its ID from list_brands, or its exact name. A partial name is refused.
actionYes
opportunity_idYesOpportunity ID from list_opportunities.
suggestion_idsNotrack_prompts only: suggestion IDs from get_opportunity.
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. Changed6 schema fields changed
    • changedInput schema / properties / brand / description
      Previous value: -"Brand or study: its ID from list_brands, or its name."New value: +"Brand or study: its ID from list_brands, or its exact name. A partial name is refused."
    • 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": {
+            "action": {
+              "type": "string"
+            },
+            "assignee": {
+              "additionalProperties": false,
+              "properties": {
+                "member_id": {
+                  "type": "string"
+                },
+                "name": {
+                  "type": "string"
+                }
+              },
+              "required": [
+                "member_id",
+                "name"
+              ],
+              "type": [
+                "null",
+                "object"
+              ]
+            },
+            "comment_count": {
+              "type": "integer"
+            },
+            "dismissed_at": {
+              "type": "string"
+            },
+            "found_at": {
+              "type": "string"
+            },
+            "id": {
+              "type": "string"
+            },
+            "kind": {
+              "description": "content_gap, readiness, source_gap, traffic_gap, or coverage_gap.",
+              "type": "string"
+            },
+            "monthly_ai_searches": {
+              "type": [
+                "null",
+                "integer"
+              ]
+            },
+            "score": {
+              "description": "0-100 priority.",
+              "type": "integer"
+            },
+            "segment": {
+              "additionalProperties": false,
+              "properties": {
+                "id": {
+                  "type": "string"
+                },
+                "name": {
+                  "type": "string"
+                }
+              },
+              "required": [
+                "id",
+                "name"
+              ],
+              "type": [
+                "null",
+                "object"
+              ]
+            },
+            "signal": {
+              "description": "Why it matters now.",
+              "type": "string"
+            },
+            "snoozed_until": {
+              "type": "string"
+            },
+            "stage": {
+              "description": "now, in_flight, watching, or won.",
+              "type": "string"
+            },
+            "stage_changed_at": {
+              "type": "string"
+            },
+            "title": {
+              "type": "string"
+            }
+          },
+          "required": [
+            "id",
+            "kind",
+            "stage",
+            "title",
+            "signal",
+            "segment",
+            "monthly_ai_searches",
+            "score",
+            "assignee",
+            "found_at",
+            "stage_changed_at",
+            "snoozed_until",
+            "dismissed_at",
+            "comment_count",
+            "action"
+          ],
+          "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

A4.8/5.0
Behavior5/5

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

Annotations already declare the safety profile (readOnly=false, destructive=false), and the description goes well beyond them: it discloses the state transition to watching, the cost model (track_prompts consumes an active prompt of plan capacity per question plus model budget; draft_outreach consumes a Content Studio generation), and a key side-effect guarantee ('Cleotic never sends it'). This is exactly the behavioral context an agent needs before mutating.

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

Conciseness4/5

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

Front-loads purpose and the sibling contrast before enumerating actions, then closes with cost. Dense but nearly every clause earns its place; the action-by-action list is long but necessary given five undocumented enum values.

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?

An output schema exists, so return values need no explanation. Given a 5-param mutation tool with plan-capacity side effects, the description covers purpose, alternative routing, per-action meaning, cost, and a side-effect guarantee — nothing an agent needs to call it correctly is missing.

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

Parameters4/5

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

Schema coverage is 80%, so brand, opportunity_id, suggestion_ids and idempotency_key are already documented. The description compensates for the one gap that matters: the action enum values carry no per-value schema description, and the description defines all five. That is meaningful added semantics above the baseline.

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+resource ('Record or start an opportunity's play') and immediately gives the resulting state change ('moves it to watching'). It also names the sibling it replaces (update_opportunities), so an agent can distinguish it without opening either schema.

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?

Explicitly says to use it rather than update_opportunities 'whenever the play was done', and then spells out the selection condition for each of the five actions (fix_shipped, pitched, optimised, track_prompts, draft_outreach). When-to-use and the alternative are both covered.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

All Cleotic toolsInspect
Try in Browser
One endpoint for every MCP toolRayrun runs every MCP server behind one URL and holds the credentials. Each call is decided per client, tool, and argument, then recorded.ray.runAd

Glama MCP Gateway

Add one secure layer between your agents and this server.

Resources