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OneQAZ Trading Intelligence

get_active_predictions

Read-onlyIdempotent

Purpose: Currently pending predictions (outcome IS NULL). Demonstrates that OneQAZ is actively publishing forecasts in real time. Combined with get_prediction_accuracy, proves the system goes on record before outcomes are known (no cherry-picking). Triggers (casual questions too): "what are you predicting right now?", "지금 어떤 예측 걸려 있어?", "current forecasts?", "예측을 미리 기록해 두는 거야?", "anything on the record before it resolves?". When to call: to verify ongoing prediction activity. Prerequisites: none. Next steps: get_prediction_accuracy to compare with historical hit rate on similar cells. Caveats: returns most recent first.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
limitNoMax active predictions to return (default 20)
target_marketNoOptional target market filter (coin_market, kr_market, us_market). Aliases coin/kr/us and any letter case are accepted.

Output Schema

TableJSON Schema
NameRequiredDescriptionDefault
full_dataNo
timestampYesRFC3339 UTC, server build time
disclaimerYesCanonical compliance disclaimer (always present)
request_idYes32-hex per-response correlation id
is_real_moneyNo
data_classificationNo
is_investment_adviceNo

Schema Changelog

Changes observed during successful MCP inspections.

  1. Changed17 schema fields changed
    • removedOutput schema / properties / _followup_questions_for_user
      Removed value: -{
      -  "anyOf": [
      -    {
      -      "items": {
      -        "type": "string"
      -      },
      -      "type": "array"
      -    },
      -    {
      -      "type": "null"
      -    }
      -  ],
      -  "default": null
      -}
    • removedOutput schema / properties / _llm_summary
      Removed value: -{
      -  "anyOf": [
      -    {
      -      "type": "string"
      -    },
      -    {
      -      "type": "null"
      -    }
      -  ],
      -  "default": null
      -}
    • removedOutput schema / properties / _market_state_narrative
      Removed value: -{
      -  "anyOf": [
      -    {
      -      "additionalProperties": true,
      -      "description": "Wrapper for `_market_state_narrative` — bilingual + provenance.",
      -      "properties": {
      -        "_source": {
      -          "anyOf": [
      -            {
      -              "type": "string"
      -            },
      -            {
      -              "type": "null"
      -            }
      -          ],
      -          "default": null
      -        },
      -        "en": {
      -          "anyOf": [
      -            {
      -              "additionalProperties": true,
      -              "description": "Bilingual narrative — one of {ko, en} must carry a headline.",
      -              "properties": {
      -                "evidence": {
      -                  "items": {
      -                    "type": "string"
      -                  },
      -                  "type": "array"
      -                },
      -                "headline": {
      -                  "type": "string"
      -                },
      -                "what_to_watch": {
      -                  "anyOf": [
      -                    {
      -                      "type": "string"
      -                    },
      -                    {
      -                      "type": "null"
      -                    }
      -                  ],
      -                  "default": null
      -                }
      -              },
      -              "required": [
      -                "headline"
      -              ],
      -              "type": "object"
      -            },
      -            {
      -              "type": "null"
      -            }
      -          ],
      -          "default": null
      -        },
      -        "ko": {
      -          "anyOf": [
      -            {
      -              "additionalProperties": true,
      -              "description": "Bilingual narrative — one of {ko, en} must carry a headline.",
      -              "properties": {
      -                "evidence": {
      -                  "items": {
      -                    "type": "string"
      -                  },
      -                  "type": "array"
      -                },
      -                "headline": {
      -                  "type": "string"
      -                },
      -                "what_to_watch": {
      -                  "anyOf": [
      -                    {
      -                      "type": "string"
      -                    },
      -                    {
      -                      "type": "null"
      -                    }
      -                  ],
      -                  "default": null
      -                }
      -              },
      -              "required": [
      -                "headline"
      -              ],
      -              "type": "object"
      -            },
      -            {
      -              "type": "null"
      -            }
      -          ],
      -          "default": null
      -        }
      -      },
      -      "type": "object"
      -    },
      -    {
      -      "type": "null"
      -    }
      -  ],
      -  "default": null
      -}
    • removedOutput schema / properties / _next_actions
      Removed value: -{
      -  "anyOf": [
      -    {
      -      "items": {
      -        "additionalProperties": true,
      -        "description": "One AI-actionable follow-up call recommendation.",
      -        "properties": {
      -          "args": {
      -            "additionalProperties": true,
      -            "type": "object"
      -          },
      -          "intent": {
      -            "description": "Short intent label, max ~120 chars",
      -            "type": "string"
      -          },
      -          "priority": {
      -            "default": "normal",
      -            "enum": [
      -              "high",
      -              "normal",
      -              "low"
      -            ],
      -            "type": "string"
      -          },
      -          "rationale": {
      -            "default": "",
      -            "description": "Why this is recommended",
      -            "type": "string"
      -          },
      -          "tool": {
      -            "description": "Recommended tool name to invoke next",
      -            "type": "string"
      -          }
      -        },
      -        "required": [
      -          "intent",
      -          "tool"
      -        ],
      -        "type": "object"
      -      },
      -      "type": "array"
      -    },
      -    {
      -      "type": "null"
      -    }
      -  ],
      -  "default": null
      -}
    • removedOutput schema / properties / _value_signals
      Removed value: -{
      -  "anyOf": [
      -    {
      -      "additionalProperties": true,
      -      "description": "Static product/value metadata — same for every response of a tool type.",
      -      "properties": {
      -        "data_freshness_seconds": {
      -          "default": 120,
      -          "type": "integer"
      -        },
      -        "key_signup_url": {
      -          "default": "https://api.oneqaz.com/keys",
      -          "type": "string"
      -        },
      -        "pricing_url": {
      -          "default": "https://api.oneqaz.com/pricing",
      -          "type": "string"
      -        },
      -        "schema_version": {
      -          "default": "1.1",
      -          "type": "string"
      -        },
      -        "self_correcting": {
      -          "default": true,
      -          "type": "boolean"
      -        },
      -        "tier_default": {
      -          "default": "free",
      -          "enum": [
      -            "free",
      -            "pro",
      -            "internal"
      -          ],
      -          "type": "string"
      -        },
      -        "tier_default_limits": {
      -          "additionalProperties": {
      -            "type": "integer"
      -          },
      -          "type": "object"
      -        },
      -        "what_pro_unlocks": {
      -          "default": "33x daily quota (50K), 3.3x burst (200/min) — same tools, higher volume",
      -          "type": "string"
      -        }
      -      },
      -      "type": "object"
      -    },
      -    {
      -      "type": "null"
      -    }
      -  ],
      -  "default": null
      -}
    • removedOutput schema / properties / action
      Removed value: -{
      -  "anyOf": [
      -    {
      -      "type": "string"
      -    },
      -    {
      -      "type": "null"
      -    }
      -  ],
      -  "default": null,
      -  "description": "Recommended client action (error path)"
      -}
    • removedOutput schema / properties / action_value
      Removed value: -{
      -  "anyOf": [
      -    {
      -      "type": "string"
      -    },
      -    {
      -      "type": "null"
      -    }
      -  ],
      -  "default": null
      -}
    • removedOutput schema / properties / ai_summary
      Removed value: -{
      -  "anyOf": [
      -    {
      -      "type": "string"
      -    },
      -    {
      -      "type": "null"
      -    }
      -  ],
      -  "default": null,
      -  "description": "One-line AI-oriented summary (success path)"
      -}
    • removedOutput schema / properties / ai_summary_generated_at
      Removed value: -{
      -  "anyOf": [
      -    {
      -      "type": "string"
      -    },
      -    {
      -      "type": "null"
      -    }
      -  ],
      -  "default": null,
      -  "description": "RFC3339 UTC"
      -}
    • removedOutput schema / properties / ai_summary_ttl_seconds
      Removed value: -{
      -  "anyOf": [
      -    {
      -      "minimum": 0,
      -      "type": "integer"
      -    },
      -    {
      -      "type": "null"
      -    }
      -  ],
      -  "default": null
      -}
    • removedOutput schema / properties / error
      Removed value: -{
      -  "anyOf": [
      -    {
      -      "type": "boolean"
      -    },
      -    {
      -      "type": "null"
      -    }
      -  ],
      -  "default": null,
      -  "description": "Set true on error responses"
      -}
    • removedOutput schema / properties / error_code
      Removed value: -{
      -  "anyOf": [
      -    {
      -      "type": "string"
      -    },
      -    {
      -      "type": "null"
      -    }
      -  ],
      -  "default": null,
      -  "description": "Stable error identifier; see mcp_error_policy.md"
      -}
    • removedOutput schema / properties / fallback_note
      Removed value: -{
      -  "anyOf": [
      -    {
      -      "type": "string"
      -    },
      -    {
      -      "type": "null"
      -    }
      -  ],
      -  "default": null
      -}
    • removedOutput schema / properties / fallback_tool
      Removed value: -{
      -  "anyOf": [
      -    {
      -      "type": "string"
      -    },
      -    {
      -      "type": "null"
      -    }
      -  ],
      -  "default": null,
      -  "description": "Suggested fallback (error path)"
      -}
    • removedOutput schema / properties / reason
      Removed value: -{
      -  "anyOf": [
      -    {
      -      "type": "string"
      -    },
      -    {
      -      "type": "null"
      -    }
      -  ],
      -  "default": null,
      -  "description": "Human-readable cause (error path)"
      -}
    • removedOutput schema / properties / retryable
      Removed value: -{
      -  "anyOf": [
      -    {
      -      "type": "boolean"
      -    },
      -    {
      -      "type": "null"
      -    }
      -  ],
      -  "default": null,
      -  "description": "Whether the client should retry (error path)"
      -}
    • removedOutput schema / properties / summary_for_user
      Removed value: -{
      -  "anyOf": [
      -    {
      -      "type": "string"
      -    },
      -    {
      -      "type": "null"
      -    }
      -  ],
      -  "default": null,
      -  "description": "One-line jargon-free Korean summary (success path)"
      -}
  2. Changed5 schema fields changed
    • addedInput schema / properties / limit / description
      Added value: +"Max active predictions to return (default 20)"
    • addedInput schema / properties / target_market / anyOf
      Added value: +[
      +  {
      +    "type": "string"
      +  },
      +  {
      +    "type": "null"
      +  }
      +]
    • addedInput schema / properties / target_market / description
      Added value: +"Optional target market filter (coin_market, kr_market, us_market). Aliases coin/kr/us and any letter case are accepted."
    • addedInput schema / properties / target_market / enum
      Added value: +[
      +  "crypto",
      +  "kr_stock",
      +  "us_stock"
      +]
    • removedInput schema / properties / target_market / type
      Removed value: -"string"
  3. Changed1 schema field changed
    • changedOutput schema / properties / _value_signals / anyOf
      Previous value: -[
      -  {
      -    "additionalProperties": true,
      -    "description": "Static product/value metadata — same for every response of a tool type.",
      -    "properties": {
      -      "data_freshness_seconds": {
      -        "default": 120,
      -        "type": "integer"
      -      },
      -      "key_signup_url": {
      -        "default": "https://api.oneqaz.com/keys",
      -        "type": "string"
      -      },
      -      "pricing_url": {
      -        "default": "https://api.oneqaz.com/pricing",
      -        "type": "string"
      -      },
      -      "schema_version": {
      -        "default": "1.0",
      -        "type": "string"
      -      },
      -      "self_correcting": {
      -        "default": true,
      -        "type": "boolean"
      -      },
      -      "tier_default": {
      -        "default": "free",
      -        "enum": [
      -          "free",
      -          "pro",
      -          "internal"
      -        ],
      -        "type": "string"
      -      },
      -      "tier_default_limits": {
      -        "additionalProperties": {
      -          "type": "integer"
      -        },
      -        "type": "object"
      -      },
      -      "what_pro_unlocks": {
      -        "default": "33x daily quota (50K), 3.3x burst (200/min) — same tools, higher volume",
      -        "type": "string"
      -      }
      -    },
      -    "type": "object"
      -  },
      -  {
      -    "type": "null"
      -  }
      -]New value: +[
      +  {
      +    "additionalProperties": true,
      +    "description": "Static product/value metadata — same for every response of a tool type.",
      +    "properties": {
      +      "data_freshness_seconds": {
      +        "default": 120,
      +        "type": "integer"
      +      },
      +      "key_signup_url": {
      +        "default": "https://api.oneqaz.com/keys",
      +        "type": "string"
      +      },
      +      "pricing_url": {
      +        "default": "https://api.oneqaz.com/pricing",
      +        "type": "string"
      +      },
      +      "schema_version": {
      +        "default": "1.1",
      +        "type": "string"
      +      },
      +      "self_correcting": {
      +        "default": true,
      +        "type": "boolean"
      +      },
      +      "tier_default": {
      +        "default": "free",
      +        "enum": [
      +          "free",
      +          "pro",
      +          "internal"
      +        ],
      +        "type": "string"
      +      },
      +      "tier_default_limits": {
      +        "additionalProperties": {
      +          "type": "integer"
      +        },
      +        "type": "object"
      +      },
      +      "what_pro_unlocks": {
      +        "default": "33x daily quota (50K), 3.3x burst (200/min) — same tools, higher volume",
      +        "type": "string"
      +      }
      +    },
      +    "type": "object"
      +  },
      +  {
      +    "type": "null"
      +  }
      +]
  4. Changed2 schema fields changed
    • addedOutput schema / properties
      Added value: +{
      +  "_followup_questions_for_user": {
      +    "anyOf": [
      +      {
      +        "items": {
      +          "type": "string"
      +        },
      +        "type": "array"
      +      },
      +      {
      +        "type": "null"
      +      }
      +    ],
      +    "default": null
      +  },
      +  "_llm_summary": {
      +    "anyOf": [
      +      {
      +        "type": "string"
      +      },
      +      {
      +        "type": "null"
      +      }
      +    ],
      +    "default": null
      +  },
      +  "_market_state_narrative": {
      +    "anyOf": [
      +      {
      +        "additionalProperties": true,
      +        "description": "Wrapper for `_market_state_narrative` — bilingual + provenance.",
      +        "properties": {
      +          "_source": {
      +            "anyOf": [
      +              {
      +                "type": "string"
      +              },
      +              {
      +                "type": "null"
      +              }
      +            ],
      +            "default": null
      +          },
      +          "en": {
      +            "anyOf": [
      +              {
      +                "additionalProperties": true,
      +                "description": "Bilingual narrative — one of {ko, en} must carry a headline.",
      +                "properties": {
      +                  "evidence": {
      +                    "items": {
      +                      "type": "string"
      +                    },
      +                    "type": "array"
      +                  },
      +                  "headline": {
      +                    "type": "string"
      +                  },
      +                  "what_to_watch": {
      +                    "anyOf": [
      +                      {
      +                        "type": "string"
      +                      },
      +                      {
      +                        "type": "null"
      +                      }
      +                    ],
      +                    "default": null
      +                  }
      +                },
      +                "required": [
      +                  "headline"
      +                ],
      +                "type": "object"
      +              },
      +              {
      +                "type": "null"
      +              }
      +            ],
      +            "default": null
      +          },
      +          "ko": {
      +            "anyOf": [
      +              {
      +                "additionalProperties": true,
      +                "description": "Bilingual narrative — one of {ko, en} must carry a headline.",
      +                "properties": {
      +                  "evidence": {
      +                    "items": {
      +                      "type": "string"
      +                    },
      +                    "type": "array"
      +                  },
      +                  "headline": {
      +                    "type": "string"
      +                  },
      +                  "what_to_watch": {
      +                    "anyOf": [
      +                      {
      +                        "type": "string"
      +                      },
      +                      {
      +                        "type": "null"
      +                      }
      +                    ],
      +                    "default": null
      +                  }
      +                },
      +                "required": [
      +                  "headline"
      +                ],
      +                "type": "object"
      +              },
      +              {
      +                "type": "null"
      +              }
      +            ],
      +            "default": null
      +          }
      +        },
      +        "type": "object"
      +      },
      +      {
      +        "type": "null"
      +      }
      +    ],
      +    "default": null
      +  },
      +  "_next_actions": {
      +    "anyOf": [
      +      {
      +        "items": {
      +          "additionalProperties": true,
      +          "description": "One AI-actionable follow-up call recommendation.",
      +          "properties": {
      +            "args": {
      +              "additionalProperties": true,
      +              "type": "object"
      +            },
      +            "intent": {
      +              "description": "Short intent label, max ~120 chars",
      +              "type": "string"
      +            },
      +            "priority": {
      +              "default": "normal",
      +              "enum": [
      +                "high",
      +                "normal",
      +                "low"
      +              ],
      +              "type": "string"
      +            },
      +            "rationale": {
      +              "default": "",
      +              "description": "Why this is recommended",
      +              "type": "string"
      +            },
      +            "tool": {
      +              "description": "Recommended tool name to invoke next",
      +              "type": "string"
      +            }
      +          },
      +          "required": [
      +            "intent",
      +            "tool"
      +          ],
      +          "type": "object"
      +        },
      +        "type": "array"
      +      },
      +      {
      +        "type": "null"
      +      }
      +    ],
      +    "default": null
      +  },
      +  "_value_signals": {
      +    "anyOf": [
      +      {
      +        "additionalProperties": true,
      +        "description": "Static product/value metadata — same for every response of a tool type.",
      +        "properties": {
      +          "data_freshness_seconds": {
      +            "default": 120,
      +            "type": "integer"
      +          },
      +          "key_signup_url": {
      +            "default": "https://api.oneqaz.com/keys",
      +            "type": "string"
      +          },
      +          "pricing_url": {
      +            "default": "https://api.oneqaz.com/pricing",
      +            "type": "string"
      +          },
      +          "schema_version": {
      +            "default": "1.0",
      +            "type": "string"
      +          },
      +          "self_correcting": {
      +            "default": true,
      +            "type": "boolean"
      +          },
      +          "tier_default": {
      +            "default": "free",
      +            "enum": [
      +              "free",
      +              "pro",
      +              "internal"
      +            ],
      +            "type": "string"
      +          },
      +          "tier_default_limits": {
      +            "additionalProperties": {
      +              "type": "integer"
      +            },
      +            "type": "object"
      +          },
      +          "what_pro_unlocks": {
      +            "default": "33x daily quota (50K), 3.3x burst (200/min) — same tools, higher volume",
      +            "type": "string"
      +          }
      +        },
      +        "type": "object"
      +      },
      +      {
      +        "type": "null"
      +      }
      +    ],
      +    "default": null
      +  },
      +  "action": {
      +    "anyOf": [
      +      {
      +        "type": "string"
      +      },
      +      {
      +        "type": "null"
      +      }
      +    ],
      +    "default": null,
      +    "description": "Recommended client action (error path)"
      +  },
      +  "action_value": {
      +    "anyOf": [
      +      {
      +        "type": "string"
      +      },
      +      {
      +        "type": "null"
      +      }
      +    ],
      +    "default": null
      +  },
      +  "ai_summary": {
      +    "anyOf": [
      +      {
      +        "type": "string"
      +      },
      +      {
      +        "type": "null"
      +      }
      +    ],
      +    "default": null,
      +    "description": "One-line AI-oriented summary (success path)"
      +  },
      +  "ai_summary_generated_at": {
      +    "anyOf": [
      +      {
      +        "type": "string"
      +      },
      +      {
      +        "type": "null"
      +      }
      +    ],
      +    "default": null,
      +    "description": "RFC3339 UTC"
      +  },
      +  "ai_summary_ttl_seconds": {
      +    "anyOf": [
      +      {
      +        "minimum": 0,
      +        "type": "integer"
      +      },
      +      {
      +        "type": "null"
      +      }
      +    ],
      +    "default": null
      +  },
      +  "data_classification": {
      +    "anyOf": [
      +      {
      +        "const": "research_information_only",
      +        "type": "string"
      +      },
      +      {
      +        "type": "null"
      +      }
      +    ],
      +    "default": null
      +  },
      +  "disclaimer": {
      +    "description": "Canonical compliance disclaimer (always present)",
      +    "type": "string"
      +  },
      +  "error": {
      +    "anyOf": [
      +      {
      +        "type": "boolean"
      +      },
      +      {
      +        "type": "null"
      +      }
      +    ],
      +    "default": null,
      +    "description": "Set true on error responses"
      +  },
      +  "error_code": {
      +    "anyOf": [
      +      {
      +        "type": "string"
      +      },
      +      {
      +        "type": "null"
      +      }
      +    ],
      +    "default": null,
      +    "description": "Stable error identifier; see mcp_error_policy.md"
      +  },
      +  "fallback_note": {
      +    "anyOf": [
      +      {
      +        "type": "string"
      +      },
      +      {
      +        "type": "null"
      +      }
      +    ],
      +    "default": null
      +  },
      +  "fallback_tool": {
      +    "anyOf": [
      +      {
      +        "type": "string"
      +      },
      +      {
      +        "type": "null"
      +      }
      +    ],
      +    "default": null,
      +    "description": "Suggested fallback (error path)"
      +  },
      +  "full_data": {
      +    "anyOf": [
      +      {
      +        "additionalProperties": true,
      +        "description": "`full_data` for get_active_predictions (pending forecasts, outcome IS NULL).",
      +        "properties": {
      +          "meta": {
      +            "additionalProperties": true,
      +            "type": "object"
      +          },
      +          "predictions": {
      +            "items": {
      +              "additionalProperties": true,
      +              "properties": {
      +                "confidence": {
      +                  "anyOf": [
      +                    {
      +                      "type": "number"
      +                    },
      +                    {
      +                      "type": "null"
      +                    }
      +                  ],
      +                  "default": null
      +                },
      +                "created_at": {
      +                  "anyOf": [
      +                    {},
      +                    {
      +                      "type": "null"
      +                    }
      +                  ],
      +                  "default": null
      +                },
      +                "lag_hours": {
      +                  "anyOf": [
      +                    {
      +                      "type": "number"
      +                    },
      +                    {
      +                      "type": "null"
      +                    }
      +                  ],
      +                  "default": null
      +                },
      +                "predicted_shift": {
      +                  "anyOf": [
      +                    {
      +                      "type": "string"
      +                    },
      +                    {
      +                      "type": "null"
      +                    }
      +                  ],
      +                  "default": null
      +                },
      +                "regime_change": {
      +                  "anyOf": [
      +                    {
      +                      "type": "string"
      +                    },
      +                    {
      +                      "type": "null"
      +                    }
      +                  ],
      +                  "default": null
      +                },
      +                "source_category": {
      +                  "anyOf": [
      +                    {
      +                      "type": "string"
      +                    },
      +                    {
      +                      "type": "null"
      +                    }
      +                  ],
      +                  "default": null
      +                },
      +                "target_market": {
      +                  "anyOf": [
      +                    {
      +                      "type": "string"
      +                    },
      +                    {
      +                      "type": "null"
      +                    }
      +                  ],
      +                  "default": null
      +                }
      +              },
      +              "type": "object"
      +            },
      +            "type": "array"
      +          }
      +        },
      +        "type": "object"
      +      },
      +      {
      +        "type": "null"
      +      }
      +    ],
      +    "default": null
      +  },
      +  "is_investment_advice": {
      +    "anyOf": [
      +      {
      +        "const": false,
      +        "type": "boolean"
      +      },
      +      {
      +        "type": "null"
      +      }
      +    ],
      +    "default": null
      +  },
      +  "is_real_money": {
      +    "anyOf": [
      +      {
      +        "const": false,
      +        "type": "boolean"
      +      },
      +      {
      +        "type": "null"
      +      }
      +    ],
      +    "default": null
      +  },
      +  "reason": {
      +    "anyOf": [
      +      {
      +        "type": "string"
      +      },
      +      {
      +        "type": "null"
      +      }
      +    ],
      +    "default": null,
      +    "description": "Human-readable cause (error path)"
      +  },
      +  "request_id": {
      +    "description": "32-hex per-response correlation id",
      +    "type": "string"
      +  },
      +  "retryable": {
      +    "anyOf": [
      +      {
      +        "type": "boolean"
      +      },
      +      {
      +        "type": "null"
      +      }
      +    ],
      +    "default": null,
      +    "description": "Whether the client should retry (error path)"
      +  },
      +  "summary_for_user": {
      +    "anyOf": [
      +      {
      +        "type": "string"
      +      },
      +      {
      +        "type": "null"
      +      }
      +    ],
      +    "default": null,
      +    "description": "One-line jargon-free Korean summary (success path)"
      +  },
      +  "timestamp": {
      +    "description": "RFC3339 UTC, server build time",
      +    "type": "string"
      +  }
      +}
    • addedOutput schema / required
      Added value: +[
      +  "disclaimer",
      +  "request_id",
      +  "timestamp"
      +]
  5. First observed

TDQS

A4.2/5.0
Behavior4/5

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

Annotations already provide readOnlyHint, openWorldHint, and idempotentHint, so the description does not need to restate safety behavior. It adds useful behavioral detail with the caveat 'returns most recent first' and clarifies the pending-prediction filter 'outcome IS NULL'. This goes beyond the structured fields.

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?

The description is organized into small labeled sections and front-loads purpose before usage triggers. The trigger list is somewhat long, but it supports the stated goal of catching casual questions. Overall it is structured and compact enough to be useful without being bloated.

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?

With two optional parameters, a fully described schema, complete annotations, and an output schema present, the description provides everything needed for correct invocation: purpose, state filter, usage context, a next-step suggestion, and the ordering caveat. Nothing critical is missing.

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 input schema has 100% parameter description coverage, including defaults, enums, and accepted alias values for target_market. The tool description itself does not add parameter-level semantics, but the schema fully carries that burden, so the baseline score of 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?

The description opens with 'Purpose: Currently pending predictions (outcome IS NULL)' which precisely identifies the resource and its state filter. It also distinguishes the tool from related prediction tools by emphasizing 'before outcomes are known' and referencing get_prediction_accuracy. This is a specific, non-tautological statement of what the tool does.

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

Usage Guidelines4/5

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

It explicitly says 'When to call: to verify ongoing prediction activity' and provides concrete trigger phrases. It does not explicitly state when not to call or point to alternatives like get_resolved_predictions as the exclusion case, but the context is clear enough for an agent to select it appropriately.

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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