Skip to main content
Glama

LeoWorks Review & Lead Data Tools (via Apify MCP)

leoworks/korean-review-classifier

leoworks--korean-review-classifier
Destructive

This tool calls the Actor "leoworks/korean-review-classifier" and retrieves its output results. Actor description: Classify Korean reviews (Coupang review analysis 쿠팡 리뷰, Naver): complaint types, sentiment, purchase motive. Korean review sentiment analysis. Use for Korean; for Japanese use leoworks/japanese-review-classifier. datasetId (text auto-detected) or texts. ~100 reviews/5 s, pay per review.

Input Schema

NameRequiredDescriptionDefault
textsNoPaste review texts directly (one per line). Use this OR “Reviews dataset”. Example values: ["배송이 일주일이나 걸렸고 박스가 다 찢어져서 왔어요.","항상 쓰던 거라 이번에도 재구매했어요. 할인할 때 사니 좋네요!"]
idFieldsNoFields copied unchanged from each input item to the output so you can join results back (e.g. reviewId, productId). Leave empty to auto-pick reviewId/id/url.
maxItemsNoClassify at most this many reviews (0 = all).
waitSecsNoMax seconds (0–45, default 30) to cap the wait for the Actor run to reach terminal state. For long-running Actors the response returns at the cap with the current run status; follow `nextStep` to poll via get-actor-run. Set to 0 to fire-and-forget.
datasetIdNoAn Apify dataset containing reviews — for example the output of a Coupang, Naver Shopping, Naver Place or Olive Young review scraper. Use this OR “Review texts”.
textFieldNoField holding the review text. Leave empty to auto-detect (content, text, review, body, reviewText, …).
outputModeNoMinimal mode returns only label keys — smaller and easier to aggregate. Example values: "full"full
healthCheckNoInternal: fail the run when results look degraded (used by the developer's scheduled checks).
customLabelsNoUp to 10 extra yes/no labels (each up to 200 characters) written in plain language (English or Korean), e.g. “mentions the smell”, “배송 기사 불친절 언급”. Each gets a probability.
maxConcurrencyNoReviews classified in parallel. Example values: 10
extraTextFieldsNoFields to prepend to the text (up to 5), e.g. `title` for Coupang review headlines. Leave empty if unsure.
summaryGroupFieldNoField in your dataset that identifies the product (e.g. `productId`, `productName`, `placeId`). The run then saves a REPORT record with, per product: complaint rate and complaint mix, sentiment shares, purchase motives, average rating and 3 example complaints. Leave empty to detect it automatically (overall summary only if none is found). No extra charge.
complaintThresholdNoMinimum probability (0–1) for a complaint type or custom label to be reported. Raise it for fewer, surer labels. Example values: 0.5

Output Schema

NameRequiredDescriptionDefault
tipNoAdvisory guidance RAG Web Browser wrote to its key-value store under the reserved "TIP" key
runIdYesActor run ID
statsNoRun statistics
statusYesRun status: READY | RUNNING | TIMING-OUT | TIMED-OUT | ABORTING | ABORTED | SUCCEEDED | FAILED
actorIdYesStable Apify Actor ID from the run record
summaryYesPast-tense summary of the run state
exitCodeNoActor process exit code; populated for terminal states (especially FAILED)
nextStepYesOne primary follow-up action with identifiers interpolated
storagesYesDataset and key-value store metadata, keyed by alias. "default" is always the primary entry.
actorNameNo"username/actor-name"
startedAtNoISO timestamp when the run started
finishedAtNoISO timestamp when the run finished (terminal states only)
statusMessageNoPass-through from Apify run.statusMessage
apifyConsoleUrlNoPersonalized Apify Console link to the run; present only for Console sessions

Schema Changelog

Changes observed during successful MCP inspections.

  1. Changed1 schema field changed
    • addedOutput schema / properties / storages / properties / datasets / properties / default / properties / itemsSchema
      Added value: +{
      +  "description": "JSON Schema for rows in the dataset at `storages.datasets.default.id` — describes row shape only; the rows themselves are NOT returned inline in this response. Inferred from this Actor's historical successful runs. To fetch actual rows, call `get-dataset-items` with the dataset id and a `fields` projection drawn from this schema.",
      +  "properties": {
      +    "index": {
      +      "type": "number"
      +    },
      +    "labels": {
      +      "properties": {
      +        "complaint": {
      +          "items": {
      +            "properties": {
      +              "label": {
      +                "type": "string"
      +              },
      +              "labelKo": {
      +                "type": "string"
      +              },
      +              "probability": {
      +                "type": "number"
      +              }
      +            },
      +            "type": "object"
      +          },
      +          "type": "array"
      +        },
      +        "complaintScores": {
      +          "items": {
      +            "properties": {
      +              "label": {
      +                "type": "string"
      +              },
      +              "labelKo": {
      +                "type": "string"
      +              },
      +              "probability": {
      +                "type": "number"
      +              }
      +            },
      +            "type": "object"
      +          },
      +          "type": "array"
      +        },
      +        "motive": {
      +          "properties": {
      +            "confidence": {
      +              "type": "number"
      +            },
      +            "label": {
      +              "type": "string"
      +            },
      +            "labelKo": {
      +              "type": "string"
      +            },
      +            "probability": {
      +              "type": "number"
      +            }
      +          },
      +          "type": "object"
      +        },
      +        "sentiment": {
      +          "properties": {
      +            "confidence": {
      +              "type": "number"
      +            },
      +            "label": {
      +              "type": "string"
      +            },
      +            "labelKo": {
      +              "type": "string"
      +            },
      +            "probability": {
      +              "type": "number"
      +            }
      +          },
      +          "type": "object"
      +        }
      +      },
      +      "type": "object"
      +    },
      +    "model": {
      +      "type": "string"
      +    },
      +    "rating": {
      +      "type": "null"
      +    },
      +    "text": {
      +      "type": "string"
      +    }
      +  },
      +  "type": "object"
      +}
  2. Changed1 schema field changed
    • removedOutput schema / properties / storages / properties / datasets / properties / default / properties / itemsSchema
      Removed value: -{
      -  "description": "JSON Schema for rows in the dataset at `storages.datasets.default.id` — describes row shape only; the rows themselves are NOT returned inline in this response. Inferred from this Actor's historical successful runs. To fetch actual rows, call `get-dataset-items` with the dataset id and a `fields` projection drawn from this schema.",
      -  "properties": {
      -    "index": {
      -      "type": "number"
      -    },
      -    "labels": {
      -      "properties": {
      -        "complaint": {
      -          "items": {
      -            "properties": {
      -              "label": {
      -                "type": "string"
      -              },
      -              "labelKo": {
      -                "type": "string"
      -              },
      -              "probability": {
      -                "type": "number"
      -              }
      -            },
      -            "type": "object"
      -          },
      -          "type": "array"
      -        },
      -        "complaintScores": {
      -          "items": {
      -            "properties": {
      -              "label": {
      -                "type": "string"
      -              },
      -              "labelKo": {
      -                "type": "string"
      -              },
      -              "probability": {
      -                "type": "number"
      -              }
      -            },
      -            "type": "object"
      -          },
      -          "type": "array"
      -        },
      -        "motive": {
      -          "properties": {
      -            "confidence": {
      -              "type": "number"
      -            },
      -            "label": {
      -              "type": "string"
      -            },
      -            "labelKo": {
      -              "type": "string"
      -            },
      -            "probability": {
      -              "type": "number"
      -            }
      -          },
      -          "type": "object"
      -        },
      -        "sentiment": {
      -          "properties": {
      -            "confidence": {
      -              "type": "number"
      -            },
      -            "label": {
      -              "type": "string"
      -            },
      -            "labelKo": {
      -              "type": "string"
      -            },
      -            "probability": {
      -              "type": "number"
      -            }
      -          },
      -          "type": "object"
      -        }
      -      },
      -      "type": "object"
      -    },
      -    "model": {
      -      "type": "string"
      -    },
      -    "rating": {
      -      "type": "null"
      -    },
      -    "text": {
      -      "type": "string"
      -    }
      -  },
      -  "type": "object"
      -}
  3. Changed1 schema field changed
    • addedOutput schema / properties / storages / properties / datasets / properties / default / properties / itemsSchema
      Added value: +{
      +  "description": "JSON Schema for rows in the dataset at `storages.datasets.default.id` — describes row shape only; the rows themselves are NOT returned inline in this response. Inferred from this Actor's historical successful runs. To fetch actual rows, call `get-dataset-items` with the dataset id and a `fields` projection drawn from this schema.",
      +  "properties": {
      +    "index": {
      +      "type": "number"
      +    },
      +    "labels": {
      +      "properties": {
      +        "complaint": {
      +          "items": {
      +            "properties": {
      +              "label": {
      +                "type": "string"
      +              },
      +              "labelKo": {
      +                "type": "string"
      +              },
      +              "probability": {
      +                "type": "number"
      +              }
      +            },
      +            "type": "object"
      +          },
      +          "type": "array"
      +        },
      +        "complaintScores": {
      +          "items": {
      +            "properties": {
      +              "label": {
      +                "type": "string"
      +              },
      +              "labelKo": {
      +                "type": "string"
      +              },
      +              "probability": {
      +                "type": "number"
      +              }
      +            },
      +            "type": "object"
      +          },
      +          "type": "array"
      +        },
      +        "motive": {
      +          "properties": {
      +            "confidence": {
      +              "type": "number"
      +            },
      +            "label": {
      +              "type": "string"
      +            },
      +            "labelKo": {
      +              "type": "string"
      +            },
      +            "probability": {
      +              "type": "number"
      +            }
      +          },
      +          "type": "object"
      +        },
      +        "sentiment": {
      +          "properties": {
      +            "confidence": {
      +              "type": "number"
      +            },
      +            "label": {
      +              "type": "string"
      +            },
      +            "labelKo": {
      +              "type": "string"
      +            },
      +            "probability": {
      +              "type": "number"
      +            }
      +          },
      +          "type": "object"
      +        }
      +      },
      +      "type": "object"
      +    },
      +    "model": {
      +      "type": "string"
      +    },
      +    "rating": {
      +      "type": "null"
      +    },
      +    "text": {
      +      "type": "string"
      +    }
      +  },
      +  "type": "object"
      +}
  4. Changed1 schema field changed
    • removedOutput schema / properties / storages / properties / datasets / properties / default / properties / itemsSchema
      Removed value: -{
      -  "description": "JSON Schema for rows in the dataset at `storages.datasets.default.id` — describes row shape only; the rows themselves are NOT returned inline in this response. Inferred from this Actor's historical successful runs. To fetch actual rows, call `get-dataset-items` with the dataset id and a `fields` projection drawn from this schema.",
      -  "properties": {
      -    "index": {
      -      "type": "number"
      -    },
      -    "labels": {
      -      "properties": {
      -        "complaint": {
      -          "items": {
      -            "properties": {
      -              "label": {
      -                "type": "string"
      -              },
      -              "labelKo": {
      -                "type": "string"
      -              },
      -              "probability": {
      -                "type": "number"
      -              }
      -            },
      -            "type": "object"
      -          },
      -          "type": "array"
      -        },
      -        "complaintScores": {
      -          "items": {
      -            "properties": {
      -              "label": {
      -                "type": "string"
      -              },
      -              "labelKo": {
      -                "type": "string"
      -              },
      -              "probability": {
      -                "type": "number"
      -              }
      -            },
      -            "type": "object"
      -          },
      -          "type": "array"
      -        },
      -        "motive": {
      -          "properties": {
      -            "confidence": {
      -              "type": "number"
      -            },
      -            "label": {
      -              "type": "string"
      -            },
      -            "labelKo": {
      -              "type": "string"
      -            },
      -            "probability": {
      -              "type": "number"
      -            }
      -          },
      -          "type": "object"
      -        },
      -        "sentiment": {
      -          "properties": {
      -            "confidence": {
      -              "type": "number"
      -            },
      -            "label": {
      -              "type": "string"
      -            },
      -            "labelKo": {
      -              "type": "string"
      -            },
      -            "probability": {
      -              "type": "number"
      -            }
      -          },
      -          "type": "object"
      -        }
      -      },
      -      "type": "object"
      -    },
      -    "model": {
      -      "type": "string"
      -    },
      -    "rating": {
      -      "type": "null"
      -    },
      -    "text": {
      -      "type": "string"
      -    }
      -  },
      -  "type": "object"
      -}
  5. Changed1 schema field changed
    • removedOutput schema / properties / storages / properties / datasets / properties / default / properties / itemsSchema / properties / labels / properties / custom
      Removed value: -{
      -  "items": {
      -    "properties": {
      -      "label": {
      -        "type": "string"
      -      },
      -      "matched": {
      -        "type": "boolean"
      -      },
      -      "probability": {
      -        "type": "number"
      -      }
      -    },
      -    "type": "object"
      -  },
      -  "type": "array"
      -}
  6. Changed1 schema field changed
    • addedOutput schema / properties / storages / properties / datasets / properties / default / properties / itemsSchema
      Added value: +{
      +  "description": "JSON Schema for rows in the dataset at `storages.datasets.default.id` — describes row shape only; the rows themselves are NOT returned inline in this response. Inferred from this Actor's historical successful runs. To fetch actual rows, call `get-dataset-items` with the dataset id and a `fields` projection drawn from this schema.",
      +  "properties": {
      +    "index": {
      +      "type": "number"
      +    },
      +    "labels": {
      +      "properties": {
      +        "complaint": {
      +          "items": {
      +            "properties": {
      +              "label": {
      +                "type": "string"
      +              },
      +              "labelKo": {
      +                "type": "string"
      +              },
      +              "probability": {
      +                "type": "number"
      +              }
      +            },
      +            "type": "object"
      +          },
      +          "type": "array"
      +        },
      +        "complaintScores": {
      +          "items": {
      +            "properties": {
      +              "label": {
      +                "type": "string"
      +              },
      +              "labelKo": {
      +                "type": "string"
      +              },
      +              "probability": {
      +                "type": "number"
      +              }
      +            },
      +            "type": "object"
      +          },
      +          "type": "array"
      +        },
      +        "custom": {
      +          "items": {
      +            "properties": {
      +              "label": {
      +                "type": "string"
      +              },
      +              "matched": {
      +                "type": "boolean"
      +              },
      +              "probability": {
      +                "type": "number"
      +              }
      +            },
      +            "type": "object"
      +          },
      +          "type": "array"
      +        },
      +        "motive": {
      +          "properties": {
      +            "confidence": {
      +              "type": "number"
      +            },
      +            "label": {
      +              "type": "string"
      +            },
      +            "labelKo": {
      +              "type": "string"
      +            },
      +            "probability": {
      +              "type": "number"
      +            }
      +          },
      +          "type": "object"
      +        },
      +        "sentiment": {
      +          "properties": {
      +            "confidence": {
      +              "type": "number"
      +            },
      +            "label": {
      +              "type": "string"
      +            },
      +            "labelKo": {
      +              "type": "string"
      +            },
      +            "probability": {
      +              "type": "number"
      +            }
      +          },
      +          "type": "object"
      +        }
      +      },
      +      "type": "object"
      +    },
      +    "model": {
      +      "type": "string"
      +    },
      +    "rating": {
      +      "type": "null"
      +    },
      +    "text": {
      +      "type": "string"
      +    }
      +  },
      +  "type": "object"
      +}
  7. Changed1 schema field changed
    • removedOutput schema / properties / storages / properties / datasets / properties / default / properties / itemsSchema
      Removed value: -{
      -  "description": "JSON Schema for rows in the dataset at `storages.datasets.default.id` — describes row shape only; the rows themselves are NOT returned inline in this response. Inferred from this Actor's historical successful runs. To fetch actual rows, call `get-dataset-items` with the dataset id and a `fields` projection drawn from this schema.",
      -  "properties": {
      -    "index": {
      -      "type": "number"
      -    },
      -    "labels": {
      -      "properties": {
      -        "complaint": {
      -          "items": {
      -            "properties": {
      -              "label": {
      -                "type": "string"
      -              },
      -              "labelKo": {
      -                "type": "string"
      -              },
      -              "probability": {
      -                "type": "number"
      -              }
      -            },
      -            "type": "object"
      -          },
      -          "type": "array"
      -        },
      -        "complaintScores": {
      -          "items": {
      -            "properties": {
      -              "label": {
      -                "type": "string"
      -              },
      -              "labelKo": {
      -                "type": "string"
      -              },
      -              "probability": {
      -                "type": "number"
      -              }
      -            },
      -            "type": "object"
      -          },
      -          "type": "array"
      -        },
      -        "motive": {
      -          "properties": {
      -            "confidence": {
      -              "type": "number"
      -            },
      -            "label": {
      -              "type": "string"
      -            },
      -            "labelKo": {
      -              "type": "string"
      -            },
      -            "probability": {
      -              "type": "number"
      -            }
      -          },
      -          "type": "object"
      -        },
      -        "sentiment": {
      -          "properties": {
      -            "confidence": {
      -              "type": "number"
      -            },
      -            "label": {
      -              "type": "string"
      -            },
      -            "labelKo": {
      -              "type": "string"
      -            },
      -            "probability": {
      -              "type": "number"
      -            }
      -          },
      -          "type": "object"
      -        }
      -      },
      -      "type": "object"
      -    },
      -    "model": {
      -      "type": "string"
      -    },
      -    "rating": {
      -      "type": "null"
      -    },
      -    "text": {
      -      "type": "string"
      -    }
      -  },
      -  "type": "object"
      -}
  8. Changed1 schema field changed
    • addedOutput schema / properties / storages / properties / datasets / properties / default / properties / itemsSchema
      Added value: +{
      +  "description": "JSON Schema for rows in the dataset at `storages.datasets.default.id` — describes row shape only; the rows themselves are NOT returned inline in this response. Inferred from this Actor's historical successful runs. To fetch actual rows, call `get-dataset-items` with the dataset id and a `fields` projection drawn from this schema.",
      +  "properties": {
      +    "index": {
      +      "type": "number"
      +    },
      +    "labels": {
      +      "properties": {
      +        "complaint": {
      +          "items": {
      +            "properties": {
      +              "label": {
      +                "type": "string"
      +              },
      +              "labelKo": {
      +                "type": "string"
      +              },
      +              "probability": {
      +                "type": "number"
      +              }
      +            },
      +            "type": "object"
      +          },
      +          "type": "array"
      +        },
      +        "complaintScores": {
      +          "items": {
      +            "properties": {
      +              "label": {
      +                "type": "string"
      +              },
      +              "labelKo": {
      +                "type": "string"
      +              },
      +              "probability": {
      +                "type": "number"
      +              }
      +            },
      +            "type": "object"
      +          },
      +          "type": "array"
      +        },
      +        "motive": {
      +          "properties": {
      +            "confidence": {
      +              "type": "number"
      +            },
      +            "label": {
      +              "type": "string"
      +            },
      +            "labelKo": {
      +              "type": "string"
      +            },
      +            "probability": {
      +              "type": "number"
      +            }
      +          },
      +          "type": "object"
      +        },
      +        "sentiment": {
      +          "properties": {
      +            "confidence": {
      +              "type": "number"
      +            },
      +            "label": {
      +              "type": "string"
      +            },
      +            "labelKo": {
      +              "type": "string"
      +            },
      +            "probability": {
      +              "type": "number"
      +            }
      +          },
      +          "type": "object"
      +        }
      +      },
      +      "type": "object"
      +    },
      +    "model": {
      +      "type": "string"
      +    },
      +    "rating": {
      +      "type": "null"
      +    },
      +    "text": {
      +      "type": "string"
      +    }
      +  },
      +  "type": "object"
      +}
  9. Changed1 schema field changed
    • removedOutput schema / properties / storages / properties / datasets / properties / default / properties / itemsSchema
      Removed value: -{
      -  "description": "JSON Schema for rows in the dataset at `storages.datasets.default.id` — describes row shape only; the rows themselves are NOT returned inline in this response. Inferred from this Actor's historical successful runs. To fetch actual rows, call `get-dataset-items` with the dataset id and a `fields` projection drawn from this schema.",
      -  "properties": {
      -    "id": {
      -      "type": "string"
      -    },
      -    "index": {
      -      "type": "number"
      -    },
      -    "keyword": {
      -      "type": "string"
      -    },
      -    "labels": {
      -      "properties": {
      -        "complaint": {
      -          "items": {},
      -          "type": "array"
      -        },
      -        "complaintScores": {
      -          "items": {
      -            "properties": {
      -              "label": {
      -                "type": "string"
      -              },
      -              "labelKo": {
      -                "type": "string"
      -              },
      -              "probability": {
      -                "type": "number"
      -              }
      -            },
      -            "type": "object"
      -          },
      -          "type": "array"
      -        },
      -        "custom": {
      -          "items": {
      -            "type": "string"
      -          },
      -          "type": "array"
      -        },
      -        "motive": {},
      -        "sentiment": {}
      -      },
      -      "type": "object"
      -    },
      -    "model": {
      -      "type": "string"
      -    },
      -    "rating": {
      -      "type": [
      -        "number",
      -        "null"
      -      ]
      -    },
      -    "text": {
      -      "type": "string"
      -    }
      -  },
      -  "type": "object"
      -}
  10. Changed1 schema field changed
    • changedOutput schema / properties / storages / properties / datasets / properties / default / properties / itemsSchema / properties / rating / type
      Previous value: -[
      -  "null",
      -  "number"
      -]New value: +[
      +  "number",
      +  "null"
      +]
  11. Changed1 schema field changed
    • changedOutput schema / properties / storages / properties / datasets / properties / default / properties / itemsSchema / properties / rating / type
      Previous value: -[
      -  "number",
      -  "null"
      -]New value: +[
      +  "null",
      +  "number"
      +]
  12. Changed10 schema fields changed
    • addedOutput schema / properties / storages / properties / datasets / properties / default / properties / itemsSchema / properties / id
      Added value: +{
      +  "type": "string"
      +}
    • addedOutput schema / properties / storages / properties / datasets / properties / default / properties / itemsSchema / properties / keyword
      Added value: +{
      +  "type": "string"
      +}
    • removedOutput schema / properties / storages / properties / datasets / properties / default / properties / itemsSchema / properties / labels / properties / complaint / items / properties
      Removed value: -{
      -  "label": {
      -    "type": "string"
      -  },
      -  "labelKo": {
      -    "type": "string"
      -  },
      -  "probability": {
      -    "type": "number"
      -  }
      -}
    • removedOutput schema / properties / storages / properties / datasets / properties / default / properties / itemsSchema / properties / labels / properties / complaint / items / type
      Removed value: -"object"
    • addedOutput schema / properties / storages / properties / datasets / properties / default / properties / itemsSchema / properties / labels / properties / custom
      Added value: +{
      +  "items": {
      +    "type": "string"
      +  },
      +  "type": "array"
      +}
    • removedOutput schema / properties / storages / properties / datasets / properties / default / properties / itemsSchema / properties / labels / properties / motive / properties
      Removed value: -{
      -  "confidence": {
      -    "type": "number"
      -  },
      -  "label": {
      -    "type": "string"
      -  },
      -  "labelKo": {
      -    "type": "string"
      -  },
      -  "probability": {
      -    "type": "number"
      -  }
      -}
    • removedOutput schema / properties / storages / properties / datasets / properties / default / properties / itemsSchema / properties / labels / properties / motive / type
      Removed value: -"object"
    • removedOutput schema / properties / storages / properties / datasets / properties / default / properties / itemsSchema / properties / labels / properties / sentiment / properties
      Removed value: -{
      -  "confidence": {
      -    "type": "number"
      -  },
      -  "label": {
      -    "type": "string"
      -  },
      -  "labelKo": {
      -    "type": "string"
      -  },
      -  "probability": {
      -    "type": "number"
      -  }
      -}
    • removedOutput schema / properties / storages / properties / datasets / properties / default / properties / itemsSchema / properties / labels / properties / sentiment / type
      Removed value: -"object"
    • changedOutput schema / properties / storages / properties / datasets / properties / default / properties / itemsSchema / properties / rating / type
      Previous value: -"null"New value: +[
      +  "number",
      +  "null"
      +]
  13. Changed1 schema field changed
    • addedOutput schema / properties / storages / properties / datasets / properties / default / properties / itemsSchema
      Added value: +{
      +  "description": "JSON Schema for rows in the dataset at `storages.datasets.default.id` — describes row shape only; the rows themselves are NOT returned inline in this response. Inferred from this Actor's historical successful runs. To fetch actual rows, call `get-dataset-items` with the dataset id and a `fields` projection drawn from this schema.",
      +  "properties": {
      +    "index": {
      +      "type": "number"
      +    },
      +    "labels": {
      +      "properties": {
      +        "complaint": {
      +          "items": {
      +            "properties": {
      +              "label": {
      +                "type": "string"
      +              },
      +              "labelKo": {
      +                "type": "string"
      +              },
      +              "probability": {
      +                "type": "number"
      +              }
      +            },
      +            "type": "object"
      +          },
      +          "type": "array"
      +        },
      +        "complaintScores": {
      +          "items": {
      +            "properties": {
      +              "label": {
      +                "type": "string"
      +              },
      +              "labelKo": {
      +                "type": "string"
      +              },
      +              "probability": {
      +                "type": "number"
      +              }
      +            },
      +            "type": "object"
      +          },
      +          "type": "array"
      +        },
      +        "motive": {
      +          "properties": {
      +            "confidence": {
      +              "type": "number"
      +            },
      +            "label": {
      +              "type": "string"
      +            },
      +            "labelKo": {
      +              "type": "string"
      +            },
      +            "probability": {
      +              "type": "number"
      +            }
      +          },
      +          "type": "object"
      +        },
      +        "sentiment": {
      +          "properties": {
      +            "confidence": {
      +              "type": "number"
      +            },
      +            "label": {
      +              "type": "string"
      +            },
      +            "labelKo": {
      +              "type": "string"
      +            },
      +            "probability": {
      +              "type": "number"
      +            }
      +          },
      +          "type": "object"
      +        }
      +      },
      +      "type": "object"
      +    },
      +    "model": {
      +      "type": "string"
      +    },
      +    "rating": {
      +      "type": "null"
      +    },
      +    "text": {
      +      "type": "string"
      +    }
      +  },
      +  "type": "object"
      +}
  14. Changed2 schema fields changed
    • addedOutput schema / properties / tip / properties / caveat
      Added value: +{
      +  "description": "Present when this session cannot run the Actor the tip recommends",
      +  "type": "string"
      +}
    • changedOutput schema / properties / tip / properties / recommendedActorId / description
      Previous value: -"Apify Actor ID the tip recommends running next, when it names one — pass directly as `actor` to call-actor or fetch-actor-details"New value: +"Apify Actor ID the tip recommends, when it names one"
  15. Changed1 schema field changed
    • removedOutput schema / properties / storages / properties / datasets / properties / default / properties / itemsSchema
      Removed value: -{
      -  "description": "JSON Schema for rows in the dataset at `storages.datasets.default.id` — describes row shape only; the rows themselves are NOT returned inline in this response. Inferred from this Actor's historical successful runs. To fetch actual rows, call `get-dataset-items` with the dataset id and a `fields` projection drawn from this schema.",
      -  "properties": {
      -    "index": {
      -      "type": "number"
      -    },
      -    "labels": {
      -      "properties": {
      -        "complaint": {
      -          "items": {
      -            "properties": {
      -              "label": {
      -                "type": "string"
      -              },
      -              "labelKo": {
      -                "type": "string"
      -              },
      -              "probability": {
      -                "type": "number"
      -              }
      -            },
      -            "type": "object"
      -          },
      -          "type": "array"
      -        },
      -        "complaintScores": {
      -          "items": {
      -            "properties": {
      -              "label": {
      -                "type": "string"
      -              },
      -              "labelKo": {
      -                "type": "string"
      -              },
      -              "probability": {
      -                "type": "number"
      -              }
      -            },
      -            "type": "object"
      -          },
      -          "type": "array"
      -        },
      -        "motive": {
      -          "properties": {
      -            "confidence": {
      -              "type": "number"
      -            },
      -            "label": {
      -              "type": "string"
      -            },
      -            "labelKo": {
      -              "type": "string"
      -            },
      -            "probability": {
      -              "type": "number"
      -            }
      -          },
      -          "type": "object"
      -        },
      -        "sentiment": {
      -          "properties": {
      -            "confidence": {
      -              "type": "number"
      -            },
      -            "label": {
      -              "type": "string"
      -            },
      -            "labelKo": {
      -              "type": "string"
      -            },
      -            "probability": {
      -              "type": "number"
      -            }
      -          },
      -          "type": "object"
      -        }
      -      },
      -      "type": "object"
      -    },
      -    "model": {
      -      "type": "string"
      -    },
      -    "rating": {
      -      "type": "null"
      -    },
      -    "text": {
      -      "type": "string"
      -    }
      -  },
      -  "type": "object"
      -}
  16. Changed1 schema field changed
    • addedOutput schema / properties / storages / properties / datasets / properties / default / properties / itemsSchema
      Added value: +{
      +  "description": "JSON Schema for rows in the dataset at `storages.datasets.default.id` — describes row shape only; the rows themselves are NOT returned inline in this response. Inferred from this Actor's historical successful runs. To fetch actual rows, call `get-dataset-items` with the dataset id and a `fields` projection drawn from this schema.",
      +  "properties": {
      +    "index": {
      +      "type": "number"
      +    },
      +    "labels": {
      +      "properties": {
      +        "complaint": {
      +          "items": {
      +            "properties": {
      +              "label": {
      +                "type": "string"
      +              },
      +              "labelKo": {
      +                "type": "string"
      +              },
      +              "probability": {
      +                "type": "number"
      +              }
      +            },
      +            "type": "object"
      +          },
      +          "type": "array"
      +        },
      +        "complaintScores": {
      +          "items": {
      +            "properties": {
      +              "label": {
      +                "type": "string"
      +              },
      +              "labelKo": {
      +                "type": "string"
      +              },
      +              "probability": {
      +                "type": "number"
      +              }
      +            },
      +            "type": "object"
      +          },
      +          "type": "array"
      +        },
      +        "motive": {
      +          "properties": {
      +            "confidence": {
      +              "type": "number"
      +            },
      +            "label": {
      +              "type": "string"
      +            },
      +            "labelKo": {
      +              "type": "string"
      +            },
      +            "probability": {
      +              "type": "number"
      +            }
      +          },
      +          "type": "object"
      +        },
      +        "sentiment": {
      +          "properties": {
      +            "confidence": {
      +              "type": "number"
      +            },
      +            "label": {
      +              "type": "string"
      +            },
      +            "labelKo": {
      +              "type": "string"
      +            },
      +            "probability": {
      +              "type": "number"
      +            }
      +          },
      +          "type": "object"
      +        }
      +      },
      +      "type": "object"
      +    },
      +    "model": {
      +      "type": "string"
      +    },
      +    "rating": {
      +      "type": "null"
      +    },
      +    "text": {
      +      "type": "string"
      +    }
      +  },
      +  "type": "object"
      +}
  17. Changed1 schema field changed
    • removedOutput schema / properties / storages / properties / datasets / properties / default / properties / itemsSchema
      Removed value: -{
      -  "description": "JSON Schema for rows in the dataset at `storages.datasets.default.id` — describes row shape only; the rows themselves are NOT returned inline in this response. Inferred from this Actor's historical successful runs. To fetch actual rows, call `get-dataset-items` with the dataset id and a `fields` projection drawn from this schema.",
      -  "properties": {
      -    "index": {
      -      "type": "number"
      -    },
      -    "labels": {
      -      "properties": {
      -        "complaint": {
      -          "items": {
      -            "properties": {
      -              "label": {
      -                "type": "string"
      -              },
      -              "labelKo": {
      -                "type": "string"
      -              },
      -              "probability": {
      -                "type": "number"
      -              }
      -            },
      -            "type": "object"
      -          },
      -          "type": "array"
      -        },
      -        "complaintScores": {
      -          "items": {
      -            "properties": {
      -              "label": {
      -                "type": "string"
      -              },
      -              "labelKo": {
      -                "type": "string"
      -              },
      -              "probability": {
      -                "type": "number"
      -              }
      -            },
      -            "type": "object"
      -          },
      -          "type": "array"
      -        },
      -        "motive": {
      -          "properties": {
      -            "confidence": {
      -              "type": "number"
      -            },
      -            "label": {
      -              "type": "string"
      -            },
      -            "labelKo": {
      -              "type": "string"
      -            },
      -            "probability": {
      -              "type": "number"
      -            }
      -          },
      -          "type": "object"
      -        },
      -        "sentiment": {
      -          "properties": {
      -            "confidence": {
      -              "type": "number"
      -            },
      -            "label": {
      -              "type": "string"
      -            },
      -            "labelKo": {
      -              "type": "string"
      -            },
      -            "probability": {
      -              "type": "number"
      -            }
      -          },
      -          "type": "object"
      -        }
      -      },
      -      "type": "object"
      -    },
      -    "model": {
      -      "type": "string"
      -    },
      -    "rating": {
      -      "type": "null"
      -    },
      -    "text": {
      -      "type": "string"
      -    }
      -  },
      -  "type": "object"
      -}
  18. Changed1 schema field changed
    • addedOutput schema / properties / storages / properties / datasets / properties / default / properties / itemsSchema
      Added value: +{
      +  "description": "JSON Schema for rows in the dataset at `storages.datasets.default.id` — describes row shape only; the rows themselves are NOT returned inline in this response. Inferred from this Actor's historical successful runs. To fetch actual rows, call `get-dataset-items` with the dataset id and a `fields` projection drawn from this schema.",
      +  "properties": {
      +    "index": {
      +      "type": "number"
      +    },
      +    "labels": {
      +      "properties": {
      +        "complaint": {
      +          "items": {
      +            "properties": {
      +              "label": {
      +                "type": "string"
      +              },
      +              "labelKo": {
      +                "type": "string"
      +              },
      +              "probability": {
      +                "type": "number"
      +              }
      +            },
      +            "type": "object"
      +          },
      +          "type": "array"
      +        },
      +        "complaintScores": {
      +          "items": {
      +            "properties": {
      +              "label": {
      +                "type": "string"
      +              },
      +              "labelKo": {
      +                "type": "string"
      +              },
      +              "probability": {
      +                "type": "number"
      +              }
      +            },
      +            "type": "object"
      +          },
      +          "type": "array"
      +        },
      +        "motive": {
      +          "properties": {
      +            "confidence": {
      +              "type": "number"
      +            },
      +            "label": {
      +              "type": "string"
      +            },
      +            "labelKo": {
      +              "type": "string"
      +            },
      +            "probability": {
      +              "type": "number"
      +            }
      +          },
      +          "type": "object"
      +        },
      +        "sentiment": {
      +          "properties": {
      +            "confidence": {
      +              "type": "number"
      +            },
      +            "label": {
      +              "type": "string"
      +            },
      +            "labelKo": {
      +              "type": "string"
      +            },
      +            "probability": {
      +              "type": "number"
      +            }
      +          },
      +          "type": "object"
      +        }
      +      },
      +      "type": "object"
      +    },
      +    "model": {
      +      "type": "string"
      +    },
      +    "rating": {
      +      "type": "null"
      +    },
      +    "text": {
      +      "type": "string"
      +    }
      +  },
      +  "type": "object"
      +}
  19. Changed1 schema field changed
    • removedOutput schema / properties / storages / properties / datasets / properties / default / properties / itemsSchema
      Removed value: -{
      -  "description": "JSON Schema for rows in the dataset at `storages.datasets.default.id` — describes row shape only; the rows themselves are NOT returned inline in this response. Inferred from this Actor's historical successful runs. To fetch actual rows, call `get-dataset-items` with the dataset id and a `fields` projection drawn from this schema.",
      -  "properties": {
      -    "index": {
      -      "type": "number"
      -    },
      -    "isRepurchase": {
      -      "type": "boolean"
      -    },
      -    "labels": {
      -      "properties": {
      -        "complaint": {
      -          "items": {},
      -          "type": "array"
      -        },
      -        "complaintScores": {
      -          "items": {
      -            "properties": {
      -              "label": {
      -                "type": "string"
      -              },
      -              "labelKo": {
      -                "type": "string"
      -              },
      -              "probability": {
      -                "type": "number"
      -              }
      -            },
      -            "type": "object"
      -          },
      -          "type": "array"
      -        },
      -        "custom": {
      -          "items": {
      -            "type": "string"
      -          },
      -          "type": "array"
      -        },
      -        "motive": {},
      -        "sentiment": {}
      -      },
      -      "type": "object"
      -    },
      -    "model": {
      -      "type": "string"
      -    },
      -    "productNo": {
      -      "type": "string"
      -    },
      -    "rating": {
      -      "type": [
      -        "number",
      -        "null"
      -      ]
      -    },
      -    "reviewId": {
      -      "type": "number"
      -    },
      -    "reviewedOption": {
      -      "type": "string"
      -    },
      -    "text": {
      -      "type": "string"
      -    }
      -  },
      -  "type": "object"
      -}
  20. Changed1 schema field changed
    • changedOutput schema / properties / storages / properties / datasets / properties / default / properties / itemsSchema / properties / rating / type
      Previous value: -[
      -  "null",
      -  "number"
      -]New value: +[
      +  "number",
      +  "null"
      +]
  21. Changed1 schema field changed
    • changedOutput schema / properties / storages / properties / datasets / properties / default / properties / itemsSchema / properties / rating / type
      Previous value: -[
      -  "number",
      -  "null"
      -]New value: +[
      +  "null",
      +  "number"
      +]
  22. Changed1 schema field changed
    • changedOutput schema / properties / storages / properties / datasets / properties / default / properties / itemsSchema / properties / rating / type
      Previous value: -[
      -  "null",
      -  "number"
      -]New value: +[
      +  "number",
      +  "null"
      +]
  23. Changed1 schema field changed
    • changedOutput schema / properties / storages / properties / datasets / properties / default / properties / itemsSchema / properties / rating / type
      Previous value: -[
      -  "number",
      -  "null"
      -]New value: +[
      +  "null",
      +  "number"
      +]
  24. Changed1 schema field changed
    • changedOutput schema / properties / storages / properties / datasets / properties / default / properties / itemsSchema / properties / rating / type
      Previous value: -[
      -  "null",
      -  "number"
      -]New value: +[
      +  "number",
      +  "null"
      +]
  25. Changed1 schema field changed
    • changedOutput schema / properties / storages / properties / datasets / properties / default / properties / itemsSchema / properties / rating / type
      Previous value: -[
      -  "number",
      -  "null"
      -]New value: +[
      +  "null",
      +  "number"
      +]
  26. Changed1 schema field changed
    • changedOutput schema / properties / storages / properties / datasets / properties / default / properties / itemsSchema / properties / rating / type
      Previous value: -[
      -  "null",
      -  "number"
      -]New value: +[
      +  "number",
      +  "null"
      +]
  27. Changed1 schema field changed
    • changedOutput schema / properties / storages / properties / datasets / properties / default / properties / itemsSchema / properties / rating / type
      Previous value: -[
      -  "number",
      -  "null"
      -]New value: +[
      +  "null",
      +  "number"
      +]
  28. Changed1 schema field changed
    • changedOutput schema / properties / storages / properties / datasets / properties / default / properties / itemsSchema / properties / rating / type
      Previous value: -[
      -  "null",
      -  "number"
      -]New value: +[
      +  "number",
      +  "null"
      +]
  29. Changed1 schema field changed
    • changedOutput schema / properties / storages / properties / datasets / properties / default / properties / itemsSchema / properties / rating / type
      Previous value: -[
      -  "number",
      -  "null"
      -]New value: +[
      +  "null",
      +  "number"
      +]
  30. Changed1 schema field changed
    • changedOutput schema / properties / storages / properties / datasets / properties / default / properties / itemsSchema / properties / rating / type
      Previous value: -[
      -  "null",
      -  "number"
      -]New value: +[
      +  "number",
      +  "null"
      +]
  31. Changed1 schema field changed
    • changedOutput schema / properties / storages / properties / datasets / properties / default / properties / itemsSchema / properties / rating / type
      Previous value: -[
      -  "number",
      -  "null"
      -]New value: +[
      +  "null",
      +  "number"
      +]
  32. Changed1 schema field changed
    • changedOutput schema / properties / storages / properties / datasets / properties / default / properties / itemsSchema / properties / rating / type
      Previous value: -[
      -  "null",
      -  "number"
      -]New value: +[
      +  "number",
      +  "null"
      +]
  33. Changed1 schema field changed
    • changedOutput schema / properties / storages / properties / datasets / properties / default / properties / itemsSchema / properties / rating / type
      Previous value: -[
      -  "number",
      -  "null"
      -]New value: +[
      +  "null",
      +  "number"
      +]
  34. Changed1 schema field changed
    • changedOutput schema / properties / storages / properties / datasets / properties / default / properties / itemsSchema / properties / rating / type
      Previous value: -[
      -  "null",
      -  "number"
      -]New value: +[
      +  "number",
      +  "null"
      +]
  35. Changed1 schema field changed
    • changedOutput schema / properties / storages / properties / datasets / properties / default / properties / itemsSchema / properties / rating / type
      Previous value: -[
      -  "number",
      -  "null"
      -]New value: +[
      +  "null",
      +  "number"
      +]
  36. Changed1 schema field changed
    • changedOutput schema / properties / storages / properties / datasets / properties / default / properties / itemsSchema / properties / rating / type
      Previous value: -[
      -  "null",
      -  "number"
      -]New value: +[
      +  "number",
      +  "null"
      +]
  37. Changed1 schema field changed
    • changedOutput schema / properties / storages / properties / datasets / properties / default / properties / itemsSchema / properties / rating / type
      Previous value: -[
      -  "number",
      -  "null"
      -]New value: +[
      +  "null",
      +  "number"
      +]
  38. Changed1 schema field changed
    • changedOutput schema / properties / storages / properties / datasets / properties / default / properties / itemsSchema / properties / rating / type
      Previous value: -[
      -  "null",
      -  "number"
      -]New value: +[
      +  "number",
      +  "null"
      +]
  39. Changed1 schema field changed
    • changedOutput schema / properties / storages / properties / datasets / properties / default / properties / itemsSchema / properties / rating / type
      Previous value: -[
      -  "number",
      -  "null"
      -]New value: +[
      +  "null",
      +  "number"
      +]
  40. Changed6 schema fields changed
    • addedOutput schema / properties / storages / properties / datasets / properties / default / properties / itemsSchema / properties / isRepurchase
      Added value: +{
      +  "type": "boolean"
      +}
    • addedOutput schema / properties / storages / properties / datasets / properties / default / properties / itemsSchema / properties / labels / properties / custom
      Added value: +{
      +  "items": {
      +    "type": "string"
      +  },
      +  "type": "array"
      +}
    • addedOutput schema / properties / storages / properties / datasets / properties / default / properties / itemsSchema / properties / productNo
      Added value: +{
      +  "type": "string"
      +}
    • changedOutput schema / properties / storages / properties / datasets / properties / default / properties / itemsSchema / properties / rating / type
      Previous value: -"null"New value: +[
      +  "number",
      +  "null"
      +]
    • addedOutput schema / properties / storages / properties / datasets / properties / default / properties / itemsSchema / properties / reviewId
      Added value: +{
      +  "type": "number"
      +}
    • addedOutput schema / properties / storages / properties / datasets / properties / default / properties / itemsSchema / properties / reviewedOption
      Added value: +{
      +  "type": "string"
      +}
  41. Changed7 schema fields changed
    • removedOutput schema / properties / storages / properties / datasets / properties / default / properties / itemsSchema / properties / labels / properties / complaint / items / type
      Removed value: -"string"
    • addedOutput schema / properties / storages / properties / datasets / properties / default / properties / itemsSchema / properties / labels / properties / complaintScores
      Added value: +{
      +  "items": {
      +    "properties": {
      +      "label": {
      +        "type": "string"
      +      },
      +      "labelKo": {
      +        "type": "string"
      +      },
      +      "probability": {
      +        "type": "number"
      +      }
      +    },
      +    "type": "object"
      +  },
      +  "type": "array"
      +}
    • removedOutput schema / properties / storages / properties / datasets / properties / default / properties / itemsSchema / properties / labels / properties / motive / type
      Removed value: -"string"
    • removedOutput schema / properties / storages / properties / datasets / properties / default / properties / itemsSchema / properties / labels / properties / sentiment / type
      Removed value: -"string"
    • addedOutput schema / properties / storages / properties / datasets / properties / default / properties / itemsSchema / properties / model
      Added value: +{
      +  "type": "string"
      +}
    • addedOutput schema / properties / storages / properties / datasets / properties / default / properties / itemsSchema / properties / rating
      Added value: +{
      +  "type": "null"
      +}
    • addedOutput schema / properties / storages / properties / datasets / properties / default / properties / itemsSchema / properties / text
      Added value: +{
      +  "type": "string"
      +}
  42. First observed

TDQS

A3.9/5.0
Behavior4/5

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

Annotations cover the safety profile (readOnly=false, openWorld=true, destructive=true), so the description is not required to explain mutability. It adds genuinely non-annotation context: throughput (~100 reviews/5 s) and a pay-per-review cost model, which matter for an agent deciding whether to batch. It does not address the destructiveHint or the async polling pattern, which keeps it from a 5.

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?

Dense and mostly front-loaded — language scope, sibling routing, input modes, throughput and cost all in a few lines. The redundant "This tool calls the Actor ... and retrieves its output results" sentence adds no information but is short.

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

Completeness4/5

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

For a 13-parameter, no-required-param Actor wrapper with a full output schema, the description supplies what the schema cannot: language applicability, sibling routing, cost model, and throughput. Return-value semantics are correctly left to the output schema.

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 all 13 parameters are already documented in the schema, including the auto-detect behavior of textField and summaryGroupField. The description only restates the two primary input modes (datasetId or texts), adding little beyond the structured fields; baseline 3 applies.

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 boilerplate opener ("calls the Actor ... and retrieves its output results") is a tautology, but the embedded Actor description gives a specific verb+resource: classify Korean reviews for complaint types, sentiment, and purchase motive. It clearly separates itself from the Japanese/Spanish/AliExpress classifier siblings by naming the language domain.

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?

"Use for Korean; for Japanese use leoworks/japanese-review-classifier" gives an explicit routing rule to the nearest sibling. It does not state when-not to use it (e.g. non-review text, mixed-language batches), but the primary selection decision is answered.

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

Try in Browser

Glama MCP Gateway

Add one secure layer between your agents and this server.