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CompatAir

by io.github.bluetouff
OverviewDiscussionsAdmin

find_compatible_alternatives

Read-onlyIdempotent

Find the smallest verified compressor substitution for an incompatible documented system. Commercial commission never affects ordering.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
modeNo
limitNo
toolIdsYes
compressorIdYes

Output Schema

TableJSON Schema
NameRequiredDescriptionDefault
verdictYes
limitationsYes
alternativesYes
next_actionsYes
canonical_urlYes
verdict_scopeYes
air_supply_verdictYes

Schema Changelog

Changes observed during successful MCP inspections.

  1. Changed22 schema fields changed
    • changedOutput schema / additionalProperties
      Previous value: -falseNew value: +true
    • changedOutput schema / properties / air_supply_verdict / additionalProperties
      Previous value: -falseNew value: +true
    • removedOutput schema / properties / air_supply_verdict / properties / limiting_factor
      Removed value: -{
-  "type": [
-    "string",
-    "null"
-  ]
-}
    • removedOutput schema / properties / air_supply_verdict / properties / metrics
      Removed value: -{
-  "additionalProperties": false,
-  "properties": {
-    "available_fad_lpm": {
-      "type": [
-        "number",
-        "null"
-      ]
-    },
-    "available_pressure_bar": {
-      "type": [
-        "number",
-        "null"
-      ]
-    },
-    "demand_flow_lpm": {
-      "type": [
-        "number",
-        "null"
-      ]
-    },
-    "effective_average_capacity_lpm": {
-      "type": [
-        "number",
-        "null"
-      ]
-    },
-    "margin_percent": {
-      "type": [
-        "number",
-        "null"
-      ]
-    },
-    "mode": {
-      "type": [
-        "string",
-        "null"
-      ]
-    },
-    "recommended_fad_lpm": {
-      "type": [
-        "number",
-        "null"
-      ]
-    },
-    "required_fad_lpm": {
-      "type": [
-        "number",
-        "null"
-      ]
-    },
-    "required_pressure_bar": {
-      "type": [
-        "number",
-        "null"
-      ]
-    }
-  },
-  "required": [],
-  "type": "object"
-}
    • changedOutput schema / properties / alternatives / items / additionalProperties
      Previous value: -falseNew value: +true
    • removedOutput schema / properties / alternatives / items / properties
      Removed value: -{
-  "air_supply_verdict": {
-    "additionalProperties": false,
-    "properties": {
-      "engine_verdict": {
-        "enum": [
-          "continuous",
-          "intermittent",
-          "incompatible",
-          "insufficient_data"
-        ],
-        "type": "string"
-      },
-      "limitations": {
-        "items": {
-          "type": "string"
-        },
-        "type": "array"
-      },
-      "limiting_factor": {
-        "type": [
-          "string",
-          "null"
-        ]
-      },
-      "metrics": {
-        "additionalProperties": false,
-        "properties": {
-          "available_fad_lpm": {
-            "type": [
-              "number",
-              "null"
-            ]
-          },
-          "available_pressure_bar": {
-            "type": [
-              "number",
-              "null"
-            ]
-          },
-          "demand_flow_lpm": {
-            "type": [
-              "number",
-              "null"
-            ]
-          },
-          "effective_average_capacity_lpm": {
-            "type": [
-              "number",
-              "null"
-            ]
-          },
-          "margin_percent": {
-            "type": [
-              "number",
-              "null"
-            ]
-          },
-          "mode": {
-            "type": [
-              "string",
-              "null"
-            ]
-          },
-          "recommended_fad_lpm": {
-            "type": [
-              "number",
-              "null"
-            ]
-          },
-          "required_fad_lpm": {
-            "type": [
-              "number",
-              "null"
-            ]
-          },
-          "required_pressure_bar": {
-            "type": [
-              "number",
-              "null"
-            ]
-          }
-        },
-        "required": [],
-        "type": "object"
-      },
-      "schema_version": {
-        "const": "2.0.0"
-      },
-      "scope": {
-        "enum": [
-          "information",
-          "request",
-          "air_supply",
-          "complete_air_system",
-          "commercial_constraints"
-        ],
-        "type": "string"
-      },
-      "verdict": {
-        "enum": [
-          "information",
-          "compatible",
-          "compatible_with_limits",
-          "incompatible",
-          "insufficient_data"
-        ],
-        "type": "string"
-      }
-    },
-    "required": [
-      "schema_version",
-      "scope",
-      "verdict",
-      "limitations"
-    ],
-    "type": "object"
-  },
-  "change": {
-    "additionalProperties": false,
-    "properties": {
-      "field": {
-        "const": "compressorId"
-      },
-      "from": {
-        "type": "string"
-      },
-      "to": {
-        "type": "string"
-      }
-    },
-    "required": [
-      "field",
-      "from",
-      "to"
-    ],
-    "type": "object"
-  },
-  "compressor": {
-    "additionalProperties": false,
-    "properties": {
-      "brand": {
-        "type": "string"
-      },
-      "canonical_url": {
-        "format": "uri",
-        "type": "string"
-      },
-      "compat_air_id": {
-        "type": "string"
-      },
-      "ean": {
-        "type": "string"
-      },
-      "id": {
-        "type": "string"
-      },
-      "label": {
-        "type": "string"
-      },
-      "match_confidence": {
-        "enum": [
-          "exact",
-          "candidate"
-        ],
-        "type": "string"
-      },
-      "model": {
-        "type": "string"
-      },
-      "mpn": {
-        "type": "string"
-      },
-      "slug": {
-        "type": "string"
-      },
-      "type": {
-        "enum": [
-          "compressor",
-          "tool"
-        ],
-        "type": "string"
-      }
-    },
-    "required": [
-      "compat_air_id",
-      "type",
-      "id",
-      "slug",
-      "brand",
-      "model",
-      "canonical_url"
-    ],
-    "type": "object"
-  },
-  "evaluation": {
-    "additionalProperties": false,
-    "properties": {
-      "availableFadBasis": {
-        "enum": [
-          "exact",
-          "interpolated",
-          "higher-pressure-bound"
-        ],
-        "type": "string"
-      },
-      "availableFadLpm": {
-        "type": "number"
-      },
-      "availableFadReferencePressureBar": {
-        "type": "number"
-      },
-      "calculationVersion": {
-        "type": "string"
-      },
-      "demandFlowLpm": {
-        "type": "number"
-      },
-      "effectiveAverageCapacityLpm": {
-        "type": "number"
-      },
-      "limitations": {
-        "items": {
-          "type": "string"
-        },
-        "type": "array"
-      },
-      "limitingFactor": {
-        "type": "string"
-      },
-      "marginPercent": {
-        "type": "number"
-      },
-      "mode": {
-        "enum": [
-          "simultaneous",
-          "successive"
-        ],
-        "type": "string"
-      },
-      "recommendedFadLpm": {
-        "type": "number"
-      },
-      "requiredFadLpm": {
-        "type": "number"
-      },
-      "requiredPressureBar": {
-        "type": "number"
-      },
-      "verdict": {
-        "enum": [
-          "continuous",
-          "intermittent",
-          "incompatible",
-          "insufficient_data"
-        ],
-        "type": "string"
-      },
-      "warnings": {
-        "items": {
-          "type": "string"
-        },
-        "type": "array"
-      }
-    },
-    "required": [
-      "verdict"
-    ],
-    "type": "object"
-  }
-}
    • removedOutput schema / properties / alternatives / items / required
      Removed value: -[
-  "change",
-  "compressor",
-  "evaluation"
-]
    • removedOutput schema / properties / canonical_follow_url
      Removed value: -{
-  "format": "uri",
-  "type": "string"
-}
    • removedOutput schema / properties / catalogVersion
      Removed value: -{
-  "type": "string"
-}
    • removedOutput schema / properties / catalog_version
      Removed value: -{
-  "type": "string"
-}
    • removedOutput schema / properties / compatibility
      Removed value: -{
-  "additionalProperties": false,
-  "properties": {
-    "engine_verdict": {
-      "enum": [
-        "continuous",
-        "intermittent",
-        "incompatible",
-        "insufficient_data"
-      ],
-      "type": "string"
-    },
-    "limitations": {
-      "items": {
-        "type": "string"
-      },
-      "type": "array"
-    },
-    "limiting_factor": {
-      "type": [
-        "string",
-        "null"
-      ]
-    },
-    "metrics": {
-      "additionalProperties": false,
-      "properties": {
-        "available_fad_lpm": {
-          "type": [
-            "number",
-            "null"
-          ]
-        },
-        "available_pressure_bar": {
-          "type": [
-            "number",
-            "null"
-          ]
-        },
-        "demand_flow_lpm": {
-          "type": [
-            "number",
-            "null"
-          ]
-        },
-        "effective_average_capacity_lpm": {
-          "type": [
-            "number",
-            "null"
-          ]
-        },
-        "margin_percent": {
-          "type": [
-            "number",
-            "null"
-          ]
-        },
-        "mode": {
-          "type": [
-            "string",
-            "null"
-          ]
-        },
-        "recommended_fad_lpm": {
-          "type": [
-            "number",
-            "null"
-          ]
-        },
-        "required_fad_lpm": {
-          "type": [
-            "number",
-            "null"
-          ]
-        },
-        "required_pressure_bar": {
-          "type": [
-            "number",
-            "null"
-          ]
-        }
-      },
-      "required": [],
-      "type": "object"
-    },
-    "schema_version": {
-      "const": "2.0.0"
-    },
-    "scope": {
-      "enum": [
-        "information",
-        "request",
-        "air_supply",
-        "complete_air_system",
-        "commercial_constraints"
-      ],
-      "type": "string"
-    },
-    "verdict": {
-      "enum": [
-        "information",
-        "compatible",
-        "compatible_with_limits",
-        "incompatible",
-        "insufficient_data"
-      ],
-      "type": "string"
-    }
-  },
-  "required": [
-    "schema_version",
-    "scope",
-    "verdict",
-    "limitations"
-  ],
-  "type": "object"
-}
    • removedOutput schema / properties / compatibility_receipt
      Removed value: -{
-  "additionalProperties": false,
-  "properties": {
-    "air_supply_verdict": {
-      "additionalProperties": false,
-      "properties": {
-        "engine_verdict": {
-          "enum": [
-            "continuous",
-            "intermittent",
-            "incompatible",
-            "insufficient_data"
-          ],
-          "type": "string"
-        },
-        "limitations": {
-          "items": {
-            "type": "string"
-          },
-          "type": "array"
-        },
-        "limiting_factor": {
-          "type": [
-            "string",
-            "null"
-          ]
-        },
-        "metrics": {
-          "additionalProperties": false,
-          "properties": {
-            "available_fad_lpm": {
-              "type": [
-                "number",
-                "null"
-              ]
-            },
-            "available_pressure_bar": {
-              "type": [
-                "number",
-                "null"
-              ]
-            },
-            "demand_flow_lpm": {
-              "type": [
-                "number",
-                "null"
-              ]
-            },
-            "effective_average_capacity_lpm": {
-              "type": [
-                "number",
-                "null"
-              ]
-            },
-            "margin_percent": {
-              "type": [
-                "number",
-                "null"
-              ]
-            },
-            "mode": {
-              "type": [
-                "string",
-                "null"
-              ]
-            },
-            "recommended_fad_lpm": {
-              "type": [
-                "number",
-                "null"
-              ]
-            },
-            "required_fad_lpm": {
-              "type": [
-                "number",
-                "null"
-              ]
-            },
-            "required_pressure_bar": {
-              "type": [
-                "number",
-                "null"
-              ]
-            }
-          },
-          "required": [],
-          "type": "object"
-        },
-        "schema_version": {
-          "const": "2.0.0"
-        },
-        "scope": {
-          "enum": [
-            "information",
-            "request",
-            "air_supply",
-            "complete_air_system",
-            "commercial_constraints"
-          ],
-          "type": "string"
-        },
-        "verdict": {
-          "enum": [
-            "information",
-            "compatible",
-            "compatible_with_limits",
-            "incompatible",
-            "insufficient_data"
-          ],
-          "type": "string"
-        }
-      },
-      "required": [
-        "schema_version",
-        "scope",
-        "verdict",
-        "limitations"
-      ],
-      "type": "object"
-    },
-    "canonical_url": {
-      "format": "uri",
-      "type": "string"
-    },
-    "catalog_version": {
-      "type": "string"
-    },
-    "configuration_id": {
-      "type": "string"
-    },
-    "integrity": {
-      "additionalProperties": false,
-      "properties": {
-        "algorithm": {
-          "const": "sha-256"
-        },
-        "canonicalization": {
-          "const": "json-sort-keys-v1"
-        },
-        "digest": {
-          "pattern": "^[a-f0-9]{64}$",
-          "type": "string"
-        }
-      },
-      "required": [
-        "algorithm",
-        "digest",
-        "canonicalization"
-      ],
-      "type": "object"
-    },
-    "method_version": {
-      "type": "string"
-    },
-    "observed_at": {
-      "format": "date",
-      "type": "string"
-    },
-    "overall_system_verdict": {
-      "additionalProperties": false,
-      "properties": {
-        "engine_verdict": {
-          "enum": [
-            "continuous",
-            "intermittent",
-            "incompatible",
-            "insufficient_data"
-          ],
-          "type": "string"
-        },
-        "limitations": {
-          "items": {
-            "type": "string"
-          },
-          "type": "array"
-        },
-        "limiting_factor": {
-          "type": [
-            "string",
-            "null"
-          ]
-        },
-        "metrics": {
-          "additionalProperties": false,
-          "properties": {
-            "available_fad_lpm": {
-              "type": [
-                "number",
-                "null"
-              ]
-            },
-            "available_pressure_bar": {
-              "type": [
-                "number",
-                "null"
-              ]
-            },
-            "demand_flow_lpm": {
-              "type": [
-                "number",
-                "null"
-              ]
-            },
-            "effective_average_capacity_lpm": {
-              "type": [
-                "number",
-                "null"
-              ]
-            },
-            "margin_percent": {
-              "type": [
-                "number",
-                "null"
-              ]
-            },
-            "mode": {
-              "type": [
-                "string",
-                "null"
-              ]
-            },
-            "recommended_fad_lpm": {
-              "type": [
-                "number",
-                "null"
-              ]
-            },
-            "required_fad_lpm": {
-              "type": [
-                "number",
-                "null"
-              ]
-            },
-            "required_pressure_bar": {
-              "type": [
-                "number",
-                "null"
-              ]
-            }
-          },
-          "required": [],
-          "type": "object"
-        },
-        "schema_version": {
-          "const": "2.0.0"
-        },
-        "scope": {
-          "enum": [
-            "information",
-            "request",
-            "air_supply",
-            "complete_air_system",
-            "commercial_constraints"
-          ],
-          "type": "string"
-        },
-        "verdict": {
-          "enum": [
-            "information",
-            "compatible",
-            "compatible_with_limits",
-            "incompatible",
-            "insufficient_data"
-          ],
-          "type": "string"
-        }
-      },
-      "required": [
-        "schema_version",
-        "scope",
-        "verdict",
-        "limitations"
-      ],
-      "type": "object"
-    },
-    "receipt_id": {
-      "pattern": "^ca:receipt:[a-f0-9]{64}$",
-      "type": "string"
-    },
-    "schema_version": {
-      "const": "1.0.0"
-    },
-    "source_urls": {
-      "items": {
-        "format": "uri",
-        "type": "string"
-      },
-      "type": "array",
-      "uniqueItems": true
-    },
-    "verification_url": {
-      "format": "uri",
-      "type": "string"
-    }
-  },
-  "required": [
-    "schema_version",
-    "receipt_id",
-    "configuration_id",
-    "overall_system_verdict",
-    "air_supply_verdict",
-    "method_version",
-    "catalog_version",
-    "observed_at",
-    "canonical_url",
-    "source_urls",
-    "integrity",
-    "verification_url"
-  ],
-  "type": "object"
-}
    • removedOutput schema / properties / current
      Removed value: -{
-  "additionalProperties": false,
-  "properties": {
-    "availableFadBasis": {
-      "enum": [
-        "exact",
-        "interpolated",
-        "higher-pressure-bound"
-      ],
-      "type": "string"
-    },
-    "availableFadLpm": {
-      "type": "number"
-    },
-    "availableFadReferencePressureBar": {
-      "type": "number"
-    },
-    "calculationVersion": {
-      "type": "string"
-    },
-    "demandFlowLpm": {
-      "type": "number"
-    },
-    "effectiveAverageCapacityLpm": {
-      "type": "number"
-    },
-    "limitations": {
-      "items": {
-        "type": "string"
-      },
-      "type": "array"
-    },
-    "limitingFactor": {
-      "type": "string"
-    },
-    "marginPercent": {
-      "type": "number"
-    },
-    "mode": {
-      "enum": [
-        "simultaneous",
-        "successive"
-      ],
-      "type": "string"
-    },
-    "recommendedFadLpm": {
-      "type": "number"
-    },
-    "requiredFadLpm": {
-      "type": "number"
-    },
-    "requiredPressureBar": {
-      "type": "number"
-    },
-    "verdict": {
-      "enum": [
-        "continuous",
-        "intermittent",
-        "incompatible",
-        "insufficient_data"
-      ],
-      "type": "string"
-    },
-    "warnings": {
-      "items": {
-        "type": "string"
-      },
-      "type": "array"
-    }
-  },
-  "required": [
-    "verdict"
-  ],
-  "type": "object"
-}
    • removedOutput schema / properties / engineVersion
      Removed value: -{
-  "type": "string"
-}
    • removedOutput schema / properties / error
      Removed value: -{
-  "additionalProperties": false,
-  "properties": {
-    "code": {
-      "enum": [
-        "invalid_arguments",
-        "insufficient_data"
-      ],
-      "type": "string"
-    },
-    "message": {
-      "type": "string"
-    },
-    "retryable": {
-      "type": "boolean"
-    },
-    "scope": {
-      "const": "request"
-    }
-  },
-  "required": [
-    "code",
-    "message",
-    "scope",
-    "retryable"
-  ],
-  "type": "object"
-}
    • removedOutput schema / properties / method_version
      Removed value: -{
-  "type": "string"
-}
    • removedOutput schema / properties / observed_at
      Removed value: -{
-  "format": "date",
-  "type": "string"
-}
    • removedOutput schema / properties / overall_system_verdict
      Removed value: -{
-  "additionalProperties": false,
-  "properties": {
-    "engine_verdict": {
-      "enum": [
-        "continuous",
-        "intermittent",
-        "incompatible",
-        "insufficient_data"
-      ],
-      "type": "string"
-    },
-    "limitations": {
-      "items": {
-        "type": "string"
-      },
-      "type": "array"
-    },
-    "limiting_factor": {
-      "type": [
-        "string",
-        "null"
-      ]
-    },
-    "metrics": {
-      "additionalProperties": false,
-      "properties": {
-        "available_fad_lpm": {
-          "type": [
-            "number",
-            "null"
-          ]
-        },
-        "available_pressure_bar": {
-          "type": [
-            "number",
-            "null"
-          ]
-        },
-        "demand_flow_lpm": {
-          "type": [
-            "number",
-            "null"
-          ]
-        },
-        "effective_average_capacity_lpm": {
-          "type": [
-            "number",
-            "null"
-          ]
-        },
-        "margin_percent": {
-          "type": [
-            "number",
-            "null"
-          ]
-        },
-        "mode": {
-          "type": [
-            "string",
-            "null"
-          ]
-        },
-        "recommended_fad_lpm": {
-          "type": [
-            "number",
-            "null"
-          ]
-        },
-        "required_fad_lpm": {
-          "type": [
-            "number",
-            "null"
-          ]
-        },
-        "required_pressure_bar": {
-          "type": [
-            "number",
-            "null"
-          ]
-        }
-      },
-      "required": [],
-      "type": "object"
-    },
-    "schema_version": {
-      "const": "2.0.0"
-    },
-    "scope": {
-      "enum": [
-        "information",
-        "request",
-        "air_supply",
-        "complete_air_system",
-        "commercial_constraints"
-      ],
-      "type": "string"
-    },
-    "verdict": {
-      "enum": [
-        "information",
-        "compatible",
-        "compatible_with_limits",
-        "incompatible",
-        "insufficient_data"
-      ],
-      "type": "string"
-    }
-  },
-  "required": [
-    "schema_version",
-    "scope",
-    "verdict",
-    "limitations"
-  ],
-  "type": "object"
-}
    • removedOutput schema / properties / product_urls
      Removed value: -{
-  "items": {
-    "format": "uri",
-    "type": "string"
-  },
-  "type": "array",
-  "uniqueItems": true
-}
    • removedOutput schema / properties / source_urls
      Removed value: -{
-  "items": {
-    "format": "uri",
-    "type": "string"
-  },
-  "type": "array",
-  "uniqueItems": true
-}
    • removedOutput schema / properties / verdict_schema_version
      Removed value: -{
-  "const": "2.0.0"
-}
    • changedOutput schema / required
      Previous value: -[
-  "verdict",
-  "verdict_scope",
-  "verdict_schema_version",
-  "canonical_url",
-  "product_urls",
-  "source_urls",
-  "method_version",
-  "catalog_version",
-  "observed_at",
-  "limitations",
-  "next_actions",
-  "catalogVersion",
-  "engineVersion"
-]New value: +[
+  "verdict",
+  "verdict_scope",
+  "canonical_url",
+  "limitations",
+  "next_actions",
+  "air_supply_verdict",
+  "alternatives"
+]
  2. Changed4 schema fields changed
    • addedOutput schema / properties / alternatives / items / properties / evaluation / properties / availableFadBasis
      Added value: +{
+  "enum": [
+    "exact",
+    "interpolated",
+    "higher-pressure-bound"
+  ],
+  "type": "string"
+}
    • addedOutput schema / properties / alternatives / items / properties / evaluation / properties / availableFadReferencePressureBar
      Added value: +{
+  "type": "number"
+}
    • addedOutput schema / properties / current / properties / availableFadBasis
      Added value: +{
+  "enum": [
+    "exact",
+    "interpolated",
+    "higher-pressure-bound"
+  ],
+  "type": "string"
+}
    • addedOutput schema / properties / current / properties / availableFadReferencePressureBar
      Added value: +{
+  "type": "number"
+}
  3. Changed1 schema field changed
    • addedOutput schema / properties / canonical_follow_url
      Added value: +{
+  "format": "uri",
+  "type": "string"
+}
  4. First observed

TDQS

B3.1/5.0
Behavior3/5

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

Annotations already indicate read-only, idempotent, non-destructive behavior. The description adds useful context: 'Commercial commission never affects ordering', which clarifies result ordering independence. However, it does not elaborate on other behavioral traits such as response format or pagination.

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

Conciseness5/5

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

The description is extremely concise: two sentences, front-loaded with the primary action, and a second sentence adding an important behavioral caveat. No superfluous words.

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

Completeness2/5

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

Given the presence of a separate output schema, return values need not be described. However, the description lacks parameter explanations and does not clarify how compressorId and toolIds relate, nor the significance of mode and limit. This omission is critical for a tool with 4 parameters and 2 required ones.

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

Parameters1/5

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

With 0% schema description coverage, the description must compensate, but it fails to explain any of the 4 parameters (compressorId, toolIds, mode, limit). No parameter meanings, types, or usage are described, leaving the agent with no semantic guidance beyond what the raw schema provides.

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 clearly states the tool's purpose with a specific verb 'Find' and resource 'compressor substitution', and adds qualifiers 'smallest verified' and context 'for an incompatible documented system'. This effectively distinguishes it from siblings like evaluate_air_compatibility.

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

Usage Guidelines2/5

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

The description implies usage when there is an incompatible documented system but provides no explicit guidance on when to use this tool versus alternatives like evaluate_air_compatibility or search_knowledge. No 'when not to use' information is provided.

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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