{
  "service": "moorcheh",
  "displayName": "Moorcheh",
  "categories": [
    "AI",
    "Data"
  ],
  "authTypes": [
    "api_key"
  ],
  "auth": [
    {
      "type": "api_key",
      "label": "API Key",
      "placeholder": "MOORCHEH_API_KEY",
      "description": "Moorcheh API key sent with the x-api-key header. Create or copy a key from the API Keys section at https://console.moorcheh.ai as described at https://docs.moorcheh.ai/guides/authentication."
    }
  ],
  "homepageUrl": "https://www.moorcheh.ai",
  "actions": [
    {
      "id": "moorcheh.create_text_namespace",
      "service": "moorcheh",
      "name": "create_text_namespace",
      "description": "Create a text namespace in Moorcheh for storing searchable documents.",
      "requiredScopes": [],
      "providerPermissions": [],
      "inputSchema": {
        "type": "object",
        "properties": {
          "namespace_name": {
            "type": "string",
            "pattern": "^[A-Za-z0-9_-]+$",
            "description": "The Moorcheh namespace name containing only letters, numbers, hyphens, or underscores."
          }
        },
        "additionalProperties": false,
        "required": [
          "namespace_name"
        ],
        "description": "Input for creating a Moorcheh text namespace."
      },
      "outputSchema": {
        "type": "object",
        "properties": {
          "status": {
            "type": "string",
            "description": "The operation status returned by Moorcheh."
          },
          "message": {
            "type": "string",
            "description": "The human-readable operation message returned by Moorcheh."
          },
          "namespace_name": {
            "type": "string",
            "description": "The created namespace name."
          }
        },
        "additionalProperties": true,
        "description": "The text namespace creation result returned by Moorcheh."
      }
    },
    {
      "id": "moorcheh.delete_documents",
      "service": "moorcheh",
      "name": "delete_documents",
      "description": "Permanently delete up to 1,000 documents from a Moorcheh text namespace.",
      "requiredScopes": [],
      "providerPermissions": [],
      "inputSchema": {
        "type": "object",
        "properties": {
          "namespace_name": {
            "type": "string",
            "pattern": "^[A-Za-z0-9_-]+$",
            "description": "The Moorcheh namespace name containing only letters, numbers, hyphens, or underscores."
          },
          "ids": {
            "type": "array",
            "items": {
              "type": "string",
              "minLength": 1,
              "description": "A Moorcheh document identifier."
            },
            "description": "Document identifiers to delete.",
            "minItems": 1,
            "maxItems": 1000
          }
        },
        "additionalProperties": false,
        "required": [
          "namespace_name",
          "ids"
        ],
        "description": "Input for deleting Moorcheh text documents."
      },
      "outputSchema": {
        "type": "object",
        "properties": {
          "status": {
            "type": "string",
            "description": "The operation status returned by Moorcheh."
          },
          "message": {
            "type": "string",
            "description": "The human-readable operation message returned by Moorcheh."
          },
          "requested_deletions": {
            "type": "integer",
            "description": "The number of requested document deletions."
          },
          "actual_deletions": {
            "type": "integer",
            "description": "The number of documents actually deleted."
          },
          "remaining_items": {
            "type": "integer",
            "description": "The number of items remaining in the namespace."
          }
        },
        "additionalProperties": true,
        "description": "The batch document deletion result returned by Moorcheh."
      }
    },
    {
      "id": "moorcheh.fetch_text_data",
      "service": "moorcheh",
      "name": "fetch_text_data",
      "description": "Fetch one cursor-paginated page of text chunks from a Moorcheh namespace.",
      "requiredScopes": [],
      "providerPermissions": [],
      "inputSchema": {
        "type": "object",
        "properties": {
          "namespace_name": {
            "type": "string",
            "pattern": "^[A-Za-z0-9_-]+$",
            "description": "The Moorcheh namespace name containing only letters, numbers, hyphens, or underscores."
          },
          "limit": {
            "type": "integer",
            "minimum": 1,
            "maximum": 100,
            "description": "The maximum number of items to return, up to 100."
          },
          "next_token": {
            "type": "string",
            "minLength": 1,
            "description": "The opaque cursor returned by the previous page."
          }
        },
        "additionalProperties": false,
        "required": [
          "namespace_name"
        ],
        "description": "Input for fetching a page of Moorcheh text data."
      },
      "outputSchema": {
        "type": "object",
        "properties": {
          "status": {
            "type": "string",
            "description": "The operation status returned by Moorcheh."
          },
          "message": {
            "type": "string",
            "description": "The human-readable operation message returned by Moorcheh."
          },
          "namespace": {
            "type": "string",
            "description": "The requested namespace name."
          },
          "statistics": {
            "type": "object",
            "properties": {},
            "additionalProperties": true,
            "description": "Statistics for the returned page."
          },
          "items": {
            "type": "array",
            "items": {
              "type": "object",
              "properties": {
                "id": {
                  "type": "string",
                  "description": "The chunk identifier."
                },
                "text": {
                  "type": "string",
                  "description": "The chunk text."
                },
                "metadata": {
                  "type": "object",
                  "properties": {},
                  "additionalProperties": true,
                  "description": "Arbitrary metadata associated with a Moorcheh document."
                },
                "created_at": {
                  "anyOf": [
                    {
                      "type": "string",
                      "description": "The normalized chunk creation timestamp."
                    },
                    {
                      "type": "null"
                    }
                  ]
                },
                "is_summary": {
                  "type": "boolean",
                  "description": "Whether the item is a generated summary chunk."
                }
              },
              "additionalProperties": true,
              "description": "One stored text or summary chunk."
            },
            "description": "The text and summary chunks in this page."
          },
          "pagination": {
            "type": "object",
            "properties": {
              "limit": {
                "type": "integer",
                "description": "The page size used by Moorcheh."
              },
              "has_more": {
                "type": "boolean",
                "description": "Whether another page is available."
              },
              "next_token": {
                "anyOf": [
                  {
                    "type": "string",
                    "description": "The opaque cursor for the next page."
                  },
                  {
                    "type": "null"
                  }
                ]
              }
            },
            "additionalProperties": true,
            "description": "Cursor pagination metadata for this page."
          },
          "execution_time": {
            "type": "number",
            "description": "The request processing time in seconds."
          }
        },
        "additionalProperties": true,
        "description": "One cursor-paginated page of text data returned by Moorcheh."
      }
    },
    {
      "id": "moorcheh.get_documents",
      "service": "moorcheh",
      "name": "get_documents",
      "description": "Retrieve up to 100 Moorcheh text documents by identifier.",
      "requiredScopes": [],
      "providerPermissions": [],
      "inputSchema": {
        "type": "object",
        "properties": {
          "namespace_name": {
            "type": "string",
            "pattern": "^[A-Za-z0-9_-]+$",
            "description": "The Moorcheh namespace name containing only letters, numbers, hyphens, or underscores."
          },
          "ids": {
            "type": "array",
            "items": {
              "type": "string",
              "minLength": 1,
              "description": "A Moorcheh document identifier."
            },
            "description": "Document identifiers to process.",
            "minItems": 1,
            "maxItems": 100
          }
        },
        "additionalProperties": false,
        "required": [
          "namespace_name",
          "ids"
        ],
        "description": "Input for retrieving Moorcheh documents by identifier."
      },
      "outputSchema": {
        "type": "object",
        "properties": {
          "status": {
            "type": "string",
            "description": "The operation status returned by Moorcheh."
          },
          "message": {
            "type": "string",
            "description": "The human-readable operation message returned by Moorcheh."
          },
          "requested_ids": {
            "type": "integer",
            "description": "The number of requested document identifiers."
          },
          "found_items": {
            "type": "integer",
            "description": "The number of documents found."
          },
          "items": {
            "type": "array",
            "items": {
              "type": "object",
              "properties": {
                "id": {
                  "type": "string",
                  "description": "The document or chunk identifier returned by Moorcheh."
                },
                "text": {
                  "type": "string",
                  "description": "The stored text returned by Moorcheh."
                },
                "metadata": {
                  "type": "object",
                  "properties": {},
                  "additionalProperties": true,
                  "description": "Arbitrary metadata associated with a Moorcheh document."
                }
              },
              "additionalProperties": true,
              "description": "A text document returned by Moorcheh."
            },
            "description": "The documents found in the namespace."
          }
        },
        "additionalProperties": true,
        "description": "The batch document retrieval result returned by Moorcheh."
      }
    },
    {
      "id": "moorcheh.list_namespaces",
      "service": "moorcheh",
      "name": "list_namespaces",
      "description": "List Moorcheh namespaces with their types, sizes, and creation times.",
      "requiredScopes": [],
      "providerPermissions": [],
      "inputSchema": {
        "type": "object",
        "properties": {},
        "additionalProperties": false,
        "description": "Input for listing Moorcheh namespaces."
      },
      "outputSchema": {
        "type": "object",
        "properties": {
          "namespaces": {
            "type": "array",
            "items": {
              "type": "object",
              "properties": {
                "namespace_name": {
                  "type": "string",
                  "description": "The namespace name."
                },
                "type": {
                  "type": "string",
                  "enum": [
                    "text",
                    "vector"
                  ],
                  "description": "The namespace storage type."
                },
                "vector_dimension": {
                  "anyOf": [
                    {
                      "type": "integer",
                      "description": "The vector dimension, or null for text namespaces."
                    },
                    {
                      "type": "null"
                    }
                  ]
                },
                "item_count": {
                  "type": "integer",
                  "description": "The number of items in the namespace."
                },
                "created_at": {
                  "type": "string",
                  "description": "The namespace creation timestamp."
                }
              },
              "additionalProperties": true,
              "description": "One Moorcheh namespace."
            },
            "description": "Namespaces owned by the authenticated account."
          }
        },
        "additionalProperties": false,
        "required": [
          "namespaces"
        ],
        "description": "The Moorcheh namespace list."
      }
    },
    {
      "id": "moorcheh.search_text",
      "service": "moorcheh",
      "name": "search_text",
      "description": "Search one or more Moorcheh text namespaces with a semantic text query.",
      "requiredScopes": [],
      "providerPermissions": [],
      "inputSchema": {
        "type": "object",
        "properties": {
          "query": {
            "type": "string",
            "minLength": 1,
            "description": "The semantic text query, optionally ending with Moorcheh filters."
          },
          "namespaces": {
            "type": "array",
            "items": {
              "type": "string",
              "pattern": "^[A-Za-z0-9_-]+$",
              "description": "The Moorcheh namespace name containing only letters, numbers, hyphens, or underscores."
            },
            "description": "Text namespace names to search.",
            "minItems": 1
          },
          "top_k": {
            "type": "integer",
            "minimum": 1,
            "description": "The maximum number of relevant chunks to return."
          },
          "kiosk_mode": {
            "type": "boolean",
            "description": "Whether to filter results below a relevance threshold."
          },
          "threshold": {
            "type": "number",
            "minimum": 0,
            "maximum": 1,
            "description": "The minimum relevance score when kiosk_mode is enabled."
          }
        },
        "additionalProperties": false,
        "required": [
          "query",
          "namespaces"
        ],
        "description": "Input for semantic text search in Moorcheh."
      },
      "outputSchema": {
        "type": "object",
        "properties": {
          "results": {
            "type": "array",
            "items": {
              "type": "object",
              "properties": {
                "id": {
                  "type": "string",
                  "description": "The matching document identifier."
                },
                "score": {
                  "type": "number",
                  "description": "The Information Theoretic Similarity score."
                },
                "label": {
                  "type": "string",
                  "description": "The human-readable relevance label."
                },
                "text": {
                  "type": "string",
                  "description": "The matching text content."
                },
                "metadata": {
                  "type": "object",
                  "properties": {},
                  "additionalProperties": true,
                  "description": "Arbitrary metadata associated with a Moorcheh document."
                }
              },
              "additionalProperties": true,
              "description": "One Moorcheh semantic search result."
            },
            "description": "Search results ordered by relevance."
          },
          "execution_time": {
            "type": "number",
            "description": "The total search processing time in seconds."
          }
        },
        "additionalProperties": true,
        "description": "The semantic search result from Moorcheh."
      }
    },
    {
      "id": "moorcheh.upload_text_documents",
      "service": "moorcheh",
      "name": "upload_text_documents",
      "description": "Upload text documents and flat metadata to a Moorcheh text namespace.",
      "requiredScopes": [],
      "providerPermissions": [],
      "inputSchema": {
        "type": "object",
        "properties": {
          "namespace_name": {
            "type": "string",
            "pattern": "^[A-Za-z0-9_-]+$",
            "description": "The Moorcheh namespace name containing only letters, numbers, hyphens, or underscores."
          },
          "documents": {
            "type": "array",
            "items": {
              "type": "object",
              "properties": {
                "id": {
                  "type": "string",
                  "minLength": 1,
                  "description": "A Moorcheh document identifier."
                },
                "text": {
                  "type": "string",
                  "minLength": 1,
                  "description": "The text content indexed by Moorcheh."
                }
              },
              "additionalProperties": true,
              "description": "A text document uploaded to Moorcheh."
            },
            "description": "Text documents to upload.",
            "minItems": 1
          }
        },
        "additionalProperties": false,
        "required": [
          "namespace_name",
          "documents"
        ],
        "description": "Input for uploading text documents to Moorcheh."
      },
      "outputSchema": {
        "type": "object",
        "properties": {
          "status": {
            "type": "string",
            "description": "The operation status returned by Moorcheh."
          },
          "message": {
            "type": "string",
            "description": "The human-readable operation message returned by Moorcheh."
          },
          "upload_id": {
            "type": "string",
            "description": "The upload batch identifier."
          },
          "namespace_name": {
            "type": "string",
            "description": "The target namespace name."
          },
          "documents_processed": {
            "type": "integer",
            "description": "The number of documents accepted for processing."
          },
          "processing_status": {
            "type": "string",
            "description": "The current upload processing status."
          },
          "uploaded_documents": {
            "type": "array",
            "items": {
              "type": "object",
              "properties": {
                "id": {
                  "type": "string",
                  "description": "The accepted document identifier."
                },
                "status": {
                  "type": "string",
                  "description": "The document processing status."
                },
                "character_count": {
                  "type": "integer",
                  "description": "The number of characters in the accepted document."
                }
              },
              "additionalProperties": true,
              "description": "One accepted document status."
            },
            "description": "The accepted document statuses."
          }
        },
        "additionalProperties": true,
        "required": [
          "status",
          "message"
        ],
        "description": "The text document upload result returned by Moorcheh."
      }
    }
  ]
}