Papr Memory

Papr Memory · Acciones GPT

Papr Memory API

API for managing personal memory graph with OAuth2 authentication

  • POST /v1/userCreate User

    Create a new user or link existing user to developer

  • GET /v1/userList Users

    List users for a developer

  • GET /v1/user/{user_id}Get User

    Get user details by user_id (_User.objectId) and developer association

  • PUT /v1/user/{user_id}Update User

    Update user details by user_id (_User.objectId) and developer association

  • DELETE /v1/user/{user_id}Delete User

    Delete user association with developer and the user itself by , assume external user_id is provided, and resolve to internal user_id (_User.objectId)

  • POST /v1/user/batchCreate User Batch

    Create multiple users or link existing users to developer, and add each to the developer's workspace (if one exists).

  • POST /v1/memoryAdd Memory V1

    Add a new memory item to the system with size validation and background processing.

  • PUT /v1/memory/{memory_id}Update Memory V1

    Update an existing memory item by ID.

  • DELETE /v1/memory/{memory_id}Delete Memory V1

    Delete a memory item by ID.

  • GET /v1/memory/{memory_id}Get Memory V1

    Retrieve a memory item by ID.

  • POST /v1/memory/batchAdd Memory Batch V1

    Add multiple memory items in a batch with size validation and background processing.

  • POST /v1/memory/searchSearch V1

    Search through memories with authentication required.Use `max_memories: 15-20` for comprehensive memory coverage.

  • POST /v1/feedbackSubmit Feedback V1

    Submit feedback on search results to help improve model performance.

  • POST /v1/feedback/batchSubmit Batch Feedback V1

    Submit multiple feedback items in a single request.

  • GET /v1/feedback/{feedback_id}Get Feedback By Id V1

    Retrieve feedback by ID.

  • GET /loginLogin

    OAuth2 login endpoint. Initiates the OAuth2 authorization code flow.

  • GET /callbackCallback

    OAuth2 callback endpoint. Processes the authorization code from Auth0.

  • GET /complete-authComplete Auth
  • POST /tokenToken

    OAuth2 token endpoint. Exchanges authorization code for access tokens.

  • GET /meMe

    Get current user information. Validates authentication and returns user details.

  • GET /logoutLogout

    OAuth2 logout endpoint. Logs out the user from Auth0 and redirects to specified URL.

Esquema original API
{
  "openapi": "3.1.0",
  "info": {
    "title": "Papr Memory API",
    "description": "API for managing personal memory graph with OAuth2 authentication",
    "version": "1.0.0"
  },
  "servers": [
    {
      "url": "https://memory.papr.ai"
    }
  ],
  "paths": {
    "/v1/user": {
      "post": {
        "tags": [
          "v1",
          "User"
        ],
        "summary": "Create User",
        "description": "Create a new user or link existing user to developer",
        "operationId": "create_user",
        "parameters": [
          {
            "name": "X-API-Key",
            "in": "header",
            "required": true,
            "schema": {
              "type": "string",
              "title": "X-Api-Key"
            }
          }
        ],
        "requestBody": {
          "required": true,
          "content": {
            "application/json": {
              "schema": {
                "$ref": "#/components/schemas/CreateUserRequest"
              }
            }
          }
        },
        "responses": {
          "200": {
            "description": "Successful Response",
            "content": {
              "application/json": {
                "schema": {
                  "$ref": "#/components/schemas/UserResponse"
                }
              }
            }
          },
          "422": {
            "description": "Validation Error",
            "content": {
              "application/json": {
                "schema": {
                  "$ref": "#/components/schemas/HTTPValidationError"
                }
              }
            }
          }
        },
        "x-operation-name": "create_user",
        "x-operation-description": "Create a new user or link existing user to developer",
        "x-operation-tags": [
          "User"
        ]
      },
      "get": {
        "tags": [
          "v1",
          "User"
        ],
        "summary": "List Users",
        "description": "List users for a developer",
        "operationId": "list_users",
        "parameters": [
          {
            "name": "page",
            "in": "query",
            "required": false,
            "schema": {
              "type": "integer",
              "minimum": 1,
              "default": 1,
              "title": "Page"
            }
          },
          {
            "name": "page_size",
            "in": "query",
            "required": false,
            "schema": {
              "type": "integer",
              "maximum": 100,
              "minimum": 1,
              "default": 10,
              "title": "Page Size"
            }
          },
          {
            "name": "external_id",
            "in": "query",
            "required": false,
            "schema": {
              "anyOf": [
                {
                  "type": "string"
                },
                {
                  "type": "null"
                }
              ],
              "title": "External Id"
            }
          },
          {
            "name": "email",
            "in": "query",
            "required": false,
            "schema": {
              "anyOf": [
                {
                  "type": "string"
                },
                {
                  "type": "null"
                }
              ],
              "title": "Email"
            }
          },
          {
            "name": "X-API-Key",
            "in": "header",
            "required": true,
            "schema": {
              "type": "string",
              "title": "X-Api-Key"
            }
          }
        ],
        "responses": {
          "200": {
            "description": "Successful Response",
            "content": {
              "application/json": {
                "schema": {
                  "$ref": "#/components/schemas/UserListResponse"
                }
              }
            }
          },
          "422": {
            "description": "Validation Error",
            "content": {
              "application/json": {
                "schema": {
                  "$ref": "#/components/schemas/HTTPValidationError"
                }
              }
            }
          }
        },
        "x-operation-name": "list_users",
        "x-operation-description": "List users for a developer",
        "x-operation-tags": [
          "User"
        ]
      }
    },
    "/v1/user/{user_id}": {
      "get": {
        "tags": [
          "v1",
          "User"
        ],
        "summary": "Get User",
        "description": "Get user details by user_id (_User.objectId) and developer association",
        "operationId": "get_user",
        "parameters": [
          {
            "name": "user_id",
            "in": "path",
            "required": true,
            "schema": {
              "type": "string",
              "title": "User Id"
            }
          },
          {
            "name": "X-API-Key",
            "in": "header",
            "required": true,
            "schema": {
              "type": "string",
              "title": "X-Api-Key"
            }
          }
        ],
        "responses": {
          "200": {
            "description": "Successful Response",
            "content": {
              "application/json": {
                "schema": {
                  "$ref": "#/components/schemas/UserResponse"
                }
              }
            }
          },
          "422": {
            "description": "Validation Error",
            "content": {
              "application/json": {
                "schema": {
                  "$ref": "#/components/schemas/HTTPValidationError"
                }
              }
            }
          }
        },
        "x-operation-name": "get_user",
        "x-operation-description": "Get user details by user_id (_User.objectId) and developer association",
        "x-operation-tags": [
          "User"
        ]
      },
      "put": {
        "tags": [
          "v1",
          "User"
        ],
        "summary": "Update User",
        "description": "Update user details by user_id (_User.objectId) and developer association",
        "operationId": "update_user",
        "parameters": [
          {
            "name": "user_id",
            "in": "path",
            "required": true,
            "schema": {
              "type": "string",
              "title": "User Id"
            }
          },
          {
            "name": "X-API-Key",
            "in": "header",
            "required": true,
            "schema": {
              "type": "string",
              "title": "X-Api-Key"
            }
          }
        ],
        "requestBody": {
          "required": true,
          "content": {
            "application/json": {
              "schema": {
                "$ref": "#/components/schemas/UpdateUserRequest"
              }
            }
          }
        },
        "responses": {
          "200": {
            "description": "Successful Response",
            "content": {
              "application/json": {
                "schema": {
                  "$ref": "#/components/schemas/UserResponse"
                }
              }
            }
          },
          "422": {
            "description": "Validation Error",
            "content": {
              "application/json": {
                "schema": {
                  "$ref": "#/components/schemas/HTTPValidationError"
                }
              }
            }
          }
        },
        "x-operation-name": "update_user",
        "x-operation-description": "Update user details by user_id (_User.objectId) and developer association",
        "x-operation-tags": [
          "User"
        ]
      },
      "delete": {
        "tags": [
          "v1",
          "User"
        ],
        "summary": "Delete User",
        "description": "Delete user association with developer and the user itself by , assume external user_id is provided, and resolve to internal user_id (_User.objectId)",
        "operationId": "delete_user",
        "parameters": [
          {
            "name": "user_id",
            "in": "path",
            "required": true,
            "schema": {
              "type": "string",
              "title": "User Id"
            }
          },
          {
            "name": "is_external",
            "in": "query",
            "required": false,
            "schema": {
              "type": "boolean",
              "description": "Is this an external user ID?",
              "default": false,
              "title": "Is External"
            },
            "description": "Is this an external user ID?"
          },
          {
            "name": "X-API-Key",
            "in": "header",
            "required": true,
            "schema": {
              "type": "string",
              "title": "X-Api-Key"
            }
          }
        ],
        "responses": {
          "200": {
            "description": "Successful Response",
            "content": {
              "application/json": {
                "schema": {
                  "$ref": "#/components/schemas/DeleteUserResponse"
                }
              }
            }
          },
          "422": {
            "description": "Validation Error",
            "content": {
              "application/json": {
                "schema": {
                  "$ref": "#/components/schemas/HTTPValidationError"
                }
              }
            }
          }
        },
        "x-operation-name": "delete_user",
        "x-operation-description": "Delete user association with developer and the user itself by , assume external user_id is provided, and resolve to internal user_id (_User.objectId)",
        "x-operation-tags": [
          "User"
        ]
      }
    },
    "/v1/user/batch": {
      "post": {
        "tags": [
          "v1",
          "User"
        ],
        "summary": "Create User Batch",
        "description": "Create multiple users or link existing users to developer, and add each to the developer's workspace (if one exists).",
        "operationId": "create_user_batch",
        "parameters": [
          {
            "name": "X-API-Key",
            "in": "header",
            "required": true,
            "schema": {
              "type": "string",
              "title": "X-Api-Key"
            }
          }
        ],
        "requestBody": {
          "required": true,
          "content": {
            "application/json": {
              "schema": {
                "$ref": "#/components/schemas/BatchUserCreateRequest"
              }
            }
          }
        },
        "responses": {
          "200": {
            "description": "Successful Response",
            "content": {
              "application/json": {
                "schema": {
                  "$ref": "#/components/schemas/UserListResponse"
                }
              }
            }
          },
          "422": {
            "description": "Validation Error",
            "content": {
              "application/json": {
                "schema": {
                  "$ref": "#/components/schemas/HTTPValidationError"
                }
              }
            }
          }
        },
        "x-operation-name": "create_user_batch",
        "x-operation-description": "Create multiple users or link existing users to developer, and add each to the developer's workspace (if one exists).",
        "x-operation-tags": [
          "User"
        ]
      }
    },
    "/v1/memory": {
      "post": {
        "tags": [
          "v1",
          "Memory"
        ],
        "summary": "Add Memory V1",
        "description": "Add a new memory item to the system with size validation and background processing.",
        "operationId": "add_memory",
        "security": [
          {
            "APIKeyHeader": []
          },
          {
            "Bearer": []
          },
          {
            "APIKeyHeader": []
          }
        ],
        "parameters": [
          {
            "name": "skip_background_processing",
            "in": "query",
            "required": false,
            "schema": {
              "type": "boolean",
              "description": "If True, skips adding background tasks for processing",
              "default": false,
              "title": "Skip Background Processing"
            },
            "description": "If True, skips adding background tasks for processing"
          }
        ],
        "requestBody": {
          "required": true,
          "content": {
            "application/json": {
              "schema": {
                "$ref": "#/components/schemas/AddMemoryRequest"
              }
            }
          }
        },
        "responses": {
          "200": {
            "description": "Memory successfully added",
            "content": {
              "application/json": {
                "schema": {
                  "$ref": "#/components/schemas/AddMemoryResponse"
                },
                "example": {
                  "code": 200,
                  "status": "success",
                  "data": [
                    {
                      "id": "mem_123",
                      "content": "Sample memory content.",
                      "type": "text",
                      "metadata": {
                        "topics": "example, memory"
                      },
                      "createdAt": "2024-06-01T12:00:00Z"
                    }
                  ]
                }
              }
            }
          },
          "207": {
            "description": "Memory added with degraded functionality",
            "content": {
              "application/json": {
                "example": {
                  "code": 207,
                  "status": "success",
                  "data": [
                    {
                      "id": "mem_124",
                      "content": "Sample memory content.",
                      "type": "text",
                      "metadata": {
                        "topics": "example, memory"
                      },
                      "createdAt": "2024-06-01T12:01:00Z"
                    }
                  ],
                  "details": {
                    "warning": "Neo4j unavailable, stored in Pinecone only."
                  }
                },
                "schema": {
                  "$ref": "#/components/schemas/AddMemoryResponse"
                }
              }
            }
          },
          "400": {
            "description": "Bad request",
            "content": {
              "application/json": {
                "example": {
                  "code": 400,
                  "status": "error",
                  "error": "Invalid request payload.",
                  "details": {
                    "field": "content",
                    "reason": "Missing required field."
                  }
                },
                "schema": {
                  "$ref": "#/components/schemas/AddMemoryResponse"
                }
              }
            }
          },
          "401": {
            "description": "Unauthorized",
            "content": {
              "application/json": {
                "example": {
                  "code": 401,
                  "status": "error",
                  "error": "Missing or invalid authentication."
                },
                "schema": {
                  "$ref": "#/components/schemas/AddMemoryResponse"
                }
              }
            }
          },
          "403": {
            "description": "Subscription limit reached",
            "content": {
              "application/json": {
                "example": {
                  "code": 403,
                  "status": "error",
                  "error": "Subscription limit reached. Upgrade required.",
                  "details": {
                    "limit": "memory quota"
                  }
                },
                "schema": {
                  "$ref": "#/components/schemas/AddMemoryResponse"
                }
              }
            }
          },
          "413": {
            "description": "Content too large",
            "content": {
              "application/json": {
                "example": {
                  "code": 413,
                  "status": "error",
                  "error": "Content size (16000 bytes) exceeds maximum limit of 15000 bytes.",
                  "details": {
                    "max_content_length": 15000
                  }
                },
                "schema": {
                  "$ref": "#/components/schemas/AddMemoryResponse"
                }
              }
            }
          },
          "415": {
            "description": "Unsupported Media Type",
            "content": {
              "application/json": {
                "example": {
                  "code": 415,
                  "status": "error",
                  "error": "Unsupported media type. Use application/json."
                },
                "schema": {
                  "$ref": "#/components/schemas/AddMemoryResponse"
                }
              }
            }
          },
          "422": {
            "description": "Validation Error",
            "content": {
              "application/json": {
                "schema": {
                  "$ref": "#/components/schemas/HTTPValidationError"
                }
              }
            }
          },
          "500": {
            "description": "Internal server error",
            "content": {
              "application/json": {
                "example": {
                  "code": 500,
                  "status": "error",
                  "error": "Internal server error.",
                  "details": {
                    "trace_id": "abc123"
                  }
                },
                "schema": {
                  "$ref": "#/components/schemas/AddMemoryResponse"
                }
              }
            }
          }
        },
        "x-openai-isConsequential": false
      }
    },
    "/v1/memory/{memory_id}": {
      "put": {
        "tags": [
          "v1",
          "Memory"
        ],
        "summary": "Update Memory V1",
        "description": "Update an existing memory item by ID.",
        "operationId": "update_memory",
        "security": [
          {
            "APIKeyHeader": []
          },
          {
            "Bearer": []
          },
          {
            "APIKeyHeader": []
          }
        ],
        "parameters": [
          {
            "name": "memory_id",
            "in": "path",
            "required": true,
            "schema": {
              "type": "string",
              "title": "Memory Id"
            }
          }
        ],
        "requestBody": {
          "required": true,
          "content": {
            "application/json": {
              "schema": {
                "$ref": "#/components/schemas/UpdateMemoryRequest"
              }
            }
          }
        },
        "responses": {
          "200": {
            "description": "Memory successfully updated",
            "content": {
              "application/json": {
                "schema": {
                  "$ref": "#/components/schemas/UpdateMemoryResponse"
                }
              }
            }
          },
          "400": {
            "description": "Bad request",
            "content": {
              "application/json": {
                "schema": {
                  "$ref": "#/components/schemas/UpdateMemoryResponse"
                }
              }
            }
          },
          "401": {
            "description": "Unauthorized",
            "content": {
              "application/json": {
                "schema": {
                  "$ref": "#/components/schemas/UpdateMemoryResponse"
                }
              }
            }
          },
          "404": {
            "description": "Memory not found",
            "content": {
              "application/json": {
                "schema": {
                  "$ref": "#/components/schemas/UpdateMemoryResponse"
                }
              }
            }
          },
          "413": {
            "description": "Content too large",
            "content": {
              "application/json": {
                "schema": {
                  "$ref": "#/components/schemas/UpdateMemoryResponse"
                }
              }
            }
          },
          "422": {
            "description": "Validation Error",
            "content": {
              "application/json": {
                "schema": {
                  "$ref": "#/components/schemas/HTTPValidationError"
                }
              }
            }
          },
          "500": {
            "description": "Internal server error",
            "content": {
              "application/json": {
                "schema": {
                  "$ref": "#/components/schemas/UpdateMemoryResponse"
                }
              }
            }
          }
        },
        "x-openai-isConsequential": true
      },
      "delete": {
        "tags": [
          "v1",
          "Memory"
        ],
        "summary": "Delete Memory V1",
        "description": "Delete a memory item by ID.",
        "operationId": "delete_memory",
        "security": [
          {
            "APIKeyHeader": []
          },
          {
            "Bearer": []
          },
          {
            "APIKeyHeader": []
          }
        ],
        "parameters": [
          {
            "name": "memory_id",
            "in": "path",
            "required": true,
            "schema": {
              "type": "string",
              "title": "Memory Id"
            }
          },
          {
            "name": "skip_parse",
            "in": "query",
            "required": false,
            "schema": {
              "type": "boolean",
              "description": "Skip Parse Server deletion",
              "default": false,
              "title": "Skip Parse"
            },
            "description": "Skip Parse Server deletion"
          }
        ],
        "responses": {
          "200": {
            "description": "Memory successfully deleted",
            "content": {
              "application/json": {
                "schema": {
                  "$ref": "#/components/schemas/DeleteMemoryResponse"
                }
              }
            }
          },
          "207": {
            "description": "Partially successful deletion",
            "content": {
              "application/json": {
                "schema": {
                  "$ref": "#/components/schemas/DeleteMemoryResponse"
                }
              }
            }
          },
          "400": {
            "description": "Bad request",
            "content": {
              "application/json": {
                "schema": {
                  "$ref": "#/components/schemas/DeleteMemoryResponse"
                }
              }
            }
          },
          "401": {
            "description": "Unauthorized",
            "content": {
              "application/json": {
                "schema": {
                  "$ref": "#/components/schemas/DeleteMemoryResponse"
                }
              }
            }
          },
          "404": {
            "description": "Memory not found",
            "content": {
              "application/json": {
                "schema": {
                  "$ref": "#/components/schemas/DeleteMemoryResponse"
                }
              }
            }
          },
          "422": {
            "description": "Validation Error",
            "content": {
              "application/json": {
                "schema": {
                  "$ref": "#/components/schemas/HTTPValidationError"
                }
              }
            }
          },
          "500": {
            "description": "Internal server error",
            "content": {
              "application/json": {
                "schema": {
                  "$ref": "#/components/schemas/DeleteMemoryResponse"
                }
              }
            }
          }
        },
        "x-openai-isConsequential": true
      },
      "get": {
        "tags": [
          "v1",
          "Memory"
        ],
        "summary": "Get Memory V1",
        "description": "Retrieve a memory item by ID.",
        "operationId": "get_memory",
        "security": [
          {
            "APIKeyHeader": []
          },
          {
            "Bearer": []
          },
          {
            "APIKeyHeader": []
          }
        ],
        "parameters": [
          {
            "name": "memory_id",
            "in": "path",
            "required": true,
            "schema": {
              "type": "string",
              "title": "Memory Id"
            }
          }
        ],
        "responses": {
          "200": {
            "description": "Memory successfully retrieved",
            "content": {
              "application/json": {
                "schema": {
                  "$ref": "#/components/schemas/SearchResponse"
                }
              }
            }
          },
          "400": {
            "description": "Bad request",
            "content": {
              "application/json": {
                "schema": {
                  "$ref": "#/components/schemas/SearchResponse"
                }
              }
            }
          },
          "401": {
            "description": "Unauthorized",
            "content": {
              "application/json": {
                "schema": {
                  "$ref": "#/components/schemas/SearchResponse"
                }
              }
            }
          },
          "404": {
            "description": "Memory not found",
            "content": {
              "application/json": {
                "schema": {
                  "$ref": "#/components/schemas/SearchResponse"
                }
              }
            }
          },
          "422": {
            "description": "Validation Error",
            "content": {
              "application/json": {
                "schema": {
                  "$ref": "#/components/schemas/HTTPValidationError"
                }
              }
            }
          },
          "500": {
            "description": "Internal server error",
            "content": {
              "application/json": {
                "schema": {
                  "$ref": "#/components/schemas/SearchResponse"
                }
              }
            }
          }
        },
        "x-openai-isConsequential": false
      }
    },
    "/v1/memory/batch": {
      "post": {
        "tags": [
          "v1",
          "Memory"
        ],
        "summary": "Add Memory Batch V1",
        "description": "Add multiple memory items in a batch with size validation and background processing.",
        "operationId": "add_memory_batch",
        "security": [
          {
            "APIKeyHeader": []
          },
          {
            "Bearer": []
          },
          {
            "APIKeyHeader": []
          }
        ],
        "parameters": [
          {
            "name": "skip_background_processing",
            "in": "query",
            "required": false,
            "schema": {
              "type": "boolean",
              "description": "If True, skips adding background tasks for processing",
              "default": false,
              "title": "Skip Background Processing"
            },
            "description": "If True, skips adding background tasks for processing"
          }
        ],
        "requestBody": {
          "required": true,
          "content": {
            "application/json": {
              "schema": {
                "$ref": "#/components/schemas/BatchMemoryRequest"
              }
            }
          }
        },
        "responses": {
          "200": {
            "description": "Memories successfully added",
            "content": {
              "application/json": {
                "schema": {
                  "$ref": "#/components/schemas/BatchMemoryResponse"
                }
              }
            }
          },
          "207": {
            "description": "Partial success - some memories failed",
            "content": {
              "application/json": {
                "schema": {
                  "$ref": "#/components/schemas/BatchMemoryResponse"
                }
              }
            }
          },
          "400": {
            "description": "Bad request",
            "content": {
              "application/json": {
                "schema": {
                  "$ref": "#/components/schemas/BatchMemoryResponse"
                }
              }
            }
          },
          "401": {
            "description": "Unauthorized",
            "content": {
              "application/json": {
                "schema": {
                  "$ref": "#/components/schemas/BatchMemoryResponse"
                }
              }
            }
          },
          "403": {
            "description": "Subscription limit reached",
            "content": {
              "application/json": {
                "schema": {
                  "$ref": "#/components/schemas/BatchMemoryResponse"
                }
              }
            }
          },
          "413": {
            "description": "Content too large",
            "content": {
              "application/json": {
                "schema": {
                  "$ref": "#/components/schemas/BatchMemoryResponse"
                }
              }
            }
          },
          "415": {
            "description": "Unsupported Media Type",
            "content": {
              "application/json": {
                "schema": {
                  "$ref": "#/components/schemas/BatchMemoryResponse"
                }
              }
            }
          },
          "422": {
            "description": "Validation Error",
            "content": {
              "application/json": {
                "schema": {
                  "$ref": "#/components/schemas/HTTPValidationError"
                }
              }
            }
          },
          "500": {
            "description": "Internal server error",
            "content": {
              "application/json": {
                "schema": {
                  "$ref": "#/components/schemas/BatchMemoryResponse"
                }
              }
            }
          }
        },
        "x-openai-isConsequential": false
      }
    },
    "/v1/memory/search": {
      "post": {
        "tags": [
          "v1",
          "Memory"
        ],
        "summary": "Search V1",
        "description": "Search through memories with authentication required.Use `max_memories: 15-20` for comprehensive memory coverage.",
        "operationId": "search_memory",
        "security": [
          {
            "APIKeyHeader": []
          },
          {
            "Bearer": []
          },
          {
            "APIKeyHeader": []
          }
        ],
        "parameters": [
          {
            "name": "max_memories",
            "in": "query",
            "required": false,
            "schema": {
              "type": "integer",
              "maximum": 50,
              "minimum": 10,
              "description": "HIGHLY RECOMMENDED: Maximum number of memories to return. Use at least 15-20 for comprehensive results. Lower values (5-10) may miss relevant information. Default is 20 for optimal coverage.",
              "default": 20,
              "title": "Max Memories"
            },
            "description": "HIGHLY RECOMMENDED: Maximum number of memories to return. Use at least 15-20 for comprehensive results. Lower values (5-10) may miss relevant information. Default is 20 for optimal coverage."
          },
          {
            "name": "max_nodes",
            "in": "query",
            "required": false,
            "schema": {
              "type": "integer",
              "maximum": 50,
              "minimum": 10,
              "description": "HIGHLY RECOMMENDED: Maximum number of neo nodes to return. Use at least 10-15 for comprehensive graph results. Lower values may miss important entity relationships. Default is 15 for optimal coverage.",
              "default": 15,
              "title": "Max Nodes"
            },
            "description": "HIGHLY RECOMMENDED: Maximum number of neo nodes to return. Use at least 10-15 for comprehensive graph results. Lower values may miss important entity relationships. Default is 15 for optimal coverage."
          }
        ],
        "requestBody": {
          "required": true,
          "content": {
            "application/json": {
              "schema": {
                "$ref": "#/components/schemas/SearchRequest"
              }
            }
          }
        },
        "responses": {
          "200": {
            "description": "Successfully retrieved memories",
            "content": {
              "application/json": {
                "schema": {
                  "$ref": "#/components/schemas/SearchResponse"
                }
              }
            }
          },
          "400": {
            "description": "Bad request",
            "content": {
              "application/json": {
                "schema": {
                  "$ref": "#/components/schemas/SearchResponse"
                }
              }
            }
          },
          "401": {
            "description": "Unauthorized",
            "content": {
              "application/json": {
                "schema": {
                  "$ref": "#/components/schemas/SearchResponse"
                }
              }
            }
          },
          "403": {
            "description": "Rate limit exceeded",
            "content": {
              "application/json": {
                "schema": {
                  "$ref": "#/components/schemas/SearchResponse"
                }
              }
            }
          },
          "404": {
            "description": "No relevant items found",
            "content": {
              "application/json": {
                "schema": {
                  "$ref": "#/components/schemas/SearchResponse"
                }
              }
            }
          },
          "415": {
            "description": "Unsupported Media Type",
            "content": {
              "application/json": {
                "schema": {
                  "$ref": "#/components/schemas/SearchResponse"
                }
              }
            }
          },
          "422": {
            "description": "Validation Error",
            "content": {
              "application/json": {
                "schema": {
                  "$ref": "#/components/schemas/HTTPValidationError"
                }
              }
            }
          },
          "500": {
            "description": "Internal server error",
            "content": {
              "application/json": {
                "schema": {
                  "$ref": "#/components/schemas/SearchResponse"
                }
              }
            }
          }
        },
        "x-openai-isConsequential": false
      }
    },
    "/v1/feedback": {
      "post": {
        "tags": [
          "v1",
          "Feedback"
        ],
        "summary": "Submit Feedback V1",
        "description": "Submit feedback on search results to help improve model performance.",
        "operationId": "submit_feedback",
        "requestBody": {
          "content": {
            "application/json": {
              "schema": {
                "$ref": "#/components/schemas/FeedbackRequest"
              }
            }
          },
          "required": true
        },
        "responses": {
          "200": {
            "description": "Feedback submitted successfully",
            "content": {
              "application/json": {
                "schema": {
                  "$ref": "#/components/schemas/FeedbackResponse"
                },
                "example": {
                  "code": 200,
                  "status": "success",
                  "feedback_id": "fb_123456789",
                  "message": "Feedback submitted successfully and will be processed for model improvement"
                }
              }
            }
          },
          "400": {
            "description": "Bad request",
            "content": {
              "application/json": {
                "schema": {
                  "$ref": "#/components/schemas/FeedbackResponse"
                },
                "example": {
                  "code": 400,
                  "status": "error",
                  "message": "Failed to submit feedback",
                  "error": "Invalid search_id or feedback data",
                  "details": {
                    "field": "search_id",
                    "reason": "Search ID not found"
                  }
                }
              }
            }
          },
          "401": {
            "description": "Unauthorized",
            "content": {
              "application/json": {
                "schema": {
                  "$ref": "#/components/schemas/FeedbackResponse"
                },
                "example": {
                  "code": 401,
                  "status": "error",
                  "message": "Failed to submit feedback",
                  "error": "Missing or invalid authentication"
                }
              }
            }
          },
          "404": {
            "description": "Search ID not found",
            "content": {
              "application/json": {
                "schema": {
                  "$ref": "#/components/schemas/FeedbackResponse"
                },
                "example": {
                  "code": 404,
                  "status": "error",
                  "message": "Failed to submit feedback",
                  "error": "Search ID abc123def456 not found or access denied"
                }
              }
            }
          },
          "422": {
            "description": "Validation Error",
            "content": {
              "application/json": {
                "schema": {
                  "$ref": "#/components/schemas/HTTPValidationError"
                }
              }
            }
          },
          "500": {
            "description": "Internal server error",
            "content": {
              "application/json": {
                "schema": {
                  "$ref": "#/components/schemas/FeedbackResponse"
                },
                "example": {
                  "code": 500,
                  "status": "error",
                  "message": "Failed to submit feedback",
                  "error": "Internal server error",
                  "details": {
                    "trace_id": "abc123"
                  }
                }
              }
            }
          }
        },
        "security": [
          {
            "APIKeyHeader": []
          },
          {
            "Bearer": []
          },
          {
            "APIKeyHeader": []
          }
        ],
        "x-openai-isConsequential": false
      }
    },
    "/v1/feedback/batch": {
      "post": {
        "tags": [
          "v1",
          "Feedback"
        ],
        "summary": "Submit Batch Feedback V1",
        "description": "Submit multiple feedback items in a single request.",
        "operationId": "submit_batch_feedback",
        "requestBody": {
          "content": {
            "application/json": {
              "schema": {
                "$ref": "#/components/schemas/BatchFeedbackRequest"
              }
            }
          },
          "required": true
        },
        "responses": {
          "200": {
            "description": "Batch feedback processed successfully",
            "content": {
              "application/json": {
                "schema": {
                  "$ref": "#/components/schemas/BatchFeedbackResponse"
                },
                "example": {
                  "code": 200,
                  "status": "success",
                  "feedback_ids": [
                    "fb_123",
                    "fb_456"
                  ],
                  "successful_count": 2,
                  "failed_count": 0,
                  "errors": [],
                  "message": "Processed 2 feedback items successfully"
                }
              }
            }
          },
          "207": {
            "description": "Partial success - some feedback items failed",
            "content": {
              "application/json": {
                "schema": {
                  "$ref": "#/components/schemas/BatchFeedbackResponse"
                },
                "example": {
                  "code": 207,
                  "status": "success",
                  "feedback_ids": [
                    "fb_123"
                  ],
                  "successful_count": 1,
                  "failed_count": 1,
                  "errors": [
                    {
                      "index": 1,
                      "search_id": "abc123",
                      "error": "Search ID not found"
                    }
                  ],
                  "message": "Processed 1 feedback items successfully"
                }
              }
            }
          },
          "400": {
            "description": "Bad request",
            "content": {
              "application/json": {
                "schema": {
                  "$ref": "#/components/schemas/BatchFeedbackResponse"
                },
                "example": {
                  "code": 400,
                  "status": "error",
                  "feedback_ids": [],
                  "successful_count": 0,
                  "failed_count": 2,
                  "errors": [
                    {
                      "index": 0,
                      "search_id": "abc123",
                      "error": "Invalid feedback data"
                    }
                  ],
                  "message": "Batch feedback processed"
                }
              }
            }
          },
          "401": {
            "description": "Unauthorized",
            "content": {
              "application/json": {
                "schema": {
                  "$ref": "#/components/schemas/BatchFeedbackResponse"
                },
                "example": {
                  "code": 401,
                  "status": "error",
                  "feedback_ids": [],
                  "successful_count": 0,
                  "failed_count": 0,
                  "errors": [],
                  "message": "Failed to process batch feedback",
                  "error": "Missing or invalid authentication"
                }
              }
            }
          },
          "422": {
            "description": "Validation Error",
            "content": {
              "application/json": {
                "schema": {
                  "$ref": "#/components/schemas/HTTPValidationError"
                }
              }
            }
          },
          "500": {
            "description": "Internal server error",
            "content": {
              "application/json": {
                "schema": {
                  "$ref": "#/components/schemas/BatchFeedbackResponse"
                },
                "example": {
                  "code": 500,
                  "status": "error",
                  "feedback_ids": [],
                  "successful_count": 0,
                  "failed_count": 0,
                  "errors": [],
                  "message": "Failed to process batch feedback",
                  "error": "Internal server error"
                }
              }
            }
          }
        },
        "security": [
          {
            "APIKeyHeader": []
          },
          {
            "Bearer": []
          },
          {
            "APIKeyHeader": []
          }
        ],
        "x-openai-isConsequential": false
      }
    },
    "/v1/feedback/{feedback_id}": {
      "get": {
        "tags": [
          "v1",
          "Feedback"
        ],
        "summary": "Get Feedback By Id V1",
        "description": "Retrieve feedback by ID.",
        "operationId": "get_feedback_by_id",
        "security": [
          {
            "APIKeyHeader": []
          },
          {
            "Bearer": []
          },
          {
            "APIKeyHeader": []
          }
        ],
        "parameters": [
          {
            "name": "feedback_id",
            "in": "path",
            "required": true,
            "schema": {
              "type": "string",
              "title": "Feedback Id"
            }
          }
        ],
        "responses": {
          "200": {
            "description": "Feedback retrieved successfully",
            "content": {
              "application/json": {
                "schema": {
                  "$ref": "#/components/schemas/FeedbackResponse"
                },
                "example": {
                  "code": 200,
                  "status": "success",
                  "feedback_id": "fb_123456789",
                  "message": "Feedback retrieved successfully",
                  "details": {
                    "feedback_type": "thumbs_up",
                    "feedback_score": 1,
                    "feedback_text": "This was helpful!",
                    "search_id": "search_123",
                    "created_at": "2024-01-17T17:30:45.123456Z"
                  }
                }
              }
            }
          },
          "401": {
            "description": "Unauthorized",
            "content": {
              "application/json": {
                "example": {
                  "code": 401,
                  "status": "error",
                  "message": "Failed to retrieve feedback",
                  "error": "Missing or invalid authentication"
                },
                "schema": {
                  "$ref": "#/components/schemas/FeedbackResponse"
                }
              }
            }
          },
          "404": {
            "description": "Feedback not found",
            "content": {
              "application/json": {
                "example": {
                  "code": 404,
                  "status": "error",
                  "message": "Failed to retrieve feedback",
                  "error": "Feedback ID fb_123456789 not found or access denied"
                },
                "schema": {
                  "$ref": "#/components/schemas/FeedbackResponse"
                }
              }
            }
          },
          "422": {
            "description": "Validation Error",
            "content": {
              "application/json": {
                "schema": {
                  "$ref": "#/components/schemas/HTTPValidationError"
                }
              }
            }
          },
          "500": {
            "description": "Internal server error",
            "content": {
              "application/json": {
                "example": {
                  "code": 500,
                  "status": "error",
                  "message": "Failed to retrieve feedback",
                  "error": "Internal server error",
                  "details": {
                    "trace_id": "abc123"
                  }
                },
                "schema": {
                  "$ref": "#/components/schemas/FeedbackResponse"
                }
              }
            }
          }
        },
        "x-openai-isConsequential": false
      }
    },
    "/login": {
      "get": {
        "tags": [
          "Authentication"
        ],
        "summary": "Login",
        "description": "OAuth2 login endpoint. Initiates the OAuth2 authorization code flow.",
        "operationId": "oauth2_login",
        "responses": {
          "200": {
            "description": "OAuth2 login initiated successfully",
            "content": {
              "application/json": {
                "schema": {
                  "$ref": "#/components/schemas/LoginResponse"
                }
              }
            }
          },
          "400": {
            "description": "Bad request - missing redirect URI",
            "content": {
              "application/json": {
                "schema": {
                  "$ref": "#/components/schemas/ErrorResponse"
                }
              }
            }
          },
          "500": {
            "description": "Internal server error",
            "content": {
              "application/json": {
                "schema": {
                  "$ref": "#/components/schemas/ErrorResponse"
                }
              }
            }
          }
        }
      }
    },
    "/callback": {
      "get": {
        "tags": [
          "Authentication"
        ],
        "summary": "Callback",
        "description": "OAuth2 callback endpoint. Processes the authorization code from Auth0.",
        "operationId": "oauth2_callback",
        "responses": {
          "200": {
            "description": "OAuth2 callback processed successfully",
            "content": {
              "application/json": {
                "schema": {
                  "$ref": "#/components/schemas/CallbackResponse"
                }
              }
            }
          },
          "400": {
            "description": "Bad request - missing code or state",
            "content": {
              "application/json": {
                "schema": {
                  "$ref": "#/components/schemas/ErrorResponse"
                }
              }
            }
          },
          "500": {
            "description": "Internal server error",
            "content": {
              "application/json": {
                "schema": {
                  "$ref": "#/components/schemas/ErrorResponse"
                }
              }
            }
          }
        }
      }
    },
    "/complete-auth": {
      "get": {
        "summary": "Complete Auth",
        "operationId": "complete_auth_complete_auth_get",
        "parameters": [
          {
            "name": "return_token",
            "in": "query",
            "required": true,
            "schema": {
              "type": "string",
              "title": "Return Token"
            }
          }
        ],
        "responses": {
          "200": {
            "description": "Successful Response",
            "content": {
              "application/json": {
                "schema": {}
              }
            }
          },
          "422": {
            "description": "Validation Error",
            "content": {
              "application/json": {
                "schema": {
                  "$ref": "#/components/schemas/HTTPValidationError"
                }
              }
            }
          }
        }
      }
    },
    "/token": {
      "post": {
        "tags": [
          "Authentication"
        ],
        "summary": "Token",
        "description": "OAuth2 token endpoint. Exchanges authorization code for access tokens.",
        "operationId": "oauth2_token",
        "responses": {
          "200": {
            "description": "OAuth2 token exchange successful",
            "content": {
              "application/json": {
                "schema": {
                  "$ref": "#/components/schemas/TokenResponse"
                }
              }
            }
          },
          "400": {
            "description": "Bad request - invalid grant type or missing parameters",
            "content": {
              "application/json": {
                "schema": {
                  "$ref": "#/components/schemas/ErrorResponse"
                }
              }
            }
          },
          "401": {
            "description": "Unauthorized - invalid authorization code",
            "content": {
              "application/json": {
                "schema": {
                  "$ref": "#/components/schemas/ErrorResponse"
                }
              }
            }
          },
          "415": {
            "description": "Unsupported Media Type",
            "content": {
              "application/json": {
                "schema": {
                  "$ref": "#/components/schemas/ErrorResponse"
                }
              }
            }
          },
          "500": {
            "description": "Internal server error",
            "content": {
              "application/json": {
                "schema": {
                  "$ref": "#/components/schemas/ErrorResponse"
                }
              }
            }
          }
        }
      }
    },
    "/me": {
      "get": {
        "tags": [
          "Authentication"
        ],
        "summary": "Me",
        "description": "Get current user information. Validates authentication and returns user details.",
        "operationId": "get_user_info",
        "responses": {
          "200": {
            "description": "User information retrieved successfully",
            "content": {
              "application/json": {
                "schema": {
                  "$ref": "#/components/schemas/UserInfoResponse"
                }
              }
            }
          },
          "401": {
            "description": "Unauthorized - invalid authentication",
            "content": {
              "application/json": {
                "schema": {
                  "$ref": "#/components/schemas/ErrorResponse"
                }
              }
            }
          },
          "500": {
            "description": "Internal server error",
            "content": {
              "application/json": {
                "schema": {
                  "$ref": "#/components/schemas/ErrorResponse"
                }
              }
            }
          }
        }
      }
    },
    "/logout": {
      "get": {
        "tags": [
          "Authentication"
        ],
        "summary": "Logout",
        "description": "OAuth2 logout endpoint. Logs out the user from Auth0 and redirects to specified URL.",
        "operationId": "oauth2_logout",
        "responses": {
          "200": {
            "description": "Logout initiated successfully",
            "content": {
              "application/json": {
                "schema": {
                  "$ref": "#/components/schemas/LogoutResponse"
                }
              }
            }
          },
          "500": {
            "description": "Internal server error",
            "content": {
              "application/json": {
                "schema": {
                  "$ref": "#/components/schemas/ErrorResponse"
                }
              }
            }
          }
        }
      }
    }
  },
  "components": {
    "schemas": {
      "AddMemoryItem": {
        "properties": {
          "memoryId": {
            "type": "string",
            "title": "Memoryid"
          },
          "createdAt": {
            "type": "string",
            "format": "date-time",
            "title": "Createdat"
          },
          "objectId": {
            "type": "string",
            "title": "Objectid"
          },
          "memoryChunkIds": {
            "items": {
              "type": "string"
            },
            "type": "array",
            "title": "Memorychunkids"
          }
        },
        "additionalProperties": false,
        "type": "object",
        "required": [
          "memoryId",
          "createdAt",
          "objectId"
        ],
        "title": "AddMemoryItem",
        "description": "Response model for a single memory item in add_memory response"
      },
      "AddMemoryRequest": {
        "properties": {
          "content": {
            "type": "string",
            "title": "Content",
            "description": "The content of the memory item you want to add to memory"
          },
          "type": {
            "$ref": "#/components/schemas/MemoryType"
          },
          "metadata": {
            "anyOf": [
              {
                "$ref": "#/components/schemas/MemoryMetadata"
              },
              {
                "type": "null"
              }
            ],
            "description": "Metadata used in Neo4J and Pinecone for a memory item"
          },
          "context": {
            "anyOf": [
              {
                "items": {
                  "$ref": "#/components/schemas/ContextItem"
                },
                "type": "array"
              },
              {
                "type": "null"
              }
            ],
            "title": "Context",
            "description": "Context can be conversation history or any relevant context for a memory item"
          },
          "relationships_json": {
            "anyOf": [
              {
                "items": {
                  "$ref": "#/components/schemas/RelationshipItem"
                },
                "type": "array"
              },
              {
                "type": "null"
              }
            ],
            "title": "Relationships Json",
            "description": "Array of relationships that we can use in Graph DB (neo4J)"
          }
        },
        "additionalProperties": false,
        "type": "object",
        "required": [
          "content",
          "type"
        ],
        "title": "AddMemoryRequest",
        "description": "Request model for adding a new memory",
        "example": {
          "content": "Meeting notes from the product planning session",
          "context": [
            {
              "content": "Let's discuss the Q2 product roadmap",
              "role": "user"
            },
            {
              "content": "I'll help you plan the roadmap. What are your key objectives?",
              "role": "assistant"
            }
          ],
          "metadata": {
            "conversationId": "conv-123",
            "createdAt": "2024-03-21T10:00:00Z",
            "emoji_tags": "📊,💡,📝",
            "emotion_tags": "focused, productive",
            "external_user_id": "external_user_123",
            "external_user_read_access": [
              "external_user_123",
              "external_user_789"
            ],
            "external_user_write_access": [
              "external_user_123"
            ],
            "hierarchical_structures": "Business/Planning/Product",
            "location": "Conference Room A",
            "sourceUrl": "https://meeting-notes.example.com/123",
            "topics": "product, planning"
          },
          "relationships_json": [
            {
              "metadata": {
                "relevance": "high"
              },
              "related_item_id": "previous_memory_item_id",
              "related_item_type": "TextMemoryItem",
              "relation_type": "follows"
            }
          ],
          "type": "text"
        }
      },
      "AddMemoryResponse": {
        "properties": {
          "code": {
            "type": "integer",
            "title": "Code",
            "description": "HTTP status code",
            "default": 200
          },
          "status": {
            "type": "string",
            "title": "Status",
            "description": "'success' or 'error'",
            "default": "success"
          },
          "data": {
            "anyOf": [
              {
                "items": {
                  "$ref": "#/components/schemas/AddMemoryItem"
                },
                "type": "array"
              },
              {
                "type": "null"
              }
            ],
            "title": "Data",
            "description": "List of memory items if successful"
          },
          "error": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "title": "Error",
            "description": "Error message if failed"
          },
          "details": {
            "anyOf": [
              {},
              {
                "type": "null"
              }
            ],
            "title": "Details",
            "description": "Additional error details or context"
          }
        },
        "additionalProperties": false,
        "type": "object",
        "title": "AddMemoryResponse",
        "description": "Unified response model for add_memory API endpoint (success or error)."
      },
      "BatchFeedbackRequest": {
        "properties": {
          "feedback_items": {
            "items": {
              "$ref": "#/components/schemas/FeedbackRequest"
            },
            "type": "array",
            "maxItems": 100,
            "minItems": 1,
            "title": "Feedback Items",
            "description": "List of feedback items to submit"
          },
          "session_context": {
            "anyOf": [
              {
                "additionalProperties": true,
                "type": "object"
              },
              {
                "type": "null"
              }
            ],
            "title": "Session Context",
            "description": "Session-level context for batch feedback"
          }
        },
        "type": "object",
        "required": [
          "feedback_items"
        ],
        "title": "BatchFeedbackRequest",
        "description": "Request model for submitting multiple feedback items"
      },
      "BatchFeedbackResponse": {
        "properties": {
          "code": {
            "type": "integer",
            "title": "Code",
            "description": "HTTP status code"
          },
          "status": {
            "type": "string",
            "title": "Status",
            "description": "'success' or 'error'"
          },
          "feedback_ids": {
            "items": {
              "type": "string"
            },
            "type": "array",
            "title": "Feedback Ids",
            "description": "List of feedback IDs"
          },
          "successful_count": {
            "type": "integer",
            "title": "Successful Count",
            "description": "Number of successfully processed feedback items",
            "default": 0
          },
          "failed_count": {
            "type": "integer",
            "title": "Failed Count",
            "description": "Number of failed feedback items",
            "default": 0
          },
          "errors": {
            "items": {
              "additionalProperties": true,
              "type": "object"
            },
            "type": "array",
            "title": "Errors",
            "description": "List of error details"
          },
          "message": {
            "type": "string",
            "title": "Message",
            "description": "Human-readable message"
          },
          "error": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "title": "Error",
            "description": "Error message if status is 'error'"
          }
        },
        "type": "object",
        "required": [
          "code",
          "status",
          "message"
        ],
        "title": "BatchFeedbackResponse",
        "description": "Response model for batch feedback submission"
      },
      "BatchMemoryError": {
        "properties": {
          "index": {
            "type": "integer",
            "title": "Index"
          },
          "error": {
            "type": "string",
            "title": "Error"
          },
          "code": {
            "anyOf": [
              {
                "type": "integer"
              },
              {
                "type": "null"
              }
            ],
            "title": "Code"
          },
          "status": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "title": "Status"
          },
          "details": {
            "anyOf": [
              {},
              {
                "type": "null"
              }
            ],
            "title": "Details"
          }
        },
        "additionalProperties": false,
        "type": "object",
        "required": [
          "index",
          "error"
        ],
        "title": "BatchMemoryError"
      },
      "BatchMemoryRequest": {
        "properties": {
          "user_id": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "title": "User Id",
            "description": "Internal user ID for all memories in the batch. If not provided, developer's user ID will be used."
          },
          "external_user_id": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "title": "External User Id",
            "description": "External user ID for all memories in the batch. If provided and user_id is not, will be resolved to internal user ID."
          },
          "memories": {
            "items": {
              "$ref": "#/components/schemas/AddMemoryRequest"
            },
            "type": "array",
            "maxItems": 50,
            "minItems": 1,
            "title": "Memories",
            "description": "List of memory items to add in batch"
          },
          "batch_size": {
            "anyOf": [
              {
                "type": "integer",
                "maximum": 50,
                "minimum": 1
              },
              {
                "type": "null"
              }
            ],
            "title": "Batch Size",
            "description": "Number of items to process in parallel",
            "default": 10
          }
        },
        "type": "object",
        "required": [
          "memories"
        ],
        "title": "BatchMemoryRequest",
        "description": "Request model for batch adding memories",
        "example": {
          "batch_size": 10,
          "external_user_id": "external_user_abcde",
          "memories": [
            {
              "content": "Meeting notes from the product planning session",
              "metadata": {
                "createdAt": "2024-03-21T10:00:00Z",
                "emoji tags": "📊,💡,📝",
                "emotion tags": "focused, productive",
                "hierarchical structures": "Business/Planning/Product",
                "topics": "product, planning"
              },
              "type": "text"
            },
            {
              "content": "Follow-up tasks from the planning meeting",
              "metadata": {
                "createdAt": "2024-03-21T11:00:00Z",
                "emoji tags": "✅,📋",
                "emotion tags": "organized",
                "hierarchical structures": "Business/Tasks/Planning",
                "topics": "tasks, planning"
              },
              "type": "text"
            }
          ],
          "user_id": "internal_user_id_12345"
        }
      },
      "BatchMemoryResponse": {
        "properties": {
          "code": {
            "type": "integer",
            "title": "Code",
            "description": "HTTP status code for the batch operation",
            "default": 200
          },
          "status": {
            "type": "string",
            "title": "Status",
            "description": "'success', 'partial', or 'error'",
            "default": "success"
          },
          "message": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "title": "Message",
            "description": "Human-readable status message"
          },
          "error": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "title": "Error",
            "description": "Batch-level error message, if any"
          },
          "details": {
            "anyOf": [
              {},
              {
                "type": "null"
              }
            ],
            "title": "Details",
            "description": "Additional error details or context"
          },
          "successful": {
            "items": {
              "$ref": "#/components/schemas/AddMemoryResponse"
            },
            "type": "array",
            "title": "Successful",
            "description": "List of successful add responses"
          },
          "errors": {
            "items": {
              "$ref": "#/components/schemas/BatchMemoryError"
            },
            "type": "array",
            "title": "Errors",
            "description": "List of errors for failed items"
          },
          "total_processed": {
            "type": "integer",
            "title": "Total Processed",
            "default": 0
          },
          "total_successful": {
            "type": "integer",
            "title": "Total Successful",
            "default": 0
          },
          "total_failed": {
            "type": "integer",
            "title": "Total Failed",
            "default": 0
          },
          "total_content_size": {
            "type": "integer",
            "title": "Total Content Size",
            "default": 0
          },
          "total_storage_size": {
            "type": "integer",
            "title": "Total Storage Size",
            "default": 0
          }
        },
        "additionalProperties": false,
        "type": "object",
        "title": "BatchMemoryResponse"
      },
      "BatchUserCreateRequest": {
        "properties": {
          "users": {
            "items": {
              "$ref": "#/components/schemas/CreateUserRequest"
            },
            "type": "array",
            "title": "Users"
          }
        },
        "type": "object",
        "required": [
          "users"
        ],
        "title": "BatchUserCreateRequest"
      },
      "CallbackResponse": {
        "properties": {
          "message": {
            "type": "string",
            "title": "Message",
            "description": "Callback status message",
            "default": "Authorization successful"
          },
          "code": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "title": "Code",
            "description": "Authorization code"
          },
          "state": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "title": "State",
            "description": "State parameter for security"
          }
        },
        "type": "object",
        "title": "CallbackResponse",
        "description": "Response model for OAuth2 callback endpoint"
      },
      "CodeNodeProperties": {
        "properties": {
          "user_read_access": {
            "anyOf": [
              {
                "items": {
                  "type": "string"
                },
                "type": "array"
              },
              {
                "type": "null"
              }
            ],
            "title": "User Read Access"
          },
          "user_write_access": {
            "anyOf": [
              {
                "items": {
                  "type": "string"
                },
                "type": "array"
              },
              {
                "type": "null"
              }
            ],
            "title": "User Write Access"
          },
          "workspace_read_access": {
            "anyOf": [
              {
                "items": {
                  "type": "string"
                },
                "type": "array"
              },
              {
                "type": "null"
              }
            ],
            "title": "Workspace Read Access"
          },
          "workspace_write_access": {
            "anyOf": [
              {
                "items": {
                  "type": "string"
                },
                "type": "array"
              },
              {
                "type": "null"
              }
            ],
            "title": "Workspace Write Access"
          },
          "role_read_access": {
            "anyOf": [
              {
                "items": {
                  "type": "string"
                },
                "type": "array"
              },
              {
                "type": "null"
              }
            ],
            "title": "Role Read Access"
          },
          "role_write_access": {
            "anyOf": [
              {
                "items": {
                  "type": "string"
                },
                "type": "array"
              },
              {
                "type": "null"
              }
            ],
            "title": "Role Write Access"
          },
          "external_user_read_access": {
            "anyOf": [
              {
                "items": {
                  "type": "string"
                },
                "type": "array"
              },
              {
                "type": "null"
              }
            ],
            "title": "External User Read Access"
          },
          "external_user_write_access": {
            "anyOf": [
              {
                "items": {
                  "type": "string"
                },
                "type": "array"
              },
              {
                "type": "null"
              }
            ],
            "title": "External User Write Access"
          },
          "workspace_id": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "title": "Workspace Id"
          },
          "user_id": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "title": "User Id"
          },
          "sourceType": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "title": "Sourcetype"
          },
          "sourceUrl": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "title": "Sourceurl"
          },
          "pageId": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "title": "Pageid"
          },
          "conversationId": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "title": "Conversationid"
          },
          "createdAt": {
            "anyOf": [
              {
                "type": "string",
                "format": "date-time"
              },
              {
                "type": "null"
              }
            ],
            "title": "Createdat"
          },
          "updatedAt": {
            "anyOf": [
              {
                "type": "string",
                "format": "date-time"
              },
              {
                "type": "null"
              }
            ],
            "title": "Updatedat"
          },
          "id": {
            "type": "string",
            "title": "Id"
          },
          "name": {
            "type": "string",
            "title": "Name"
          },
          "language": {
            "type": "string",
            "title": "Language"
          },
          "author": {
            "type": "string",
            "title": "Author"
          }
        },
        "additionalProperties": false,
        "type": "object",
        "required": [
          "id",
          "name",
          "language",
          "author"
        ],
        "title": "CodeNodeProperties",
        "description": "Code node properties"
      },
      "CompanyNodeProperties": {
        "properties": {
          "user_read_access": {
            "anyOf": [
              {
                "items": {
                  "type": "string"
                },
                "type": "array"
              },
              {
                "type": "null"
              }
            ],
            "title": "User Read Access"
          },
          "user_write_access": {
            "anyOf": [
              {
                "items": {
                  "type": "string"
                },
                "type": "array"
              },
              {
                "type": "null"
              }
            ],
            "title": "User Write Access"
          },
          "workspace_read_access": {
            "anyOf": [
              {
                "items": {
                  "type": "string"
                },
                "type": "array"
              },
              {
                "type": "null"
              }
            ],
            "title": "Workspace Read Access"
          },
          "workspace_write_access": {
            "anyOf": [
              {
                "items": {
                  "type": "string"
                },
                "type": "array"
              },
              {
                "type": "null"
              }
            ],
            "title": "Workspace Write Access"
          },
          "role_read_access": {
            "anyOf": [
              {
                "items": {
                  "type": "string"
                },
                "type": "array"
              },
              {
                "type": "null"
              }
            ],
            "title": "Role Read Access"
          },
          "role_write_access": {
            "anyOf": [
              {
                "items": {
                  "type": "string"
                },
                "type": "array"
              },
              {
                "type": "null"
              }
            ],
            "title": "Role Write Access"
          },
          "external_user_read_access": {
            "anyOf": [
              {
                "items": {
                  "type": "string"
                },
                "type": "array"
              },
              {
                "type": "null"
              }
            ],
            "title": "External User Read Access"
          },
          "external_user_write_access": {
            "anyOf": [
              {
                "items": {
                  "type": "string"
                },
                "type": "array"
              },
              {
                "type": "null"
              }
            ],
            "title": "External User Write Access"
          },
          "workspace_id": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "title": "Workspace Id"
          },
          "user_id": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "title": "User Id"
          },
          "sourceType": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "title": "Sourcetype"
          },
          "sourceUrl": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "title": "Sourceurl"
          },
          "pageId": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "title": "Pageid"
          },
          "conversationId": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "title": "Conversationid"
          },
          "createdAt": {
            "anyOf": [
              {
                "type": "string",
                "format": "date-time"
              },
              {
                "type": "null"
              }
            ],
            "title": "Createdat"
          },
          "updatedAt": {
            "anyOf": [
              {
                "type": "string",
                "format": "date-time"
              },
              {
                "type": "null"
              }
            ],
            "title": "Updatedat"
          },
          "id": {
            "type": "string",
            "title": "Id"
          },
          "name": {
            "type": "string",
            "title": "Name"
          },
          "description": {
            "type": "string",
            "title": "Description"
          }
        },
        "additionalProperties": false,
        "type": "object",
        "required": [
          "id",
          "name",
          "description"
        ],
        "title": "CompanyNodeProperties",
        "description": "Company node properties"
      },
      "ContextItem": {
        "properties": {
          "role": {
            "type": "string",
            "enum": [
              "user",
              "assistant"
            ],
            "title": "Role"
          },
          "content": {
            "type": "string",
            "title": "Content"
          }
        },
        "additionalProperties": false,
        "type": "object",
        "required": [
          "role",
          "content"
        ],
        "title": "ContextItem",
        "description": "Context item for memory request"
      },
      "CreateUserRequest": {
        "properties": {
          "email": {
            "anyOf": [
              {
                "type": "string",
                "format": "email"
              },
              {
                "type": "null"
              }
            ],
            "title": "Email"
          },
          "external_id": {
            "type": "string",
            "title": "External Id"
          },
          "metadata": {
            "anyOf": [
              {
                "additionalProperties": true,
                "type": "object"
              },
              {
                "type": "null"
              }
            ],
            "title": "Metadata"
          },
          "type": {
            "$ref": "#/components/schemas/UserType",
            "default": "developerUser"
          }
        },
        "type": "object",
        "required": [
          "external_id"
        ],
        "title": "CreateUserRequest",
        "description": "Request model for creating a user",
        "example": {
          "email": "user@example.com",
          "external_id": "user123",
          "metadata": {
            "name": "John Doe",
            "preferences": {
              "theme": "dark"
            }
          },
          "type": "developerUser"
        }
      },
      "DeleteMemoryResponse": {
        "properties": {
          "code": {
            "type": "integer",
            "title": "Code",
            "description": "HTTP status code",
            "default": 200
          },
          "status": {
            "type": "string",
            "title": "Status",
            "description": "'success' or 'error'",
            "default": "success"
          },
          "message": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "title": "Message"
          },
          "error": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "title": "Error"
          },
          "memoryId": {
            "type": "string",
            "title": "Memoryid",
            "default": ""
          },
          "objectId": {
            "type": "string",
            "title": "Objectid",
            "default": ""
          },
          "deletion_status": {
            "anyOf": [
              {
                "$ref": "#/components/schemas/DeletionStatus"
              },
              {
                "type": "null"
              }
            ]
          },
          "details": {
            "anyOf": [
              {},
              {
                "type": "null"
              }
            ],
            "title": "Details"
          }
        },
        "additionalProperties": false,
        "type": "object",
        "title": "DeleteMemoryResponse"
      },
      "DeleteUserResponse": {
        "properties": {
          "code": {
            "type": "integer",
            "title": "Code",
            "description": "HTTP status code"
          },
          "status": {
            "type": "string",
            "title": "Status",
            "description": "'success' or 'error'"
          },
          "user_id": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "title": "User Id",
            "description": "ID of the user attempted to delete"
          },
          "message": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "title": "Message",
            "description": "Success or error message"
          },
          "error": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "title": "Error",
            "description": "Error message if failed"
          },
          "details": {
            "anyOf": [
              {},
              {
                "type": "null"
              }
            ],
            "title": "Details",
            "description": "Additional error details or context"
          }
        },
        "type": "object",
        "required": [
          "code",
          "status"
        ],
        "title": "DeleteUserResponse",
        "example": {
          "code": 200,
          "message": "User and association deleted successfully",
          "status": "success",
          "user_id": "abc123"
        }
      },
      "DeletionStatus": {
        "properties": {
          "pinecone": {
            "type": "boolean",
            "title": "Pinecone",
            "default": false
          },
          "neo4j": {
            "type": "boolean",
            "title": "Neo4J",
            "default": false
          },
          "parse": {
            "type": "boolean",
            "title": "Parse",
            "default": false
          },
          "qdrant": {
            "type": "boolean",
            "title": "Qdrant",
            "default": false
          }
        },
        "type": "object",
        "title": "DeletionStatus"
      },
      "ErrorResponse": {
        "properties": {
          "error": {
            "type": "string",
            "title": "Error",
            "description": "Error message"
          },
          "detail": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "title": "Detail",
            "description": "Additional error details"
          },
          "code": {
            "type": "integer",
            "title": "Code",
            "description": "HTTP error code",
            "default": 400
          }
        },
        "type": "object",
        "required": [
          "error"
        ],
        "title": "ErrorResponse",
        "description": "Generic error response model"
      },
      "FeedbackData": {
        "properties": {
          "userMessage": {
            "anyOf": [
              {
                "$ref": "#/components/schemas/ParsePointer"
              },
              {
                "type": "null"
              }
            ]
          },
          "assistantMessage": {
            "anyOf": [
              {
                "$ref": "#/components/schemas/ParsePointer"
              },
              {
                "type": "null"
              }
            ]
          },
          "feedbackType": {
            "$ref": "#/components/schemas/FeedbackType"
          },
          "feedbackValue": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "title": "Feedbackvalue"
          },
          "feedbackScore": {
            "anyOf": [
              {
                "type": "number"
              },
              {
                "type": "null"
              }
            ],
            "title": "Feedbackscore"
          },
          "feedbackText": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "title": "Feedbacktext"
          },
          "feedbackSource": {
            "$ref": "#/components/schemas/FeedbackSource"
          },
          "citedMemoryIds": {
            "anyOf": [
              {
                "items": {
                  "type": "string"
                },
                "type": "array"
              },
              {
                "type": "null"
              }
            ],
            "title": "Citedmemoryids"
          },
          "citedNodeIds": {
            "anyOf": [
              {
                "items": {
                  "type": "string"
                },
                "type": "array"
              },
              {
                "type": "null"
              }
            ],
            "title": "Citednodeids"
          },
          "feedbackProcessed": {
            "anyOf": [
              {
                "type": "boolean"
              },
              {
                "type": "null"
              }
            ],
            "title": "Feedbackprocessed"
          },
          "feedbackImpact": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "title": "Feedbackimpact"
          }
        },
        "type": "object",
        "required": [
          "feedbackType",
          "feedbackSource"
        ],
        "title": "FeedbackData",
        "description": "Developer-friendly feedback data model for requests"
      },
      "FeedbackRequest": {
        "properties": {
          "search_id": {
            "type": "string",
            "title": "Search Id",
            "description": "The search_id from SearchResponse that this feedback relates to"
          },
          "feedbackData": {
            "$ref": "#/components/schemas/FeedbackData",
            "description": "The feedback data containing all feedback information"
          },
          "user_id": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "title": "User Id",
            "description": "Internal user ID (if not provided, will be resolved from authentication)"
          },
          "external_user_id": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "title": "External User Id",
            "description": "External user ID for developer API keys acting on behalf of end users"
          }
        },
        "type": "object",
        "required": [
          "search_id",
          "feedbackData"
        ],
        "title": "FeedbackRequest",
        "description": "Request model for submitting feedback on search results",
        "example": {
          "external_user_id": "dev_api_key_123",
          "feedbackData": {
            "assistantMessage": {
              "__type": "Pointer",
              "className": "PostMessage",
              "objectId": "abc123def456"
            },
            "citedMemoryIds": [
              "mem_123",
              "mem_456"
            ],
            "citedNodeIds": [
              "node_123",
              "node_456"
            ],
            "feedbackImpact": "positive",
            "feedbackProcessed": true,
            "feedbackScore": 1,
            "feedbackSource": "inline",
            "feedbackText": "This answer was very helpful and accurate",
            "feedbackType": "thumbs_up",
            "feedbackValue": "helpful",
            "userMessage": {
              "__type": "Pointer",
              "className": "PostMessage",
              "objectId": "abc123def456"
            }
          },
          "search_id": "abc123def456",
          "user_id": "abc123def456"
        }
      },
      "FeedbackResponse": {
        "properties": {
          "code": {
            "type": "integer",
            "title": "Code",
            "description": "HTTP status code"
          },
          "status": {
            "type": "string",
            "title": "Status",
            "description": "'success' or 'error'"
          },
          "feedback_id": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "title": "Feedback Id",
            "description": "Unique feedback ID"
          },
          "message": {
            "type": "string",
            "title": "Message",
            "description": "Human-readable message"
          },
          "error": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "title": "Error",
            "description": "Error message if status is 'error'"
          },
          "details": {
            "anyOf": [
              {
                "additionalProperties": true,
                "type": "object"
              },
              {
                "type": "null"
              }
            ],
            "title": "Details",
            "description": "Additional error details"
          }
        },
        "type": "object",
        "required": [
          "code",
          "status",
          "message"
        ],
        "title": "FeedbackResponse",
        "description": "Response model for feedback submission"
      },
      "FeedbackSource": {
        "type": "string",
        "enum": [
          "inline",
          "post_query",
          "session_end",
          "memory_citation",
          "answer_panel"
        ],
        "title": "FeedbackSource",
        "description": "Where the feedback was provided from"
      },
      "FeedbackType": {
        "type": "string",
        "enum": [
          "thumbs_up",
          "thumbs_down",
          "rating",
          "correction",
          "report",
          "copy_action",
          "save_action",
          "create_document",
          "memory_relevance",
          "answer_quality"
        ],
        "title": "FeedbackType",
        "description": "Types of feedback that can be provided"
      },
      "HTTPValidationError": {
        "properties": {
          "detail": {
            "items": {
              "$ref": "#/components/schemas/ValidationError"
            },
            "type": "array",
            "title": "Detail"
          }
        },
        "type": "object",
        "title": "HTTPValidationError"
      },
      "InsightNodeProperties": {
        "properties": {
          "user_read_access": {
            "anyOf": [
              {
                "items": {
                  "type": "string"
                },
                "type": "array"
              },
              {
                "type": "null"
              }
            ],
            "title": "User Read Access"
          },
          "user_write_access": {
            "anyOf": [
              {
                "items": {
                  "type": "string"
                },
                "type": "array"
              },
              {
                "type": "null"
              }
            ],
            "title": "User Write Access"
          },
          "workspace_read_access": {
            "anyOf": [
              {
                "items": {
                  "type": "string"
                },
                "type": "array"
              },
              {
                "type": "null"
              }
            ],
            "title": "Workspace Read Access"
          },
          "workspace_write_access": {
            "anyOf": [
              {
                "items": {
                  "type": "string"
                },
                "type": "array"
              },
              {
                "type": "null"
              }
            ],
            "title": "Workspace Write Access"
          },
          "role_read_access": {
            "anyOf": [
              {
                "items": {
                  "type": "string"
                },
                "type": "array"
              },
              {
                "type": "null"
              }
            ],
            "title": "Role Read Access"
          },
          "role_write_access": {
            "anyOf": [
              {
                "items": {
                  "type": "string"
                },
                "type": "array"
              },
              {
                "type": "null"
              }
            ],
            "title": "Role Write Access"
          },
          "external_user_read_access": {
            "anyOf": [
              {
                "items": {
                  "type": "string"
                },
                "type": "array"
              },
              {
                "type": "null"
              }
            ],
            "title": "External User Read Access"
          },
          "external_user_write_access": {
            "anyOf": [
              {
                "items": {
                  "type": "string"
                },
                "type": "array"
              },
              {
                "type": "null"
              }
            ],
            "title": "External User Write Access"
          },
          "workspace_id": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "title": "Workspace Id"
          },
          "user_id": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "title": "User Id"
          },
          "sourceType": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "title": "Sourcetype"
          },
          "sourceUrl": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "title": "Sourceurl"
          },
          "pageId": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "title": "Pageid"
          },
          "conversationId": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "title": "Conversationid"
          },
          "createdAt": {
            "anyOf": [
              {
                "type": "string",
                "format": "date-time"
              },
              {
                "type": "null"
              }
            ],
            "title": "Createdat"
          },
          "updatedAt": {
            "anyOf": [
              {
                "type": "string",
                "format": "date-time"
              },
              {
                "type": "null"
              }
            ],
            "title": "Updatedat"
          },
          "id": {
            "type": "string",
            "title": "Id"
          },
          "title": {
            "type": "string",
            "title": "Title"
          },
          "description": {
            "type": "string",
            "title": "Description"
          },
          "source": {
            "type": "string",
            "title": "Source"
          },
          "type": {
            "type": "string",
            "enum": [
              "customer_insight",
              "product_insight",
              "market_insight",
              "competitive_insight",
              "technical_insight",
              "other"
            ],
            "title": "Type"
          }
        },
        "additionalProperties": false,
        "type": "object",
        "required": [
          "id",
          "title",
          "description",
          "source",
          "type"
        ],
        "title": "InsightNodeProperties",
        "description": "Insight node properties"
      },
      "LoginResponse": {
        "properties": {
          "message": {
            "type": "string",
            "title": "Message",
            "default": "Redirecting to Auth0 for authentication"
          },
          "redirect_url": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "title": "Redirect Url"
          }
        },
        "type": "object",
        "title": "LoginResponse",
        "description": "Response model for OAuth2 login endpoint"
      },
      "LogoutResponse": {
        "properties": {
          "message": {
            "type": "string",
            "title": "Message",
            "description": "Logout status message",
            "default": "Redirecting to logout"
          },
          "logout_url": {
            "type": "string",
            "title": "Logout Url",
            "description": "URL to complete logout process"
          }
        },
        "type": "object",
        "required": [
          "logout_url"
        ],
        "title": "LogoutResponse",
        "description": "Response model for logout endpoint"
      },
      "MeetingNodeProperties": {
        "properties": {
          "user_read_access": {
            "anyOf": [
              {
                "items": {
                  "type": "string"
                },
                "type": "array"
              },
              {
                "type": "null"
              }
            ],
            "title": "User Read Access"
          },
          "user_write_access": {
            "anyOf": [
              {
                "items": {
                  "type": "string"
                },
                "type": "array"
              },
              {
                "type": "null"
              }
            ],
            "title": "User Write Access"
          },
          "workspace_read_access": {
            "anyOf": [
              {
                "items": {
                  "type": "string"
                },
                "type": "array"
              },
              {
                "type": "null"
              }
            ],
            "title": "Workspace Read Access"
          },
          "workspace_write_access": {
            "anyOf": [
              {
                "items": {
                  "type": "string"
                },
                "type": "array"
              },
              {
                "type": "null"
              }
            ],
            "title": "Workspace Write Access"
          },
          "role_read_access": {
            "anyOf": [
              {
                "items": {
                  "type": "string"
                },
                "type": "array"
              },
              {
                "type": "null"
              }
            ],
            "title": "Role Read Access"
          },
          "role_write_access": {
            "anyOf": [
              {
                "items": {
                  "type": "string"
                },
                "type": "array"
              },
              {
                "type": "null"
              }
            ],
            "title": "Role Write Access"
          },
          "external_user_read_access": {
            "anyOf": [
              {
                "items": {
                  "type": "string"
                },
                "type": "array"
              },
              {
                "type": "null"
              }
            ],
            "title": "External User Read Access"
          },
          "external_user_write_access": {
            "anyOf": [
              {
                "items": {
                  "type": "string"
                },
                "type": "array"
              },
              {
                "type": "null"
              }
            ],
            "title": "External User Write Access"
          },
          "workspace_id": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "title": "Workspace Id"
          },
          "user_id": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "title": "User Id"
          },
          "sourceType": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "title": "Sourcetype"
          },
          "sourceUrl": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "title": "Sourceurl"
          },
          "pageId": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "title": "Pageid"
          },
          "conversationId": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "title": "Conversationid"
          },
          "createdAt": {
            "anyOf": [
              {
                "type": "string",
                "format": "date-time"
              },
              {
                "type": "null"
              }
            ],
            "title": "Createdat"
          },
          "updatedAt": {
            "anyOf": [
              {
                "type": "string",
                "format": "date-time"
              },
              {
                "type": "null"
              }
            ],
            "title": "Updatedat"
          },
          "id": {
            "type": "string",
            "title": "Id"
          },
          "title": {
            "type": "string",
            "title": "Title"
          },
          "agenda": {
            "type": "string",
            "title": "Agenda"
          },
          "type": {
            "type": "string",
            "title": "Type"
          },
          "participants": {
            "items": {
              "type": "string"
            },
            "type": "array",
            "title": "Participants"
          },
          "date": {
            "type": "string",
            "title": "Date"
          },
          "time": {
            "type": "string",
            "title": "Time"
          },
          "summary": {
            "type": "string",
            "title": "Summary"
          },
          "outcome": {
            "type": "string",
            "title": "Outcome"
          },
          "action_items": {
            "items": {
              "type": "string"
            },
            "type": "array",
            "title": "Action Items"
          }
        },
        "additionalProperties": false,
        "type": "object",
        "required": [
          "id",
          "title",
          "agenda",
          "type",
          "participants",
          "date",
          "time",
          "summary",
          "outcome",
          "action_items"
        ],
        "title": "MeetingNodeProperties",
        "description": "Meeting node properties"
      },
      "Memory": {
        "properties": {
          "id": {
            "type": "string",
            "title": "Id"
          },
          "content": {
            "type": "string",
            "title": "Content"
          },
          "title": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "title": "Title"
          },
          "type": {
            "type": "string",
            "title": "Type"
          },
          "metadata": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "additionalProperties": true,
                "type": "object"
              },
              {
                "type": "null"
              }
            ],
            "title": "Metadata"
          },
          "external_user_id": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "title": "External User Id"
          },
          "customMetadata": {
            "anyOf": [
              {
                "additionalProperties": true,
                "type": "object"
              },
              {
                "type": "null"
              }
            ],
            "title": "Custommetadata"
          },
          "source_type": {
            "type": "string",
            "title": "Source Type",
            "default": "papr"
          },
          "context": {
            "anyOf": [
              {
                "items": {
                  "$ref": "#/components/schemas/ContextItem"
                },
                "type": "array"
              },
              {
                "type": "null"
              }
            ],
            "title": "Context"
          },
          "location": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "title": "Location"
          },
          "tags": {
            "items": {
              "type": "string"
            },
            "type": "array",
            "title": "Tags"
          },
          "hierarchical_structures": {
            "type": "string",
            "title": "Hierarchical Structures",
            "default": ""
          },
          "source_url": {
            "type": "string",
            "title": "Source Url",
            "default": ""
          },
          "conversation_id": {
            "type": "string",
            "title": "Conversation Id",
            "default": ""
          },
          "topics": {
            "items": {
              "type": "string"
            },
            "type": "array",
            "title": "Topics"
          },
          "steps": {
            "items": {
              "type": "string"
            },
            "type": "array",
            "title": "Steps"
          },
          "current_step": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "title": "Current Step"
          },
          "created_at": {
            "anyOf": [
              {
                "type": "string",
                "format": "date-time"
              },
              {
                "type": "null"
              }
            ],
            "title": "Created At"
          },
          "updated_at": {
            "anyOf": [
              {
                "type": "string",
                "format": "date-time"
              },
              {
                "type": "null"
              }
            ],
            "title": "Updated At"
          },
          "acl": {
            "additionalProperties": {
              "additionalProperties": {
                "type": "boolean"
              },
              "type": "object"
            },
            "type": "object",
            "title": "Acl"
          },
          "user_id": {
            "type": "string",
            "title": "User Id"
          },
          "workspace_id": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "title": "Workspace Id"
          },
          "source_document_id": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "title": "Source Document Id"
          },
          "source_message_id": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "title": "Source Message Id"
          },
          "page_number": {
            "anyOf": [
              {
                "type": "integer"
              },
              {
                "type": "null"
              }
            ],
            "title": "Page Number"
          },
          "total_pages": {
            "anyOf": [
              {
                "type": "integer"
              },
              {
                "type": "null"
              }
            ],
            "title": "Total Pages"
          },
          "file_url": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "title": "File Url"
          },
          "filename": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "title": "Filename"
          },
          "page": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "title": "Page"
          },
          "external_user_read_access": {
            "anyOf": [
              {
                "items": {
                  "type": "string"
                },
                "type": "array"
              },
              {
                "type": "null"
              }
            ],
            "title": "External User Read Access"
          },
          "external_user_write_access": {
            "anyOf": [
              {
                "items": {
                  "type": "string"
                },
                "type": "array"
              },
              {
                "type": "null"
              }
            ],
            "title": "External User Write Access"
          },
          "user_read_access": {
            "anyOf": [
              {
                "items": {
                  "type": "string"
                },
                "type": "array"
              },
              {
                "type": "null"
              }
            ],
            "title": "User Read Access"
          },
          "user_write_access": {
            "anyOf": [
              {
                "items": {
                  "type": "string"
                },
                "type": "array"
              },
              {
                "type": "null"
              }
            ],
            "title": "User Write Access"
          },
          "workspace_read_access": {
            "anyOf": [
              {
                "items": {
                  "type": "string"
                },
                "type": "array"
              },
              {
                "type": "null"
              }
            ],
            "title": "Workspace Read Access"
          },
          "workspace_write_access": {
            "anyOf": [
              {
                "items": {
                  "type": "string"
                },
                "type": "array"
              },
              {
                "type": "null"
              }
            ],
            "title": "Workspace Write Access"
          },
          "role_read_access": {
            "anyOf": [
              {
                "items": {
                  "type": "string"
                },
                "type": "array"
              },
              {
                "type": "null"
              }
            ],
            "title": "Role Read Access"
          },
          "role_write_access": {
            "anyOf": [
              {
                "items": {
                  "type": "string"
                },
                "type": "array"
              },
              {
                "type": "null"
              }
            ],
            "title": "Role Write Access"
          }
        },
        "additionalProperties": true,
        "type": "object",
        "required": [
          "id",
          "content",
          "type",
          "acl",
          "user_id"
        ],
        "title": "Memory",
        "description": "A memory item in the knowledge base"
      },
      "MemoryMetadata": {
        "properties": {
          "hierarchical_structures": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "title": "Hierarchical Structures",
            "description": "Hierarchical structures to enable navigation from broad topics to specific ones"
          },
          "createdAt": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "title": "Createdat",
            "description": "ISO datetime when the memory was created"
          },
          "location": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "title": "Location"
          },
          "topics": {
            "anyOf": [
              {
                "items": {
                  "type": "string"
                },
                "type": "array"
              },
              {
                "type": "null"
              }
            ],
            "title": "Topics"
          },
          "emoji tags": {
            "anyOf": [
              {
                "items": {
                  "type": "string"
                },
                "type": "array"
              },
              {
                "type": "null"
              }
            ],
            "title": "Emoji Tags"
          },
          "emotion tags": {
            "anyOf": [
              {
                "items": {
                  "type": "string"
                },
                "type": "array"
              },
              {
                "type": "null"
              }
            ],
            "title": "Emotion Tags"
          },
          "conversationId": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "title": "Conversationid"
          },
          "sourceUrl": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "title": "Sourceurl"
          },
          "user_id": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "title": "User Id"
          },
          "external_user_id": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "title": "External User Id"
          },
          "external_user_read_access": {
            "anyOf": [
              {
                "items": {
                  "type": "string"
                },
                "type": "array"
              },
              {
                "type": "null"
              }
            ],
            "title": "External User Read Access"
          },
          "external_user_write_access": {
            "anyOf": [
              {
                "items": {
                  "type": "string"
                },
                "type": "array"
              },
              {
                "type": "null"
              }
            ],
            "title": "External User Write Access"
          },
          "user_read_access": {
            "anyOf": [
              {
                "items": {
                  "type": "string"
                },
                "type": "array"
              },
              {
                "type": "null"
              }
            ],
            "title": "User Read Access"
          },
          "user_write_access": {
            "anyOf": [
              {
                "items": {
                  "type": "string"
                },
                "type": "array"
              },
              {
                "type": "null"
              }
            ],
            "title": "User Write Access"
          },
          "workspace_read_access": {
            "anyOf": [
              {
                "items": {
                  "type": "string"
                },
                "type": "array"
              },
              {
                "type": "null"
              }
            ],
            "title": "Workspace Read Access"
          },
          "workspace_write_access": {
            "anyOf": [
              {
                "items": {
                  "type": "string"
                },
                "type": "array"
              },
              {
                "type": "null"
              }
            ],
            "title": "Workspace Write Access"
          },
          "role_read_access": {
            "anyOf": [
              {
                "items": {
                  "type": "string"
                },
                "type": "array"
              },
              {
                "type": "null"
              }
            ],
            "title": "Role Read Access"
          },
          "role_write_access": {
            "anyOf": [
              {
                "items": {
                  "type": "string"
                },
                "type": "array"
              },
              {
                "type": "null"
              }
            ],
            "title": "Role Write Access"
          },
          "pageId": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "title": "Pageid"
          },
          "sourceType": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "title": "Sourcetype"
          },
          "workspace_id": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "title": "Workspace Id"
          },
          "sessionId": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "title": "Sessionid"
          },
          "post": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "title": "Post"
          },
          "userMessage": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "title": "Usermessage"
          },
          "assistantMessage": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "title": "Assistantmessage"
          },
          "relatedGoals": {
            "anyOf": [
              {
                "items": {
                  "type": "string"
                },
                "type": "array"
              },
              {
                "type": "null"
              }
            ],
            "title": "Relatedgoals"
          },
          "relatedUseCases": {
            "anyOf": [
              {
                "items": {
                  "type": "string"
                },
                "type": "array"
              },
              {
                "type": "null"
              }
            ],
            "title": "Relatedusecases"
          },
          "relatedSteps": {
            "anyOf": [
              {
                "items": {
                  "type": "string"
                },
                "type": "array"
              },
              {
                "type": "null"
              }
            ],
            "title": "Relatedsteps"
          },
          "goalClassificationScores": {
            "anyOf": [
              {
                "items": {
                  "type": "number"
                },
                "type": "array"
              },
              {
                "type": "null"
              }
            ],
            "title": "Goalclassificationscores"
          },
          "useCaseClassificationScores": {
            "anyOf": [
              {
                "items": {
                  "type": "number"
                },
                "type": "array"
              },
              {
                "type": "null"
              }
            ],
            "title": "Usecaseclassificationscores"
          },
          "stepClassificationScores": {
            "anyOf": [
              {
                "items": {
                  "type": "number"
                },
                "type": "array"
              },
              {
                "type": "null"
              }
            ],
            "title": "Stepclassificationscores"
          },
          "customMetadata": {
            "anyOf": [
              {
                "additionalProperties": {
                  "anyOf": [
                    {
                      "type": "string"
                    },
                    {
                      "type": "integer"
                    },
                    {
                      "type": "number"
                    },
                    {
                      "type": "boolean"
                    },
                    {
                      "items": {
                        "type": "string"
                      },
                      "type": "array"
                    }
                  ]
                },
                "type": "object"
              },
              {
                "type": "null"
              }
            ],
            "title": "Custommetadata",
            "description": "Optional object for arbitrary custom metadata fields. Only string, number, boolean, or list of strings allowed. Nested dicts are not allowed."
          }
        },
        "additionalProperties": true,
        "type": "object",
        "title": "MemoryMetadata",
        "description": "Metadata for memory request"
      },
      "MemoryType": {
        "type": "string",
        "enum": [
          "text",
          "code_snippet",
          "document"
        ],
        "title": "MemoryType",
        "description": "Valid memory types"
      },
      "Node": {
        "properties": {
          "label": {
            "$ref": "#/components/schemas/NodeLabel"
          },
          "properties": {
            "anyOf": [
              {
                "$ref": "#/components/schemas/PaprMemoryNodeProperties"
              },
              {
                "$ref": "#/components/schemas/PersonNodeProperties"
              },
              {
                "$ref": "#/components/schemas/CompanyNodeProperties"
              },
              {
                "$ref": "#/components/schemas/ProjectNodeProperties"
              },
              {
                "$ref": "#/components/schemas/TaskNodeProperties"
              },
              {
                "$ref": "#/components/schemas/InsightNodeProperties"
              },
              {
                "$ref": "#/components/schemas/MeetingNodeProperties"
              },
              {
                "$ref": "#/components/schemas/OpportunityNodeProperties"
              },
              {
                "$ref": "#/components/schemas/CodeNodeProperties"
              }
            ],
            "title": "Properties"
          }
        },
        "type": "object",
        "required": [
          "label",
          "properties"
        ],
        "title": "Node",
        "description": "Public-facing node structure matching our internal representation"
      },
      "NodeLabel": {
        "type": "string",
        "enum": [
          "Memory",
          "Person",
          "Company",
          "Project",
          "Task",
          "Insight",
          "Meeting",
          "Opportunity",
          "Code"
        ],
        "title": "NodeLabel"
      },
      "OpportunityNodeProperties": {
        "properties": {
          "user_read_access": {
            "anyOf": [
              {
                "items": {
                  "type": "string"
                },
                "type": "array"
              },
              {
                "type": "null"
              }
            ],
            "title": "User Read Access"
          },
          "user_write_access": {
            "anyOf": [
              {
                "items": {
                  "type": "string"
                },
                "type": "array"
              },
              {
                "type": "null"
              }
            ],
            "title": "User Write Access"
          },
          "workspace_read_access": {
            "anyOf": [
              {
                "items": {
                  "type": "string"
                },
                "type": "array"
              },
              {
                "type": "null"
              }
            ],
            "title": "Workspace Read Access"
          },
          "workspace_write_access": {
            "anyOf": [
              {
                "items": {
                  "type": "string"
                },
                "type": "array"
              },
              {
                "type": "null"
              }
            ],
            "title": "Workspace Write Access"
          },
          "role_read_access": {
            "anyOf": [
              {
                "items": {
                  "type": "string"
                },
                "type": "array"
              },
              {
                "type": "null"
              }
            ],
            "title": "Role Read Access"
          },
          "role_write_access": {
            "anyOf": [
              {
                "items": {
                  "type": "string"
                },
                "type": "array"
              },
              {
                "type": "null"
              }
            ],
            "title": "Role Write Access"
          },
          "external_user_read_access": {
            "anyOf": [
              {
                "items": {
                  "type": "string"
                },
                "type": "array"
              },
              {
                "type": "null"
              }
            ],
            "title": "External User Read Access"
          },
          "external_user_write_access": {
            "anyOf": [
              {
                "items": {
                  "type": "string"
                },
                "type": "array"
              },
              {
                "type": "null"
              }
            ],
            "title": "External User Write Access"
          },
          "workspace_id": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "title": "Workspace Id"
          },
          "user_id": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "title": "User Id"
          },
          "sourceType": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "title": "Sourcetype"
          },
          "sourceUrl": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "title": "Sourceurl"
          },
          "pageId": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "title": "Pageid"
          },
          "conversationId": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "title": "Conversationid"
          },
          "createdAt": {
            "anyOf": [
              {
                "type": "string",
                "format": "date-time"
              },
              {
                "type": "null"
              }
            ],
            "title": "Createdat"
          },
          "updatedAt": {
            "anyOf": [
              {
                "type": "string",
                "format": "date-time"
              },
              {
                "type": "null"
              }
            ],
            "title": "Updatedat"
          },
          "id": {
            "type": "string",
            "title": "Id"
          },
          "title": {
            "type": "string",
            "title": "Title"
          },
          "description": {
            "type": "string",
            "title": "Description"
          },
          "value": {
            "type": "number",
            "title": "Value"
          },
          "stage": {
            "type": "string",
            "enum": [
              "prospect",
              "lead",
              "opportunity",
              "won",
              "lost"
            ],
            "title": "Stage"
          },
          "close_date": {
            "type": "string",
            "title": "Close Date"
          },
          "probability": {
            "type": "number",
            "title": "Probability"
          },
          "next_steps": {
            "items": {
              "type": "string"
            },
            "type": "array",
            "title": "Next Steps"
          }
        },
        "additionalProperties": false,
        "type": "object",
        "required": [
          "id",
          "title",
          "description",
          "value",
          "stage",
          "close_date",
          "probability",
          "next_steps"
        ],
        "title": "OpportunityNodeProperties",
        "description": "Opportunity node properties"
      },
      "PaprMemoryNodeProperties": {
        "properties": {
          "user_read_access": {
            "anyOf": [
              {
                "items": {
                  "type": "string"
                },
                "type": "array"
              },
              {
                "type": "null"
              }
            ],
            "title": "User Read Access"
          },
          "user_write_access": {
            "anyOf": [
              {
                "items": {
                  "type": "string"
                },
                "type": "array"
              },
              {
                "type": "null"
              }
            ],
            "title": "User Write Access"
          },
          "workspace_read_access": {
            "anyOf": [
              {
                "items": {
                  "type": "string"
                },
                "type": "array"
              },
              {
                "type": "null"
              }
            ],
            "title": "Workspace Read Access"
          },
          "workspace_write_access": {
            "anyOf": [
              {
                "items": {
                  "type": "string"
                },
                "type": "array"
              },
              {
                "type": "null"
              }
            ],
            "title": "Workspace Write Access"
          },
          "role_read_access": {
            "anyOf": [
              {
                "items": {
                  "type": "string"
                },
                "type": "array"
              },
              {
                "type": "null"
              }
            ],
            "title": "Role Read Access"
          },
          "role_write_access": {
            "anyOf": [
              {
                "items": {
                  "type": "string"
                },
                "type": "array"
              },
              {
                "type": "null"
              }
            ],
            "title": "Role Write Access"
          },
          "external_user_read_access": {
            "anyOf": [
              {
                "items": {
                  "type": "string"
                },
                "type": "array"
              },
              {
                "type": "null"
              }
            ],
            "title": "External User Read Access"
          },
          "external_user_write_access": {
            "anyOf": [
              {
                "items": {
                  "type": "string"
                },
                "type": "array"
              },
              {
                "type": "null"
              }
            ],
            "title": "External User Write Access"
          },
          "workspace_id": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "title": "Workspace Id"
          },
          "user_id": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "title": "User Id"
          },
          "sourceType": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "title": "Sourcetype"
          },
          "sourceUrl": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "title": "Sourceurl"
          },
          "pageId": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "title": "Pageid"
          },
          "conversationId": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "title": "Conversationid"
          },
          "createdAt": {
            "anyOf": [
              {
                "type": "string",
                "format": "date-time"
              },
              {
                "type": "null"
              }
            ],
            "title": "Createdat"
          },
          "updatedAt": {
            "anyOf": [
              {
                "type": "string",
                "format": "date-time"
              },
              {
                "type": "null"
              }
            ],
            "title": "Updatedat"
          },
          "id": {
            "type": "string",
            "title": "Id"
          },
          "content": {
            "type": "string",
            "title": "Content"
          },
          "type": {
            "type": "string",
            "title": "Type"
          },
          "topics": {
            "items": {
              "type": "string"
            },
            "type": "array",
            "title": "Topics"
          },
          "emotion_tags": {
            "items": {
              "type": "string"
            },
            "type": "array",
            "title": "Emotion Tags"
          },
          "steps": {
            "items": {
              "type": "string"
            },
            "type": "array",
            "title": "Steps"
          },
          "current_step": {
            "type": "string",
            "title": "Current Step",
            "default": ""
          },
          "title": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "title": "Title"
          },
          "emoji_tags": {
            "anyOf": [
              {
                "items": {
                  "type": "string"
                },
                "type": "array"
              },
              {
                "type": "null"
              }
            ],
            "title": "Emoji Tags"
          },
          "hierarchical_structures": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "title": "Hierarchical Structures",
            "default": ""
          }
        },
        "additionalProperties": false,
        "type": "object",
        "required": [
          "id",
          "content",
          "type",
          "topics",
          "emotion_tags",
          "steps",
          "current_step"
        ],
        "title": "PaprMemoryNodeProperties",
        "description": "Memory node properties"
      },
      "ParsePointer": {
        "properties": {
          "objectId": {
            "type": "string",
            "title": "Objectid"
          },
          "__type": {
            "type": "string",
            "title": "Type",
            "default": "Pointer"
          },
          "className": {
            "type": "string",
            "title": "Classname"
          }
        },
        "additionalProperties": false,
        "type": "object",
        "required": [
          "objectId",
          "className"
        ],
        "title": "ParsePointer",
        "description": "A pointer to a Parse object"
      },
      "PersonNodeProperties": {
        "properties": {
          "user_read_access": {
            "anyOf": [
              {
                "items": {
                  "type": "string"
                },
                "type": "array"
              },
              {
                "type": "null"
              }
            ],
            "title": "User Read Access"
          },
          "user_write_access": {
            "anyOf": [
              {
                "items": {
                  "type": "string"
                },
                "type": "array"
              },
              {
                "type": "null"
              }
            ],
            "title": "User Write Access"
          },
          "workspace_read_access": {
            "anyOf": [
              {
                "items": {
                  "type": "string"
                },
                "type": "array"
              },
              {
                "type": "null"
              }
            ],
            "title": "Workspace Read Access"
          },
          "workspace_write_access": {
            "anyOf": [
              {
                "items": {
                  "type": "string"
                },
                "type": "array"
              },
              {
                "type": "null"
              }
            ],
            "title": "Workspace Write Access"
          },
          "role_read_access": {
            "anyOf": [
              {
                "items": {
                  "type": "string"
                },
                "type": "array"
              },
              {
                "type": "null"
              }
            ],
            "title": "Role Read Access"
          },
          "role_write_access": {
            "anyOf": [
              {
                "items": {
                  "type": "string"
                },
                "type": "array"
              },
              {
                "type": "null"
              }
            ],
            "title": "Role Write Access"
          },
          "external_user_read_access": {
            "anyOf": [
              {
                "items": {
                  "type": "string"
                },
                "type": "array"
              },
              {
                "type": "null"
              }
            ],
            "title": "External User Read Access"
          },
          "external_user_write_access": {
            "anyOf": [
              {
                "items": {
                  "type": "string"
                },
                "type": "array"
              },
              {
                "type": "null"
              }
            ],
            "title": "External User Write Access"
          },
          "workspace_id": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "title": "Workspace Id"
          },
          "user_id": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "title": "User Id"
          },
          "sourceType": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "title": "Sourcetype"
          },
          "sourceUrl": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "title": "Sourceurl"
          },
          "pageId": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "title": "Pageid"
          },
          "conversationId": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "title": "Conversationid"
          },
          "createdAt": {
            "anyOf": [
              {
                "type": "string",
                "format": "date-time"
              },
              {
                "type": "null"
              }
            ],
            "title": "Createdat"
          },
          "updatedAt": {
            "anyOf": [
              {
                "type": "string",
                "format": "date-time"
              },
              {
                "type": "null"
              }
            ],
            "title": "Updatedat"
          },
          "id": {
            "type": "string",
            "title": "Id"
          },
          "name": {
            "type": "string",
            "title": "Name"
          },
          "role": {
            "type": "string",
            "title": "Role"
          },
          "description": {
            "type": "string",
            "title": "Description"
          }
        },
        "additionalProperties": false,
        "type": "object",
        "required": [
          "id",
          "name",
          "role",
          "description"
        ],
        "title": "PersonNodeProperties",
        "description": "Person node properties"
      },
      "ProjectNodeProperties": {
        "properties": {
          "user_read_access": {
            "anyOf": [
              {
                "items": {
                  "type": "string"
                },
                "type": "array"
              },
              {
                "type": "null"
              }
            ],
            "title": "User Read Access"
          },
          "user_write_access": {
            "anyOf": [
              {
                "items": {
                  "type": "string"
                },
                "type": "array"
              },
              {
                "type": "null"
              }
            ],
            "title": "User Write Access"
          },
          "workspace_read_access": {
            "anyOf": [
              {
                "items": {
                  "type": "string"
                },
                "type": "array"
              },
              {
                "type": "null"
              }
            ],
            "title": "Workspace Read Access"
          },
          "workspace_write_access": {
            "anyOf": [
              {
                "items": {
                  "type": "string"
                },
                "type": "array"
              },
              {
                "type": "null"
              }
            ],
            "title": "Workspace Write Access"
          },
          "role_read_access": {
            "anyOf": [
              {
                "items": {
                  "type": "string"
                },
                "type": "array"
              },
              {
                "type": "null"
              }
            ],
            "title": "Role Read Access"
          },
          "role_write_access": {
            "anyOf": [
              {
                "items": {
                  "type": "string"
                },
                "type": "array"
              },
              {
                "type": "null"
              }
            ],
            "title": "Role Write Access"
          },
          "external_user_read_access": {
            "anyOf": [
              {
                "items": {
                  "type": "string"
                },
                "type": "array"
              },
              {
                "type": "null"
              }
            ],
            "title": "External User Read Access"
          },
          "external_user_write_access": {
            "anyOf": [
              {
                "items": {
                  "type": "string"
                },
                "type": "array"
              },
              {
                "type": "null"
              }
            ],
            "title": "External User Write Access"
          },
          "workspace_id": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "title": "Workspace Id"
          },
          "user_id": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "title": "User Id"
          },
          "sourceType": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "title": "Sourcetype"
          },
          "sourceUrl": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "title": "Sourceurl"
          },
          "pageId": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "title": "Pageid"
          },
          "conversationId": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "title": "Conversationid"
          },
          "createdAt": {
            "anyOf": [
              {
                "type": "string",
                "format": "date-time"
              },
              {
                "type": "null"
              }
            ],
            "title": "Createdat"
          },
          "updatedAt": {
            "anyOf": [
              {
                "type": "string",
                "format": "date-time"
              },
              {
                "type": "null"
              }
            ],
            "title": "Updatedat"
          },
          "id": {
            "type": "string",
            "title": "Id"
          },
          "name": {
            "type": "string",
            "title": "Name"
          },
          "type": {
            "type": "string",
            "title": "Type"
          },
          "description": {
            "type": "string",
            "title": "Description"
          }
        },
        "additionalProperties": false,
        "type": "object",
        "required": [
          "id",
          "name",
          "type",
          "description"
        ],
        "title": "ProjectNodeProperties",
        "description": "Project node properties"
      },
      "RelationshipItem": {
        "properties": {
          "relation_type": {
            "type": "string",
            "title": "Relation Type"
          },
          "related_item_id": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "title": "Related Item Id"
          },
          "relationship_type": {
            "anyOf": [
              {
                "$ref": "#/components/schemas/RelationshipType"
              },
              {
                "type": "null"
              }
            ]
          },
          "related_item_type": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "title": "Related Item Type",
            "description": "Legacy field - not used in processing",
            "default": "Memory"
          },
          "metadata": {
            "additionalProperties": true,
            "type": "object",
            "title": "Metadata"
          }
        },
        "additionalProperties": false,
        "type": "object",
        "required": [
          "relation_type"
        ],
        "title": "RelationshipItem",
        "description": "Relationship item for memory request"
      },
      "RelationshipType": {
        "type": "string",
        "enum": [
          "previous_memory_item_id",
          "all_previous_memory_items",
          "link_to_id"
        ],
        "title": "RelationshipType",
        "description": "Enum for relationship types"
      },
      "SearchRequest": {
        "properties": {
          "query": {
            "type": "string",
            "title": "Query",
            "description": "Detailed search query describing what you're looking for. For best results, write 2-3 sentences that include specific details, context, and time frame. Examples: 'Find recurring customer complaints about API performance from the last month. Focus on issues where customers specifically mentioned timeout errors or slow response times in their conversations.' 'What are the main issues and blockers in my current projects? Focus on technical challenges and timeline impacts.' 'Find insights about team collaboration and communication patterns from recent meetings and discussions.'",
            "examples": [
              "Show me the most critical customer pain points from my recent conversations. Focus on issues that multiple customers have mentioned and any specific feature requests or workflow improvements they've suggested.",
              "What are the main issues and blockers in my current projects? Focus on technical challenges and timeline impacts.",
              "Find insights about team collaboration and communication patterns from recent meetings and discussions."
            ]
          },
          "rank_results": {
            "type": "boolean",
            "title": "Rank Results",
            "description": "Whether to enable additional ranking of search results. Default is false because results are already ranked when using an LLM for search (recommended approach). Only enable this if you're not using an LLM in your search pipeline and need additional result ranking.",
            "default": false
          },
          "enable_agentic_graph": {
            "type": "boolean",
            "title": "Enable Agentic Graph",
            "description": "HIGHLY RECOMMENDED: Enable agentic graph search for intelligent, context-aware results. When enabled, the system can understand ambiguous references by first identifying specific entities from your memory graph, then performing targeted searches. Examples: 'customer feedback' → identifies your customers first, then finds their specific feedback; 'project issues' → identifies your projects first, then finds related issues; 'team meeting notes' → identifies team members first, then finds meeting notes. This provides much more relevant and comprehensive results. Set to false only if you need faster, simpler keyword-based search.",
            "default": false
          },
          "user_id": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "title": "User Id",
            "description": "Optional internal user ID to filter search results by a specific user. If not provided, results are not filtered by user. If both user_id and external_user_id are provided, user_id takes precedence."
          },
          "external_user_id": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "title": "External User Id",
            "description": "Optional external user ID to filter search results by a specific external user. If both user_id and external_user_id are provided, user_id takes precedence."
          },
          "metadata": {
            "anyOf": [
              {
                "$ref": "#/components/schemas/MemoryMetadata"
              },
              {
                "type": "null"
              }
            ],
            "description": "Optional metadata filter. Any field in MemoryMetadata (including custom fields) can be used for filtering."
          }
        },
        "type": "object",
        "required": [
          "query"
        ],
        "title": "SearchRequest",
        "description": "Search request parameters",
        "example": {
          "enable_agentic_graph": true,
          "external_user_id": "external_abc",
          "metadata": {
            "customMetadata": {
              "priority": "high"
            },
            "location": "US",
            "topics": "API performance"
          },
          "query": "Find recurring customer complaints about API performance from the last month. Focus on issues that multiple customers have mentioned and any specific feature requests or workflow improvements they've suggested.",
          "rank_results": false,
          "user_id": "user123"
        }
      },
      "SearchResponse": {
        "properties": {
          "code": {
            "type": "integer",
            "title": "Code",
            "description": "HTTP status code",
            "default": 200
          },
          "status": {
            "type": "string",
            "title": "Status",
            "description": "'success' or 'error'",
            "default": "success"
          },
          "data": {
            "anyOf": [
              {
                "$ref": "#/components/schemas/SearchResult"
              },
              {
                "type": "null"
              }
            ],
            "description": "Search results if successful"
          },
          "error": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "title": "Error",
            "description": "Error message if failed"
          },
          "details": {
            "anyOf": [
              {},
              {
                "type": "null"
              }
            ],
            "title": "Details",
            "description": "Additional error details or context"
          },
          "search_id": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "title": "Search Id",
            "description": "Unique identifier for this search query, maps to QueryLog objectId in Parse Server"
          }
        },
        "type": "object",
        "title": "SearchResponse",
        "example": {
          "code": 200,
          "data": {
            "memories": [],
            "nodes": []
          },
          "search_id": "abc123def456",
          "status": "success"
        }
      },
      "SearchResult": {
        "properties": {
          "memories": {
            "items": {
              "$ref": "#/components/schemas/Memory"
            },
            "type": "array",
            "title": "Memories"
          },
          "nodes": {
            "items": {
              "$ref": "#/components/schemas/Node"
            },
            "type": "array",
            "title": "Nodes"
          }
        },
        "type": "object",
        "required": [
          "memories",
          "nodes"
        ],
        "title": "SearchResult",
        "description": "Return type for SearchResult"
      },
      "SystemUpdateStatus": {
        "properties": {
          "pinecone": {
            "type": "boolean",
            "title": "Pinecone",
            "default": false
          },
          "neo4j": {
            "type": "boolean",
            "title": "Neo4J",
            "default": false
          },
          "parse": {
            "type": "boolean",
            "title": "Parse",
            "default": false
          }
        },
        "type": "object",
        "title": "SystemUpdateStatus",
        "description": "Status of update operation for each system"
      },
      "TaskNodeProperties": {
        "properties": {
          "user_read_access": {
            "anyOf": [
              {
                "items": {
                  "type": "string"
                },
                "type": "array"
              },
              {
                "type": "null"
              }
            ],
            "title": "User Read Access"
          },
          "user_write_access": {
            "anyOf": [
              {
                "items": {
                  "type": "string"
                },
                "type": "array"
              },
              {
                "type": "null"
              }
            ],
            "title": "User Write Access"
          },
          "workspace_read_access": {
            "anyOf": [
              {
                "items": {
                  "type": "string"
                },
                "type": "array"
              },
              {
                "type": "null"
              }
            ],
            "title": "Workspace Read Access"
          },
          "workspace_write_access": {
            "anyOf": [
              {
                "items": {
                  "type": "string"
                },
                "type": "array"
              },
              {
                "type": "null"
              }
            ],
            "title": "Workspace Write Access"
          },
          "role_read_access": {
            "anyOf": [
              {
                "items": {
                  "type": "string"
                },
                "type": "array"
              },
              {
                "type": "null"
              }
            ],
            "title": "Role Read Access"
          },
          "role_write_access": {
            "anyOf": [
              {
                "items": {
                  "type": "string"
                },
                "type": "array"
              },
              {
                "type": "null"
              }
            ],
            "title": "Role Write Access"
          },
          "external_user_read_access": {
            "anyOf": [
              {
                "items": {
                  "type": "string"
                },
                "type": "array"
              },
              {
                "type": "null"
              }
            ],
            "title": "External User Read Access"
          },
          "external_user_write_access": {
            "anyOf": [
              {
                "items": {
                  "type": "string"
                },
                "type": "array"
              },
              {
                "type": "null"
              }
            ],
            "title": "External User Write Access"
          },
          "workspace_id": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "title": "Workspace Id"
          },
          "user_id": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "title": "User Id"
          },
          "sourceType": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "title": "Sourcetype"
          },
          "sourceUrl": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "title": "Sourceurl"
          },
          "pageId": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "title": "Pageid"
          },
          "conversationId": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "title": "Conversationid"
          },
          "createdAt": {
            "anyOf": [
              {
                "type": "string",
                "format": "date-time"
              },
              {
                "type": "null"
              }
            ],
            "title": "Createdat"
          },
          "updatedAt": {
            "anyOf": [
              {
                "type": "string",
                "format": "date-time"
              },
              {
                "type": "null"
              }
            ],
            "title": "Updatedat"
          },
          "id": {
            "type": "string",
            "title": "Id"
          },
          "title": {
            "type": "string",
            "title": "Title"
          },
          "description": {
            "type": "string",
            "title": "Description"
          },
          "status": {
            "type": "string",
            "enum": [
              "new",
              "in_progress",
              "completed"
            ],
            "title": "Status"
          },
          "type": {
            "type": "string",
            "enum": [
              "task",
              "subtask",
              "bug",
              "feature_request",
              "epic",
              "support_ticket"
            ],
            "title": "Type"
          },
          "priority": {
            "anyOf": [
              {
                "$ref": "#/components/schemas/TaskPriority"
              },
              {
                "type": "null"
              }
            ],
            "default": "medium"
          },
          "date": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "format": "date-time",
            "title": "Date",
            "description": "Due date for the task in ISO 8601 format"
          }
        },
        "additionalProperties": false,
        "type": "object",
        "required": [
          "id",
          "title",
          "description",
          "status",
          "type"
        ],
        "title": "TaskNodeProperties",
        "description": "Task node properties"
      },
      "TaskPriority": {
        "type": "string",
        "enum": [
          "low",
          "medium",
          "high",
          "urgent"
        ],
        "title": "TaskPriority"
      },
      "TokenResponse": {
        "properties": {
          "access_token": {
            "type": "string",
            "title": "Access Token",
            "description": "OAuth2 access token"
          },
          "token_type": {
            "type": "string",
            "title": "Token Type",
            "description": "Token type",
            "default": "Bearer"
          },
          "expires_in": {
            "type": "integer",
            "title": "Expires In",
            "description": "Token expiration time in seconds"
          },
          "refresh_token": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "title": "Refresh Token",
            "description": "Refresh token for getting new access tokens"
          },
          "scope": {
            "type": "string",
            "title": "Scope",
            "description": "OAuth2 scopes granted"
          },
          "user_id": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "title": "User Id",
            "description": "User ID from Auth0"
          },
          "message": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "title": "Message",
            "description": "Additional message or status"
          }
        },
        "type": "object",
        "required": [
          "access_token",
          "expires_in",
          "scope"
        ],
        "title": "TokenResponse",
        "description": "Response model for OAuth2 token endpoint"
      },
      "UpdateMemoryItem": {
        "properties": {
          "objectId": {
            "type": "string",
            "title": "Objectid"
          },
          "memoryId": {
            "type": "string",
            "title": "Memoryid"
          },
          "content": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "title": "Content",
            "default": ""
          },
          "updatedAt": {
            "type": "string",
            "format": "date-time",
            "title": "Updatedat"
          },
          "memoryChunkIds": {
            "anyOf": [
              {
                "items": {
                  "type": "string"
                },
                "type": "array"
              },
              {
                "type": "null"
              }
            ],
            "title": "Memorychunkids",
            "default": [
              []
            ]
          },
          "metadata": {
            "anyOf": [
              {
                "$ref": "#/components/schemas/MemoryMetadata"
              },
              {
                "type": "null"
              }
            ]
          }
        },
        "additionalProperties": false,
        "type": "object",
        "required": [
          "objectId",
          "memoryId",
          "updatedAt"
        ],
        "title": "UpdateMemoryItem",
        "description": "Model for a single updated memory item"
      },
      "UpdateMemoryRequest": {
        "properties": {
          "content": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "title": "Content",
            "description": "The new content of the memory item"
          },
          "type": {
            "anyOf": [
              {
                "$ref": "#/components/schemas/MemoryType"
              },
              {
                "type": "null"
              }
            ],
            "description": "Content type of the memory item"
          },
          "metadata": {
            "anyOf": [
              {
                "$ref": "#/components/schemas/MemoryMetadata"
              },
              {
                "type": "null"
              }
            ],
            "description": "Updated metadata for Neo4J and Pinecone"
          },
          "context": {
            "anyOf": [
              {
                "items": {
                  "$ref": "#/components/schemas/ContextItem"
                },
                "type": "array"
              },
              {
                "type": "null"
              }
            ],
            "title": "Context",
            "description": "Updated context for the memory item"
          },
          "relationships_json": {
            "anyOf": [
              {
                "items": {
                  "$ref": "#/components/schemas/RelationshipItem"
                },
                "type": "array"
              },
              {
                "type": "null"
              }
            ],
            "title": "Relationships Json",
            "description": "Updated relationships for Graph DB (neo4J)"
          }
        },
        "additionalProperties": false,
        "type": "object",
        "title": "UpdateMemoryRequest",
        "description": "Request model for updating an existing memory",
        "example": {
          "content": "Updated meeting notes from the product planning session",
          "context": [
            {
              "content": "Let's update the Q2 product roadmap",
              "role": "user"
            },
            {
              "content": "I'll help you update the roadmap. What changes would you like to make?",
              "role": "assistant"
            }
          ],
          "metadata": {
            "emoji tags": "📊,💡,📝,✨",
            "emotion tags": "focused, productive, satisfied",
            "hierarchical structures": "Business/Planning/Product/Updates",
            "topics": "product, planning, updates"
          },
          "relationships_json": [
            {
              "metadata": {
                "relevance": "high"
              },
              "related_item_id": "previous_memory_item_id",
              "related_item_type": "TextMemoryItem",
              "relation_type": "updates"
            }
          ],
          "type": "text"
        }
      },
      "UpdateMemoryResponse": {
        "properties": {
          "code": {
            "type": "integer",
            "title": "Code",
            "description": "HTTP status code",
            "default": 200
          },
          "status": {
            "type": "string",
            "title": "Status",
            "description": "'success' or 'error'",
            "default": "success"
          },
          "memory_items": {
            "anyOf": [
              {
                "items": {
                  "$ref": "#/components/schemas/UpdateMemoryItem"
                },
                "type": "array"
              },
              {
                "type": "null"
              }
            ],
            "title": "Memory Items",
            "description": "List of updated memory items if successful"
          },
          "error": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "title": "Error",
            "description": "Error message if failed"
          },
          "details": {
            "anyOf": [
              {},
              {
                "type": "null"
              }
            ],
            "title": "Details",
            "description": "Additional error details or context"
          },
          "message": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "title": "Message",
            "description": "Status message"
          },
          "status_obj": {
            "anyOf": [
              {
                "$ref": "#/components/schemas/SystemUpdateStatus"
              },
              {
                "type": "null"
              }
            ],
            "description": "System update status (pinecone, neo4j, parse)"
          }
        },
        "additionalProperties": false,
        "type": "object",
        "title": "UpdateMemoryResponse",
        "description": "Unified response model for update_memory API endpoint (success or error)."
      },
      "UpdateUserRequest": {
        "properties": {
          "email": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "title": "Email"
          },
          "external_id": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "title": "External Id"
          },
          "metadata": {
            "anyOf": [
              {
                "additionalProperties": true,
                "type": "object"
              },
              {
                "type": "null"
              }
            ],
            "title": "Metadata"
          },
          "type": {
            "anyOf": [
              {
                "$ref": "#/components/schemas/UserType"
              },
              {
                "type": "null"
              }
            ]
          }
        },
        "type": "object",
        "title": "UpdateUserRequest",
        "description": "Request model for updating a user",
        "example": {
          "email": "updated.user@example.com",
          "external_id": "updated_user_123",
          "metadata": {
            "name": "Updated User",
            "preferences": {
              "theme": "light"
            }
          },
          "type": "developerUser"
        }
      },
      "UserInfoResponse": {
        "properties": {
          "user_id": {
            "type": "string",
            "title": "User Id",
            "description": "Internal user ID"
          },
          "sessionToken": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "title": "Sessiontoken",
            "description": "Session token for API access"
          },
          "imageUrl": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "title": "Imageurl",
            "description": "User profile image URL"
          },
          "displayName": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "title": "Displayname",
            "description": "User display name"
          },
          "email": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "title": "Email",
            "description": "User email address"
          },
          "message": {
            "type": "string",
            "title": "Message",
            "description": "Authentication status message",
            "default": "You are authenticated!"
          }
        },
        "type": "object",
        "required": [
          "user_id"
        ],
        "title": "UserInfoResponse",
        "description": "Response model for /me endpoint"
      },
      "UserListResponse": {
        "properties": {
          "code": {
            "type": "integer",
            "title": "Code",
            "description": "HTTP status code"
          },
          "status": {
            "type": "string",
            "title": "Status",
            "description": "'success' or 'error'"
          },
          "data": {
            "anyOf": [
              {
                "items": {
                  "$ref": "#/components/schemas/UserResponse"
                },
                "type": "array"
              },
              {
                "type": "null"
              }
            ],
            "title": "Data"
          },
          "total": {
            "anyOf": [
              {
                "type": "integer"
              },
              {
                "type": "null"
              }
            ],
            "title": "Total"
          },
          "page": {
            "anyOf": [
              {
                "type": "integer"
              },
              {
                "type": "null"
              }
            ],
            "title": "Page"
          },
          "page_size": {
            "anyOf": [
              {
                "type": "integer"
              },
              {
                "type": "null"
              }
            ],
            "title": "Page Size"
          },
          "error": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "title": "Error"
          },
          "details": {
            "anyOf": [
              {},
              {
                "type": "null"
              }
            ],
            "title": "Details"
          }
        },
        "type": "object",
        "required": [
          "code",
          "status"
        ],
        "title": "UserListResponse",
        "example": {
          "code": 200,
          "data": [
            {
              "created_at": "2024-03-20T10:00:00Z",
              "email": "user1@example.com",
              "external_id": "user123",
              "metadata": {
                "name": "John Doe",
                "preferences": {
                  "theme": "dark"
                }
              },
              "updated_at": "2024-03-20T10:00:00Z",
              "user_id": "abc123"
            }
          ],
          "page": 1,
          "page_size": 10,
          "status": "success",
          "total": 1
        }
      },
      "UserResponse": {
        "properties": {
          "code": {
            "type": "integer",
            "title": "Code",
            "description": "HTTP status code"
          },
          "status": {
            "type": "string",
            "title": "Status",
            "description": "'success' or 'error'"
          },
          "user_id": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "title": "User Id"
          },
          "email": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "title": "Email"
          },
          "external_id": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "title": "External Id"
          },
          "metadata": {
            "anyOf": [
              {
                "additionalProperties": true,
                "type": "object"
              },
              {
                "type": "null"
              }
            ],
            "title": "Metadata"
          },
          "created_at": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "title": "Created At"
          },
          "updated_at": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "title": "Updated At"
          },
          "error": {
            "anyOf": [
              {
                "type": "string"
              },
              {
                "type": "null"
              }
            ],
            "title": "Error"
          },
          "details": {
            "anyOf": [
              {},
              {
                "type": "null"
              }
            ],
            "title": "Details"
          }
        },
        "type": "object",
        "required": [
          "code",
          "status"
        ],
        "title": "UserResponse",
        "description": "Response model for user operations",
        "example": {
          "code": 200,
          "created_at": "2024-03-20T10:00:00Z",
          "email": "user@example.com",
          "external_id": "user123",
          "metadata": {
            "name": "John Doe",
            "preferences": {
              "theme": "dark"
            }
          },
          "status": "success",
          "updated_at": "2024-03-20T10:00:00Z",
          "user_id": "abc123"
        }
      },
      "UserType": {
        "type": "string",
        "enum": [
          "developerUser",
          "user",
          "agent"
        ],
        "title": "UserType"
      },
      "ValidationError": {
        "properties": {
          "loc": {
            "items": {
              "anyOf": [
                {
                  "type": "string"
                },
                {
                  "type": "integer"
                }
              ]
            },
            "type": "array",
            "title": "Location"
          },
          "msg": {
            "type": "string",
            "title": "Message"
          },
          "type": {
            "type": "string",
            "title": "Error Type"
          }
        },
        "type": "object",
        "required": [
          "loc",
          "msg",
          "type"
        ],
        "title": "ValidationError"
      }
    },
    "securitySchemes": {
      "Bearer": {
        "type": "http",
        "scheme": "bearer",
        "bearerFormat": "JWT"
      }
    }
  }
}