import hashlib import logging import os import warnings from functools import wraps from typing import Any, Dict, List, Optional import httpx import requests from mem0.memory.setup import get_user_id, setup_config from mem0.memory.telemetry import capture_client_event logger = logging.getLogger(__name__) warnings.filterwarnings("default", category=DeprecationWarning) # Setup user config setup_config() class APIError(Exception): """Exception raised for errors in the API.""" pass def api_error_handler(func): """Decorator to handle API errors consistently.""" @wraps(func) def wrapper(*args, **kwargs): try: return func(*args, **kwargs) except httpx.HTTPStatusError as e: logger.error(f"HTTP error occurred: {e}") raise APIError(f"API request failed: {e.response.text}") except httpx.RequestError as e: logger.error(f"Request error occurred: {e}") raise APIError(f"Request failed: {str(e)}") return wrapper class MemoryClient: """Client for interacting with the Mem0 API. This class provides methods to create, retrieve, search, and delete memories using the Mem0 API. Attributes: api_key (str): The API key for authenticating with the Mem0 API. host (str): The base URL for the Mem0 API. client (httpx.Client): The HTTP client used for making API requests. org_id (str, optional): Organization ID. project_id (str, optional): Project ID. user_id (str): Unique identifier for the user. """ def __init__( self, api_key: Optional[str] = None, host: Optional[str] = None, org_id: Optional[str] = None, project_id: Optional[str] = None, client: Optional[httpx.Client] = None, ): """Initialize the MemoryClient. Args: api_key: The API key for authenticating with the Mem0 API. If not provided, it will attempt to use the MEM0_API_KEY environment variable. host: The base URL for the Mem0 API. Defaults to "https://api.mem0.ai". org_id: The ID of the organization. project_id: The ID of the project. client: A custom httpx.Client instance. If provided, it will be used instead of creating a new one. Note that base_url and headers will be set/overridden as needed. Raises: ValueError: If no API key is provided or found in the environment. """ self.api_key = api_key or os.getenv("MEM0_API_KEY") self.host = host or "https://api.mem0.ai" self.org_id = org_id self.project_id = project_id self.user_id = get_user_id() if not self.api_key: raise ValueError("Mem0 API Key not provided. Please provide an API Key.") # Create MD5 hash of API key for user_id self.user_id = hashlib.md5(self.api_key.encode()).hexdigest() if client is not None: self.client = client # Ensure the client has the correct base_url and headers self.client.base_url = httpx.URL(self.host) self.client.headers.update({"Authorization": f"Token {self.api_key}", "Mem0-User-ID": self.user_id}) else: self.client = httpx.Client( base_url=self.host, headers={"Authorization": f"Token {self.api_key}", "Mem0-User-ID": self.user_id}, timeout=300, ) self.user_email = self._validate_api_key() capture_client_event("client.init", self, {"sync_type": "sync"}) def _validate_api_key(self): """Validate the API key by making a test request.""" try: params = self._prepare_params() response = self.client.get("/v1/ping/", params=params) data = response.json() response.raise_for_status() if data.get("org_id") and data.get("project_id"): self.org_id = data.get("org_id") self.project_id = data.get("project_id") return data.get("user_email") except httpx.HTTPStatusError as e: try: error_data = e.response.json() error_message = error_data.get("detail", str(e)) except Exception: error_message = str(e) raise ValueError(f"Error: {error_message}") @api_error_handler def add(self, messages: List[Dict[str, str]], **kwargs) -> Dict[str, Any]: """Add a new memory. Args: messages: A list of message dictionaries. **kwargs: Additional parameters such as user_id, agent_id, app_id, metadata, filters. Returns: A dictionary containing the API response. Raises: APIError: If the API request fails. """ kwargs = self._prepare_params(kwargs) if kwargs.get("output_format") != "v1.1": kwargs["output_format"] = "v1.1" warnings.warn( "output_format='v1.0' is deprecated therefore setting it to 'v1.1' by default." "Check out the docs for more information: https://docs.mem0.ai/platform/quickstart#4-1-create-memories", DeprecationWarning, stacklevel=2, ) kwargs["version"] = "v2" payload = self._prepare_payload(messages, kwargs) response = self.client.post("/v1/memories/", json=payload) response.raise_for_status() if "metadata" in kwargs: del kwargs["metadata"] capture_client_event("client.add", self, {"keys": list(kwargs.keys()), "sync_type": "sync"}) return response.json() @api_error_handler def get(self, memory_id: str) -> Dict[str, Any]: """Retrieve a specific memory by ID. Args: memory_id: The ID of the memory to retrieve. Returns: A dictionary containing the memory data. Raises: APIError: If the API request fails. """ params = self._prepare_params() response = self.client.get(f"/v1/memories/{memory_id}/", params=params) response.raise_for_status() capture_client_event("client.get", self, {"memory_id": memory_id, "sync_type": "sync"}) return response.json() @api_error_handler def get_all(self, version: str = "v1", **kwargs) -> List[Dict[str, Any]]: """Retrieve all memories, with optional filtering. Args: version: The API version to use for the search endpoint. **kwargs: Optional parameters for filtering (user_id, agent_id, app_id, top_k). Returns: A list of dictionaries containing memories. Raises: APIError: If the API request fails. """ params = self._prepare_params(kwargs) if version == "v1": response = self.client.get(f"/{version}/memories/", params=params) elif version == "v2": if "page" in params and "page_size" in params: query_params = {"page": params.pop("page"), "page_size": params.pop("page_size")} response = self.client.post(f"/{version}/memories/", json=params, params=query_params) else: response = self.client.post(f"/{version}/memories/", json=params) response.raise_for_status() if "metadata" in kwargs: del kwargs["metadata"] capture_client_event( "client.get_all", self, {"api_version": version, "keys": list(kwargs.keys()), "sync_type": "sync"}, ) return response.json() @api_error_handler def search(self, query: str, version: str = "v1", **kwargs) -> List[Dict[str, Any]]: """Search memories based on a query. Args: query: The search query string. version: The API version to use for the search endpoint. **kwargs: Additional parameters such as user_id, agent_id, app_id, top_k, filters. Returns: A list of dictionaries containing search results. Raises: APIError: If the API request fails. """ payload = {"query": query} params = self._prepare_params(kwargs) payload.update(params) response = self.client.post(f"/{version}/memories/search/", json=payload) response.raise_for_status() if "metadata" in kwargs: del kwargs["metadata"] capture_client_event( "client.search", self, {"api_version": version, "keys": list(kwargs.keys()), "sync_type": "sync"} ) return response.json() @api_error_handler def update(self, memory_id: str, data: str) -> Dict[str, Any]: """ Update a memory by ID. Args: memory_id (str): Memory ID. data (str): Data to update in the memory. Returns: Dict[str, Any]: The response from the server. """ capture_client_event("client.update", self, {"memory_id": memory_id, "sync_type": "sync"}) params = self._prepare_params() response = self.client.put(f"/v1/memories/{memory_id}/", json={"text": data}, params=params) response.raise_for_status() return response.json() @api_error_handler def delete(self, memory_id: str) -> Dict[str, Any]: """Delete a specific memory by ID. Args: memory_id: The ID of the memory to delete. Returns: A dictionary containing the API response. Raises: APIError: If the API request fails. """ params = self._prepare_params() response = self.client.delete(f"/v1/memories/{memory_id}/", params=params) response.raise_for_status() capture_client_event("client.delete", self, {"memory_id": memory_id, "sync_type": "sync"}) return response.json() @api_error_handler def delete_all(self, **kwargs) -> Dict[str, str]: """Delete all memories, with optional filtering. Args: **kwargs: Optional parameters for filtering (user_id, agent_id, app_id). Returns: A dictionary containing the API response. Raises: APIError: If the API request fails. """ params = self._prepare_params(kwargs) response = self.client.delete("/v1/memories/", params=params) response.raise_for_status() capture_client_event("client.delete_all", self, {"keys": list(kwargs.keys()), "sync_type": "sync"}) return response.json() @api_error_handler def history(self, memory_id: str) -> List[Dict[str, Any]]: """Retrieve the history of a specific memory. Args: memory_id: The ID of the memory to retrieve history for. Returns: A list of dictionaries containing the memory history. Raises: APIError: If the API request fails. """ params = self._prepare_params() response = self.client.get(f"/v1/memories/{memory_id}/history/", params=params) response.raise_for_status() capture_client_event("client.history", self, {"memory_id": memory_id, "sync_type": "sync"}) return response.json() @api_error_handler def users(self) -> Dict[str, Any]: """Get all users, agents, and sessions for which memories exist.""" params = self._prepare_params() response = self.client.get("/v1/entities/", params=params) response.raise_for_status() capture_client_event("client.users", self, {"sync_type": "sync"}) return response.json() @api_error_handler def delete_users( self, user_id: Optional[str] = None, agent_id: Optional[str] = None, app_id: Optional[str] = None, run_id: Optional[str] = None, ) -> Dict[str, str]: """Delete specific entities or all entities if no filters provided. Args: user_id: Optional user ID to delete specific user agent_id: Optional agent ID to delete specific agent app_id: Optional app ID to delete specific app run_id: Optional run ID to delete specific run Returns: Dict with success message Raises: ValueError: If specified entity not found APIError: If deletion fails """ if user_id: to_delete = [{"type": "user", "name": user_id}] elif agent_id: to_delete = [{"type": "agent", "name": agent_id}] elif app_id: to_delete = [{"type": "app", "name": app_id}] elif run_id: to_delete = [{"type": "run", "name": run_id}] else: entities = self.users() # Filter entities based on provided IDs using list comprehension to_delete = [{"type": entity["type"], "name": entity["name"]} for entity in entities["results"]] params = self._prepare_params() if not to_delete: raise ValueError("No entities to delete") # Delete entities and check response immediately for entity in to_delete: response = self.client.delete(f"/v2/entities/{entity['type']}/{entity['name']}/", params=params) response.raise_for_status() capture_client_event( "client.delete_users", self, {"user_id": user_id, "agent_id": agent_id, "app_id": app_id, "run_id": run_id, "sync_type": "sync"}, ) return { "message": "Entity deleted successfully." if (user_id or agent_id or app_id or run_id) else "All users, agents, apps and runs deleted." } @api_error_handler def reset(self) -> Dict[str, str]: """Reset the client by deleting all users and memories. This method deletes all users, agents, sessions, and memories associated with the client. Returns: Dict[str, str]: Message client reset successful. Raises: APIError: If the API request fails. """ # Delete all users, agents, and sessions # This will also delete the memories self.delete_users() capture_client_event("client.reset", self, {"sync_type": "sync"}) return {"message": "Client reset successful. All users and memories deleted."} @api_error_handler def batch_update(self, memories: List[Dict[str, Any]]) -> Dict[str, Any]: """Batch update memories. Args: memories: List of memory dictionaries to update. Each dictionary must contain: - memory_id (str): ID of the memory to update - text (str): New text content for the memory Returns: str: Message indicating the success of the batch update. Raises: APIError: If the API request fails. """ response = self.client.put("/v1/batch/", json={"memories": memories}) response.raise_for_status() capture_client_event("client.batch_update", self, {"sync_type": "sync"}) return response.json() @api_error_handler def batch_delete(self, memories: List[Dict[str, Any]]) -> Dict[str, Any]: """Batch delete memories. Args: memories: List of memory dictionaries to delete. Each dictionary must contain: - memory_id (str): ID of the memory to delete Returns: str: Message indicating the success of the batch deletion. Raises: APIError: If the API request fails. """ response = self.client.request("DELETE", "/v1/batch/", json={"memories": memories}) response.raise_for_status() capture_client_event("client.batch_delete", self, {"sync_type": "sync"}) return response.json() @api_error_handler def create_memory_export(self, schema: str, **kwargs) -> Dict[str, Any]: """Create a memory export with the provided schema. Args: schema: JSON schema defining the export structure **kwargs: Optional filters like user_id, run_id, etc. Returns: Dict containing export request ID and status message """ response = self.client.post("/v1/exports/", json={"schema": schema, **self._prepare_params(kwargs)}) response.raise_for_status() capture_client_event( "client.create_memory_export", self, {"schema": schema, "keys": list(kwargs.keys()), "sync_type": "sync"} ) return response.json() @api_error_handler def get_memory_export(self, **kwargs) -> Dict[str, Any]: """Get a memory export. Args: **kwargs: Filters like user_id to get specific export Returns: Dict containing the exported data """ response = self.client.post("/v1/exports/get/", json=self._prepare_params(kwargs)) response.raise_for_status() capture_client_event("client.get_memory_export", self, {"keys": list(kwargs.keys()), "sync_type": "sync"}) return response.json() @api_error_handler def get_project(self, fields: Optional[List[str]] = None) -> Dict[str, Any]: """Get instructions or categories for the current project. Args: fields: List of fields to retrieve Returns: Dictionary containing the requested fields. Raises: APIError: If the API request fails. ValueError: If org_id or project_id are not set. """ if not (self.org_id and self.project_id): raise ValueError("org_id and project_id must be set to access instructions or categories") params = self._prepare_params({"fields": fields}) response = self.client.get( f"/api/v1/orgs/organizations/{self.org_id}/projects/{self.project_id}/", params=params, ) response.raise_for_status() capture_client_event("client.get_project_details", self, {"fields": fields, "sync_type": "sync"}) return response.json() @api_error_handler def update_project( self, custom_instructions: Optional[str] = None, custom_categories: Optional[List[str]] = None, retrieval_criteria: Optional[List[Dict[str, Any]]] = None, enable_graph: Optional[bool] = None, version: Optional[str] = None, ) -> Dict[str, Any]: """Update the project settings. Args: custom_instructions: New instructions for the project custom_categories: New categories for the project retrieval_criteria: New retrieval criteria for the project enable_graph: Enable or disable the graph for the project version: Version of the project Returns: Dictionary containing the API response. Raises: APIError: If the API request fails. ValueError: If org_id or project_id are not set. """ if not (self.org_id and self.project_id): raise ValueError("org_id and project_id must be set to update instructions or categories") if ( custom_instructions is None and custom_categories is None and retrieval_criteria is None and enable_graph is None and version is None ): raise ValueError( "Currently we only support updating custom_instructions or custom_categories or retrieval_criteria, so you must provide at least one of them" ) payload = self._prepare_params( { "custom_instructions": custom_instructions, "custom_categories": custom_categories, "retrieval_criteria": retrieval_criteria, "enable_graph": enable_graph, "version": version, } ) response = self.client.patch( f"/api/v1/orgs/organizations/{self.org_id}/projects/{self.project_id}/", json=payload, ) response.raise_for_status() capture_client_event( "client.update_project", self, { "custom_instructions": custom_instructions, "custom_categories": custom_categories, "retrieval_criteria": retrieval_criteria, "enable_graph": enable_graph, "version": version, "sync_type": "sync", }, ) return response.json() def chat(self): """Start a chat with the Mem0 AI. (Not implemented) Raises: NotImplementedError: This method is not implemented yet. """ raise NotImplementedError("Chat is not implemented yet") @api_error_handler def get_webhooks(self, project_id: str) -> Dict[str, Any]: """Get webhooks configuration for the project. Args: project_id: The ID of the project to get webhooks for. Returns: Dictionary containing webhook details. Raises: APIError: If the API request fails. ValueError: If project_id is not set. """ response = self.client.get(f"api/v1/webhooks/projects/{project_id}/") response.raise_for_status() capture_client_event("client.get_webhook", self, {"sync_type": "sync"}) return response.json() @api_error_handler def create_webhook(self, url: str, name: str, project_id: str, event_types: List[str]) -> Dict[str, Any]: """Create a webhook for the current project. Args: url: The URL to send the webhook to. name: The name of the webhook. event_types: List of event types to trigger the webhook for. Returns: Dictionary containing the created webhook details. Raises: APIError: If the API request fails. ValueError: If project_id is not set. """ payload = {"url": url, "name": name, "event_types": event_types} response = self.client.post(f"api/v1/webhooks/projects/{project_id}/", json=payload) response.raise_for_status() capture_client_event("client.create_webhook", self, {"sync_type": "sync"}) return response.json() @api_error_handler def update_webhook( self, webhook_id: int, name: Optional[str] = None, url: Optional[str] = None, event_types: Optional[List[str]] = None, ) -> Dict[str, Any]: """Update a webhook configuration. Args: webhook_id: ID of the webhook to update name: Optional new name for the webhook url: Optional new URL for the webhook event_types: Optional list of event types to trigger the webhook for. Returns: Dictionary containing the updated webhook details. Raises: APIError: If the API request fails. """ payload = {k: v for k, v in {"name": name, "url": url, "event_types": event_types}.items() if v is not None} response = self.client.put(f"api/v1/webhooks/{webhook_id}/", json=payload) response.raise_for_status() capture_client_event("client.update_webhook", self, {"webhook_id": webhook_id, "sync_type": "sync"}) return response.json() @api_error_handler def delete_webhook(self, webhook_id: int) -> Dict[str, str]: """Delete a webhook configuration. Args: webhook_id: ID of the webhook to delete Returns: Dictionary containing success message. Raises: APIError: If the API request fails. """ response = self.client.delete(f"api/v1/webhooks/{webhook_id}/") response.raise_for_status() capture_client_event("client.delete_webhook", self, {"webhook_id": webhook_id, "sync_type": "sync"}) return response.json() @api_error_handler def feedback( self, memory_id: str, feedback: Optional[str] = None, feedback_reason: Optional[str] = None ) -> Dict[str, str]: VALID_FEEDBACK_VALUES = {"POSITIVE", "NEGATIVE", "VERY_NEGATIVE"} feedback = feedback.upper() if feedback else None if feedback is not None and feedback not in VALID_FEEDBACK_VALUES: raise ValueError(f'feedback must be one of {", ".join(VALID_FEEDBACK_VALUES)} or None') data = {"memory_id": memory_id, "feedback": feedback, "feedback_reason": feedback_reason} response = self.client.post("/v1/feedback/", json=data) response.raise_for_status() capture_client_event("client.feedback", self, data, {"sync_type": "sync"}) return response.json() def _prepare_payload(self, messages: List[Dict[str, str]], kwargs: Dict[str, Any]) -> Dict[str, Any]: """Prepare the payload for API requests. Args: messages: The messages to include in the payload. kwargs: Additional keyword arguments to include in the payload. Returns: A dictionary containing the prepared payload. """ payload = {} payload["messages"] = messages payload.update({k: v for k, v in kwargs.items() if v is not None}) return payload def _prepare_params(self, kwargs: Optional[Dict[str, Any]] = None) -> Dict[str, Any]: """Prepare query parameters for API requests. Args: kwargs: Keyword arguments to include in the parameters. Returns: A dictionary containing the prepared parameters. Raises: ValueError: If either org_id or project_id is provided but not both. """ if kwargs is None: kwargs = {} # Add org_id and project_id if both are available if self.org_id and self.project_id: kwargs["org_id"] = self.org_id kwargs["project_id"] = self.project_id elif self.org_id or self.project_id: raise ValueError("Please provide both org_id and project_id") return {k: v for k, v in kwargs.items() if v is not None} class AsyncMemoryClient: """Asynchronous client for interacting with the Mem0 API. This class provides asynchronous versions of all MemoryClient methods. It uses httpx.AsyncClient for making non-blocking API requests. """ def __init__( self, api_key: Optional[str] = None, host: Optional[str] = None, org_id: Optional[str] = None, project_id: Optional[str] = None, client: Optional[httpx.AsyncClient] = None, ): """Initialize the AsyncMemoryClient. Args: api_key: The API key for authenticating with the Mem0 API. If not provided, it will attempt to use the MEM0_API_KEY environment variable. host: The base URL for the Mem0 API. Defaults to "https://api.mem0.ai". org_id: The ID of the organization. project_id: The ID of the project. client: A custom httpx.AsyncClient instance. If provided, it will be used instead of creating a new one. Note that base_url and headers will be set/overridden as needed. Raises: ValueError: If no API key is provided or found in the environment. """ self.api_key = api_key or os.getenv("MEM0_API_KEY") self.host = host or "https://api.mem0.ai" self.org_id = org_id self.project_id = project_id self.user_id = get_user_id() if not self.api_key: raise ValueError("Mem0 API Key not provided. Please provide an API Key.") # Create MD5 hash of API key for user_id self.user_id = hashlib.md5(self.api_key.encode()).hexdigest() if client is not None: self.async_client = client # Ensure the client has the correct base_url and headers self.async_client.base_url = httpx.URL(self.host) self.async_client.headers.update({"Authorization": f"Token {self.api_key}", "Mem0-User-ID": self.user_id}) else: self.async_client = httpx.AsyncClient( base_url=self.host, headers={"Authorization": f"Token {self.api_key}", "Mem0-User-ID": self.user_id}, timeout=300, ) self.user_email = self._validate_api_key() capture_client_event("client.init", self, {"sync_type": "async"}) def _validate_api_key(self): """Validate the API key by making a test request.""" try: params = self._prepare_params() response = requests.get( f"{self.host}/v1/ping/", headers={"Authorization": f"Token {self.api_key}", "Mem0-User-ID": self.user_id}, params=params, ) data = response.json() response.raise_for_status() if data.get("org_id") and data.get("project_id"): self.org_id = data.get("org_id") self.project_id = data.get("project_id") return data.get("user_email") except requests.exceptions.HTTPError as e: try: error_data = e.response.json() error_message = error_data.get("detail", str(e)) except Exception: error_message = str(e) raise ValueError(f"Error: {error_message}") def _prepare_payload(self, messages: List[Dict[str, str]], kwargs: Dict[str, Any]) -> Dict[str, Any]: """Prepare the payload for API requests. Args: messages: The messages to include in the payload. kwargs: Additional keyword arguments to include in the payload. Returns: A dictionary containing the prepared payload. """ payload = {} payload["messages"] = messages payload.update({k: v for k, v in kwargs.items() if v is not None}) return payload def _prepare_params(self, kwargs: Optional[Dict[str, Any]] = None) -> Dict[str, Any]: """Prepare query parameters for API requests. Args: kwargs: Keyword arguments to include in the parameters. Returns: A dictionary containing the prepared parameters. Raises: ValueError: If either org_id or project_id is provided but not both. """ if kwargs is None: kwargs = {} # Add org_id and project_id if both are available if self.org_id and self.project_id: kwargs["org_id"] = self.org_id kwargs["project_id"] = self.project_id elif self.org_id or self.project_id: raise ValueError("Please provide both org_id and project_id") return {k: v for k, v in kwargs.items() if v is not None} async def __aenter__(self): return self async def __aexit__(self, exc_type, exc_val, exc_tb): await self.async_client.aclose() @api_error_handler async def add(self, messages: List[Dict[str, str]], **kwargs) -> Dict[str, Any]: kwargs = self._prepare_params(kwargs) if kwargs.get("output_format") != "v1.1": kwargs["output_format"] = "v1.1" warnings.warn( "output_format='v1.0' is deprecated therefore setting it to 'v1.1' by default." "Check out the docs for more information: https://docs.mem0.ai/platform/quickstart#4-1-create-memories", DeprecationWarning, stacklevel=2, ) kwargs["version"] = "v2" payload = self._prepare_payload(messages, kwargs) response = await self.async_client.post("/v1/memories/", json=payload) response.raise_for_status() if "metadata" in kwargs: del kwargs["metadata"] capture_client_event("client.add", self, {"keys": list(kwargs.keys()), "sync_type": "async"}) return response.json() @api_error_handler async def get(self, memory_id: str) -> Dict[str, Any]: params = self._prepare_params() response = await self.async_client.get(f"/v1/memories/{memory_id}/", params=params) response.raise_for_status() capture_client_event("client.get", self, {"memory_id": memory_id, "sync_type": "async"}) return response.json() @api_error_handler async def get_all(self, version: str = "v1", **kwargs) -> List[Dict[str, Any]]: params = self._prepare_params(kwargs) if version == "v1": response = await self.async_client.get(f"/{version}/memories/", params=params) elif version == "v2": if "page" in params and "page_size" in params: query_params = {"page": params.pop("page"), "page_size": params.pop("page_size")} response = await self.async_client.post(f"/{version}/memories/", json=params, params=query_params) else: response = await self.async_client.post(f"/{version}/memories/", json=params) response.raise_for_status() if "metadata" in kwargs: del kwargs["metadata"] capture_client_event( "client.get_all", self, {"api_version": version, "keys": list(kwargs.keys()), "sync_type": "async"} ) return response.json() @api_error_handler async def search(self, query: str, version: str = "v1", **kwargs) -> List[Dict[str, Any]]: payload = {"query": query} payload.update(self._prepare_params(kwargs)) response = await self.async_client.post(f"/{version}/memories/search/", json=payload) response.raise_for_status() if "metadata" in kwargs: del kwargs["metadata"] capture_client_event( "client.search", self, {"api_version": version, "keys": list(kwargs.keys()), "sync_type": "async"} ) return response.json() @api_error_handler async def update(self, memory_id: str, data: str) -> Dict[str, Any]: params = self._prepare_params() response = await self.async_client.put(f"/v1/memories/{memory_id}/", json={"text": data}, params=params) response.raise_for_status() capture_client_event("client.update", self, {"memory_id": memory_id, "sync_type": "async"}) return response.json() @api_error_handler async def delete(self, memory_id: str) -> Dict[str, Any]: params = self._prepare_params() response = await self.async_client.delete(f"/v1/memories/{memory_id}/", params=params) response.raise_for_status() capture_client_event("client.delete", self, {"memory_id": memory_id, "sync_type": "async"}) return response.json() @api_error_handler async def delete_all(self, **kwargs) -> Dict[str, str]: params = self._prepare_params(kwargs) response = await self.async_client.delete("/v1/memories/", params=params) response.raise_for_status() capture_client_event("client.delete_all", self, {"keys": list(kwargs.keys()), "sync_type": "async"}) return response.json() @api_error_handler async def history(self, memory_id: str) -> List[Dict[str, Any]]: params = self._prepare_params() response = await self.async_client.get(f"/v1/memories/{memory_id}/history/", params=params) response.raise_for_status() capture_client_event("client.history", self, {"memory_id": memory_id, "sync_type": "async"}) return response.json() @api_error_handler async def users(self) -> Dict[str, Any]: params = self._prepare_params() response = await self.async_client.get("/v1/entities/", params=params) response.raise_for_status() capture_client_event("client.users", self, {"sync_type": "async"}) return response.json() @api_error_handler async def delete_users( self, user_id: Optional[str] = None, agent_id: Optional[str] = None, app_id: Optional[str] = None, run_id: Optional[str] = None, ) -> Dict[str, str]: """Delete specific entities or all entities if no filters provided. Args: user_id: Optional user ID to delete specific user agent_id: Optional agent ID to delete specific agent app_id: Optional app ID to delete specific app run_id: Optional run ID to delete specific run Returns: Dict with success message Raises: ValueError: If specified entity not found APIError: If deletion fails """ if user_id: to_delete = [{"type": "user", "name": user_id}] elif agent_id: to_delete = [{"type": "agent", "name": agent_id}] elif app_id: to_delete = [{"type": "app", "name": app_id}] elif run_id: to_delete = [{"type": "run", "name": run_id}] else: entities = await self.users() # Filter entities based on provided IDs using list comprehension to_delete = [{"type": entity["type"], "name": entity["name"]} for entity in entities["results"]] params = self._prepare_params() if not to_delete: raise ValueError("No entities to delete") # Delete entities and check response immediately for entity in to_delete: response = await self.async_client.delete(f"/v2/entities/{entity['type']}/{entity['name']}/", params=params) response.raise_for_status() capture_client_event( "client.delete_users", self, {"user_id": user_id, "agent_id": agent_id, "app_id": app_id, "run_id": run_id, "sync_type": "async"}, ) return { "message": "Entity deleted successfully." if (user_id or agent_id or app_id or run_id) else "All users, agents, apps and runs deleted." } @api_error_handler async def reset(self) -> Dict[str, str]: await self.delete_users() capture_client_event("client.reset", self, {"sync_type": "async"}) return {"message": "Client reset successful. All users and memories deleted."} @api_error_handler async def batch_update(self, memories: List[Dict[str, Any]]) -> Dict[str, Any]: """Batch update memories. Args: memories: List of memory dictionaries to update. Each dictionary must contain: - memory_id (str): ID of the memory to update - text (str): New text content for the memory Returns: str: Message indicating the success of the batch update. Raises: APIError: If the API request fails. """ response = await self.async_client.put("/v1/batch/", json={"memories": memories}) response.raise_for_status() capture_client_event("client.batch_update", self, {"sync_type": "async"}) return response.json() @api_error_handler async def batch_delete(self, memories: List[Dict[str, Any]]) -> Dict[str, Any]: """Batch delete memories. Args: memories: List of memory dictionaries to delete. Each dictionary must contain: - memory_id (str): ID of the memory to delete Returns: str: Message indicating the success of the batch deletion. Raises: APIError: If the API request fails. """ response = await self.async_client.request("DELETE", "/v1/batch/", json={"memories": memories}) response.raise_for_status() capture_client_event("client.batch_delete", self, {"sync_type": "async"}) return response.json() @api_error_handler async def create_memory_export(self, schema: str, **kwargs) -> Dict[str, Any]: """Create a memory export with the provided schema. Args: schema: JSON schema defining the export structure **kwargs: Optional filters like user_id, run_id, etc. Returns: Dict containing export request ID and status message """ response = await self.async_client.post("/v1/exports/", json={"schema": schema, **self._prepare_params(kwargs)}) response.raise_for_status() capture_client_event( "client.create_memory_export", self, {"schema": schema, "keys": list(kwargs.keys()), "sync_type": "async"} ) return response.json() @api_error_handler async def get_memory_export(self, **kwargs) -> Dict[str, Any]: """Get a memory export. Args: **kwargs: Filters like user_id to get specific export Returns: Dict containing the exported data """ response = await self.async_client.post("/v1/exports/get/", json=self._prepare_params(kwargs)) response.raise_for_status() capture_client_event("client.get_memory_export", self, {"keys": list(kwargs.keys()), "sync_type": "async"}) return response.json() @api_error_handler async def get_project(self, fields: Optional[List[str]] = None) -> Dict[str, Any]: if not (self.org_id and self.project_id): raise ValueError("org_id and project_id must be set to access instructions or categories") params = self._prepare_params({"fields": fields}) response = await self.async_client.get( f"/api/v1/orgs/organizations/{self.org_id}/projects/{self.project_id}/", params=params, ) response.raise_for_status() capture_client_event("client.get_project", self, {"fields": fields, "sync_type": "async"}) return response.json() @api_error_handler async def update_project( self, custom_instructions: Optional[str] = None, custom_categories: Optional[List[str]] = None, retrieval_criteria: Optional[List[Dict[str, Any]]] = None, enable_graph: Optional[bool] = None, version: Optional[str] = None, ) -> Dict[str, Any]: if not (self.org_id and self.project_id): raise ValueError("org_id and project_id must be set to update instructions or categories") if ( custom_instructions is None and custom_categories is None and retrieval_criteria is None and enable_graph is None and version is None ): raise ValueError( "Currently we only support updating custom_instructions or custom_categories or retrieval_criteria, so you must provide at least one of them" ) payload = self._prepare_params( { "custom_instructions": custom_instructions, "custom_categories": custom_categories, "retrieval_criteria": retrieval_criteria, "enable_graph": enable_graph, "version": version, } ) response = await self.async_client.patch( f"/api/v1/orgs/organizations/{self.org_id}/projects/{self.project_id}/", json=payload, ) response.raise_for_status() capture_client_event( "client.update_project", self, { "custom_instructions": custom_instructions, "custom_categories": custom_categories, "retrieval_criteria": retrieval_criteria, "enable_graph": enable_graph, "version": version, "sync_type": "async", }, ) return response.json() async def chat(self): raise NotImplementedError("Chat is not implemented yet") @api_error_handler async def get_webhooks(self, project_id: str) -> Dict[str, Any]: response = await self.async_client.get( f"api/v1/webhooks/projects/{project_id}/", ) response.raise_for_status() capture_client_event("client.get_webhook", self, {"sync_type": "async"}) return response.json() @api_error_handler async def create_webhook(self, url: str, name: str, project_id: str, event_types: List[str]) -> Dict[str, Any]: payload = {"url": url, "name": name, "event_types": event_types} response = await self.async_client.post(f"api/v1/webhooks/projects/{project_id}/", json=payload) response.raise_for_status() capture_client_event("client.create_webhook", self, {"sync_type": "async"}) return response.json() @api_error_handler async def update_webhook( self, webhook_id: int, name: Optional[str] = None, url: Optional[str] = None, event_types: Optional[List[str]] = None, ) -> Dict[str, Any]: payload = {k: v for k, v in {"name": name, "url": url, "event_types": event_types}.items() if v is not None} response = await self.async_client.put(f"api/v1/webhooks/{webhook_id}/", json=payload) response.raise_for_status() capture_client_event("client.update_webhook", self, {"webhook_id": webhook_id, "sync_type": "async"}) return response.json() @api_error_handler async def delete_webhook(self, webhook_id: int) -> Dict[str, str]: response = await self.async_client.delete(f"api/v1/webhooks/{webhook_id}/") response.raise_for_status() capture_client_event("client.delete_webhook", self, {"webhook_id": webhook_id, "sync_type": "async"}) return response.json() @api_error_handler async def feedback( self, memory_id: str, feedback: Optional[str] = None, feedback_reason: Optional[str] = None ) -> Dict[str, str]: VALID_FEEDBACK_VALUES = {"POSITIVE", "NEGATIVE", "VERY_NEGATIVE"} feedback = feedback.upper() if feedback else None if feedback is not None and feedback not in VALID_FEEDBACK_VALUES: raise ValueError(f'feedback must be one of {", ".join(VALID_FEEDBACK_VALUES)} or None') data = {"memory_id": memory_id, "feedback": feedback, "feedback_reason": feedback_reason} response = await self.async_client.post("/v1/feedback/", json=data) response.raise_for_status() capture_client_event("client.feedback", self, data, {"sync_type": "async"}) return response.json()