Papr

Add Memory

Add a new memory item to Papr Memory API. Args: content: The content of the memory item type: Type of memory (text, code_snippet, document) metadata: Optional metadata for the memory item context: Optional context for the memory item relationships_json: Optional relationships for Graph DB skip_background_processing: Skip background processing if True Returns: Dict containing the added memory item details

Get Memory

Retrieve a memory item by ID. Args: memory_id: The ID of the memory item to retrieve Returns: Dict containing the memory item details

Update Memory

Update an existing memory item. Args: memory_id: The ID of the memory item to update content: New content for the memory item type: New type for the memory item metadata: Updated metadata for the memory item context: Updated context for the memory item relationships_json: Updated relationships for Graph DB Returns: Dict containing the updated memory item details

Delete Memory

Delete a memory item by ID. Args: memory_id: The ID of the memory item to delete skip_parse: Skip Parse Server deletion if True Returns: Dict containing the deletion result

Search Memory

Search through memories with authentication required. Args: query: Detailed search query describing what you're looking for max_memories: Maximum number of memories to return (recommended: 15-20) max_nodes: Maximum number of neo nodes to return (recommended: 10-15) rank_results: Whether to enable additional ranking of search results enable_agentic_graph: Enable agentic graph search for intelligent results user_id: Optional internal user ID to filter search results ex

Submit Feedback

Submit feedback on search results to help improve model performance. Args: search_id: The search_id from SearchResponse that this feedback relates to feedback_type: Type of feedback (thumbs_up, thumbs_down, rating, etc.) feedback_source: Source of feedback (inline, external, etc.) feedback_text: Optional text feedback feedback_score: Optional numerical score feedback_value: Optional feedback value cited_memory_ids: Optional list of cited memory IDs cited_node_ids

Submit Batch Feedback

Submit multiple feedback items in a single request. Args: feedback_items: List of feedback items to submit (max 100) session_context: Optional session-level context for batch feedback Returns: Dict containing the batch feedback submission result

Add Memory Batch

Add multiple memory items in a batch with size validation and background processing. Args: memories: List of memory items to add in batch (max 50) user_id: Internal user ID for all memories in the batch external_user_id: External user ID for all memories in the batch batch_size: Number of items to process in parallel (default: 10) skip_background_processing: Skip background processing if True webhook_url: Optional webhook URL to notify when batch processing is complete