attrs
attrs.orgAttrs is a Python library that simplifies class creation by automatically generating boilerplate code for standard object protocols, such as initialization, comparison, and hashing. It enables developers to write concise, correct, and type-annotated classes without sacrificing performance. Widely adopted in professional software development, including critical systems like NASA Mars missions, it enhances productivity by reducing manual implementation overhead.
LLM mention score The LLM mention score is the total number of mentions of this brand in different LLM chatbots, normalized to the scale from 0 to 100. You can get actual, non-normalized numbers via the LLM Mention API from DataForSEO.
Normalized 0–100 · last 8 weeks
DataForSEO API
Get LLM mention data of any company via DataForSEO API
Get access to the structured data on keyword, brand, and website mentions in LLMs, including metrics like AI search volume, impressions, and mentions count.
How to get LLM mention data →// Fetch attrs mentions POST v3/ai_optimization/llm_mentions/search/live [ { "target": [ { "keyword": "attrs", "search_scope": ["any"] } ], "platform": "chat_gpt", "order_by" : ["ai_search_volume,desc"] } ]
