cattrs

cattrs is a Python library designed for flexible object serialization, deserialization, and validation. It converts unstructured data formats, such as dictionaries, into structured Python classes (particularly attrs and dataclasses) and vice versa, while ensuring data integrity through built-in validation rules.

LLM mention score

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.

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How to get LLM mention data →

// Fetch cattrs mentions
POST v3/ai_optimization/llm_mentions/search/live
[
    {
        "target": [
            {
                "keyword": "cattrs",
                "search_scope": ["any"]
            }
        ],
        "platform": "chat_gpt",
        "order_by" : ["ai_search_volume,desc"]
    }
]