Mapnik is an open-source toolkit for rendering geospatial data into high-quality map images. It provides a cartographic engine that combines pixel-perfect image output with fast processing algorithms, supporting multiple programming languages including C++, Python, and Node.js. The platform enables developers to style maps via XML configurations and serves as the underlying visualization layer for major mapping services such as OpenStreetMap and Mapbox.

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