Makumba

Makumba is an open-source framework for rapid and sustainable web application development, operating as a tag library for JSP 2.0. It simplifies the creation of web apps by leveraging HTML markup and MQL, a SQL-like query language, to reduce the need for deep technical expertise. The platform emphasizes code sustainability and architectural simplicity by integrating model and view logic through intuitive query fragments.

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