BugSwarm is a large-scale dataset and infrastructure platform designed to facilitate controlled software testing research at scale. It provides thousands of real, reproducible software bugs and their corresponding fixes, enabling researchers to accelerate test prioritization and validation experiments. The platform features an extensible toolset and robust ecosystem, including a REST API and modular mining pipeline, to minimize barriers for academic and industrial software engineering studies.

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