MiniStack

ministack.org

MiniStack is an open-source, MIT-licensed AWS emulator designed as a free alternative to LocalStack for local development and CI/CD environments. It provides access to over 55 AWS services—including Lambda, S3, DynamoDB, and real infrastructure like Postgres and Redis—within a single lightweight Docker container. The platform ensures full compatibility with standard AWS SDKs, Terraform, and Infrastructure as Code tools without requiring account registration or telemetry.

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