marmos

marmos is an AI-native data analytics platform built by Tencent’s Lighthouse team. It targets business, operations, and management teams within enterprises, and its core idea is to remove the barriers to SQL and professional analytics tools.

To use it, you upload data or connect directly to a database, then describe in natural language what you want to see. The Agent plans the metrics, generates SQL, picks chart types, and arranges the page layout, producing an interactive, iterable data dashboard that can be refreshed on a schedule.

Data ingestion is quite comprehensive: we support Excel, CSV, local files, Tencent Docs, and databases such as MySQL, StarRocks, PostgreSQL, and ClickHouse.

After a dashboard is generated, you can continue to modify it using natural language—for example, switching to a different chart type or adding a regional filter. Interactions between filters are governed by the QueryRegistry data contract to ensure they don’t get out of sync. It also supports scheduled delivery and intelligent alerts, so when a metric becomes abnormal, it can automatically send a report or notification.

It covers the full range of data ingestion, dashboard creation, dashboard editing, data analysis, data monitoring, and data sharing—ideal for teams without a dedicated data analyst whose business teams frequently need to check data.