Ultralab snowballing

★ 7.0 · n8n · simple · 2 nodes

Ultralab snowballing is an n8n automation template for semantic search, clustering, deduplication, and meta-analysis of data within research and analytical pipelines. Reach for it when you need to automatically expand coverage of sources using a snowballing approach — finding related materials, removing duplicates, and grouping results without manual effort; or when you need to collect and structure literature or datasets for a systematic review. The set includes 8 interconnected workflows triggered via webhook; the exact node count and external integrations are not disclosed in the available metadata. Trigger: webhook. Integrations: not specified. Direction — outward discovery and aggregation from a starting point, not publishing or distribution. Suitable for teams running research or analytics on a self-hosted n8n instance; not a good fit if you need a ready-made connector to a specific external platform — verify integrations before deploying.