Ultralab search apis

★ 7.0 · n8n · medium · 12 nodes

Ultralab search apis is an n8n automation template implementing a set of 8 interconnected workflows for semantic search, clustering, deduplication, and meta-analysis of data in research and analytical pipelines. Reach for it when you need to automatically find and group similar records across a large dataset, strip duplicates before loading into a database, or build a multi-stage data processing pipeline that runs end-to-end without manual steps between stages. Trigger: webhook — the pipeline is initiated by an incoming HTTP request. Integrations: none listed in metadata; logic is distributed across 8 linked workflows, making it possible to run individual stages independently or as a chain. The direction is processing and searching over data you already have, not collecting it from external sources — if you need ingestion connectors, those must be added separately. Works well for teams with an existing n8n instance and a ready dataset to analyze; not the right fit if you need a pre-built connector to a specific data source out of the box.