WorkflowCrate
AdvancedPremiumRAG / Knowledge BaseWebhook trigger7 nodes

Retrieve indexed documents with HTTP / REST API in real time for Embeddings

Advanced RAG / Knowledge Base workflow for AI & Automation

Retrieve indexed documents with HTTP / REST API in real time for Embeddings. An original, ready-to-import n8n workflow built around the 'RAG Pipeline' pattern for ai & automation. It fires on a webhook and orchestrates 6 nodes across HTTP / REST API. It uses n8n's LangChain AI nodes (Agent/Chain + chat model). Retry-on-fail is enabled on external calls. Import the JSON, add your credentials, and adapt the parameters. The result is a hands-off process that just works.

Key benefits

  • Runs 24/7 in the background
  • Has retries and error handling built in
  • Standardizes the process every time
  • Removes copy-paste errors

Use cases

  • Teams that want to rag pipeline without manual effort
  • Anyone automating embeddings in ai
  • Replacing a fragile manual process with a reliable workflow

Integrations

HTTP / REST APIOpenRouter

What's inside (7 nodes)

A look at the node types this workflow uses. No purchase required — full parameters and credentials are yours after you buy.

Chain LlmHttp RequestLm Chat Open RouterRespond To WebhookSetSticky NoteWebhook
Original n8n workflow template created and owned by WorkflowCrate. After purchase you receive the ready-to-import JSON file and a license to use and adapt it in your own projects.