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Chat With Your Documents

Retrieval-augmented Q&A over your own documents. Index a small knowledge base into a vector collection, pull the passages matching a search keyword, and get a Markdown answer that cites its sources and refuses to guess when the answer isn't in the docs. NodeTool's first RAG example. The answer step uses gpt-5-mini (OpenAI key); the collection is configured for Ollama nomic-embed-text embeddings.

Chat With Your Documents — example output from the NodeTool workflow

The workflow

Workflow Editor
Note
String Input
How long does the Aurora One take to fully charge, and what does its warranty cover?
String Input
Aurora
String Input
# Aurora One — Technical Specifications The Aurora One is a lightweight urban electric bike. It ships with a 500 Wh removable battery and a…
String Input
# Aurora One — Battery & Charging The Aurora One battery charges from empty to full in about 4 hours with the included standard charger, or…
String Input
# Aurora One — Warranty & Support Every Aurora One includes a 2-year limited warranty covering the frame, motor, and battery against manufa…
Collection
Index Text Chunk
Collection
Text
Index Text Chunk
Collection
Text
Index Text Chunk
Collection
Text
Query Text
Collection
Text
Documents
Join
Strings
Prompt
Context
Question
Context passages retrieved from the knowledge base: {{ CONTEXT }} -------------------- User question: {{ QUESTION }}
Agent
Prompt
Text
gpt-5-mini
Output
Output

Nodes in this workflow

15 nodes · 8 types
  • String Input
    nodetool.input.StringInput
    ×5
  • Index Text Chunk
    vector.IndexTextChunk
    ×3
  • Output
    nodetool.output.Output
    ×2
  • Agent
    nodetool.agents.Agent
  • Collection
    vector.Collection
  • Join
    nodetool.text.Join
  • Prompt
    nodetool.text.Prompt
  • Query Text
    vector.QueryText

How to run it

  1. 01

    Download NodeTool Studio

    Install the free desktop app for macOS, Windows, or Linux. It runs on your own machine, no account required to start.

  2. 02

    Open the Chat With Your Documents template

    Browse the built-in template library inside Studio and open this workflow onto the canvas. Every node is already wired up.

  3. 03

    Add your keys

    Connect the providers this workflow uses (Agent). Bring your own keys — you pay the provider directly.

  4. 04

    Run and remix

    Hit Run to execute the graph and watch results stream in. Swap models, edit prompts, or rewire nodes to make it yours.

Run Chat With Your Documents on your machine

Free, open source, and yours to run. Download Studio, open the template, and run it with your own keys.