An assistant that answers from your documents

Documents from a folder are indexed into a knowledge base automatically, and a chat assistant answers questions from them and cites the source.

  • New files get indexed on their own
  • Answers in words, not file search
  • With a source link
  • Knowledge grows as you add files
Qdrant Vector StoreDefault Data LoaderEmbeddings OpenAI

How it works

Automating Local File and Qdrant takes no code: a ready-made scenario does the routine for you.

  1. Starts when: Detect New Files
  2. Then: Download as Markdown
  3. Check: Add Metadata
  4. Then: Insert into Vector Store
  5. Then: Load File Content & Metadata
  6. Then: Split into Chunks
  7. Then: Generate Embeddings
  8. Starts when: Chat with a RAG Agent
  9. Then: Answer Questions
  10. Then: Generate Response
  11. Then: Search Documents
  12. Then: Store Conversation

You can launch this Local File + Qdrant integration in Scriptera: describe the task in plain words — the scenario is built, launched and monitored for you.