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Part of Research and Analysis

Which tools build a searchable knowledge base from your documents?

3 examples

Agents

Repositories

Use Cases

Planned, not done

Build a support chatbot that answers from your help docs with Dify

Turn help-centre pages into a Dify knowledge base, route questions with a classifier, answer from retrieved context and embed the bot on your website.

docs.dify.ailanggenius/dify, firecrawl/firecrawl
Reported by source

Build a cited Q&A knowledge base over your own documents

Self-host RAGFlow, upload PDFs, Office files and scans, and ask questions that come back with traceable source chunks.

github.cominfiniflow/ragflow
Reported by source

Crawl a docs site into clean Markdown for a RAG index

Use Firecrawl to map and crawl a website, returning each page as Markdown or structured JSON ready to chunk and embed.

github.comfirecrawl/firecrawl