Knowledge Base Q&A Agent
Upload knowledge base documents — Docling parses all formats into searchable text, LLM indexes and answers questions with source citations, exports Q&A pairs for training or publishing.
What does this workflow do?
System flow
1. Docling — Layout-aware document parsing that preserves reading order and tables 2. MarkItDown — Converts mixed document formats into clean Markdown 3. LLM Reasoning — Large-language-model step that extracts, classifies, validates or writes structured output 4. Python-DOCX — Renders the final Word document with headings, tables and styling
Pipeline breakdown
- Docling
docling— Layout-aware document parsing that preserves reading order and tables pdf → markdown - MarkItDown
markitdown— Converts mixed document formats into clean Markdown markdown → text - LLM Reasoning
llm— Large-language-model step that extracts, classifies, validates or writes structured output text → json - Python-DOCX
python-docx— Renders the final Word document with headings, tables and styling json → docx
Workflow Reputation Score
Based on executions, success rate, update frequency, component quality, and user rating.
Based on executions, success rate, update frequency, component quality, and user rating.
Components used
Layout-aware document parsing that preserves reading order and tables
DS4SD/docling ↗Large-language-model step that extracts, classifies, validates or writes structured output
FlowSync proprietaryRenders the final Word document with headings, tables and styling
python-openxml/python-docx ↗How is this different from n8n or Zapier?
Unlike generic workflow builders, FlowSync workflows ship pre-configured with AI skills baked into every node — OCR, LLM reasoning, transcription, super-resolution — not just webhook triggers. Each node is white-box auditable: you see input, output, and config. Deployment is instant — no self-hosting, no API-key per node.
Use cases
- Internal knowledge base search
- Customer support knowledge retrieval
- Employee handbook Q&A
- Product documentation lookup
Author & Source
Data handling
FlowSync Workflow Marketplace · 68 reputation score · 25% execution · 95% success · 4-node white-box pipeline · maintained by FlowSync Official
Ready to run?
Upload knowledge base documents — Docling parses all formats into searchable text, LLM indexes and answers questions with source citations, exports Q&A pairs for training or publishing.