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Replace plain markdown lists, tables, and numbered steps with interactive Mintlify v3 MDX components across all 50+ documentation files: - Tabs: provider/parser/method selection guides, citation formats, component details - Steps: setup flows, pipeline stages, connection initialization - CardGroup/Card: feature overviews, "what you get" sections, navigation footers - AccordionGroup: FAQ entries - Check/Warning/Tip/Note/Info: callouts replacing plain bold text and inline notes Files improved span the full docs surface: reference modules (context, llms, kg, reasoning, embeddings, deduplication, provenance, parse, ontology, core, semantic_extract), integrations (agno, docling, snowflake), graph/vector store backends (apache_age, pgvector), and top-level guides (contributing, governance, glossary, citation, community-projects, learning-more).
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title, description, icon
| title | description | icon |
|---|---|---|
| Citation | How to cite Semantica in academic papers and research. | quote-left |
Use Semantica in your research? Here's how to cite it.
Citation Formats
```bibtex @software{semantica2026, title = {Semantica: An Open Source Framework for Semantic Layers and Knowledge Engineering}, author = {Hawksight AI}, year = {2026}, url = {https://github.com/semantica-agi/semantica}, version = {0.5.0}, doi = {10.5281/zenodo.XXXXXXX} } ``` Hawksight AI. (2026). *Semantica: An Open Source Framework for Semantic Layers and Knowledge Engineering* (Version 0.5.0) \[Computer software\]. https://github.com/semantica-agi/semantica Hawksight AI. *Semantica: An Open Source Framework for Semantic Layers and Knowledge Engineering*. Version 0.5.0, GitHub, 2026, https://github.com/semantica-agi/semantica. Hawksight AI. *Semantica: An Open Source Framework for Semantic Layers and Knowledge Engineering*. Version 0.5.0. GitHub, 2026. https://github.com/semantica-agi/semantica. Hawksight AI, "Semantica: An Open Source Framework for Semantic Layers and Knowledge Engineering," Version 0.5.0, GitHub, 2026. \[Online\]. Available: https://github.com/semantica-agi/semanticaAcknowledgment Text
"This work uses Semantica (Hawksight AI, 2026), an open-source framework for semantic layer construction and knowledge engineering."
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