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docs: upgrade all docs pages with Mintlify premium components (#642)
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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@@ -4,12 +4,19 @@ description: "Export knowledge graphs to RDF, Parquet, LPG, ArangoDB AQL, CSV, G
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icon: "file-export"
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---
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`semantica.export` serializes knowledge graphs to every downstream format — semantic web standards, analytics pipelines, graph databases, and vector stores.
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**`semantica.export`** serializes knowledge graphs to **every downstream format**:
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- RDF: Turtle, JSON-LD, N-Triples, RDF/XML — with optional W3C PROV-O provenance inline
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- Analytics: Apache Parquet and Arrow for Spark, BigQuery, Databricks
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- Graph databases: Cypher `CREATE` statements for Neo4j; AQL `INSERT` for ArangoDB
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- Standard formats: GraphML, GEXF, Graphviz DOT, CSV, OWL 2.0
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- Vector export: NumPy `.npz`, FAISS index, binary for embedding pipelines
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## Exported Classes
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| Class | Output formats | Notes |
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| --- | --- | --- |
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| :--- | :--- | :--- |
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| `RDFExporter` | Turtle, JSON-LD, N-Triples, RDF/XML | `export_to_rdf()` → string; `export()` → file |
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| `ParquetExporter` | `.parquet` | Requires `pyarrow`; explicit typed schema |
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| `LPGExporter` | Cypher `CREATE` | Neo4j and Memgraph compatible |
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@@ -321,7 +328,7 @@ The `export_csv` convenience function delegates to `CSVExporter.export()`. For p
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## Format Reference
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| Format string | Canonical name | Exporter | File ext | Best for |
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| --- | --- | --- | --- | --- |
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| :--- | :--- | :--- | :--- | :--- |
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| `"turtle"` / `"ttl"` | `turtle` | `RDFExporter` | `.ttl` | Readable RDF, ontology sharing |
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| `"jsonld"` / `"json-ld"` | `jsonld` | `RDFExporter` | `.jsonld` | APIs, Linked Data, JSON pipelines |
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| `"ntriples"` / `"nt"` | `ntriples` | `RDFExporter` | `.nt` | Streaming RDF, line-by-line processing |
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