- Enhanced Graph Store notebook with comprehensive examples and clean formatting
- Fixed GraphStore API usage across all documentation files
- Updated examples to use keyword arguments (labels, properties, start_node_id, end_node_id, rel_type)
- Removed emojis and links from notebook for cleaner markdown
- Made summary section more concise
- Ensured consistency across cookbook notebooks, docs, and module code
- Restructured 18_Deduplication.ipynb with comprehensive module overview
- Added detailed explanations of module capabilities and architecture
- Improved markdown formatting and removed emojis
- Reorganized content to focus on module capabilities rather than individual classes
- Added clear examples for all major features
- Updated documentation for consistency across all files
- Add 7 new module sections (Split, Triple Store, Deduplication, Conflicts, KG QA, Context, Seed)
- Organize modules into 6 logical layers
- Add key features and components in bullet points for all modules
- Add quick reference table with all 20 modules
- Add 4 integration pattern examples
- Include algorithms/strategies tables where applicable
- Standardize table formatting with proper column alignment
- Improve spacing and section separation for better readability
- Consistent formatting for metadata (Difficulty, Time, Prerequisites)
- Better list formatting and code block presentation
- Enhanced table readability across concepts, modules, and use-cases pages
- Add MCP Server Ingestion to overview section in ingest.md
- Add comprehensive MCPIngestor section with examples
- Emphasize users can bring their own Python/FastMCP MCP servers
- Add MCPIngestor to components list in modules.md
- Include URL-based connection examples
- Add resource and tool-based ingestion examples
- Include multiple server and authentication examples
- Add use cases and best practices
- Added grid‑card layouts, icons, and admonitions to all reference pages
- Removed all mkdocstrings ::: directives that caused alias‑resolution errors
- Fixed export module alias issue (RDFExporter) by cleaning the docs
- Updated README‑style sections for better readability
- Added a PowerShell helper script (remove_mkdocstrings.ps1) for future clean‑ups
- Enhanced home page with better problem statements and value propositions
- Fixed badge rendering in hero section
- Improved flowchart visibility with larger fonts and clearer arrows
- Added interactive Mermaid diagrams for Data-to-AI Gap and Semantica Solution
- Enhanced modules.md with class diagrams and code annotations
- Improved concepts.md with deep dive flowcharts and progressive disclosure
- Added architecture diagrams to use-cases.md for Finance and Cybersecurity
- Expanded 'Built For' section to include Data Engineers, Ontologists, and ML Engineers
- Unified color scheme across all flowcharts for consistent visual design
- Update mkdocs.yml navigation to use new cookbook index
- Create comprehensive docs/cookbook.md index
- Refactor Welcome_to_Semantica.ipynb to use Markdown cells
- Enhance markdown formatting in Your_First_Knowledge_Graph.ipynb and Financial_Data_Integration.ipynb
- Update custom.css and version-selector.js for better styling
- Populate modules.md, concepts.md, and getting-started.md with detailed content
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