- Fix anchor links in cookbook.md (#core-tutorials, #industry-use-cases)
- Convert all notebook links to GitHub URLs for proper resolution
- Fix intelligence notebook filenames
- Update all use case notebook links to use absolute GitHub paths
- Resolve all WARNING level issues in MkDocs strict build
- Update all notebooks to use generate_embeddings() instead of generate()
- Update docs/reference/embeddings.md to remove references to removed components
- All notebooks now use data_type='text' parameter for embedding generation
- Updated 11 notebooks across introduction, use_cases, and advanced directories
- 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
Resolved merge conflicts by:
- Removing statistics functionality from ConflictResolver and ConflictAnalyzer
- Removing detect_and_resolve convenience function
- Updating all documentation and examples
- Adding by_source analysis capability
- Updating method signatures to match new API
- 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
KaifAhmad1