- Reduced code examples in all guide pages (getting-started, quickstart, concepts, modules, examples, use-cases, learning-more)
- Added comprehensive cookbook links with descriptions (topics, difficulty, time, use cases)
- Improved structure and organization across all guide pages
- Updated use-cases.md to only include use cases with corresponding cookbooks
- Removed 'Last Updated: 2024' from all documentation files
- Enhanced navigation with better 'Next Steps' sections
- Removed deprecated 'build' convenience function from semantica/ingest/__init__.py to resolve conflicts and promote class-based usage.
- Updated 'docs/reference/ingest.md' to include missing main classes: FeedIngestor, EmailIngestor, DBIngestor, and MCPIngestor.
- Added 'Stream Monitoring' usage example to 'semantica/ingest/ingest_usage.md'.
- Completely rewrote 'cookbook/introduction/02_Data_Ingestion.ipynb' to provide a comprehensive, runnable guide covering all ingestion submodules and helper classes.
- 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