- Rewrote index.md to match README (tagline, badges, Problem/Solution text)
- Improved getting-started, concepts, quickstart, installation, faq, use-cases, contributing, glossary, learning-more, examples, modules, architecture, cookbook, deep-dive pages: tighter prose, fixed headings/bullets, removed inconsistencies and duplicate sections
- Removed overuse of emojis from headings in integration pages (docling, snowflake)
- Fixed change_management reference page: closed unclosed JSON code block that broke the right TOC, demoted noisy sub-headings to bold text
- CSS layout: widened content area (max-width 1440px grid, left sidebar 11rem, right TOC narrowed to 11rem for broader content), tightened TOC spacing and font size, fixed word-wrap/overflow on TOC links
- Added mkdocs_local.yml for local serving without mkdocs-jupyter plugin
Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
- 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
- Add semantica.llms module with Groq, OpenAI, HuggingFace, and LiteLLM providers
- Add query_with_reasoning() method for multi-hop reasoning with LLM-generated responses
- Update ContextRetriever and AgentContext with reasoning capabilities
- Add comprehensive documentation for LLM providers and GraphRAG reasoning
- Update README and docs with new features
- Update notebook examples to use new query_with_reasoning() method
- Added tests/reasoning/ directory with unit and integration tests
- Fixed indentation bug in Reasoner.add_fact for dictionary-based relationships
- Fixed regex variable matching in Reasoner._match_pattern
- Fixed variable handling in SPARQLReasoner query expansion
- Cleaned up cookbook and documentation references
- Removed all Pinecone references, adapters, and documentation to align with open-source, self-hosted focus.
- Removed PineconeAdapter and related dependencies.
- Updated VectorStore to enforce supported backends (FAISS, Weaviate, Qdrant, Milvus, InMemory).
- Updated cookbooks (e.g., 13_Vector_Store.ipynb) to use Weaviate/FAISS examples instead of Pinecone.
- Updated core documentation (modules.md, rchitecture.md, etc.) to reflect backend changes.
- Added new tests ( est_pinecone_removal.py, est_vector_store_deepdive.py) to verify removal and validate remaining backends.
- Verified all vector store tests pass.
- Renamed semantica/triple_store to semantica/triplet_store
- Updated all imports and class references in core modules and adapters
- Refactored Jupyter notebooks in cookbook/
- Updated documentation files (README, docs/, etc.)
- Updated tests and verified passing status
- 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
