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4 Commits

Author SHA1 Message Date
David Blanc Brioir
9c2145bcf2 Fix indentation error in retrieval_tools.py line 1308 
Removed duplicate line with incorrect indentation that was causing
MCP server startup failure.

Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>
 2026-01-31 22:15:19 +01:00
David Blanc Brioir
c529ab617a Replace Document collection with Work in retrieval_tools.py 
Document collection was merged into Work during the "SANS_DOCUMENT"
migration. Updated all handlers to use Work instead:

- get_document_handler: queries Work by sourceId
- list_documents_handler: queries Work directly
- filter_by_author_handler: simplified to use Work only
- delete_document_handler: deletes from Work

Work now contains: title, author, year, language, genre, sourceId,
pages, edition (all formerly in Document)

Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>
 2026-01-31 21:53:21 +01:00
David Blanc Brioir
376d77ddfa fix: Replace text2vec-transformers with BGE-M3 in MCP retrieval tools 
The text2vec-transformers Docker service was removed in Jan 2026,
but retrieval_tools.py still used near_text() which requires it.
Now uses GPU embedder (BGE-M3) with near_vector() like flask_app.py.

Changes:
- Add GPU embedder singleton (get_gpu_embedder)
- search_chunks_handler: near_text → near_vector + BGE-M3
- search_summaries_handler: near_text → near_vector + BGE-M3

Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>
 2026-01-30 00:34:50 +01:00
David Blanc Brioir
d2f7165120 Add Library RAG project and cleanup root directory 
- Add complete Library RAG application (Flask + MCP server)
  - PDF processing pipeline with OCR and LLM extraction
  - Weaviate vector database integration (BGE-M3 embeddings)
  - Flask web interface with search and document management
  - MCP server for Claude Desktop integration
  - Comprehensive test suite (134 tests)

- Clean up root directory
  - Remove obsolete documentation files
  - Remove backup and temporary files
  - Update autonomous agent configuration

- Update prompts
  - Enhance initializer bis prompt with better instructions

🤖 Generated with [Claude Code](https://claude.com/claude-code)

Co-Authored-By: Claude Sonnet 4.5 <noreply@anthropic.com>
 2025-12-30 11:57:12 +01:00