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>
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generations/library_rag/mcp_tools/__init__.py
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generations/library_rag/mcp_tools/__init__.py
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"""
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MCP Tools for Library RAG Server.
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This package contains all tool implementations for the Library RAG MCP server:
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- Parsing tools: PDF ingestion with optimal parameters
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- Retrieval tools: Semantic search and document management
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- Exceptions: Custom exception classes for structured error handling
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- Logging: Structured JSON logging configuration
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"""
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from mcp_tools.schemas import (
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ParsePdfInput,
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ParsePdfOutput,
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SearchChunksInput,
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SearchChunksOutput,
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SearchSummariesInput,
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SearchSummariesOutput,
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GetDocumentInput,
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GetDocumentOutput,
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ListDocumentsInput,
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ListDocumentsOutput,
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GetChunksByDocumentInput,
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GetChunksByDocumentOutput,
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FilterByAuthorInput,
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FilterByAuthorOutput,
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DeleteDocumentInput,
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DeleteDocumentOutput,
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)
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from mcp_tools.exceptions import (
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MCPToolError,
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WeaviateConnectionError,
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PDFProcessingError,
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DocumentNotFoundError,
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ValidationError,
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LLMProcessingError,
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DownloadError,
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)
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from mcp_tools.logging_config import (
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setup_mcp_logging,
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get_tool_logger,
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ToolInvocationLogger,
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log_tool_invocation,
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log_weaviate_query,
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redact_sensitive_data,
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redact_dict,
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)
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from mcp_tools.parsing_tools import parse_pdf_handler
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from mcp_tools.retrieval_tools import (
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search_chunks_handler,
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search_summaries_handler,
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get_document_handler,
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list_documents_handler,
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get_chunks_by_document_handler,
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filter_by_author_handler,
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delete_document_handler,
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)
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__all__ = [
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# Parsing tools
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"parse_pdf_handler",
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# Retrieval tools
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"search_chunks_handler",
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"search_summaries_handler",
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"get_document_handler",
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"list_documents_handler",
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"get_chunks_by_document_handler",
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"filter_by_author_handler",
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"delete_document_handler",
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# Parsing schemas
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"ParsePdfInput",
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"ParsePdfOutput",
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# Retrieval schemas
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"SearchChunksInput",
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"SearchChunksOutput",
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"SearchSummariesInput",
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"SearchSummariesOutput",
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"GetDocumentInput",
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"GetDocumentOutput",
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"ListDocumentsInput",
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"ListDocumentsOutput",
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"GetChunksByDocumentInput",
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"GetChunksByDocumentOutput",
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"FilterByAuthorInput",
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"FilterByAuthorOutput",
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"DeleteDocumentInput",
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"DeleteDocumentOutput",
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# Exceptions
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"MCPToolError",
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"WeaviateConnectionError",
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"PDFProcessingError",
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"DocumentNotFoundError",
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"ValidationError",
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"LLMProcessingError",
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"DownloadError",
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# Logging
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"setup_mcp_logging",
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"get_tool_logger",
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"ToolInvocationLogger",
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"log_tool_invocation",
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"log_weaviate_query",
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"redact_sensitive_data",
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"redact_dict",
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]
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