laxmimerit/RAGWire
Production-grade RAG toolkit — ingest PDFs, DOCX, XLSX into Qdrant with LLM metadata extraction, hybrid search, and SHA256 deduplication.
Supports multi-format ingestion via MarkItDown (PPTX, XLSX, DOCX, PDFs), markdown-aware recursive chunking, and customizable LLM-based metadata extraction through YAML configuration. Provides pluggable embedding providers (Ollama, OpenAI, HuggingFace, Google, FastEmbed) with Qdrant's dense/sparse/hybrid search, plus directory-level ingestion with file and chunk-level SHA256 deduplication. Designed as modular Python components with environment variable substitution for production deployments.
8 stars and 1,249 monthly downloads. Used by 1 other package. Available on PyPI.
Stars
8
Forks
1
Language
Python
License
MIT
Category
Last pushed
Mar 27, 2026
Monthly downloads
1,249
Commits (30d)
0
Dependencies
11
Reverse dependents
1
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