v0.3.0

MARE v0.3.0

MARE is a Python library for evidence-first PDF retrieval.

This release is a meaningful upgrade over the initial PyPI baseline. It moves MARE from a simple page-retrieval package toward a more extensible retrieval foundation for documents and developer workflows.

Highlights

• Added highlighted evidence images for retrieved results
• Added object-aware retrieval for procedures, sections, figures, and tables
• Improved manual-oriented procedure retrieval with heading-aware grouping
• Added stronger figure and table extraction foundations
• Added region-level fallback highlighting for non-text objects
• Added a more polished Streamlit demo experience
• Added developer extension points via MAREConfig
• Added pluggable parser, retriever, and reranker interfaces
• Added open-source integrations:
  • DoclingParser
  • UnstructuredParser
  • FastEmbedReranker
  • QdrantHybridRetriever
• Added an advanced-stack example in examples/advanced_stack.py

Install

pip install mare-retrieval

Optional extras:

pip install "mare-retrieval[ui]"
pip install "mare-retrieval[docling]"
pip install "mare-retrieval[unstructured]"
pip install "mare-retrieval[fastembed]"
pip install "mare-retrieval[integrations]"

Notes

• Python import remains import mare
• GitHub repo remains MARE
• PyPI distribution name remains mare-retrieval

Docs

• GitHub: https://github.com/SaiSandeepKantareddy/MARE
• PyPI: https://pypi.org/project/mare-retrieval/