Factual package intelligence from PyPI

ragrag 0.1.2 package intelligence

Local multimodal semantic search CLI for technical documentation (text, PDFs, images) using ColQwen3 late-interaction embeddings.

pip install ragrag

Current version
0.1.2
Python requirement
<3.15,>=3.10
License
Not declared
Distribution type
Pure Python wheel
Release files
2 (1 wheels, 1 source)
Download size
69.4 KiB
Release history
3 releases with files
Median release cadence
0 days

ragrag dependencies

PyPI declares 18 unique dependency rules for this release. Environment markers are shown when supplied by the project.

  1. qdrant-client <1.17,>=1.12.0
  2. torch >=2.1.0
  3. torchvision >=0.16.0
  4. transformers <5,>=4.40.0
  5. accelerate >=0.26.0
  6. Pillow >=10.0.0
  7. PyMuPDF >=1.24.0
  8. pytesseract >=0.3.10
  9. numpy >=1.24.0
  10. pydantic >=2.0.0
  11. qwen-vl-utils >=0.0.10
  12. python-magic >=0.4.27

Compatibility and release files

ragrag publishes 1 wheel and 1 source archive for version 0.1.2. Wheel platform tags: any.

No version-specific Python classifiers are declared.

Metadata completeness

PyPI does not currently declare: license. PyDeps marks these fields as unknown instead of guessing values.

Release activity and sources

PyPI lists 3 releases with files. The first dated release is ; 3 releases fall within the 365 days preceding the latest dated release. The current release files were uploaded on . The preceding dated release was .