ragnav
Hybrid structure-aware retrieval — BM25 + embeddings + document graph expansion. Runs fully offline, no API key required.
ragnav has been downloaded 1,690 times in total on PyPI, including 619 in the last 30 days. The latest version is 0.3.0, released Mar 28, 2026.
Version0.3.0
Downloads
1.69k
License—
AuthorIrfan Ali
Downloads
Weekly, last 90d.
Includes CI traffic.
VersionsTotal0.*
Range
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Stack: OffCI: Included2 / 4 series
Selected total2.72k
1.7kAll-time
619Last 30 days
10Last 24 h
<0.01/sPer second
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Version distribution
Share of downloads by released version. Computed over the last quarter.
- 0158.4%
0.3.0
793 downloadsDownloads79358.4% - 0227.6%
0.4.0
375 downloadsDownloads37527.6% - 0314.1%
0.1.0
191 downloadsDownloads19114.1%
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Thirteen recent days of ragnav downloads. Drag the green handle on the right to guess where day fourteen lands.