ragnav
Hybrid structure-aware retrieval — BM25 + embeddings + document graph expansion. Runs fully offline, no API key required.
ragnav has been downloaded 1,974 times in total on PyPI, including 213 in the last 30 days. The latest version is 0.3.0, released Mar 28, 2026.
Version0.3.0
Downloads
1.97k
License—
AuthorIrfan Ali
Downloads
Weekly, last 90d.
Includes CI traffic.
VersionsTotal0.*
Range
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Stack: OffCI: Included2 / 4 series
Selected total2.00k
2.0kAll-time
213Last 30 days
4Last 24 h
<0.01/sPer second
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Version distribution
Share of downloads by released version. Computed over the last quarter.
- 0154.9%
0.4.0
548 downloadsDownloads54854.9% - 0231.7%
0.3.0
317 downloadsDownloads31731.7% - 0313.4%
0.1.0
134 downloadsDownloads13413.4%
Guess the next day
Thirteen recent days of ragnav downloads. Drag the green handle on the right to guess where day fourteen lands.