ragnav
Hybrid structure-aware retrieval — BM25 + embeddings + document graph expansion. Runs fully offline, no API key required.
ragnav has been downloaded 3,935 times in total on PyPI, including 1,678 in the last 30 days. The latest version is 0.6.1, released Oct 31, 2026. It is distributed under the MIT license.
Version0.6.1
Downloads
3.94k
LicenseMIT
AuthorIrfan Ali
Downloads
Weekly, last 90d.
Includes CI traffic.
VersionsTotal0.*
Range
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Stack: OffCI: Included2 / 8 series
Selected total3.82k
3.9kAll-time
1.7kLast 30 days
79Last 24 h
<0.01/sPer second
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Version distribution
Share of downloads by released version. Computed over the last quarter.
- 0120.9%
0.6.1
399 downloadsDownloads39920.9% - 0219.7%
0.5.1
376 downloadsDownloads37619.7% - 0318.5%
0.6.0
353 downloadsDownloads35318.5% - 0417.8%
0.5.0
340 downloadsDownloads34017.8% - 0512.5%
0.4.0
239 downloadsDownloads23912.5% - 065.4%
0.3.0
104 downloadsDownloads1045.4% - 075.1%
0.1.0
98 downloadsDownloads985.1%
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Thirteen recent days of ragnav downloads. Drag the green handle on the right to guess where day fourteen lands.