ragnav
Hybrid structure-aware retrieval — BM25 + embeddings + document graph expansion. Runs fully offline, no API key required.
ragnav has been downloaded 2,232 times in total on PyPI, including 154 in the last 30 days. The latest version is 0.3.0, released Mar 28, 2026.
Version0.3.0
Downloads
2.23k
License—
AuthorIrfan Ali
Downloads
Weekly, last 90d.
Includes CI traffic.
VersionsTotal0.*
Range
View
Granularity
Group by
CI traffic
Stack: OffCI: Included2 / 4 series
Selected total946
2.2kAll-time
154Last 30 days
8Last 24 h
<0.01/sPer second
Sponsored
Sponsorships keep pepy free to read
Version distribution
Share of downloads by released version. Computed over the last quarter.
- 0156.0%
0.4.0
265 downloadsDownloads26556.0% - 0223.5%
0.3.0
111 downloadsDownloads11123.5% - 0320.5%
0.1.0
97 downloadsDownloads9720.5%
Guess the next day
Thirteen recent days of ragnav downloads. Drag the green handle on the right to guess where day fourteen lands.