PyRank
vectara

open-rag-eval

RAG evaluation without the need for "golden answers"
PyPI GitHub
More links
Download Stats Documentation
Monthly downloads
487
Weekly downloads
131
GitHub stars
412

Downloads in the 30 and 7 days to October 10, 2026. Refreshed weekly.

Package Information

Latest Version
0.3.0
Requires Python
>=3.9
Licence
Apache Software License
Last Release
10 months ago
Author
Suleman Kazi
First Release
April 8, 2025
Total Releases
14
Python Versions
3
No reported malware or high/critical advisories · Details

The current version has no OSV.dev malware reports and no critical or high-severity vulnerabilities.

Package Insights

What's this?
Score breakdown - each component scores 0-100, weighted by percentage
Maintenance
90
Popularity
51
Adoption
26
Community
35
Provenance
0
How the maintenance status was determined
Last commit
7 days ago
Monthly downloads
487
• Active
Activity within 30 days
Stable
Activity within 31-180 days
Minimal
Activity within 181-365 days, or no activity data
At Risk
No activity for > 365 days, but > 10,000 monthly downloads
Archived
Repository flagged as archived on GitHub
How the popularity category was determined
Monthly downloads
487
Stars
412
Stars per 1k downloads
846.00
Industry Standard
> 10,000,000 monthly downloads
Hidden Gem
< 0.5 stars per 1k downloads and > 100,000 monthly downloads
Community Favorite
> 5 stars per 1k downloads
Rising Star
Balanced ratio of stars to downloads
• Unknown
Fewer than 1,000 monthly downloads, or no star data
Needs at least 1,000 monthly downloads to classify popularity.
How download momentum is calculated
Week daily avg
19
Month daily avg
16
Momentum
—
((week_daily_avg - month_daily_avg) / month_daily_avg) * 100
Momentum not reported for packages with < 5,000 monthly downloads — percentages are noisy at low volume.
More insights and metrics
Python version support tiers
requires_python
>=3.9
Cutting Edge
Minimum supported version is 3.14 or newer
Modern
Minimum supported version is 3.11 to 3.13
• Legacy
Supports 3.10 or older (or Python 2)
Unknown
No requires_python specified or unparseable
License categories
License
Apache Software License
• Permissive
MIT, Apache, BSD, ISC, Unlicense, CC0, etc.
Copyleft
GPL, LGPL, AGPL, MPL, EPL, etc.
Proprietary
Commercial, all rights reserved, custom EULAs
Unknown
No license specified, or none of the above match
How the release cadence was determined
Last release
304 days ago
Total releases
14
Releases/year
9.2
Rapid
Last release within 365 days and > 12 releases/year
• Regular
Last release within 365 days
Slow
Last release 366-730 days ago
Stalled
Last release > 730 days ago, or no releases
Unknown
No usable release date available
How contributor risk was determined
Contributors
15
Monthly downloads
487
High Load
≤ 2 contributors and ≥ 50,000 monthly downloads
Moderate Load
< 10 contributors and ≥ 500,000 monthly downloads
Low Load
< 25 contributors and ≥ 5,000,000 monthly downloads, or sole maintainer with ≥ 10,000 monthly downloads
• Balanced
Enough contributors for the package's popularity
Unknown
No contributor data available
Engagement
43
 
Issue Burden
21.8
per 1k stars
Discussions
0.0
per 1k stars
Fork Ratio
53.6%
contrib / forks
Stale Release
296d
 
PR Velocity
Quiet
 
Not all downloads include detailed metadata. Breakdowns reflect the subset that does.

Downloads by OS

Linux 3

Python Versions

3.12
66.7% 2
3.14
33.3% 1

Top Countries

1. US US
21
2. HK HK
2
3. TW TW
2
4. DE DE
1
5. FR FR
1
6. IE IE
1
7. IN IN
1
8. NL NL
1

Weekly Downloads

GitHub Stars

Dependencies

28

Used By

0
Not used by any tracked packages

Repository details

Forks
28
Issues
9
Last Commit
1 week ago
Contributors
15
Open PRs
5
Archived
No

Data and sources

Tracking Since
October 4, 2026
Data Updated
October 11, 2026
Data Freshness
Fresh
Keywords
RAG Evaluation RAG evaluation Vectara
Sources and methodology