PyPI Stats
vectorlessflow

vectorless

Knowing by reasoning, not vectors. ⭐ Star this repo if you find it useful.
PyPI GitHub
Downloads
Day
31
Week
975
Month
6.1K
Stars
29
Forks
2
Issues
14
Version
0.1.15

Package Insights

What's this?
Score breakdown - each component scores 0–100, weighted by percentage
Maintenance
90
Popularity
25
Adoption
37
Community
0
How the maintenance status was determined
Last commit
7 days ago
Monthly downloads
6,085
• 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
6,085
Stars
29
Stars per 1k downloads
4.77
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
How download momentum is calculated
Week daily avg
139
Month daily avg
203
Momentum
-31.3%
((week_daily_avg - month_daily_avg) / month_daily_avg) * 100
Python version support tiers
requires_python
>=3.11
Cutting Edge
Minimum supported version is 3.12 or newer
• Modern
Minimum supported version is 3.9, 3.10, or 3.11
Legacy
Supports 3.8 or older (or Python 2)
Unknown
No requires_python specified or unparseable
License categories
License
Apache-2.0
• 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
7 days ago
Total releases
17
Releases/year
182.5
• 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
1
Monthly downloads
6,085
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
12
 
Issue Burden
-
per 1k stars
Discussions
-
per 1k stars
Fork Ratio
50.0%
contrib / forks
Stale Release
No
 
PR Velocity
Quiet
 

Weekly Downloads

GitHub Stars

Not all downloads include detailed metadata. Breakdowns reflect the subset that does.

Downloads by OS

No OS data available

Python Versions

No Python version data available

Top Countries

1. SE SE
16
2. DE DE
15
3. US US
7
4. DK DK
4
5. KR KR
4
6. CA CA
1

Dependencies

4
10 optional dependencies

Used By

1

Package Information

License
Apache-2.0
First Release
April 2, 2026
Last Release
1 week ago
Last Commit
1 week ago
Latest Version
0.1.15
Total Releases
17
Contributors
1
Open PRs
0
Archived
No
Python Versions
3 3.11 3.12 3.13
Wheels
cp310 py3
Keywords
rag vectorless reasoning document-intelligence agentic-rag no-embeddings
Topics
document-intelligence no-vectors question-answering reasoning rust python context-engineering
Tracking Since
April 5, 2026
Data Updated
May 3, 2026
Data Freshness
Fresh

Links