PyPI Stats
JacobHuang91

prompt-groomer

🚀 Lightweight Python library for building production LLM applications with smart context management and automatic token optimization. Save 10-20% on API costs while fitting RAG docs, chat history, and prompts into your token budget.
PyPI GitHub

Shared Repository

This package shares its GitHub repository (JacobHuang91/prompt-refiner) with 1 other package. Stars, forks, and other GitHub metrics reflect the entire repository.
Downloads
Day
14
Week
32
Month
241
Stars
37
Forks
3
Issues
0
Version
0.3.0

Package Insights

What's this?
Score breakdown - each component scores 0–100, weighted by percentage
Maintenance
14
Popularity
28
Adoption
23
Community
0
How the maintenance status was determined
Last commit
24 days ago
Monthly downloads
241
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
Repository is archived on GitHub — no further commits expected.
How the popularity category was determined
Monthly downloads
241
Stars
37
Stars per 1k downloads
153.53
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
5
Month daily avg
8
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.
Python version support tiers
requires_python
>=3.9
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
MIT
• 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
158 days ago
Total releases
5
Releases/year
11.4
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
3
Monthly downloads
241
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
21
 
Issue Burden
-
per 1k stars
Discussions
-
per 1k stars
Fork Ratio
100.0%
contrib / forks
Stale Release
134d
 
PR Velocity
Quiet
 

Weekly Downloads

GitHub Stars

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

Downloads by OS

macOS 2

Python Versions

3.14
100.0% 2

Top Countries

1. US US
2
2. CA CA
1

Dependencies

1
14 optional dependencies

Used By

0
Not used by any tracked packages

Package Information

License
MIT
First Release
November 26, 2025
Last Release
5 months ago
Last Commit
3 weeks ago
Latest Version
0.3.0
Total Releases
5
Contributors
3
Open PRs
0
Archived
Yes
Python Versions
3 3.9 3.10 3.11 3.12
Wheels
py3
Keywords
ai deprecated llm optimization prompt tokens
Topics
ai-agents anthropic cost-optimization function-calling langchain llm machine-learning openai prompt-engineering prompt-optimization python rag token-optimization
Tracking Since
January 14, 2026
Data Updated
May 3, 2026
Data Freshness
Fresh

Links