Fine-tunes of Qwen3.5 and Gemma 4 for zero-shot classification
Star History
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+18
STARS · LAST 30 DAYS
1
PER DAY
#514
MOST-STARRED Python
| Window | 7 days | 30 days | 90 days |
|---|---|---|---|
| Stars gained | +7 | +18 | +90 |
| Per day | 1 | 1 | 1 |
| Forks gained | +1 | +3 | +10 |
jeff gained 18 stars in the last 30 days, about 1 a day, and now has 732. It is about 1 year old and has averaged roughly 732 stars a year. It ranks #514 among Python repositories and #3,961 across all languages on GitHubRepo.
Trending Record
2
DAYS ON TRENDING
#3702
BEST RANK
Sep 29, 2026
FIRST APPEARANCE
Active
STATUS TODAY
jeff has maintained a continuous presence across global trending indexes, peaking at #3702. Below is the 30-day activity profile:
💡 Overview
jeff is an open-source project written in Python: Fine-tunes of Qwen3.5 and Gemma 4 for zero-shot classification.
Engineered for speed, consistency, and developer ease, it solves common hurdles in Python. It provides clear interfaces, comprehensive configuration options, and seamless integration with existing tools across the modern development stack.
⚡ Key Features
Optimized execution pipeline written in Python for predictable speed.
Zero-friction configuration with comprehensive sensible defaults out of the box.
Cross-platform runtime support across Linux, macOS, and Windows environments.
Strong typing and modular architecture designed for easy extension and maintainability.
Standardized CLI and API interfaces for smooth integration into CI/CD workflows.
Active community maintenance with regular dependency updates and security patches.
📥 Installation
$ pip install jeff⚙ System Requirements
Platforms
- • macOS
- • Linux
- • Windows
Runtime & Dependencies
Python >= 3.9, pip, virtualenv
Architecture
x86_64, ARM64 (Apple Silicon & Graviton)
🧠 How It Works
jeff coordinates its core functionality through a modular Python pipeline. It parses configuration parameters, validates inputs, and resolves dependencies asynchronously. By minimizing runtime overhead and keeping allocations localized, it delivers predictable performance in both local development environments and automated production workloads.
🎯 Production Use Cases
Production System Integration
Embed jeff into Python backend services to handle core application logic.
CI/CD Automated Pipelines
Run automated validation, builds, and integration suites during deployments.
Developer Tooling & Workflows
Accelerate developer onboarding with pre-configured project utilities.
Open Source Extension
Fork and customize internal modules under the repository's open MIT license.
🚀 Getting Started
Install jeff using your package manager: `pip install jeff`
Initialize your project workspace or configuration file for jeff.
Import jeff into your codebase or invoke it directly from your terminal.
Execute your test suite or run `jeff --help` to verify successful setup.
👍 Strengths
⚠️ Considerations
⇄ Alternatives & Direct Competitors
👥 Who Should Use This
Developers and engineering teams building with Python, seeking reliable, tested, and actively maintained tooling for production workloads.
🏆 Nearby in the Rankings
firelex/jeff is currently ranked #3,961 by stars across every repository tracked on GitHubRepo. These are adjacent projects:
| Rank | Repository | Language | Stars | Action |
|---|---|---|---|---|
| #3,954 | iblai/os | TypeScript | ★ 736 | Compare ↗ |
| #3,954 | ruma/ruma | Rust | ★ 736 | Compare ↗ |
| #3,958 | lynx-family/lynx-stack | TypeScript | ★ 734 | Compare ↗ |
| #3,959 | togatoga/karukan | Rust | ★ 733 | Compare ↗ |
| #3,959 | x-motemen/git-pr-release | Ruby | ★ 733 | Compare ↗ |
| #3,961 | firelex/jeff This Project | Python | ★ 732 | |
| #3,961 | sofadesign/limonade | PHP | ★ 732 | Compare ↗ |
| #3,961 | threatexpert/gonc | Go | ★ 732 | Compare ↗ |
| #3,964 | jakezatecky/react-checkbox-tree | JavaScript | ★ 731 | Compare ↗ |
| #3,964 | gremo/nest-winston | TypeScript | ★ 731 | Compare ↗ |
| #3,964 | vinhnx/Clendar | Swift | ★ 731 | Compare ↗ |
Frequently Asked Questions
What does jeff do? +
Fine-tunes of Qwen3.5 and Gemma 4 for zero-shot classification
What language is jeff written in? +
The primary language is Python. Topics include: software.
Is jeff actively maintained? +
Yes, the last recorded push was on Sep 29, 2026 with 3 open issues being tracked.
How many stars does jeff have? +
jeff has 732 stars and 24 forks on GitHub.
How does jeff rank among GitHub repositories? +
With 732 stars, firelex/jeff is ranked #3,961 globally across all repositories tracked on GitHubRepo and #514 among Python projects.
What license is jeff distributed under? +
The repository reports a MIT license. Always verify the repository LICENSE file for legal terms.
