A family of System One-style models fine-tuned from Qwen3.5, designed for one-pass typed decisions with calibrated probabilities.
Star History
Momentum
+22
STARS · LAST 30 DAYS
1
PER DAY
#352
MOST-STARRED Python
| Window | 7 days | 30 days | 90 days |
|---|---|---|---|
| Stars gained | +7 | +22 | +90 |
| Per day | 1 | 1 | 1 |
| Forks gained | +1 | +3 | +10 |
decider gained 22 stars in the last 30 days, about 1 a day, and now has 866. It is about 1 year old and has averaged roughly 866 stars a year. It ranks #352 among Python repositories and #2,801 across all languages on GitHubRepo.
Trending Record
2
DAYS ON TRENDING
#39
BEST RANK
Sep 27, 2026
FIRST APPEARANCE
Active
STATUS TODAY
decider has maintained a continuous presence across global trending indexes, peaking at #39. Below is the 30-day activity profile:
💡 Overview
decider is an open-source project written in Python: A family of System One-style models fine-tuned from Qwen3.5, designed for one-pass typed decisions with calibrated probabilities.
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 decider⚙ System Requirements
Platforms
- • macOS
- • Linux
- • Windows
Runtime & Dependencies
Python >= 3.9, pip, virtualenv
Architecture
x86_64, ARM64 (Apple Silicon & Graviton)
🧠 How It Works
decider 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 decider 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 Apache-2.0 license.
🚀 Getting Started
Install decider using your package manager: `pip install decider`
Initialize your project workspace or configuration file for decider.
Import decider into your codebase or invoke it directly from your terminal.
Execute your test suite or run `decider --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
Mapika/decider is currently ranked #2,801 by stars across every repository tracked on GitHubRepo. These are adjacent projects:
| Rank | Repository | Language | Stars | Action |
|---|---|---|---|---|
| #2,796 | ShizCalev/MGSHDFix | C++ | ★ 870 | Compare ↗ |
| #2,797 | factoriolab/factoriolab | TypeScript | ★ 869 | Compare ↗ |
| #2,798 | flow-php/flow | PHP | ★ 868 | Compare ↗ |
| #2,799 | annotorious/annotorious | TypeScript | ★ 867 | Compare ↗ |
| #2,799 | tharunbirla/LibreCuts | Kotlin | ★ 867 | Compare ↗ |
| #2,801 | Mapika/decider This Project | Python | ★ 866 | |
| #2,802 | meziantou/Meziantou.Framework | C# | ★ 865 | Compare ↗ |
| #2,803 | RandomEngy/VidCoder | C# | ★ 864 | Compare ↗ |
| #2,803 | liyedanpdx/reddit-ai-trends | Python | ★ 864 | Compare ↗ |
| #2,803 | leekleak/traffic-light | Kotlin | ★ 864 | Compare ↗ |
| #2,806 | wecode-ai/Wegent | TypeScript | ★ 863 | Compare ↗ |
Frequently Asked Questions
What does decider do? +
A family of System One-style models fine-tuned from Qwen3.5, designed for one-pass typed decisions with calibrated probabilities.
What language is decider written in? +
The primary language is Python. Topics include: software.
Is decider actively maintained? +
Yes, the last recorded push was on Sep 27, 2026 with 0 open issues being tracked.
How many stars does decider have? +
decider has 866 stars and 44 forks on GitHub.
How does decider rank among GitHub repositories? +
With 866 stars, Mapika/decider is ranked #2,801 globally across all repositories tracked on GitHubRepo and #352 among Python projects.
What license is decider distributed under? +
The repository reports a Apache-2.0 license. Always verify the repository LICENSE file for legal terms.
