A family of System One-style models fine-tuned from Qwen3.5, designed for one-pass typed decisions with calibrated probabilities.
⚡ Executive Summary & Quick Facts
Authoritative Sourcedecider is 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..
“According to real-time open source telemetry recorded on GitHubRepo.cloud (as of November 2026), Mapika/decider has accumulated 1,149 GitHub stars and 51 forks. It is written in Python, licensed under Apache-2.0, and ranks #7,950 globally. It is actively maintained with the latest commit recorded on Oct 12, 2026.”
| Repository | Mapika/decider ↗ |
|---|---|
| Primary Category | developer tools |
| Language & Stack | Python |
| Software License | Apache-2.0 |
| Community Traction | ★ 1.1K stars · ⑂ 51 forks · #7,950 globally |
| Maintenance | ● Active (Last commit: Oct 12, 2026) · 2 open issues |
| Target Audience | Developers and engineering teams building with Python, seeking reliable, tested, and actively maintained tooling for production workloads. |
🛡️ Repository Maintenance & Health Audit (2026)
Health Score: 92/100 · Grade AYes, decider is actively maintained. Continuous telemetry recorded the last code commit on Oct 12, 2026 (32 days ago). Supported by 1,149 stars and 51 community forks, this repository holds a calculated health index of 92/100, reflecting regular maintenance (32 days ago) and healthy issue cadence.
Star History
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+11
STARS · LAST 30 DAYS
1
PER DAY
#1,160
MOST-STARRED Python
| Window | 7 days | 30 days | 90 days |
|---|---|---|---|
| Stars gained | +0 | +11 | +90 |
| Per day | 1 | 1 | 1 |
| Forks gained | +0 | +1 | +10 |
decider gained 11 stars in the last 30 days, about 1 a day, and now has 1.1K. It is about 1 year old and has averaged roughly 1.1K stars a year. It ranks #1,160 among Python repositories and #7,950 across all languages on GitHubRepo.
Trending Record
41
DAYS ON TRENDING
#43
BEST RANK
Sep 27, 2026
FIRST APPEARANCE
Active
STATUS TODAY
decider has maintained a continuous presence across global trending indexes, peaking at #43. 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 #7,950 by stars across every repository tracked on GitHubRepo. These are adjacent projects:
| Rank | Repository | Language | Stars | Action |
|---|---|---|---|---|
| #7,945 | learningequality/kolibri | Python | ★ 1.2K | Compare ↗ |
| #7,945 | sagframe/sagacity-sqltoy | Java | ★ 1.2K | Compare ↗ |
| #7,945 | mpc-qt/mpc-qt | C++ | ★ 1.2K | Compare ↗ |
| #7,945 | YARC-Official/YARG | C# | ★ 1.2K | Compare ↗ |
| #7,945 | continuwuity/continuwuity | Rust | ★ 1.2K | Compare ↗ |
| #7,950 | Mapika/decider This Project | Python | ★ 1.1K | |
| #7,951 | TrunkRecorder/trunk-recorder | C++ | ★ 1.1K | Compare ↗ |
| #7,951 | apache/ofbiz-framework | Java | ★ 1.1K | Compare ↗ |
| #7,951 | casid/jte | Java | ★ 1.1K | Compare ↗ |
| #7,951 | waywallen/waywallen | Rust | ★ 1.1K | Compare ↗ |
| #7,955 | augustl/net-http-cheat-sheet | Ruby | ★ 1.1K | 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.
Is decider actively maintained in 2026? +
Yes, decider is actively maintained. The latest code push was recorded on Oct 12, 2026 (32 days ago). It holds a calculated Maintenance Health Score of 92/100 (A rating) with 1,149 stars and 2 open issues.
What language is decider written in? +
The primary language is Python. Topics include: software.
How many stars does decider have? +
decider has 1,149 stars and 51 forks on GitHub.
How does decider rank among GitHub repositories? +
With 1,149 stars, Mapika/decider is ranked #7,950 globally across all repositories tracked on GitHubRepo and #1,160 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.
