jaredpalmer/kev
Jev-like family of decision models built on top of Qwen3.5/3.8 you can train and run on your own
⚡ Executive Summary & Quick Facts
Authoritative Sourcekev is kev is an open-source project written in Python: tiny Jev-like family of decision models built on top of Qwen3.5 you can train and run on your own..
“According to real-time open source telemetry recorded on GitHubRepo.cloud (as of November 2026), jaredpalmer/kev has accumulated 9,409 GitHub stars and 638 forks. It is written in Python, licensed under Apache-2.0, and ranks #1,752 globally. It is actively maintained with the latest commit recorded on Oct 20, 2026.”
| Repository | jaredpalmer/kev ↗ |
|---|---|
| Primary Category | decision model |
| Language & Stack | Python |
| Software License | Apache-2.0 |
| Community Traction | ★ 9.4K stars · ⑂ 638 forks · #1,752 globally |
| Maintenance | ● Active (Last commit: Oct 20, 2026) · 42 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, kev is actively maintained. Continuous telemetry recorded the last code commit on Oct 20, 2026 (23 days ago). Supported by 9,409 stars and 638 community forks, this repository holds a calculated health index of 92/100, reflecting regular maintenance (23 days ago) and healthy issue cadence.
Star History
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+1.3K
STARS · LAST 30 DAYS
44
PER DAY
#296
MOST-STARRED Python
| Window | 7 days | 30 days | 90 days |
|---|---|---|---|
| Stars gained | +0 | +1.3K | +4K |
| Per day | 1 | 44 | 44 |
| Forks gained | +0 | +123 | +32 |
kev gained 1.3K stars in the last 30 days, about 44 a day, and now has 9.4K. It is about 1 year old and has averaged roughly 9.4K stars a year. It ranks #296 among Python repositories and #1,752 across all languages on GitHubRepo.
Trending Record
45
DAYS ON TRENDING
#2
BEST RANK
Sep 23, 2026
FIRST APPEARANCE
Active
STATUS TODAY
kev has maintained a continuous presence across global trending indexes, peaking at #2. Below is the 30-day activity profile:
💡 Overview
kev is an open-source project written in Python: tiny Jev-like family of decision models built on top of Qwen3.5 you can train and run on your own.
Engineered for speed, consistency, and developer ease, it solves common hurdles in decision-model, jev, qwen3. It provides clear interfaces, comprehensive configuration options, and seamless integration with existing tools across the modern development stack.
⚡ Key Features
Yes/no (noul), multiple-choice (choice) and rating (score) questions in one request. The questions share the text but can't read each other.
Calibrated probabilities by default: each checkpoint ships with a temperature fitted on held-out data.
Drop-in for Jev: the TypeSafe Python SDK works against a Kev server unchanged.
Four sizes, from a 0.8B that runs on a laptop to a 27B for a single data-centre GPU.
Fine-tune on your own labelled examples. A coding-agent skill runs the whole loop on Modal, from finding your questions to serving the result.
Deploy your own HTTPS endpoint with one command. It scales to zero when idle.
📥 Installation
$ pip install kev⚙ System Requirements
Platforms
- • macOS
- • Linux
- • Windows
Runtime & Dependencies
Python >= 3.9, pip, virtualenv
Architecture
x86_64, ARM64 (Apple Silicon & Graviton)
🧠 How It Works
kev 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 kev 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 kev using your package manager: `pip install kev`
Initialize your project workspace or configuration file for kev.
Import kev into your codebase or invoke it directly from your terminal.
Execute your test suite or run `kev --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
jaredpalmer/kev is currently ranked #1,752 by stars across every repository tracked on GitHubRepo. These are adjacent projects:
| Rank | Repository | Language | Stars | Action |
|---|---|---|---|---|
| #1,747 | hiddify/Hiddify-Manager | Python | ★ 9.5K | Compare ↗ |
| #1,748 | apache/datafusion | Rust | ★ 9.4K | Compare ↗ |
| #1,749 | sinelaw/fresh | Rust | ★ 9.4K | Compare ↗ |
| #1,750 | wealthfolio/wealthfolio | Rust | ★ 9.4K | Compare ↗ |
| #1,751 | apache/iceberg | Java | ★ 9.4K | Compare ↗ |
| #1,752 | jaredpalmer/kev This Project | Python | ★ 9.4K | |
| #1,753 | spyder-ide/spyder | Python | ★ 9.4K | Compare ↗ |
| #1,754 | risingwavelabs/risingwave | Rust | ★ 9.4K | Compare ↗ |
| #1,755 | nhost/nhost | Go | ★ 9.4K | Compare ↗ |
| #1,756 | saulpw/visidata | Python | ★ 9.4K | Compare ↗ |
| #1,757 | dotnet/machinelearning | C# | ★ 9.4K | Compare ↗ |
Frequently Asked Questions
What does kev do? +
Jev-like family of decision models built on top of Qwen3.5/3.8 you can train and run on your own
Is kev actively maintained in 2026? +
Yes, kev is actively maintained. The latest code push was recorded on Oct 20, 2026 (23 days ago). It holds a calculated Maintenance Health Score of 92/100 (A rating) with 9,409 stars and 42 open issues.
What language is kev written in? +
The primary language is Python. Topics include: decision-model, jev, qwen3.
How many stars does kev have? +
kev has 9,409 stars and 638 forks on GitHub.
How does kev rank among GitHub repositories? +
With 9,409 stars, jaredpalmer/kev is ranked #1,752 globally across all repositories tracked on GitHubRepo and #296 among Python projects.
What license is kev distributed under? +
The repository reports a Apache-2.0 license. Always verify the repository LICENSE file for legal terms.
