nokia-applied-research/AnyJev
Turn any LLM into a Jev-style decision model: typed decisions, real probabilities, no training. (continue updating, welcome any issue and PR request)
Star History
Momentum
+21
STARS · LAST 30 DAYS
1
PER DAY
#358
MOST-STARRED Python
| Window | 7 days | 30 days | 90 days |
|---|---|---|---|
| Stars gained | +7 | +21 | +90 |
| Per day | 1 | 1 | 1 |
| Forks gained | +1 | +3 | +10 |
AnyJev gained 21 stars in the last 30 days, about 1 a day, and now has 852. It is about 1 year old and has averaged roughly 852 stars a year. It ranks #358 among Python repositories and #2,855 across all languages on GitHubRepo.
Trending Record
4
DAYS ON TRENDING
#52
BEST RANK
Sep 25, 2026
FIRST APPEARANCE
Active
STATUS TODAY
AnyJev has maintained a continuous presence across global trending indexes, peaking at #52. Below is the 30-day activity profile:
💡 Overview
AnyJev is an open-source project written in Python: Turn any LLM into a Jev-style decision model: typed decisions, real probabilities, no training. (continue updating).
Engineered for speed, consistency, and developer ease, it solves common hurdles in calibration, decision-model, jev. 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 AnyJev⚙ System Requirements
Platforms
- • macOS
- • Linux
- • Windows
Runtime & Dependencies
Python >= 3.9, pip, virtualenv
Architecture
x86_64, ARM64 (Apple Silicon & Graviton)
🧠 How It Works
AnyJev 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
Autonomous AI Agents
Orchestrate intelligent workflows and tool-calling routines with AnyJev.
Model Inference & Prompting
Integrate fast, local or cloud-hosted generative AI models directly into production code.
Context Memory & RAG
Augment language models with dynamic vector retrieval and structured project memory.
Developer Productivity
Automate repetitive engineering tasks, code generation, and test creation using AI agents.
🚀 Getting Started
Install AnyJev using your package manager: `pip install AnyJev`
Initialize your project workspace or configuration file for AnyJev.
Import AnyJev into your codebase or invoke it directly from your terminal.
Execute your test suite or run `AnyJev --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
nokia-applied-research/AnyJev is currently ranked #2,855 by stars across every repository tracked on GitHubRepo. These are adjacent projects:
| Rank | Repository | Language | Stars | Action |
|---|---|---|---|---|
| #2,848 | crisng95/flowkit | Python | ★ 856 | Compare ↗ |
| #2,851 | toretore/barby | Ruby | ★ 855 | Compare ↗ |
| #2,851 | HabitRPG/habitica-ios | Swift | ★ 855 | Compare ↗ |
| #2,853 | huawei-bayerlab/marigold-v2 | Python | ★ 854 | Compare ↗ |
| #2,854 | smi2/phpClickHouse | PHP | ★ 853 | Compare ↗ |
| #2,855 | nokia-applied-research/AnyJev This Project | Python | ★ 852 | |
| #2,855 | ThrowTheSwitch/Ceedling | Ruby | ★ 852 | Compare ↗ |
| #2,855 | concretecms/concretecms | PHP | ★ 852 | Compare ↗ |
| #2,855 | mdSilo/mdSilo-app | TypeScript | ★ 852 | Compare ↗ |
| #2,859 | doriaxengine/doriax | C++ | ★ 851 | Compare ↗ |
| #2,860 | Trepan-Debuggers/remake | C | ★ 850 | Compare ↗ |
Frequently Asked Questions
What does AnyJev do? +
Turn any LLM into a Jev-style decision model: typed decisions, real probabilities, no training. (continue updating, welcome any issue and PR request)
What language is AnyJev written in? +
The primary language is Python. Topics include: calibration, decision-model, jev, jev-model, llm.
Is AnyJev actively maintained? +
Yes, the last recorded push was on Sep 26, 2026 with 8 open issues being tracked.
How many stars does AnyJev have? +
AnyJev has 852 stars and 110 forks on GitHub.
How does AnyJev rank among GitHub repositories? +
With 852 stars, nokia-applied-research/AnyJev is ranked #2,855 globally across all repositories tracked on GitHubRepo and #358 among Python projects.
What license is AnyJev distributed under? +
The repository reports a Apache-2.0 license. Always verify the repository LICENSE file for legal terms.
