lawrence3699 / jev-style
JevStyle: local decision models for AI agents. Classify, route and score with a probability per option. systemone-compatible local server, MCP tools, Claude Code guard. Open weights, Apache-2.0.
Why this job: topics: local-llm, gguf, mlx
What it does
Jev-Style is a family of small decision models (0.8B and 2B, fine-tuned from Qwen3.5) and the toolkit that puts them to work. Give a model text or JSON, optional images and typed questions. It reads the input once and returns a calibrated probability for every option, in one forward pass, on your laptop. Use it to route support tickets to the right team, pick the tool or model an agent should call, tag topics, flag phishing, check receipts and screenshots, or let a coding agent's tool calls through only when a local model agrees. No GPU, no API key and no training needed.
Get started
pip install -U "jev-style[mlx]"
# Apple silicon (text)
pip install -U "jev-style[torch]"
# NVIDIA GPU, CPU or image input; Intel Macs, Linux and Windows (also works on Apple MPS)- Maintenance
- Active
- Last commit 6 days ago
- Stars
- 128
- +91 this week
- Licence
- Apache-2.0
- Allows business use
- Downloads for
- None listed
- No release files
- Latest version
- v0.6.3
- Released 9 days ago
- Built with
- Python
- 73% of the code
Is it looked after?
- Contributors
- 1
- Last 90 days
- Issues
- None
- No issues filed
- Pull requests
- 11 merged
- 0 waiting
- Releases
- 9
- 9 in the last year
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More: languages, topics and project record
Languages
- Python 73%
- JavaScript 18%
- CSS 5%
- HTML 4%
Topics
- agent-skills
- calibration
- claude-code
- decision-model
- gguf
- guardrails
- jev
- llm-routing
- local-llm
- mcp
- mlx
- qwen3
Project record
- JobLocal LLMs
- StatusListed
- Commits38
- Forks3
- Watching0
- Stars in 28 days+108
- CreatedSep 25, 2026
- First seen by usNov 10, 2026
- CheckedNov 10, 2026