kev-finetune
jaredpalmer/kevSkill
Fine-tune a Kev decision model (open Jev-style System One model) on a user's own workload and serve it with calibrated probabilities. Interviews the user, finds existing Jev/TypeSafe questions or labelled data in their codebase, generates enough synthetic training data to measure a gain, trains and calibrates on Modal, scores against the released checkpoint, deploys a TypeSafe-compatible endpoint, and tears everything down. Use when someone wants noul/choice/score questions answered on their own domain (routing, triage, moderation, classification, scoring), wants calibrated confidence for auto
Why this score
This repo hosts 10 skills, so its 9,326 stars are split between them (about 933 each) for scoring.
Popularity score: 79/100 from public GitHub signals only. It shows how widely used and maintained this is, not how well it works. Not included yet: the fake-star check. The security scan is shown separately and doesn't change the score. How we rank
Security
Scanned Oct 20, 2026 at commit 1f04cfa28e6a, with Cisco's open-source skill-scanner.
What its code does:
- Makes network requestsSKILL.md, scripts/generate_data.py:95 and 1 more
Web addresses in its code:
- ai-gateway.vercel.shscripts/generate_data.py:13
- api.openai.comscripts/generate_data.py:13
- huggingface.coscripts/kev_modal.py:403
These are the sites named in the code, so it's where your data could go. It isn't a complete list: code can build addresses while it runs, and a few of these may be links rather than calls. Whatever you send also goes to the AI model you use.
A scan lists patterns in the code. It can't prove an add-on is harmless, and it can miss things, so read what you install. How we scan
Alternatives
Other makers' add-ons that do the same job, next to this one.
| Name | Score | Stars | Context | Updated |
|---|---|---|---|---|
| This onekev-finetune jaredpalmer/kev · Skill | 79 | ★ 9.3k | ≈153 always | 19d ago |
| codonfm-finetune NVIDIA/skills · Skill Same job: ai engineering | 75 | ★ 3.6k | ≈96 always | 16d ago |
| dspy-finetune-bootstrap OmidZamani/dspy-skills · Skill Same job: ai engineering | 50 | ★ 124 | ≈38 always | 4mo ago |
| deepmd-finetune-dpa4 deepmodeling/deepmd-kit · Skill Same job: ai engineering | 75 | ★ 2.1k | ≈39 always | 16d ago |
| deepmd-finetune-dpa3 jinzhezenggroup/computational-chemistry-agent-skills · Skill Same job: ai engineering | 61 | ★ 153 | ≈114 always | 16d ago |