jev-style-serve SKILL.md skillB
jev-style-serve from lawrence3699/jev-style is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add lawrence3699/jev-style/jev-style-serve@git:20261104.4c49bf7Pins git:20261104.4c49bf7 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- B, 16 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- lawrence3699/jev-style
- Path
skills/jev-style-serve/SKILL.md- Versions recorded
- 3
- Latest version
- git:20261104.4c49bf7, committed Nov 4, 2026
- First version recorded
- Sep 25, 2026
- Size
- 7,244 bytes
- Repository stars
- 54
- License
- Apache-2.0
Install and start the Jev-Style local decision server (systemone-compatible API + Playground at http://127.0.0.1:8765) on macOS, Linux or Windows/WSL, pick the right backend (MLX on Apple silicon, PyTorch CUDA/CPU elsewhere, llama.cpp GGUF optional), verify it answers, and optionally keep it running at login. Use when the user wants to run Jev-Style, set up a local decision model / systemone endpoint, or when another jev-style skill finds no server on :8765.
Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.
What the file says
# Run Jev-Style locally Goal: a working `http://127.0.0.1:8765/v1/systemone` with the real model, verified by a request. Work through the steps in order and report what you did. Ask before anything that changes the user's login items or installs system packages. ## 1. Check what is already there ```sh curl -s http://127.0.0.1:8765/healthz || echo "no server" command -v jev-style && jev-style --version command -v uv || echo "no uv" uname -sm; python3 --version ``` If `healthz` already answers with a `"model"` that starts with `jev-style-` (`jev-style-0.8b-decision-v3` is the default release, `jev-style-2b-decision-v4` the 2B), stop here: it is running. If it says `jev-style-fake`, the server runs the fake engine (meaningless answers): restart it without `--fake`. ## 2. Install the CLI Prefer `uv` (installs into its own environment, puts `jev-style` on PATH): ```sh # Apple silicon (MLX backend, fastest on a Mac; text only): uv tool install "jev-style[mlx]" # Linux / Windows / Intel Mac (PyTorch on CUDA or CPU), and for images on any machine: uv tool install "jev-style[torch]" ``` …
Read the whole file at its exact version.
How to install
mdr add lawrence3699/jev-style/jev-style-serve@sha256:57f4e63384df58c0The line at the top of this page pins the label git:20261104.4c49bf7, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.
[](https://markdownregistry.com/a/art_yoppsmeto7bgqnwo)
1 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 3 versions of this file, between Sep 25, 2026 and Nov 4, 2026, about one every 20 days. Its first recorded version is graded C and its latest B.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20261104.4c49bf7 latest | 2026-11-04 | 4c49bf7 | 7,244 B | B | view · diff |
| git:20260926.e885ac8 | 2026-09-26 | e885ac8 | 4,726 B | C | view · diff |
| git:20260925.fc458b5 | 2026-09-25 | fc458b5 | 4,870 B | C | view |
Audit of the latest version
- fail: No link to a raw IP address (matched: http://127.0.0.1:8765)
- pass: Frontmatter block present
- pass: Frontmatter declares a name
- pass: Frontmatter declares a description
- pass: Size between 200 bytes and 200 KB (7244 bytes)
- pass: No zero-width or bidi control characters
- pass: No instruction hidden inside an HTML comment
- pass: No link to an exfiltration or paste host
- pass: No credential-shaped string
- pass: No instruction to send local credentials anywhere
- pass: No text hidden with inline styles
- pass: No prompt-injection phrasing
- pass: No curl or wget piped into a shell
- pass: No recursive delete of root, home or parent
- pass: No instruction to read or print local credentials
- pass: No base64 blob over 200 characters
- pass: No script tag
Starting a new one? Use a template for SKILL.md on mdpantry, which passes every one of these checks and says what to change in it.
Source
lawrence3699/jev-style · 54 stars · license Apache-2.0 · pushed 2026-11-04 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_yoppsmeto7bgqnwo GET https://markdownregistry.com/api/v1/resolve?ref=lawrence3699/jev-style/jev-style-serve GET https://markdownregistry.com/api/v1/blob/57f4e63384df58c0fca0bd1343d998d4d056a003998d62a5a2fe3a43e4b66f45
Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.
Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.