kelly-local-model-lab SKILL.md skillA
kelly-local-model-lab from mr-kelly/skills is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add mr-kelly/skills/kelly-local-model-lab@git:20260923.d43c77dPins git:20260923.d43c77d in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- mr-kelly/skills
- Path
skills/kelly-local-model-lab/SKILL.md- Versions recorded
- 3
- Latest version
- git:20260923.d43c77d, committed Sep 23, 2026
- First version recorded
- Aug 31, 2026
- Size
- 8,058 bytes
- Repository stars
- 6
- License
- MIT
Curate Busabase training examples, create immutable dataset snapshots, run reproducible LoRA or QLoRA fine-tunes on a local Apple Silicon Mac with MLX-LM, compare the untouched baseline and adapter on locked evaluations, and register approved adapters. Use when the user wants to train, fine-tune, evaluate, compare, promote, or manage a local language model with Busabase as the workflow source of truth. Do not use for RAG-only knowledge retrieval, cloud training, or training a foundation model…
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
# Kelly Local Model Lab Use Busabase as the durable data and control plane while a trusted local Worker performs compute on Apple Silicon. Fine-tuning changes behavior; it is not a replacement for RAG when the goal is to inject current knowledge. ## Mandatory Dependencies Before creating, provisioning, or changing the AirApp, read and follow: 1. `$kelly-app-skill-creator` for product behavior and UI quality; 2. `$busabase` for Space selection, node discovery, ChangeRequests, and trusted writes; 3. `$busabase-app-creator` for AirApp runtime, SDK, security, validation, and deployment; 4. `$kelly-app-skill-creator-tests` before claiming full conformance. If a dependency is unavailable, keep the canonical local artifact and training pipeline intact, stop before the unavailable Busabase operation, and report the missing dependency. Never replace Busabase with SQLite, local JSON, or another persistent workflow backend. ## Operating Boundary - The AirApp reviews examples, runs, evaluations, and registered adapters. It never launches MLX, reads local model files, or performs training itself. - A trusted local Agent/Worker claims one eligible `training-runs` record, …
Read the whole file at its exact version.
How to install
mdr add mr-kelly/skills/kelly-local-model-lab@sha256:f96b10f91f2e8864The line at the top of this page pins the label git:20260923.d43c77d, 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_ulq6fksjm2xtjrth)
3 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 3 versions of this file, between Aug 31, 2026 and Sep 23, 2026, about one every 12 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20260923.d43c77d latest | 2026-09-23 | d43c77d | 8,058 B | A | view · diff |
| git:20260901.2f64ebb | 2026-09-01 | 2f64ebb | 7,185 B | A | view · diff |
| git:20260831.ffda1ef | 2026-08-31 | ffda1ef | 7,209 B | A | view |
Audit of the latest version
- pass: Frontmatter block present
- pass: Frontmatter declares a name
- pass: Frontmatter declares a description
- pass: Size between 200 bytes and 200 KB (8058 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 link to a raw IP address
- pass: No script tag
Source
mr-kelly/skills · 6 stars · license MIT · pushed 2026-11-04 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_ulq6fksjm2xtjrth GET https://markdownregistry.com/api/v1/resolve?ref=mr-kelly/skills/kelly-local-model-lab GET https://markdownregistry.com/api/v1/blob/f96b10f91f2e88647d73562e688db6dacae054c2530ccae14a82c7d3a7ebc819
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.