ai-local-model-ops SKILL.md skillA
ai-local-model-ops from vasilyu1983/ai-agents-public is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add vasilyu1983/ai-agents-public/ai-local-model-ops@v1.2Pins v1.2 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- vasilyu1983/ai-agents-public
- Path
skills/universal/ai-local-model-ops/SKILL.md- Versions recorded
- 1
- Latest version
- v1.2, committed Oct 5, 2026
- Size
- 11,529 bytes
- Repository stars
- 101
- License
- MIT
Runs local and self-hosted LLMs with Ollama, LM Studio, MLX, llama.cpp, and Open WebUI. Use when choosing GGUF quants, sizing VRAM, or running models privately.
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
# Local Model Operations Use this skill to choose and operate local or self-hosted LLM workflows when privacy, offline access, or low-friction experimentation matter more than large-cluster serving. This skill covers: - local runtime choice for laptops, workstations, and small self-hosted setups - team-facing local or private chat surfaces - single-binary or minimal-dependency model packaging - lightweight adaptation paths before full training or cluster-scale serving - evaluation and escalation rules before a local stack becomes a product dependency ## Quick Reference | Need | Default path | Notes | |------|--------------|-------| | Run a local model quickly | Ollama | Lowest-friction day-0 local runtime for experiments and private workflows | | Share a self-hosted chat UI | Open WebUI | Best fit when a team needs a ChatGPT-like local or private interface | | Ship a no-install demo or portable binary | llamafile | Useful for single-file distribution and low-ops delivery | | Apple Silicon on-device inference at framework level | MLX (mlx-lm) | Primary path for Metal-native inference and LoRA fine-tune on Mac; verify at https://github.com/ml-explore/mlx-lm | …
Read the whole file at its exact version.
How to install
mdr add vasilyu1983/ai-agents-public/ai-local-model-ops@sha256:e6ff34e343bc548dThe line at the top of this page pins the label v1.2, 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_yrwq5q3e2yq57f4u)
4 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 1 version of this file, committed on Oct 5, 2026.
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 (11529 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
vasilyu1983/ai-agents-public · 101 stars · license MIT · pushed 2026-10-16 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_yrwq5q3e2yq57f4u GET https://markdownregistry.com/api/v1/resolve?ref=vasilyu1983/ai-agents-public/ai-local-model-ops GET https://markdownregistry.com/api/v1/blob/e6ff34e343bc548d4729b5ffb7d8c4dba469e12130c4562d3843a529f87e0243
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.