run-llms SKILL.md skillB
run-llms from av/skills is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add av/skills/run-llms@git:20260904.e0627a9Pins git:20260904.e0627a9 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- B, 16 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- av/skills
- Path
run-llms/SKILL.md- Versions recorded
- 4
- Latest version
- git:20260904.e0627a9, committed Sep 4, 2026
- First version recorded
- Jan 23, 2026
- Size
- 8,031 bytes
- Repository stars
- 28
- License
- MIT
Set up and run local LLMs with Harbor. Use when the user wants to run models locally, install Harbor, start Open WebUI, llama.cpp, Ollama, vLLM, Docker Model Runner, MLX, or oMLX, pull GGUF or HuggingFace models, add SearXNG web search, Speaches TTS/STT, or Open Terminal code execution, launch Codex/Claude/Grok/OpenCode against a Harbor backend, or troubleshoot GPU, VRAM, and service startup.
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 LLMs locally with Harbor Harbor is a containerized LLM toolkit. Default `harbor up` starts Open WebUI (`webui`) and llama.cpp (`llamacpp`). This skill is the operational playbook for installing Harbor, choosing a backend, pulling models, wiring search/voice/code tools, and pointing coding agents at the same stack. For the full CLI catalog, `harbor skills get harbor`. For Boost module authoring, use the `boost-modules` skill. ## Agent rules - `harbor logs` follows forever and will hang a non-interactive shell. Read logs with `docker logs harbor.<service>` (add `--tail 200` if needed). - Never edit `.env` by hand. Use `harbor config get/set` and `harbor env`. - Do not set `llamacpp.model` / `llamacpp.model.specifier` unless the user explicitly wants a single pinned GGUF. Router mode (empty specifier) discovers pulled GGUFs automatically. - `harbor launch` options (`--backend`, `--model`, `--web`, `--workflow`, `--config`, `--service`) go **before** the tool name. Everything after the tool name is the tool's own argv. - After `harbor update`, run `harbor config update` if new keys are missing from the local config. ## Read only what you need | File | When | …
Read the whole file at its exact version.
How to install
mdr add av/skills/run-llms@sha256:965ec80430a0787aThe line at the top of this page pins the label git:20260904.e0627a9, 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_v72qzhixg63o2xeu)
4 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 4 versions of this file, between Jan 23, 2026 and Sep 4, 2026, about one every 75 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20260904.e0627a9 latest | 2026-09-04 | e0627a9 | 8,031 B | B | view · diff |
| git:20260403.517220a | 2026-04-03 | 517220a | 37,391 B | C | view · diff |
| git:20260123.1d1fc24 | 2026-01-23 | 1d1fc24 | 7,935 B | B | view · diff |
| git:20260123.eeaa581 | 2026-01-23 | eeaa581 | 7,903 B | B | view |
Audit of the latest version
- fail: No curl or wget piped into a shell (matched: curl -fsSL https://raw.githubusercontent.com/av/harbor/refs/heads/main/install.sh | bash)
- pass: Frontmatter block present
- pass: Frontmatter declares a name
- pass: Frontmatter declares a description
- pass: Size between 200 bytes and 200 KB (8031 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 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
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
av/skills · 28 stars · license MIT · pushed 2026-10-21 · branch master
API
GET https://markdownregistry.com/api/v1/artifacts/art_v72qzhixg63o2xeu GET https://markdownregistry.com/api/v1/resolve?ref=av/skills/run-llms GET https://markdownregistry.com/api/v1/blob/965ec80430a0787ac6cfe08d2092997af2ce2d6abb50cd9f9aeb779eee836330
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.