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hf-cli

llm-externalizer's bundled copy, adapted for its setup wizard (distinct from the huggingface-skills plugin's skill of the same name). Hugging Face Hub CLI (`hf`) reference for downloading, uploading, and managing models, datasets, and repos. Covers custom --local-dir placement, --include/--exclude file filters, --revision pinning, cache management, and `hf auth login` for gated repos. Use when the setup wizard's pre-built download_command needs extension. Loaded by llm-externalizer-setup-agent.

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Emasoft/llm-externalizer-plugin
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August 18, 2026 at 21:50
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name
hf-cli
description
llm-externalizer's bundled copy, adapted for its setup wizard (distinct from the huggingface-skills plugin's skill of the same name). Hugging Face Hub CLI (`hf`) reference for downloading, uploading, and managing models, datasets, and repos. Covers custom --local-dir placement, --include/--exclude file filters, --revision pinning, cache management, and `hf auth login` for gated repos. Use when the setup wizard's pre-built download_command needs extension. Loaded by llm-externalizer-setup-agent.
user-invocable
false
## Overview Reference for the Hugging Face Hub CLI (`hf` — replaces deprecated `huggingface-cli`). Covers downloading, uploading, managing models/datasets/Spaces, custom `--local-dir`, file filters via `--include`/`--exclude`, revision pinning, cache management (`hf cache scan/delete`), and authentication (`hf auth login`). ## Prerequisites The setup wizard reads pre-built `download_command` strings from `scripts/setup/recommend-models.py` — shell-quoted and safe to paste. Most setup runs never need to touch this skill. Consult this skill when the recommender's command needs extension: - Custom `--local-dir` placement (multi-user setups, per-project trees) - File-level filtering with `--include`/`--exclude` (one shard from sharded safetensors, skip `.onnx` for safetensors) - Pinning a specific `--revision` for reproducibility - Cache management (`hf cache scan`, `hf cache delete <repo>`) - Auth setup (`hf auth login`) before downloading from gated repos (Llama 3 needs a HF token tied to Meta licence acceptance) Install (one-time): curl -LsSf https://hf.co/cli/install.sh | bash -s Use `hf --help` to view available functions. Auth commands are under `hf auth` (e.g. `hf auth whoami`). ## Instructions 1. Determine which sub-command the user needs (`download`, `upload`, `cache scan`, `auth login`, etc.). See [commands](references/commands.md) for the full alphabetical reference. 2. Look up flags in the commands reference. 3. Compose the command — prefer `--local-dir` for predictable placement. 4. For gated repos: run `hf auth login` once before downloading. 5. Run the command. On failure, see Error Handling below. 6. Verify the artifact landed with `ls` / `hf cache scan`. ## Output Return the executed command + its stdout (or relevant error) to the caller. For downloads, also report the on-disk path the artifact landed at. ## Error Handling - **Gated repo** (`Access denied`): run `hf auth login`, accept the license on the HF web UI, retry. - **Filename mismatch** when using shorthand `repo:QUANT`: drop down to `--hf-repo` + `--hf-file` form (see `huggingface-local-models`). - **Disk pressure / cache bloat**: `hf cache scan` to see usage, then `hf cache delete <repo>` to free space. - **Network timeout**: retry; for very large repos use `--max-workers 8` to parallelize, or `hf-mount` to defer fetching. ## Examples ```bash # Download a single GGUF file to a custom dir hf download unsloth/Qwen3.6-35B-A3B-GGUF Qwen3.6-35B-A3B-UD-Q4_K_M.gguf --local-dir ~/models/qwen # Download an MLX repo (directory-shaped) hf download mlx-community/Llama-3.3-70B-Instruct-4bit --local-dir ~/models/l3-70b-4bit # Pin to a specific revision for reproducibility hf download org/model file.safetensors --revision abc1234 --local-dir ~/models/model # Scan and clean the cache hf cache scan hf cache delete org/old-model # Authenticate before pulling a gated repo hf auth login ``` ## Resources - [commands](references/commands.md) > Top-level commands · hf auth · hf buckets · hf cache · hf collections · hf datasets · hf discussions · hf endpoints · hf extensions · hf jobs · hf models · hf papers · hf repos · hf skills · hf spaces · hf webhooks · Common options · Mounting repos as local filesystems (`hf-mount`) · Tips - Official docs: `https://huggingface.co/docs/huggingface_hub/en/guides/cli` - `huggingface_hub` Python lib: `https://github.com/huggingface/huggingface_hub` - `hf-mount` (on-demand mounts): `https://github.com/huggingface/hf-mount` - `hf` install: `https://hf.co/cli/install.sh`
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