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optimization-gguf
65 / 100 · Review before installing
Check before installing. Some of what it can do is expected: a coding skill usually runs build and test commands.
By davila7/claude-code-templates (GitHub) · coding · 33,256 stars · scanned at commit a6e6f93
GGUF format and llama.cpp quantization for efficient CPU/GPU inference. Use when deploying models on consumer hardware, Apple Silicon, or when needing flexible quantization from 2-8 bit without GPU requirements.
Works with any agent that supports SKILL.md skills.
What this skill can do
Runs commands on your computer
The author does not mention this. Expected for a coding skill.
Found in 17 places.
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- cli-tool/components/skills/ai-research/optimization-gguf/SKILL.md, line 90
./llama-cli -m model-q4_k_m.gguf -p "Hello, how are you?" - cli-tool/components/skills/ai-research/optimization-gguf/SKILL.md, line 132
huggingface-cli download meta-llama/Llama-3.1-8B --local-dir ./llama-3.1-8b - cli-tool/components/skills/ai-research/optimization-gguf/SKILL.md, line 150
python convert_hf_to_gguf.py ./model --outfile model-f16.gguf - cli-tool/components/skills/ai-research/optimization-gguf/SKILL.md, line 178
MODEL="llama-3.1-8b-f16.gguf" - cli-tool/components/skills/ai-research/optimization-gguf/SKILL.md, line 264
./llama-server -m model-q4_k_m.gguf \ - cli-tool/components/skills/ai-research/optimization-gguf/SKILL.md, line 302
make clean && make GGML_METAL=1 - cli-tool/components/skills/ai-research/optimization-gguf/SKILL.md, line 319
make clean && make GGML_CUDA=1 - cli-tool/components/skills/ai-research/optimization-gguf/SKILL.md, line 332
make clean && make - cli-tool/components/skills/ai-research/optimization-gguf/SKILL.md, line 352
cat > Modelfile << 'EOF' - cli-tool/components/skills/ai-research/optimization-gguf/SKILL.md, line 378
cp model-q4_k_m.gguf text-generation-webui/models/ - cli-tool/components/skills/ai-research/optimization-gguf/SKILL.md, line 398
./llama-cli -m model.gguf --mmap - cli-tool/components/skills/ai-research/optimization-gguf/SKILL.md, line 404
./llama-cli -m model.gguf -ngl 20 # Reduce from 35 - cli-tool/components/skills/ai-research/optimization-gguf/SKILL.md, line 413
./llama-imatrix -m model-f16.gguf -f calibration.txt -o model.imatrix - cli-tool/components/skills/ai-research/optimization-gguf/references/advanced-usage.md, line 165
result = subprocess.run(
Downloads and installs other software
The author does not mention this.
Found in 8 places.
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Can call paid AI services billed to you
The author does not mention this.
Found in 2 places.
Sends data to these websites: api.openai.com
The author does not mention this.
Found in 2 places.
Safer alternatives
Low-risk skills in the same category (coding) that look related. Check that one does what you need.
Install
Paste this into your terminal. It downloads exactly the version we scanned, not whatever is newest.
if [ -e ~/.agents/skills/'optimization-gguf' ] || [ -L ~/.agents/skills/'optimization-gguf' ]; then echo 'A skill folder named optimization-gguf already exists — not replacing it' >&2; false; else d=$(mktemp -d) && git clone --quiet --filter=blob:none --no-checkout 'https://github.com/davila7/claude-code-templates' "$d" && git -C "$d" checkout --quiet 'a6e6f93e9a4baaa6ff337aee5505bf5c2bae4ce6' -- 'cli-tool/components/skills/ai-research/optimization-gguf' && mkdir -p ~/.agents/skills && cp -R "$d"/'cli-tool/components/skills/ai-research/optimization-gguf' ~/.agents/skills/'optimization-gguf' && rm -rf "$d"; fi
Codex reads ~/.agents/skills directly. For Claude Code, Cursor, Copilot, Gemini CLI, Antigravity or OpenCode, also link it. For Claude Code: ln -s ~/.agents/skills/'optimization-gguf' ~/.claude/skills/'optimization-gguf' (other agents: ~/.cursor/skills, ~/.copilot/skills, ~/.gemini/skills, ~/.gemini/config/skills, ~/.config/opencode/skills). Or install through the finder skill, which does both.
Badge for your README
The badge for davila7/claude-code-templates shows the score of its lowest-scoring skill.

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Score history
| Date | Version | Score |
|---|
| 2026-11-10 | a6e6f93 | 65 |
| 2026-11-08 | b086f26 | 65 |
| 2026-11-07 | 395f30e | 65 |