Individual skill
gguf-quantization
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.
skills/optimization/gguf/SKILL.md
Source commit df6b3b3a11399c1258dbcd4ae3c1d3086b30cf2f
What was checked
- Matches the observed repository HEAD
- Yes
- Scanner rules are current
- Yes
- Repository scan complete
- No
- Skill scan complete
- No
- Observed behavior
- Network or broad shell
- Last checked
- Nov 3, 2026
These are observations at the recorded commit, not a guarantee of safety. Review the source before running it.
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Repository context
- Repository stars (not skill ratings)
- 1,200
- Repository last updated
- Nov 6, 2026
- License
- NOASSERTION
Observed agent integration: No specific integration evidence. Standard SKILL.md installation does not imply verified compatibility.
- ai-agents Repository topic
- ai-scientist Repository topic
- auto-research Repository topic
- claude-code Repository topic
- claude-science-desktop-alternative Repository topic
- claude-science-free Repository topic
- literature-review Repository topic
- paper-writing Repository topic
- research-assistant Repository topic
- gguf Declared skill tag
- quantization Declared skill tag
- llama.cpp Declared skill tag
- cpu-inference Declared skill tag
- apple-silicon Declared skill tag
- model-compression Declared skill tag
- optimization Declared skill tag
- engineering Derived category
Files and excerpt
File metadata and permitted, redacted excerpts come from the recorded scan. Source links are pinned to that commit.
Browse files
SKILL.mdcore · 10,320 bytesSKILL.mdcore · 10,320 bytesSKILL.mdcore · 10,320 bytesSKILL.mdcore · 10,320 bytesSKILL.mdcore · 10,320 bytesSKILL.mdcore · 10,320 bytesSKILL.mdcore · 10,320 bytesSKILL.mdcore · 10,320 bytesSKILL.mdcore · 10,320 bytesSKILL.mdcore · 10,320 bytesSKILL.mdcore · 10,320 bytesSKILL.mdcore · 10,320 bytesSKILL.mdcore · 10,320 bytesSKILL.mdcore · 10,320 bytesSKILL.mdcore · 10,320 bytesSKILL.mdcore · 10,320 bytesSKILL.mdcore · 10,320 bytesSKILL.mdcore · 10,320 bytesSKILL.mdcore · 10,320 bytesSKILL.mdcore · 10,320 bytesSKILL.mdcore · 10,320 bytesSKILL.mdcore · 10,320 bytesSKILL.mdcore · 10,320 bytesSKILL.mdcore · 10,320 bytesSKILL.mdcore · 10,320 bytesSKILL.mdcore · 10,320 bytesreferences/advanced-usage.mddoc · 10,887 bytesreferences/troubleshooting.mddoc · 8,904 bytes
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