Qwen Mtp Gguf
R6410418/Jackrong-llm-finetuning-guide
Complete agent-ready workflow for Qwen-family MTP or nextn GGUF conversion and release.
Validate workspace shape, model paths, output directories, and repo structure before downstream Quark skills proceed.
$ npx skills add amd/Quark --skill quark-workspace-validate -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install amd/Quark quark-workspace-validate --agent claude-codeProject scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).
$ git clone --depth 1 https://github.com/amd/Quark.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.claude/skills-impl/l0-foundation/shared/quark-workspace-validate .claude/skills/quark-workspace-validate && rm -rf skills-srcUse ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.
Claude Code skills documentation · loads skills from .claude/skills/
Install the "quark-workspace-validate" agent skill from https://github.com/amd/Quark/tree/release%2F0.13/.claude/skills-impl/l0-foundation/shared/quark-workspace-validate into .claude/skills/quark-workspace-validate/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "quark-workspace-validate", then confirm the skill loads.Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$skill-installer install https://github.com/amd/Quark/tree/release%2F0.13/.claude/skills-impl/l0-foundation/shared/quark-workspace-validateType this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.
$ npx skills add amd/Quark --skill quark-workspace-validate -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install amd/Quark quark-workspace-validate --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/amd/Quark.git skills-src && mkdir -p .agents/skills && cp -r skills-src/.claude/skills-impl/l0-foundation/shared/quark-workspace-validate .agents/skills/quark-workspace-validate && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "quark-workspace-validate" agent skill from https://github.com/amd/Quark/tree/release%2F0.13/.claude/skills-impl/l0-foundation/shared/quark-workspace-validate into .agents/skills/quark-workspace-validate/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "quark-workspace-validate", then confirm the skill loads.Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add amd/Quark --skill quark-workspace-validate -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install amd/Quark quark-workspace-validate --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/amd/Quark.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/.claude/skills-impl/l0-foundation/shared/quark-workspace-validate .cursor/skills/quark-workspace-validate && rm -rf skills-srcUse ~/.cursor/skills/ instead of .cursor/skills for a personal install.
Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/
Install the "quark-workspace-validate" agent skill from https://github.com/amd/Quark/tree/release%2F0.13/.claude/skills-impl/l0-foundation/shared/quark-workspace-validate into .cursor/skills/quark-workspace-validate/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "quark-workspace-validate", then confirm the skill loads.Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gemini skills install https://github.com/amd/Quark.git --path .claude/skills-impl/l0-foundation/shared/quark-workspace-validate--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.
$ npx skills add amd/Quark --skill quark-workspace-validate -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install amd/Quark quark-workspace-validate --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/amd/Quark.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/.claude/skills-impl/l0-foundation/shared/quark-workspace-validate .gemini/skills/quark-workspace-validate && rm -rf skills-srcUse ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.
Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/
Install the "quark-workspace-validate" agent skill from https://github.com/amd/Quark/tree/release%2F0.13/.claude/skills-impl/l0-foundation/shared/quark-workspace-validate into .gemini/skills/quark-workspace-validate/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "quark-workspace-validate", then confirm the skill loads.Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gh skill install amd/Quark quark-workspace-validateInstalls for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).
$ npx skills add amd/Quark --skill quark-workspace-validate -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/amd/Quark.git skills-src && mkdir -p .github/skills && cp -r skills-src/.claude/skills-impl/l0-foundation/shared/quark-workspace-validate .github/skills/quark-workspace-validate && rm -rf skills-srcUse ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.
GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/
Install the "quark-workspace-validate" agent skill from https://github.com/amd/Quark/tree/release%2F0.13/.claude/skills-impl/l0-foundation/shared/quark-workspace-validate into .github/skills/quark-workspace-validate/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "quark-workspace-validate", then confirm the skill loads.GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add amd/Quark --skill quark-workspace-validate -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install amd/Quark quark-workspace-validate --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/amd/Quark.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/.claude/skills-impl/l0-foundation/shared/quark-workspace-validate .opencode/skills/quark-workspace-validate && rm -rf skills-srcUse ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.
OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/
Install the "quark-workspace-validate" agent skill from https://github.com/amd/Quark/tree/release%2F0.13/.claude/skills-impl/l0-foundation/shared/quark-workspace-validate into .opencode/skills/quark-workspace-validate/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "quark-workspace-validate", then confirm the skill loads.OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
quark-workspace-validateValidate workspace shape, model paths, output directories, and repo structure before downstream Quark skills proceed.
Quark Workspace Validate is an agent skill from amd/Quark. Validate workspace shape, model paths, output directories, and repo structure before downstream Quark skills proceed. Use this skill whenever a skill needs confirmed file paths, when the user provides a model path or output directory, when you need to distinguish a local model from a HuggingFace ID, or when any path assumption is unverified. Also trigger for "where should I put outputs", "is my model path right", or before model-intake/export steps.
Its SKILL.md is about 1.3k tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.
It sits in AI & LLM Engineering, covering Model hubs and datasets. It works with Hugging Face and Qwen. The licence is MIT.
3 steps, taken from the first numbered list in SKILL.md.
Read from SKILL.md and the folder at commit 313cb0b. It shows what the files ask for, not the result of running them.
Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.
From allowed-tools in the SKILL.md frontmatter.
No scripts in the folder and no shell commands in SKILL.md (its code samples are json and bash).
From the folder's file list and the shell code blocks in SKILL.md.
No URLs in SKILL.md.
From URLs in SKILL.md, links to its own repository left out.
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Quark Workspace Validate loads about 1.3k tokens when it runs. Until then it costs about 120 tokens; SKILL.md has 497 words of instructions outside code blocks.
Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.
The automated check found no risky patterns in SKILL.md.
Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.
The full file from amd/Quark at commit 313cb0b, republished under its MIT licence (© amd). 497 words, ~1,290 tokens.
.claude/skills/quark-workspace-validate/SKILL.md (or your agent's skills folder).Validate that file paths, model references, and output locations actually exist and are accessible before a downstream skill depends on them. This prevents silent failures where a PTQ run starts, spends time loading a model, and then crashes because the output directory does not exist or the model path has a typo.
quark-torch-router)Records validated model paths, output directory, and repo locations.
Schema: workspace_context.schema.json
{
"model_path": "/models/Qwen3-8B",
"model_source": "local",
"trust_remote_code_required": false,
"output_dir": "./output/qwen3-8b-fp8",
"output_dir_exists": false,
"output_dir_parent_writable": true,
"disk_space_gb_free": 250,
"quark_script_path": null
}workspace_context.json is for path facts only. Unresolved questions (e.g., ambiguous local-vs-HuggingFace reference) belong in session_context.json (owned by quark-torch-router).
A model reference can be one of three things:
config.json, *.safetensors or *.bin files (e.g., /models/Llama-2-7b-hf/)org/model-name (e.g., Qwen/Qwen3-8B)./qwen3-8b might be a local dir or a typo)For local paths, check:
config.json is present (minimum requirement for HuggingFace-compatible model).safetensors, .bin, or .pth)For HuggingFace IDs, note:
/ separatortrust_remote_code will be needed (some models like DeepSeek VL v2 require it)quantize_quark.py at the expected location: examples/torch/language_modeling/llm_ptq/quantize_quark.pyrequirements.txt dependencies are likely installed# Check model directory
ls -la /path/to/model/config.json 2>/dev/null
ls /path/to/model/*.safetensors 2>/dev/null
# Check output directory parent
test -d /path/to/output/.. && echo "parent exists"
test -w /path/to/output/.. && echo "parent writable"
# Check disk space (rough)
df -h /path/to/output/..quark-torch-model-intake) or choose install paths (that is quark-install)./data/models/llama does not exist, say so — do not suggest /data/models/llama-2 as an alternative unless the user asks.meta-llama/Llama-2-7b could be local or remote, say: "This looks like a HuggingFace model ID. If you meant a local directory, the path does not exist at ./meta-llama/Llama-2-7b."workspace_context.json. Hand any unresolved items back to quark-torch-router so they land in session_context.json's open_questions./data/models/llama does not exist. Did you mean /data/models/Llama-2-7b-hf?"© amd, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
Just SKILL.md in .claude/skills-impl/l0-foundation/shared/quark-workspace-validate of amd/Quark.
Open the folder on GitHubat commit 313cb0b
Quark Workspace Validate next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.
| Skill | Stars | Used in | Tokens | Auto-check | Licence | Repo updated |
|---|---|---|---|---|---|---|
| Quark Workspace Validate this skillamd/Quark | 181 | — | ~1.3k | Automated safety check: Pass | MIT | |
| Qwen Mtp GgufR6410418/Jackrong-llm-finetuning-guide | 1.7k | — | ~1.7k | Automated safety check: Pass | MIT | |
| Veomni New ModelByteDance-Seed/VeOmni | 2.2k | — | ~2k | Automated safety check: Pass | Apache-2.0 | |
| Add Modelguoqingbao/xinfer | 333 | — | ~4.2k | Automated safety check: Notes | MIT | |
| Resolvealexziskind1/model-shelf | 130 | — | ~792 | Automated safety check: Pass | MIT | |
| Check Modelguoqingbao/xinfer | 333 | — | ~3.8k | Automated safety check: Pass | MIT |
R6410418/Jackrong-llm-finetuning-guide
Complete agent-ready workflow for Qwen-family MTP or nextn GGUF conversion and release.
ByteDance-Seed/VeOmni
A skill your agent uses when adding support for a new model to VeOmni.
guoqingbao/xinfer
Adapt and port new LLM model architectures to this xinfer project.
alexziskind1/model-shelf
Always resolve Hugging Face models via model-shelf before any download.
guoqingbao/xinfer
Check model compatibility with xinfer before loading. An agent skill from guoqingbao/xinfer.
guoqingbao/xinfer
Test LLM models served by xinfer for correctness, output quality, and performance.
amd/Quark
Author or restructure a Quark Agent Skill so it conforms to this project's template, contracts, and layer rules.
amd/Quark
Run, resume, monitor, diagnose, and report Quark Quant-Perf workflows for PyTorch and HuggingFace transformers models.
amd/Quark
Author a new ShapeShifter graph-transformation pass for AMD Quark (ONNX or PyTorch) so it conforms to the pass framework's conventions and auto-registers.
amd/Quark
Collect and normalize environment facts (OS, Python, GPU, CUDA/ROCm, container state) before Quark installation or PTQ planning.
amd/Quark
Install or verify the AMD Quark package and its dependencies.
amd/Quark
L3 recipe that runs quark.onnx.AutoSearchPro end-to-end on a user .onnx model: intake → preset selection (or custom search space) → calibration / eval data reader → standalone autosearch script…
Works with
Categories
Validate workspace shape, model paths, output directories, and repo structure before downstream Quark skills proceed. Quark Workspace Validate is an agent skill from amd/Quark. Validate workspace shape, model paths, output directories, and repo structure before downstream Quark skills proceed.
Quark Workspace Validate fits situations like: A skill needs confirmed file paths; the user provides a model path; output directory; you need to distinguish a local model from a HuggingFace ID.
Run `npx skills add amd/Quark --skill quark-workspace-validate -a claude-code`. Or copy the skill folder (.claude/skills-impl/l0-foundation/shared/quark-workspace-validate in amd/Quark) into .claude/skills/quark-workspace-validate in your project. Claude Code loads it when a task matches its description.
Run `npx skills add amd/Quark --skill quark-workspace-validate -a codex`. Or copy the skill folder (.claude/skills-impl/l0-foundation/shared/quark-workspace-validate in amd/Quark) into .agents/skills/quark-workspace-validate in your project. Codex loads it when a task matches its description.
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add amd/Quark --skill quark-workspace-validate -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/quark-workspace-validate, .gemini/skills/quark-workspace-validate, .github/skills/quark-workspace-validate and .opencode/skills/quark-workspace-validate in your project.
SKILL.md names no scripts, command-line tools or credentials: Quark Workspace Validate is instructions for the agent only.
SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.
Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.
Quark Workspace Validate is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
About 1.3k tokens (SKILL.md is roughly 5.2k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.
Skills that share tags, products or a category with Quark Workspace Validate: Qwen Mtp Gguf (R6410418/Jackrong-llm-finetuning-guide, 1.7k stars), Veomni New Model (ByteDance-Seed/VeOmni, 2.2k stars), Add Model (guoqingbao/xinfer, 333 stars) and Resolve (alexziskind1/model-shelf, 130 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
amd (a GitHub organization) maintains it in amd/Quark, which has 181 GitHub stars. The repository holds 37 skills in this directory. The repository was last updated on September 28, 2026.
Source: amd/Quark on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.