Weavebench Cua Reproduce
AMAP-ML/LongHorizon-Harness
Reproduce CUA-Harness experiments on WeaveBench from a GitHub checkout.
Repository-level wrapper for the canonical Qwen MTP or nextn GGUF release workflow.
Install Qwen Mtp Gguf Release
$ npx skills add R6410418/Jackrong-llm-finetuning-guide --skill qwen-mtp-gguf-release -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install R6410418/Jackrong-llm-finetuning-guide qwen-mtp-gguf-release --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/R6410418/Jackrong-llm-finetuning-guide.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.agents/skills/qwen-mtp-gguf-release .claude/skills/qwen-mtp-gguf-release && 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 "qwen-mtp-gguf-release" agent skill from https://github.com/R6410418/Jackrong-llm-finetuning-guide/tree/main/.agents/skills/qwen-mtp-gguf-release into .claude/skills/qwen-mtp-gguf-release/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "qwen-mtp-gguf-release", 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/R6410418/Jackrong-llm-finetuning-guide/tree/main/.agents/skills/qwen-mtp-gguf-releaseType 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 R6410418/Jackrong-llm-finetuning-guide --skill qwen-mtp-gguf-release -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install R6410418/Jackrong-llm-finetuning-guide qwen-mtp-gguf-release --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/R6410418/Jackrong-llm-finetuning-guide.git skills-src && mkdir -p .agents/skills && cp -r skills-src/.agents/skills/qwen-mtp-gguf-release .agents/skills/qwen-mtp-gguf-release && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "qwen-mtp-gguf-release" agent skill from https://github.com/R6410418/Jackrong-llm-finetuning-guide/tree/main/.agents/skills/qwen-mtp-gguf-release into .agents/skills/qwen-mtp-gguf-release/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "qwen-mtp-gguf-release", 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 R6410418/Jackrong-llm-finetuning-guide --skill qwen-mtp-gguf-release -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install R6410418/Jackrong-llm-finetuning-guide qwen-mtp-gguf-release --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/R6410418/Jackrong-llm-finetuning-guide.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/.agents/skills/qwen-mtp-gguf-release .cursor/skills/qwen-mtp-gguf-release && 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 "qwen-mtp-gguf-release" agent skill from https://github.com/R6410418/Jackrong-llm-finetuning-guide/tree/main/.agents/skills/qwen-mtp-gguf-release into .cursor/skills/qwen-mtp-gguf-release/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "qwen-mtp-gguf-release", 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/R6410418/Jackrong-llm-finetuning-guide.git --path .agents/skills/qwen-mtp-gguf-release--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 R6410418/Jackrong-llm-finetuning-guide --skill qwen-mtp-gguf-release -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install R6410418/Jackrong-llm-finetuning-guide qwen-mtp-gguf-release --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/R6410418/Jackrong-llm-finetuning-guide.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/.agents/skills/qwen-mtp-gguf-release .gemini/skills/qwen-mtp-gguf-release && 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 "qwen-mtp-gguf-release" agent skill from https://github.com/R6410418/Jackrong-llm-finetuning-guide/tree/main/.agents/skills/qwen-mtp-gguf-release into .gemini/skills/qwen-mtp-gguf-release/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "qwen-mtp-gguf-release", 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 R6410418/Jackrong-llm-finetuning-guide qwen-mtp-gguf-releaseInstalls 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 R6410418/Jackrong-llm-finetuning-guide --skill qwen-mtp-gguf-release -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/R6410418/Jackrong-llm-finetuning-guide.git skills-src && mkdir -p .github/skills && cp -r skills-src/.agents/skills/qwen-mtp-gguf-release .github/skills/qwen-mtp-gguf-release && 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 "qwen-mtp-gguf-release" agent skill from https://github.com/R6410418/Jackrong-llm-finetuning-guide/tree/main/.agents/skills/qwen-mtp-gguf-release into .github/skills/qwen-mtp-gguf-release/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "qwen-mtp-gguf-release", 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 R6410418/Jackrong-llm-finetuning-guide --skill qwen-mtp-gguf-release -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install R6410418/Jackrong-llm-finetuning-guide qwen-mtp-gguf-release --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/R6410418/Jackrong-llm-finetuning-guide.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/.agents/skills/qwen-mtp-gguf-release .opencode/skills/qwen-mtp-gguf-release && 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 "qwen-mtp-gguf-release" agent skill from https://github.com/R6410418/Jackrong-llm-finetuning-guide/tree/main/.agents/skills/qwen-mtp-gguf-release into .opencode/skills/qwen-mtp-gguf-release/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "qwen-mtp-gguf-release", 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.
Facts
- Skill name
qwen-mtp-gguf-release- GitHub stars
- 1.7k
- Token cost
- ~474 tokens
- SKILL.md length
- 200 words
- Files
- 1
- Skills in repo
- 5
- Repo updated
- First seen
- Licence
- Apache-2.0
At a glance
Repository-level wrapper for the canonical Qwen MTP or nextn GGUF release workflow.
- Works in 6 steps: Inspect requested target model, MTP… → Run the canonical preflight command from… → Review preflight_report.md and stop on… → …
- Codex needs to prepare
- SKILL.md covers Required Reading, Operating Rules and Canonical Flow
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
What it does
Qwen Mtp Gguf Release is an agent skill from R6410418/Jackrong-llm-finetuning-guide. Repository-level wrapper for the canonical Qwen MTP or nextn GGUF release workflow. Use when Codex needs to prepare, validate, convert, quantize, smoke-test, or optionally release Qwen-family GGUF artifacts from this repository while preserving the canonical implementation under qwen-mtp-gguf/.
Its SKILL.md is about 470 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 Testing & QA, covering QA and bug reports. It works with Qwen and llama.cpp. The licence is Apache-2.0.
When your agent uses it
- Codex needs to prepare
- Optionally release Qwen-family GGUF artifacts from this repository while preserving the canonical implementation under qwen-mtp-gguf/
Example prompts
- “/qwen-mtp-gguf-release”
Workflow steps
6 steps, taken from the first numbered list in SKILL.md.
- Inspect requested target model, MTP source model, output mode, quant formats, and available machine resources.
- Run the canonical preflight command from qwen-mtp-gguf/SKILL.md.
- Review preflight_report.md and stop on hard blockers.
- Run the full canonical pipeline only after the user accepts the launch plan and safety gates.
- Smoke-test outputs before any upload.
- Upload only when separately authorized, then clean up only after successful upload confirmation.
What it can do on your machine
Read from SKILL.md and the folder at commit ef2b17f. It shows what the files ask for, not the result of running them.
Tool permissions
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.
Runs code
No scripts in the folder and no shell commands in SKILL.md.
From the folder's file list and the shell code blocks in SKILL.md.
Network
No URLs in SKILL.md.
From URLs in SKILL.md, links to its own repository left out.
Credentials
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Context cost
Qwen Mtp Gguf Release loads about 474 tokens when it runs. Until then it costs about 79 tokens; SKILL.md has 200 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.
Safety
Auto-check passed
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.
SKILL.md
The full file from R6410418/Jackrong-llm-finetuning-guide at commit ef2b17f, republished under its Apache-2.0 licence (© R6410418). 200 words, ~474 tokens.
Download SKILL.mdSave it as
.claude/skills/qwen-mtp-gguf-release/SKILL.md (or your agent's skills folder).- name
- qwen-mtp-gguf-release
- description
- Repository-level wrapper for the canonical Qwen MTP or nextn GGUF release workflow. Use when Codex needs to prepare, validate, convert, quantize, smoke-test, or optionally release Qwen-family GGUF artifacts from this repository while preserving the canonical implementation under qwen-mtp-gguf/.
Qwen MTP GGUF Release
Use this as a lightweight repository wrapper. The canonical implementation lives under qwen-mtp-gguf/.
Required Reading
Read these files before running or changing the workflow:
qwen-mtp-gguf/SKILL.mdqwen-mtp-gguf/README.md
Load the reference files inside qwen-mtp-gguf/references/ only when the task touches sizing, extraction, conversion, troubleshooting, or agent packaging.
Operating Rules
- Reuse
qwen-mtp-gguf/scripts/rather than copying conversion logic. - Run the canonical pipeline with
--preflight-onlybefore any conversion or model download. - Treat disk shortages, model-config mismatches, missing tools, and missing token access as blockers.
- Keep examples public-safe with placeholders for model IDs, local paths, output repos, and tokens.
- Keep Hugging Face upload disabled unless the user explicitly authorizes upload for that run.
- Keep cleanup disabled unless confirmed uploads are verified.
- Never publish or upload artifacts merely because GitHub sync was approved.
Canonical Flow
- Inspect requested target model, MTP source model, output mode, quant formats, and available machine resources.
- Run the canonical preflight command from
qwen-mtp-gguf/SKILL.md. - Review
preflight_report.mdand stop on hard blockers. - Run the full canonical pipeline only after the user accepts the launch plan and safety gates.
- Smoke-test outputs before any upload.
- Upload only when separately authorized, then clean up only after successful upload confirmation.
© R6410418, Apache-2.0. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
Files
Just SKILL.md in .agents/skills/qwen-mtp-gguf-release of R6410418/Jackrong-llm-finetuning-guide.
Open the folder on GitHubat commit ef2b17f
Compare with similar skills
Qwen Mtp Gguf Release 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 |
|---|---|---|---|---|---|---|
| Qwen Mtp Gguf Release this skillR6410418/Jackrong-llm-finetuning-guide | 1.7k | — | ~474 | Automated safety check: Pass | Apache-2.0 | |
| Weavebench Cua ReproduceAMAP-ML/LongHorizon-Harness | 1.7k | — | ~1.6k | Automated safety check: Pass | MIT | |
| tmux Real User TestingQwenLM/qwen-code | 28k | — | ~2.3k | Automated safety check: Pass | Apache-2.0 | |
| Provider Chat SmokePorabuild/Poracode | 115 | — | ~4.2k | Automated safety check: Pass | Apache-2.0 | |
| Quantized Exportwshobson/agents | 40k | — | ~2k | Automated safety check: Pass | MIT | |
| Add Modelguoqingbao/xinfer | 334 | — | ~4.2k | Automated safety check: Notes | MIT |
Similar skills
tmux Real User Testing
QwenLM/qwen-code
Drives Qwen Code in a real tmux session the way a user would and saves a readable step-by-step transcript of each screen for maintainers to review.
Provider Chat Smoke
Porabuild/Poracode
Smoke test real Poracode provider chat threads and ACP sessions end to end.
Quantized Export
wshobson/agents
Export a promoted fine-tuned model in the right deployment format — merged safetensors, LoRA-only, GGUF with imatrix, or FP8.
Add Model
guoqingbao/xinfer
Adapt and port new LLM model architectures to this xinfer project.
Resolve
alexziskind1/model-shelf
Always resolve Hugging Face models via model-shelf before any download.
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Related
Categories
Questions about Qwen Mtp Gguf Release
What does Qwen Mtp Gguf Release do?
Repository-level wrapper for the canonical Qwen MTP or nextn GGUF release workflow. Qwen Mtp Gguf Release is an agent skill from R6410418/Jackrong-llm-finetuning-guide. Repository-level wrapper for the canonical Qwen MTP or nextn GGUF release workflow.
When should I use Qwen Mtp Gguf Release?
Qwen Mtp Gguf Release fits situations like: Codex needs to prepare; optionally release Qwen-family GGUF artifacts from this repository while preserving the canonical implementation under qwen-mtp-gguf/.
How do I install Qwen Mtp Gguf Release in Claude Code?
Run `npx skills add R6410418/Jackrong-llm-finetuning-guide --skill qwen-mtp-gguf-release -a claude-code`. Or copy the skill folder (.agents/skills/qwen-mtp-gguf-release in R6410418/Jackrong-llm-finetuning-guide) into .claude/skills/qwen-mtp-gguf-release in your project. Claude Code loads it when a task matches its description.
How do I install Qwen Mtp Gguf Release in Codex?
Run `npx skills add R6410418/Jackrong-llm-finetuning-guide --skill qwen-mtp-gguf-release -a codex`. Or copy the skill folder (.agents/skills/qwen-mtp-gguf-release in R6410418/Jackrong-llm-finetuning-guide) into .agents/skills/qwen-mtp-gguf-release in your project. Codex loads it when a task matches its description.
Can I use Qwen Mtp Gguf Release in Cursor, Gemini CLI or GitHub Copilot?
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add R6410418/Jackrong-llm-finetuning-guide --skill qwen-mtp-gguf-release -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/qwen-mtp-gguf-release, .gemini/skills/qwen-mtp-gguf-release, .github/skills/qwen-mtp-gguf-release and .opencode/skills/qwen-mtp-gguf-release in your project.
What does Qwen Mtp Gguf Release need to run?
SKILL.md names no scripts, command-line tools or credentials: Qwen Mtp Gguf Release is instructions for the agent only.
Does Qwen Mtp Gguf Release access the network?
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.
Is Qwen Mtp Gguf Release safe to install?
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.
What licence does Qwen Mtp Gguf Release use?
Qwen Mtp Gguf Release is published under the Apache-2.0 licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
How many tokens does Qwen Mtp Gguf Release use?
About 474 tokens (SKILL.md is roughly 1.9k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.
What are the alternatives to Qwen Mtp Gguf Release?
Skills that share tags, products or a category with Qwen Mtp Gguf Release: Weavebench Cua Reproduce (AMAP-ML/LongHorizon-Harness, 1.7k stars), tmux Real User Testing (QwenLM/qwen-code, 28k stars), Provider Chat Smoke (Porabuild/Poracode, 115 stars) and Quantized Export (wshobson/agents, 40k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Qwen Mtp Gguf Release?
R6410418 (a GitHub user) maintains it in R6410418/Jackrong-llm-finetuning-guide, which has 1,709 GitHub stars. The repository holds 5 skills in this directory. The repository was last updated on July 11, 2026.
Source: R6410418/Jackrong-llm-finetuning-guide on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.