Qwen Mtp Gguf
R6410418/Jackrong-llm-finetuning-guide
Complete agent-ready workflow for Qwen-family MTP or nextn GGUF conversion and release.
Guide a tester through hipfire bring-up, serve smoke, claim-scoped harnesses, and benchmark reporting on AMD RDNA/CDNA GPUs.
Install Hipfire Tester
$ npx skills add warpfront/hipfire --skill hipfire-tester -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install warpfront/hipfire hipfire-tester --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/warpfront/hipfire.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.agents/skills/hipfire-tester .claude/skills/hipfire-tester && 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 "hipfire-tester" agent skill from https://github.com/warpfront/hipfire/tree/master/.agents/skills/hipfire-tester into .claude/skills/hipfire-tester/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "hipfire-tester", 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/warpfront/hipfire/tree/master/.agents/skills/hipfire-testerType 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 warpfront/hipfire --skill hipfire-tester -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install warpfront/hipfire hipfire-tester --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/warpfront/hipfire.git skills-src && mkdir -p .agents/skills && cp -r skills-src/.agents/skills/hipfire-tester .agents/skills/hipfire-tester && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "hipfire-tester" agent skill from https://github.com/warpfront/hipfire/tree/master/.agents/skills/hipfire-tester into .agents/skills/hipfire-tester/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "hipfire-tester", 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 warpfront/hipfire --skill hipfire-tester -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install warpfront/hipfire hipfire-tester --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/warpfront/hipfire.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/.agents/skills/hipfire-tester .cursor/skills/hipfire-tester && 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 "hipfire-tester" agent skill from https://github.com/warpfront/hipfire/tree/master/.agents/skills/hipfire-tester into .cursor/skills/hipfire-tester/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "hipfire-tester", 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/warpfront/hipfire.git --path .agents/skills/hipfire-tester--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 warpfront/hipfire --skill hipfire-tester -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install warpfront/hipfire hipfire-tester --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/warpfront/hipfire.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/.agents/skills/hipfire-tester .gemini/skills/hipfire-tester && 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 "hipfire-tester" agent skill from https://github.com/warpfront/hipfire/tree/master/.agents/skills/hipfire-tester into .gemini/skills/hipfire-tester/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "hipfire-tester", 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 warpfront/hipfire hipfire-testerInstalls 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 warpfront/hipfire --skill hipfire-tester -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/warpfront/hipfire.git skills-src && mkdir -p .github/skills && cp -r skills-src/.agents/skills/hipfire-tester .github/skills/hipfire-tester && 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 "hipfire-tester" agent skill from https://github.com/warpfront/hipfire/tree/master/.agents/skills/hipfire-tester into .github/skills/hipfire-tester/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "hipfire-tester", 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 warpfront/hipfire --skill hipfire-tester -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install warpfront/hipfire hipfire-tester --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/warpfront/hipfire.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/.agents/skills/hipfire-tester .opencode/skills/hipfire-tester && 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 "hipfire-tester" agent skill from https://github.com/warpfront/hipfire/tree/master/.agents/skills/hipfire-tester into .opencode/skills/hipfire-tester/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "hipfire-tester", 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
hipfire-tester- GitHub stars
- 658
- Token cost
- ~1.5k tokens
- SKILL.md length
- 492 words
- Files
- 2
- Skills in repo
- 9
- Repo updated
- First seen
- Licence
- Custom licence
At a glance
Guide a tester through hipfire bring-up, serve smoke, claim-scoped harnesses, and benchmark reporting on AMD RDNA/CDNA GPUs.
- The user wants a route-oriented test plan
- SKILL.md covers Authority, What this skill is not, Quick start (bring-up only) and Claim → harness (summary), plus 1 more section
- Calls python3
- An upstream-ready tester report
What it does
Hipfire Tester is an agent skill from warpfront/hipfire. Guide a tester through hipfire bring-up, serve smoke, claim-scoped harnesses, and benchmark reporting on AMD RDNA/CDNA GPUs. Use when the user wants a route-oriented test plan or an upstream-ready tester report. Retired batteries are not current evidence — use [docs/VALIDATION.md](../../../docs/VALIDATION.md).
Its SKILL.md is about 1.5k tokens, which your agent loads only when the skill is triggered. The skill folder holds 1 other file (for example `guide.md`).
It sits in AI & LLM Engineering, covering Test generation and LLM inference and serving. It works with Qwen. The repository describes itself as: RDNA-native LLM inference engine in Rust.
When your agent uses it
- The user wants a route-oriented test plan
- An upstream-ready tester report
Example prompts
- “/hipfire-tester”
Requirements
- Python 3
What it can do on your machine
Read from SKILL.md and the folder at commit 0f999cb. 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
Shell commands in SKILL.md call:
python3
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
Hipfire Tester loads about 1.5k tokens when it runs. Until then it costs about 82 tokens; SKILL.md has 492 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
Its licence (Custom licence) doesn't allow us to republish the file, so here is its outline and opening line. It has 492 words (~1,473 tokens).
“Route-oriented bring-up, serve, and reporting skill. Pick the narrowest validation route for the claim under test; do not invent a universal matrix.”
- name
- hipfire-tester
Files
SKILL.md and 1 other file in .agents/skills/hipfire-tester of warpfront/hipfire.
- SKILL.md
- guide.md
Open the folder on GitHubat commit 0f999cb
Compare with similar skills
Hipfire Tester 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 |
|---|---|---|---|---|---|---|
| Hipfire Tester this skillwarpfront/hipfire | 658 | — | ~1.5k | Automated safety check: Pass | Custom licence | |
| Qwen Mtp GgufR6410418/Jackrong-llm-finetuning-guide | 1.7k | — | ~1.7k | Automated safety check: Pass | MIT | |
| Diffusion Perf Optvllm-project/vllm-omni | 7.1k | — | ~7.5k | Automated safety check: Pass | Apache-2.0 | |
| Add Modelguoqingbao/xinfer | 334 | — | ~4.2k | Automated safety check: Notes | MIT | |
| Resolvealexziskind1/model-shelf | 130 | — | ~792 | Automated safety check: Pass | MIT | |
| Check Modelguoqingbao/xinfer | 334 | — | ~3.8k | Automated safety check: Pass | MIT |
Similar skills
Diffusion Perf Opt
vllm-project/vllm-omni
Diagnose and optimize vLLM Omni diffusion workloads, especially Wan/Qwen/Flux-style image and video generation.
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.
Check Model
guoqingbao/xinfer
Check model compatibility with xinfer before loading. An agent skill from guoqingbao/xinfer.
Test Model
guoqingbao/xinfer
Test LLM models served by xinfer for correctness, output quality, and performance.
More from warpfront/hipfire
All 9 skills in this repoAstrea
warpfront/hipfire
A skill your agent uses for hipfire quant calibration, imatrix-driven experiments, KLD/PPL quality evaluation, k-map/format selection, MQ/HFQ/HFP/MFP tradeoff work, ParoQuant-style weight transform…
Hipfire Autoheal
warpfront/hipfire
Triage and repair hipfire runtime failures such as daemon hangs, stale serve.pid, port 11435 conflicts, ROCm include-path problems, missing precompiled kernels, VRAM OOM, kernel JIT failures, and…
Hipfire Diag
warpfront/hipfire
Run and interpret hipfire GPU diagnostics for ROCm/HIP bring-up, missing kernels, testkernels failures, inference smoke failures, and install/runtime environment problems.
Hipfire Kernel Atlas
warpfront/hipfire
Use Kernel Atlas to collect phase-aware hipfire measurements and render ISA Fit View visualizations for AMD GPU kernels, quant formats, and architectures.
Rebase Onto Modular
warpfront/hipfire
A skill your agent uses when porting a hipfire feature/fix branch authored against pre-0.1.20 master onto post-modular master.
Hipfire Arch Port
warpfront/hipfire
Port hipfire compute kernels to a new RDNA / CDNA architecture (gfx1201/gfx1200/gfx94x/gfx1150/etc.).
Related
Works with
Categories
Questions about Hipfire Tester
What does Hipfire Tester do?
Guide a tester through hipfire bring-up, serve smoke, claim-scoped harnesses, and benchmark reporting on AMD RDNA/CDNA GPUs. Hipfire Tester is an agent skill from warpfront/hipfire. Guide a tester through hipfire bring-up, serve smoke, claim-scoped harnesses, and benchmark reporting on AMD RDNA/CDNA GPUs.
When should I use Hipfire Tester?
Hipfire Tester fits situations like: the user wants a route-oriented test plan; an upstream-ready tester report.
How do I install Hipfire Tester in Claude Code?
Run `npx skills add warpfront/hipfire --skill hipfire-tester -a claude-code`. Or copy the skill folder (.agents/skills/hipfire-tester in warpfront/hipfire) into .claude/skills/hipfire-tester in your project. Claude Code loads it when a task matches its description.
How do I install Hipfire Tester in Codex?
Run `npx skills add warpfront/hipfire --skill hipfire-tester -a codex`. Or copy the skill folder (.agents/skills/hipfire-tester in warpfront/hipfire) into .agents/skills/hipfire-tester in your project. Codex loads it when a task matches its description.
Can I use Hipfire Tester 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 warpfront/hipfire --skill hipfire-tester -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/hipfire-tester, .gemini/skills/hipfire-tester, .github/skills/hipfire-tester and .opencode/skills/hipfire-tester in your project.
What does Hipfire Tester need to run?
Going by SKILL.md and its folder, Hipfire Tester needs the command-line tools its instructions call (python3). Our summary lists: Python 3.
Does Hipfire Tester 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 Hipfire Tester 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 Hipfire Tester use?
Hipfire Tester has a licence file (the repository's licence) that doesn't match a standard licence. Read it on GitHub before reusing the skill.
How many tokens does Hipfire Tester use?
About 1.5k tokens (SKILL.md is roughly 5.9k 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 Hipfire Tester?
Skills that share tags, products or a category with Hipfire Tester: Qwen Mtp Gguf (R6410418/Jackrong-llm-finetuning-guide, 1.7k stars), Diffusion Perf Opt (vllm-project/vllm-omni, 7.1k stars), Add Model (guoqingbao/xinfer, 334 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.
Who maintains Hipfire Tester?
warpfront (a GitHub organization) maintains it in warpfront/hipfire, which has 658 GitHub stars. The repository holds 9 skills in this directory. The repository was last updated on October 10, 2026.
Source: warpfront/hipfire on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.