LLM Torch Profiler Analysis
sgl-project/sglang
Unified LLM torch-profiler triage skill for sglang, vllm, TensorRT-LLM, and TokenSpeed.
Generate Triton Runner ttir, ttgir, llir, ptx, cubin, and metadata artifacts inside examples/runner/vX.Y.Z for the active Triton version and the current machine's GPU capability.
MITAuto-check passed
Install Triton Generate Artifacts
$ npx skills add toyaix/triton-runner --skill triton-generate-artifacts -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install toyaix/triton-runner triton-generate-artifacts --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/toyaix/triton-runner.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/triton-generate-artifacts .claude/skills/triton-generate-artifacts && 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 "triton-generate-artifacts" agent skill from https://github.com/toyaix/triton-runner/tree/main/skills/triton-generate-artifacts into .claude/skills/triton-generate-artifacts/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "triton-generate-artifacts", 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/toyaix/triton-runner/tree/main/skills/triton-generate-artifactsType 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 toyaix/triton-runner --skill triton-generate-artifacts -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install toyaix/triton-runner triton-generate-artifacts --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/toyaix/triton-runner.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/triton-generate-artifacts .agents/skills/triton-generate-artifacts && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "triton-generate-artifacts" agent skill from https://github.com/toyaix/triton-runner/tree/main/skills/triton-generate-artifacts into .agents/skills/triton-generate-artifacts/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "triton-generate-artifacts", 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 toyaix/triton-runner --skill triton-generate-artifacts -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install toyaix/triton-runner triton-generate-artifacts --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/toyaix/triton-runner.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/triton-generate-artifacts .cursor/skills/triton-generate-artifacts && 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 "triton-generate-artifacts" agent skill from https://github.com/toyaix/triton-runner/tree/main/skills/triton-generate-artifacts into .cursor/skills/triton-generate-artifacts/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "triton-generate-artifacts", 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/toyaix/triton-runner.git --path skills/triton-generate-artifacts--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 toyaix/triton-runner --skill triton-generate-artifacts -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install toyaix/triton-runner triton-generate-artifacts --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/toyaix/triton-runner.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/triton-generate-artifacts .gemini/skills/triton-generate-artifacts && 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 "triton-generate-artifacts" agent skill from https://github.com/toyaix/triton-runner/tree/main/skills/triton-generate-artifacts into .gemini/skills/triton-generate-artifacts/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "triton-generate-artifacts", 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 toyaix/triton-runner triton-generate-artifactsInstalls 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 toyaix/triton-runner --skill triton-generate-artifacts -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/toyaix/triton-runner.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/triton-generate-artifacts .github/skills/triton-generate-artifacts && 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 "triton-generate-artifacts" agent skill from https://github.com/toyaix/triton-runner/tree/main/skills/triton-generate-artifacts into .github/skills/triton-generate-artifacts/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "triton-generate-artifacts", 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 toyaix/triton-runner --skill triton-generate-artifacts -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install toyaix/triton-runner triton-generate-artifacts --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/toyaix/triton-runner.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/triton-generate-artifacts .opencode/skills/triton-generate-artifacts && 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 "triton-generate-artifacts" agent skill from https://github.com/toyaix/triton-runner/tree/main/skills/triton-generate-artifacts into .opencode/skills/triton-generate-artifacts/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "triton-generate-artifacts", 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
triton-generate-artifacts- GitHub stars
- 100
- Token cost
- ~471 tokens
- SKILL.md length
- 159 words
- Files
- 3 (incl. scripts)
- Skills in repo
- 2
- Repo updated
- First seen
- Licence
- MIT
At a glance
Generate Triton Runner ttir, ttgir, llir, ptx, cubin, and metadata artifacts inside examples/runner/vX.Y.Z for the active Triton version and the current machine's GPU capability.
- Works in 5 steps: Confirm the active Triton version with… → Use the bundled generator script in this… → Default to the current machine's GPU… → …
- Publishing a new Triton versions runner artifacts
- SKILL.md covers Workflow, Commands and Validation
- Runs Python scripts from its folder; calls python
What it does
Triton Generate Artifacts is an agent skill from toyaix/triton-runner. Generate Triton Runner ttir, ttgir, llir, ptx, cubin, and metadata artifacts inside examples/runner/vX.Y.Z for the active Triton version and the current machine's GPU capability. Use when publishing a new Triton version's runner artifacts, regenerating checked-in example kernels, or producing compile-only artifacts for extra NVIDIA capabilities on another machine.
Its SKILL.md is about 470 tokens, which your agent loads only when the skill is triggered. The skill folder holds 4 other files, including scripts (for example `agents/openai.yaml` and `scripts/generate_runner_artifacts.py`).
It works with NVIDIA AI Platform. The repository describes itself as: Multi-Level Triton Runner supporting Python, IR, PTX, AMDGCN, cubin and hasco. The licence is MIT.
When your agent uses it
- Publishing a new Triton versions runner artifacts
- Regenerating checked-in example kernels
- Producing compile-only artifacts for extra NVIDIA capabilities on another machine
Example prompts
- “s GPU capability. Use when publishing a new Triton version”
- “/triton-generate-artifacts”
Requirements
- Python 3
Workflow steps
5 steps, taken from the first numbered list in SKILL.md.
- Confirm the active Triton version with python -c "import triton; print(triton.version)".
- Use the bundled generator script in this skill as the source of truth.
- Default to the current machine's GPU capability only.
- Generate extra capabilities only when the user explicitly asks for them.
- Keep README commands pointing at checked-in static artifacts; use this skill only to produce or refresh those files.
What it can do on your machine
Read from SKILL.md and the folder at commit ef0efe9. 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
Ships 1 file in scripts/ (Python), which the agent can run.
Shell commands in SKILL.md call:
python
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
Triton Generate Artifacts loads about 471 tokens when it runs. Until then it costs about 98 tokens; SKILL.md has 159 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); the scripts in this folder are not scanned.
SKILL.md
The full file from toyaix/triton-runner at commit ef0efe9, republished under its MIT licence (© toyaix). 159 words, ~471 tokens.
Download SKILL.mdSave it as
.claude/skills/triton-generate-artifacts/SKILL.md (or your agent's skills folder). This skill also uses 2 other files; get the full folder from GitHub.- name
- triton-generate-artifacts
- description
- Generate Triton Runner ttir, ttgir, llir, ptx, cubin, and metadata artifacts inside examples/runner/vX.Y.Z for the active Triton version and the current machine's GPU capability. Use when publishing a new Triton version's runner artifacts, regenerating checked-in example kernels, or producing compile-only artifacts for extra NVIDIA capabilities on another machine.
Triton Generate Artifacts
Use this skill when the task is to generate or refresh versioned runner artifacts under examples/runner/vX.Y.Z.
Workflow
- Confirm the active Triton version with
python -c "import triton; print(triton.__version__)". - Use the bundled generator script in this skill as the source of truth.
- Default to the current machine's GPU capability only.
- Generate extra capabilities only when the user explicitly asks for them.
- Keep README commands pointing at checked-in static artifacts; use this skill only to produce or refresh those files.
Commands
From the repository root:
python skills/triton-generate-artifacts/scripts/generate_runner_artifacts.pyTo target explicit capabilities:
python skills/triton-generate-artifacts/scripts/generate_runner_artifacts.py 75 80 86 90 120To target another Triton version directory without changing the environment:
python skills/triton-generate-artifacts/scripts/generate_runner_artifacts.py --version 3.7.0 75Validation
- Verify the target version directory contains
ttir,ttgir,llir,ptx, andcubinoutputs plus metadata json where applicable. - For the local machine capability, run the corresponding README example commands when GPU execution is available.
- For extra capabilities generated via compile-only override, validate file presence and metadata
archandtriton_versioninstead of runtime execution.
© toyaix, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
Files
SKILL.md and 2 other files (scripts) in skills/triton-generate-artifacts of toyaix/triton-runner.
- SKILL.md
- agents/openai.yaml
- scripts/generate_runner_artifacts.py
Open the folder on GitHubat commit ef0efe9
Compare with similar skills
Triton Generate Artifacts 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 |
|---|---|---|---|---|---|---|
| Triton Generate Artifacts this skilltoyaix/triton-runner | 100 | — | ~471 | Automated safety check: Pass | MIT | |
| LLM Torch Profiler Analysissgl-project/sglang | 37k | 2 repos | ~6.4k | Automated safety check: Pass | Apache-2.0 | |
| Skill InspectorNVIDIA/SkillSpector | 20k | — | ~1.8k | Automated safety check: Pass | Apache-2.0 | |
| Megatron-LM Container and Dependency SetupNVIDIA/Megatron-LM | 18k | — | ~2.6k | Automated safety check: Pass | Apache-2.0 | |
| Embeddings via 9Routerdecolua/9router | 31k | — | ~604 | Automated safety check: Pass | MIT | |
| Megatron-LM Base Image BumpNVIDIA/Megatron-LM | 18k | — | ~2.8k | Automated safety check: Pass | Apache-2.0 |
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Questions about Triton Generate Artifacts
What does Triton Generate Artifacts do?
Generate Triton Runner ttir, ttgir, llir, ptx, cubin, and metadata artifacts inside examples/runner/vX.Y.Z for the active Triton version and the current machine's GPU capability. Triton Generate Artifacts is an agent skill from toyaix/triton-runner.Z for the active Triton version and the current machine's GPU capability.
When should I use Triton Generate Artifacts?
Triton Generate Artifacts fits situations like: publishing a new Triton versions runner artifacts; regenerating checked-in example kernels; producing compile-only artifacts for extra NVIDIA capabilities on another machine.
How do I install Triton Generate Artifacts in Claude Code?
Run `npx skills add toyaix/triton-runner --skill triton-generate-artifacts -a claude-code`. Or copy the skill folder (skills/triton-generate-artifacts in toyaix/triton-runner) into .claude/skills/triton-generate-artifacts in your project. Claude Code loads it when a task matches its description.
How do I install Triton Generate Artifacts in Codex?
Run `npx skills add toyaix/triton-runner --skill triton-generate-artifacts -a codex`. Or copy the skill folder (skills/triton-generate-artifacts in toyaix/triton-runner) into .agents/skills/triton-generate-artifacts in your project. Codex loads it when a task matches its description.
Can I use Triton Generate Artifacts 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 toyaix/triton-runner --skill triton-generate-artifacts -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/triton-generate-artifacts, .gemini/skills/triton-generate-artifacts, .github/skills/triton-generate-artifacts and .opencode/skills/triton-generate-artifacts in your project.
What does Triton Generate Artifacts need to run?
Going by SKILL.md and its folder, Triton Generate Artifacts needs Python for the scripts in its folder and the command-line tools its instructions call (python). Our summary lists: Python 3.
Does Triton Generate Artifacts 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 Triton Generate Artifacts 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. The check reads SKILL.md only: the scripts in the folder are not scanned, so read them before running anything.
What licence does Triton Generate Artifacts use?
Triton Generate Artifacts is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
How many tokens does Triton Generate Artifacts use?
About 471 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 Triton Generate Artifacts?
Skills that share tags, products or a category with Triton Generate Artifacts: LLM Torch Profiler Analysis (sgl-project/sglang, 37k stars), Skill Inspector (NVIDIA/SkillSpector, 20k stars), Megatron-LM Container and Dependency Setup (NVIDIA/Megatron-LM, 18k stars) and Embeddings via 9Router (decolua/9router, 31k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Triton Generate Artifacts?
toyaix (a GitHub organization) maintains it in toyaix/triton-runner, which has 100 GitHub stars. The repository holds 2 skills in this directory. The repository was last updated on September 17, 2026.
Source: toyaix/triton-runner on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.