LLM Torch Profiler Analysis
sgl-project/sglang
Unified LLM torch-profiler triage skill for sglang, vllm, TensorRT-LLM, and TokenSpeed.
Compare competing NemoClaw PRs for one issue and recommend a merge or salvage candidate from review evidence.
$ npx skills add NVIDIA/NemoClaw --skill nemoclaw-maintainer-pr-comparator -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install NVIDIA/NemoClaw nemoclaw-maintainer-pr-comparator --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/NVIDIA/NemoClaw.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.agents/skills/nemoclaw-maintainer-pr-comparator .claude/skills/nemoclaw-maintainer-pr-comparator && 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 "nemoclaw-maintainer-pr-comparator" agent skill from https://github.com/NVIDIA/NemoClaw/tree/main/.agents/skills/nemoclaw-maintainer-pr-comparator into .claude/skills/nemoclaw-maintainer-pr-comparator/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "nemoclaw-maintainer-pr-comparator", 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/NVIDIA/NemoClaw/tree/main/.agents/skills/nemoclaw-maintainer-pr-comparatorType 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 NVIDIA/NemoClaw --skill nemoclaw-maintainer-pr-comparator -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install NVIDIA/NemoClaw nemoclaw-maintainer-pr-comparator --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/NVIDIA/NemoClaw.git skills-src && mkdir -p .agents/skills && cp -r skills-src/.agents/skills/nemoclaw-maintainer-pr-comparator .agents/skills/nemoclaw-maintainer-pr-comparator && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "nemoclaw-maintainer-pr-comparator" agent skill from https://github.com/NVIDIA/NemoClaw/tree/main/.agents/skills/nemoclaw-maintainer-pr-comparator into .agents/skills/nemoclaw-maintainer-pr-comparator/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "nemoclaw-maintainer-pr-comparator", 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 NVIDIA/NemoClaw --skill nemoclaw-maintainer-pr-comparator -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install NVIDIA/NemoClaw nemoclaw-maintainer-pr-comparator --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/NVIDIA/NemoClaw.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/.agents/skills/nemoclaw-maintainer-pr-comparator .cursor/skills/nemoclaw-maintainer-pr-comparator && 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 "nemoclaw-maintainer-pr-comparator" agent skill from https://github.com/NVIDIA/NemoClaw/tree/main/.agents/skills/nemoclaw-maintainer-pr-comparator into .cursor/skills/nemoclaw-maintainer-pr-comparator/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "nemoclaw-maintainer-pr-comparator", 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/NVIDIA/NemoClaw.git --path .agents/skills/nemoclaw-maintainer-pr-comparator--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 NVIDIA/NemoClaw --skill nemoclaw-maintainer-pr-comparator -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install NVIDIA/NemoClaw nemoclaw-maintainer-pr-comparator --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/NVIDIA/NemoClaw.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/.agents/skills/nemoclaw-maintainer-pr-comparator .gemini/skills/nemoclaw-maintainer-pr-comparator && 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 "nemoclaw-maintainer-pr-comparator" agent skill from https://github.com/NVIDIA/NemoClaw/tree/main/.agents/skills/nemoclaw-maintainer-pr-comparator into .gemini/skills/nemoclaw-maintainer-pr-comparator/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "nemoclaw-maintainer-pr-comparator", 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 NVIDIA/NemoClaw nemoclaw-maintainer-pr-comparatorInstalls 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 NVIDIA/NemoClaw --skill nemoclaw-maintainer-pr-comparator -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/NVIDIA/NemoClaw.git skills-src && mkdir -p .github/skills && cp -r skills-src/.agents/skills/nemoclaw-maintainer-pr-comparator .github/skills/nemoclaw-maintainer-pr-comparator && 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 "nemoclaw-maintainer-pr-comparator" agent skill from https://github.com/NVIDIA/NemoClaw/tree/main/.agents/skills/nemoclaw-maintainer-pr-comparator into .github/skills/nemoclaw-maintainer-pr-comparator/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "nemoclaw-maintainer-pr-comparator", 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 NVIDIA/NemoClaw --skill nemoclaw-maintainer-pr-comparator -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install NVIDIA/NemoClaw nemoclaw-maintainer-pr-comparator --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/NVIDIA/NemoClaw.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/.agents/skills/nemoclaw-maintainer-pr-comparator .opencode/skills/nemoclaw-maintainer-pr-comparator && 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 "nemoclaw-maintainer-pr-comparator" agent skill from https://github.com/NVIDIA/NemoClaw/tree/main/.agents/skills/nemoclaw-maintainer-pr-comparator into .opencode/skills/nemoclaw-maintainer-pr-comparator/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "nemoclaw-maintainer-pr-comparator", 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.
nemoclaw-maintainer-pr-comparatorCompare competing NemoClaw PRs for one issue and recommend a merge or salvage candidate from review evidence.
Nemoclaw Maintainer PR Comparator is an agent skill from NVIDIA/NemoClaw, published by the product's own GitHub organization. Compare competing NemoClaw PRs for one issue and recommend a merge or salvage candidate from review evidence.
Its SKILL.md is about 1.8k tokens, which your agent loads only when the skill is triggered. The skill folder holds 16 other files, including scripts (for example `checks/tier-0-gates.md`, `checks/tier-1-correctness.md` and `checks/tier-2-quality.md`).
It works with NVIDIA AI Platform. The repository describes itself as: Run agents like Hermes, LangChain Deep Agents, and OpenClaw more securely inside NVIDIA OpenShell with managed inference. The licence is Apache-2.0.
9 steps, taken from the step headings in SKILL.md.
Read from SKILL.md and the folder at commit fcbbab0. 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.
Ships 5 files in scripts/ (Shell and Python), which the agent can run.
Shell commands in SKILL.md call:
ghgitbashFrom the folder's file list and the shell code blocks in SKILL.md.
No URLs in SKILL.md. Its commands use gh and git, which can reach the network depending on how they are called.
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.
Nemoclaw Maintainer PR Comparator loads about 1.8k tokens when it runs. Until then it costs about 36 tokens; SKILL.md has 825 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); the scripts in this folder are not scanned.
The full file from NVIDIA/NemoClaw at commit fcbbab0, republished under its Apache-2.0 licence (© NVIDIA). 825 words, ~1,757 tokens.
.claude/skills/nemoclaw-maintainer-pr-comparator/SKILL.md (or your agent's skills folder). This skill also uses 12 other files; get the full folder from GitHub.<!-- SPDX-FileCopyrightText: Copyright (c) 2026 NVIDIA CORPORATION & AFFILIATES. All rights reserved. -->
<!-- SPDX-License-Identifier: Apache-2.0 -->
Compare PRs for one issue. Tier 0 determines eligibility. Tiers 1 and 2 score correctness and quality. Tier 3 resolves ties. If no PR passes Tier 0, rank eligible PRs for salvage.
gh CLI installed and authenticatedThe defaults use NemoClaw conventions for CODEOWNERS, DCO, CodeRabbit, and docs/.
Read the canonical superseded-PR attribution policy in
../nemoclaw-maintainer-policies/references/workflow-policy.md.
Edit repo-policy.md for another repository.
Execute comparator helpers from a fetched canonical NVIDIA/NemoClaw main checkout, or verify
their executable code and dependencies against that revision before use. Candidate-modified helpers
must not receive GitHub credentials. Inspect helper source when needed; a section heading does not
establish trust.
Read the issue body and all comments. Extract each acceptance criterion:
gh issue view <issue-number> --json title,body,commentsComments can add requirements that are absent from the issue body.
scripts/find-candidates.sh <issue-number>Applies a single default order with stop conditions.
scripts/parse-supersession.sh <pr-number-1> <pr-number-2> ...Parse the case-insensitive statement families implemented by scripts/parse-supersession.sh:
supersed[a-z]* before #N: supersedes #N points from the current PR to #N; superseded by #N points from #N to the current PR.replac[a-z]* before #N: replaces #N points from the current PR to #N; replaced by #N points from #N to the current PR.clos[a-z]* in favor of before #N: closes in favor of #N and closed in favor of #N point from #N to the current PR.fold[a-z]* in before #N: folds in #N points from the current PR to #N; folded into #N points from #N to the current PR.The bracket expressions describe the parser grammar; they are not literal PR body text.
A follow-up to #N statement is a related-PR signal, not a supersession declaration, unless one of these phrases also appears.
These statements record a relationship.
They do not rank a candidate or prove that its diff contains another contributor's work.
For each declared or suspected replacement, compare the commits and diffs and classify the relationship:
independent: The PR implements the issue without carrying material code, tests, or documentation from another contributor.transferred: The PR carries material work from another contributor.unclear: The available evidence does not establish whether another contributor's work remains.For transferred, apply the canonical superseded-PR attribution policy before setting a winner or recommending that the source PR be closed.
For unclear, leave winner null and request maintainer judgment.
scripts/collect-gates.sh <pr-number>
scripts/check-coderabbit-threads.sh <pr-number>
git fetch --no-tags origin refs/heads/main:refs/remotes/origin/main
bash <(git show origin/main:.agents/skills/nemoclaw-maintainer-day/scripts/run-trusted-check-gates.sh) <pr-number>All six gates are required.
Gate 3 accepts BEHIND, but fails closed on transient UNSTABLE evidence and on BLOCKED because
the comparator cannot prove a stable merge result or every GitHub branch-protection condition.
Separately confirm whether an active rule requires an up-to-date branch. If so, integrate the base
and rerun all candidate evidence before declaring the PR eligible to merge.
Treat PR Review Advisor output as input for maintainer review. Do not treat it as merge authorization.
See checks/tier-0-gates.md.
Apply the six model checks in checks/tier-1-correctness.md.
Apply the four model checks in checks/tier-2-quality.md.
state_open, ci_green_sha, mergeable, contributor_compliance, branch_protection, and coderabbit_threads_resolved.true enter happy-path scoring.Compute the mode from the Tier 0 results. Do not accept a mode from the caller.
In happy mode, set winner only to an eligible PR and set closest_to_ready to null.
Leave winner null when the evidence does not support a merge recommendation.
Do not set winner for a replacement with transferred work until the required attribution is present and verified.
In degraded mode, set winner to null.
Set closest_to_ready only to an open PR that passes contributor requirements.
See tiebreakers.md.
Use templates/verdict.md and render the result with scripts/render-verdict.py.
Stop if the renderer exits with a nonzero status. Do not recommend a merge.
The renderer validates the gate schema, mode, winner eligibility, and salvage-candidate eligibility.
The reviewer remains responsible for the score, ranking, and evidence.
For each judgment, include evidence, the inference, and the score.
scripts/find-candidates.sh — PR discoveryscripts/collect-gates.sh — Tier 0 gate evaluationscripts/check-coderabbit-threads.sh — GraphQL thread-resolution checkscripts/parse-supersession.sh — body parsing for supersession refsscripts/render-verdict.py — verdict scorecard rendererRun nemoclaw-maintainer-cross-issue-sweep separately when you need related-issue evidence.
This skill does not:
© NVIDIA, 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
SKILL.md and 12 other files (scripts) in .agents/skills/nemoclaw-maintainer-pr-comparator of NVIDIA/NemoClaw.
Open the folder on GitHubat commit fcbbab0
Nemoclaw Maintainer PR Comparator 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 |
|---|---|---|---|---|---|---|
| Nemoclaw Maintainer PR Comparator this skillNVIDIA/NemoClaw | 23k | — | ~1.8k | Automated safety check: Pass | Apache-2.0 | |
| 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 |
sgl-project/sglang
Unified LLM torch-profiler triage skill for sglang, vllm, TensorRT-LLM, and TokenSpeed.
NVIDIA/SkillSpector
Decides whether an agent skill is safe to install by combining a SkillSpector static scan with the agent's own source review, ending in APPROVE, CAUTION or REJECT.
NVIDIA/Megatron-LM
Walks an agent through working inside the Megatron-LM CI container and changing dependencies with uv, so lock files resolve the same locally and in CI.
decolua/9router
Generates vector embeddings through the 9Router /v1/embeddings endpoint, using models from providers such as OpenAI, Gemini, Mistral and Voyage for RAG and semantic search.
NVIDIA/Megatron-LM
Moves Megatron-LM CI to a newer NVIDIA PyTorch base image, updating both the GitHub and GitLab pins together and handling the CI follow-up.
decolua/9router
Transcribes audio files into text or subtitles through 9Router's Whisper-compatible endpoint, using models from OpenAI, Groq, Gemini, Deepgram and others.
NVIDIA/NemoClaw
Find open issues that a NemoClaw PR may also fix or conflict with.
NVIDIA/NemoClaw
Run a NemoClaw daytime maintainer pass over release-targeted work.
NVIDIA/NemoClaw
Remove bracketed NemoClaw tags from GitHub issue and PR titles.
NVIDIA/NemoClaw
Audit and implement a NemoClaw dependency version upgrade, including Hermes and base images.
NVIDIA/NemoClaw
Continuously maintain automatic NemoClaw main E2E results through coordinated repairs.
NVIDIA/NemoClaw
Analyze retained NemoClaw CI timings for slow CLI tests, runner queues, or base-image publication.
Works with
Compare competing NemoClaw PRs for one issue and recommend a merge or salvage candidate from review evidence. Nemoclaw Maintainer PR Comparator is an agent skill from NVIDIA/NemoClaw, published by the product's own GitHub organization. Compare competing NemoClaw PRs for one issue and recommend a merge or salvage candidate from review evidence.
Run `npx skills add NVIDIA/NemoClaw --skill nemoclaw-maintainer-pr-comparator -a claude-code`. Or copy the skill folder (.agents/skills/nemoclaw-maintainer-pr-comparator in NVIDIA/NemoClaw) into .claude/skills/nemoclaw-maintainer-pr-comparator in your project. Claude Code loads it when a task matches its description.
Run `npx skills add NVIDIA/NemoClaw --skill nemoclaw-maintainer-pr-comparator -a codex`. Or copy the skill folder (.agents/skills/nemoclaw-maintainer-pr-comparator in NVIDIA/NemoClaw) into .agents/skills/nemoclaw-maintainer-pr-comparator 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 NVIDIA/NemoClaw --skill nemoclaw-maintainer-pr-comparator -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/nemoclaw-maintainer-pr-comparator, .gemini/skills/nemoclaw-maintainer-pr-comparator, .github/skills/nemoclaw-maintainer-pr-comparator and .opencode/skills/nemoclaw-maintainer-pr-comparator in your project.
Going by SKILL.md and its folder, Nemoclaw Maintainer PR Comparator needs a shell and Python for the scripts in its folder and the command-line tools its instructions call (gh, git and bash). Our summary lists: Python 3; A Bash shell.
SKILL.md contains no URLs. Its commands use gh and git, which can reach the network depending on how they are called. 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. The check reads SKILL.md only: the scripts in the folder are not scanned, so read them before running anything.
Nemoclaw Maintainer PR Comparator 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.
About 1.8k tokens (SKILL.md is roughly 7k 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 Nemoclaw Maintainer PR Comparator: 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.
NVIDIA (a GitHub organization, an official publisher) maintains it in NVIDIA/NemoClaw, which has 22,692 GitHub stars. The repository holds 30 skills in this directory. The repository was last updated on October 10, 2026.
Source: NVIDIA/NemoClaw on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.