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Official agent skill

Nemoclaw Maintainer Analyze PR Value Stream

by NVIDIA in NVIDIA/NemoClaw

Analyze one NemoClaw PR lifetime to identify contributor, review, and automation delays or compare it with a latency target.

OfficialApache-2.0Auto-check passedDevelopment

Install Nemoclaw Maintainer Analyze PR Value Stream

skills CLI
$ npx skills add NVIDIA/NemoClaw --skill nemoclaw-maintainer-analyze-pr-value-stream -a claude-code

Project install by default; add -g for ~/.claude/skills/.

GitHub CLI
$ gh skill install NVIDIA/NemoClaw nemoclaw-maintainer-analyze-pr-value-stream --agent claude-code

Project scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).

Manual copy
$ git clone --depth 1 https://github.com/NVIDIA/NemoClaw.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.agents/skills/nemoclaw-maintainer-analyze-pr-value-stream .claude/skills/nemoclaw-maintainer-analyze-pr-value-stream && rm -rf skills-src

Use ~/.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/

Facts

Skill name
nemoclaw-maintainer-analyze-pr-value-stream
GitHub stars
23k
Token cost
~1.1k tokens
SKILL.md length
522 words
Files
3 (incl. scripts)
Skills in repo
30
Repo updated
First seen
Licence
Apache-2.0

At a glance

Analyze one NemoClaw PR lifetime to identify contributor, review, and automation delays or compare it with a latency target.

  • Works in 5 steps: target.status and… → The largest entries in bottlenecks. → elapsed.approvalDelaySeconds and… → …
  • Development work in your project
  • SKILL.md covers Prerequisites, Run the analysis, Outputs and Interpret the result, plus 1 more section
  • Runs TypeScript scripts from its folder; calls node

What it does

Nemoclaw Maintainer Analyze PR Value Stream is an agent skill from NVIDIA/NemoClaw, published by the product's own GitHub organization. Analyze one NemoClaw PR lifetime to identify contributor, review, and automation delays or compare it with a latency target.

Its SKILL.md is about 1.1k tokens, which your agent loads only when the skill is triggered. The skill folder holds 3 other files, including scripts.

It sits in Development. It works with NVIDIA AI Platform and Vitest. 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.

When your agent uses it

  • Development work in your project

Example prompts

  • “/nemoclaw-maintainer-analyze-pr-value-stream”

Requirements

  • Node.js

Workflow steps

5 steps, taken from the first numbered list in SKILL.md.

  1. target.status and target.theoreticalFastestSeconds.
  2. The largest entries in bottlenecks.
  3. elapsed.approvalDelaySeconds and elapsed.mergeLagAfterReadySeconds.
  4. The lifetime artifact paths and counts.
  5. All applicable caveats.

What it can do on your machine

Read from SKILL.md and the folder at commit fcbbab0. 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 2 files in scripts/ (TypeScript), which the agent can run.

    Shell commands in SKILL.md call:

    • node

    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

Nemoclaw Maintainer Analyze PR Value Stream loads about 1.1k tokens when it runs. Until then it costs about 42 tokens; SKILL.md has 522 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~42
When it runs · the whole SKILL.md, loaded when a task matches
~1.1k

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 NVIDIA/NemoClaw at commit fcbbab0, republished under its Apache-2.0 licence (© NVIDIA). 522 words, ~1,118 tokens.

Download SKILL.mdSave it as .claude/skills/nemoclaw-maintainer-analyze-pr-value-stream/SKILL.md (or your agent's skills folder). This skill also uses 2 other files; get the full folder from GitHub.
name
nemoclaw-maintainer-analyze-pr-value-stream
description
Analyze one NemoClaw PR lifetime to identify contributor, review, and automation delays or compare it with a latency target.
user_invocable
true
<!-- SPDX-FileCopyrightText: Copyright (c) 2026 NVIDIA CORPORATION & AFFILIATES. All rights reserved. -->
<!-- SPDX-License-Identifier: Apache-2.0 -->

Analyze a Pull Request Value Stream

Run the deterministic read-only analyzer once for one pull request. Every invocation collects the complete observable retained lifetime. It writes a Perfetto-compatible trace, summary, and manifest under .nemoclaw-maintainer/pr-value-stream/pr-<number>/ and emits the summary as bounded JSON on stdout.

Do not run a reduced or latest-revision-only analysis. The latest-revision waterfall remains one derived part of the complete lifetime result.

Prerequisites

  • Run from a NemoClaw checkout with authenticated gh access.
  • Use Node.js 22.19 or later with type stripping enabled.
  • Retained Vitest artifact timing is conditional: install this checkout's dependencies so node_modules/vitest/vitest.mjs is available, and install zipinfo and unzip. Optional artifact failures appear in caveats and do not become test-timing evidence.

Run the analysis

bash
node --no-warnings \
  .agents/skills/nemoclaw-maintainer-analyze-pr-value-stream/scripts/analyze-pr-value-stream.mts \
  --workdir "$PWD" \
  --number <pull-request-number>

The default repository is NVIDIA/NemoClaw. Use --repository OWNER/REPO only when the user requests another repository. The ten-minute target defaults to 10; use --target-minutes only when the user requests another target.

The analyzer owns completeness and safety bounds. Do not use legacy pagination or truncation options to reduce the standard analysis. If required retained history exceeds a bound, the command fails rather than calling a partial trace complete.

Outputs

A successful invocation writes:

  • summary.json: the complete bounded value-stream report printed on stdout.
  • trace.json: Chrome Trace Event JSON for Perfetto or chrome://tracing.
  • manifest.json: exact pull request identity, head commit, output sizes, and completeness declarations. This file is written last.

The trace contains lifecycle events, all retained PR revisions, workflows, job queues, job executions, steps, external checks, reviews, comments, inline feedback, commit publication spans, and temporal feedback-to-next-change spans.

Open trace.json in Perfetto to zoom, filter categories, inspect event arguments, and measure arbitrary intervals.

Interpret the result

Report these fields first:

  1. target.status and target.theoreticalFastestSeconds.
  2. The largest entries in bottlenecks.
  3. elapsed.approvalDelaySeconds and elapsed.mergeLagAfterReadySeconds.
  4. The lifetime artifact paths and counts.
  5. All applicable caveats.

Do not describe a fallback branch timestamp as exact. Do not claim causal attribution from temporal feedback-to-change spans or counterfactual approval calculations. Treat null timing fields as queued or otherwise unobserved. Treat artifact failure caveats as status evidence, not test timing evidence.

Show full SKILL.md (182 more words)Show less

Trust boundaries

The script performs no GitHub writes. It invokes executables with argument arrays, bounds GitHub output, pagination, revisions, workflow runs, jobs, trace events, artifact sizes, and file sizes, and rejects malformed or incomplete required history. Lifetime artifact publication uses a per-PR lock. An active publication waits for up to 30 seconds; a lock left untouched for more than five minutes is reclaimed when its recorded owner identity no longer matches or owner metadata is unreadable. When either process-start identity is unavailable, the lock is retained unless the recorded process is confirmed absent. A timeout reports the exact active lock path for diagnosis.

GitHub does not expose canonical branch-creation timestamps or pull request description edit history. The trace uses the first retained exact-commit workflow as an observable push signal and records that limitation. Draft transitions appear only when GitHub's timeline returns them.

When retained CLI shard artifacts are available, the script accepts only an exact run and commit match, one regular blob-*.json ZIP entry, and bounded compressed and expanded sizes. It uses a private temporary directory and removes it after the attempt.

© 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

Files

SKILL.md and 2 other files (scripts) in .agents/skills/nemoclaw-maintainer-analyze-pr-value-stream of NVIDIA/NemoClaw.

  • SKILL.md
  • scripts/analyze-pr-value-stream.mts
  • scripts/export-pr-lifetime-trace.mts

Open the folder on GitHubat commit fcbbab0

Compare with similar skills

Nemoclaw Maintainer Analyze PR Value Stream 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.

Nemoclaw Maintainer Analyze PR Value Stream compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
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Megatron-LM Container and Dependency SetupNVIDIA/Megatron-LM18k—~2.6kAutomated safety check: PassApache-2.0
Code Reviewyaklang/yakit7.8k—~1.5kAutomated safety check: NotesAGPL-3.0
Happy Monorepo Dev Guideslopus/happy24k—~1.8kAutomated safety check: PassMIT
Doc ReviewerNVlabs/alpasim1.3k—~1.2kAutomated safety check: PassApache-2.0

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Works with

Categories

Questions about Nemoclaw Maintainer Analyze PR Value Stream

What does Nemoclaw Maintainer Analyze PR Value Stream do?

Analyze one NemoClaw PR lifetime to identify contributor, review, and automation delays or compare it with a latency target. Nemoclaw Maintainer Analyze PR Value Stream is an agent skill from NVIDIA/NemoClaw, published by the product's own GitHub organization. Analyze one NemoClaw PR lifetime to identify contributor, review, and automation delays or compare it with a latency target.

When should I use Nemoclaw Maintainer Analyze PR Value Stream?

Nemoclaw Maintainer Analyze PR Value Stream fits situations like: development work in your project.

How do I install Nemoclaw Maintainer Analyze PR Value Stream in Claude Code?

Run `npx skills add NVIDIA/NemoClaw --skill nemoclaw-maintainer-analyze-pr-value-stream -a claude-code`. Or copy the skill folder (.agents/skills/nemoclaw-maintainer-analyze-pr-value-stream in NVIDIA/NemoClaw) into .claude/skills/nemoclaw-maintainer-analyze-pr-value-stream in your project. Claude Code loads it when a task matches its description.

How do I install Nemoclaw Maintainer Analyze PR Value Stream in Codex?

Run `npx skills add NVIDIA/NemoClaw --skill nemoclaw-maintainer-analyze-pr-value-stream -a codex`. Or copy the skill folder (.agents/skills/nemoclaw-maintainer-analyze-pr-value-stream in NVIDIA/NemoClaw) into .agents/skills/nemoclaw-maintainer-analyze-pr-value-stream in your project. Codex loads it when a task matches its description.

Can I use Nemoclaw Maintainer Analyze PR Value Stream 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 NVIDIA/NemoClaw --skill nemoclaw-maintainer-analyze-pr-value-stream -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-analyze-pr-value-stream, .gemini/skills/nemoclaw-maintainer-analyze-pr-value-stream, .github/skills/nemoclaw-maintainer-analyze-pr-value-stream and .opencode/skills/nemoclaw-maintainer-analyze-pr-value-stream in your project.

What does Nemoclaw Maintainer Analyze PR Value Stream need to run?

Going by SKILL.md and its folder, Nemoclaw Maintainer Analyze PR Value Stream needs TypeScript for the scripts in its folder and the command-line tools its instructions call (node). Our summary lists: Node.js.

Does Nemoclaw Maintainer Analyze PR Value Stream 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 Nemoclaw Maintainer Analyze PR Value Stream 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 Nemoclaw Maintainer Analyze PR Value Stream use?

Nemoclaw Maintainer Analyze PR Value Stream 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 Nemoclaw Maintainer Analyze PR Value Stream use?

About 1.1k tokens (SKILL.md is roughly 4.5k 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 Nemoclaw Maintainer Analyze PR Value Stream?

Skills that share tags, products or a category with Nemoclaw Maintainer Analyze PR Value Stream: LLM Torch Profiler Analysis (sgl-project/sglang, 37k stars), Megatron-LM Container and Dependency Setup (NVIDIA/Megatron-LM, 18k stars), Code Review (yaklang/yakit, 7.8k stars) and Happy Monorepo Dev Guide (slopus/happy, 24k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Nemoclaw Maintainer Analyze PR Value Stream?

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.