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Agent skill

CLI Anything Nsight Graphics

by HKUDS in HKUDS/CLI-Anything

Windows-first CLI harness for Nsight Graphics capture, GPU Trace summary, and ngfx-replay analysis

Apache-2.0Auto-check passed

Install CLI Anything Nsight Graphics

skills CLI
$ npx skills add HKUDS/CLI-Anything --skill cli-anything-nsight-graphics -a claude-code

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

GitHub CLI
$ gh skill install HKUDS/CLI-Anything cli-anything-nsight-graphics --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/HKUDS/CLI-Anything.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/cli-anything-nsight-graphics .claude/skills/cli-anything-nsight-graphics && 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
cli-anything-nsight-graphics
GitHub stars
52k
Token cost
~937 tokens
SKILL.md length
266 words
Files
1
Skills in repo
78
Repo updated
First seen
Licence
Apache-2.0

At a glance

Windows-first CLI harness for Nsight Graphics capture, GPU Trace summary, and ngfx-replay analysis

  • SKILL.md covers Capabilities, Commands and Agent Notes
  • Calls python

What it does

CLI Anything Nsight Graphics is an agent skill from HKUDS/CLI-Anything. Windows-first CLI harness for Nsight Graphics capture, GPU Trace summary, and ngfx-replay analysis

Its SKILL.md is about 940 tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.

It works with C++. The repository describes itself as: "CLI-Anything: Making ALL Software Agent-Native" -- CLI-Hub: https://clianything.cc/. The licence is Apache-2.0.

Example prompts

  • “/cli-anything-nsight-graphics”

Requirements

  • Python 3

What it can do on your machine

Read from SKILL.md and the folder at commit 34f5195. 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:

    • 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

CLI Anything Nsight Graphics loads about 937 tokens when it runs. Until then it costs about 32 tokens; SKILL.md has 266 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~32
When it runs · the whole SKILL.md, loaded when a task matches
~937

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 HKUDS/CLI-Anything at commit 34f5195, republished under its Apache-2.0 licence (© HKUDS). 266 words, ~937 tokens.

Download SKILL.mdSave it as .claude/skills/cli-anything-nsight-graphics/SKILL.md (or your agent's skills folder).
name
cli-anything-nsight-graphics
description
Windows-first CLI harness for Nsight Graphics capture, GPU Trace summary, and ngfx-replay analysis
version
0.2.0
command
cli-anything-nsight-graphics
install
pip install cli-anything-nsight-graphics
requires
NVIDIA Nsight Graphics installation, Windows host recommended
categories
graphics, debugging, gpu, profiling

Nsight Graphics CLI Skill

Command-line orchestration of official NVIDIA Nsight Graphics activities.

Capabilities

  • Probe installed Nsight binaries and compatibility mode
  • Launch an application detached under Nsight
  • Attach Nsight to a running PID
  • Trigger Graphics Capture or OpenGL Frame Debugger capture
  • Trigger GPU Trace capture, auto-export, and summarize
  • Analyze existing .ngfx-capture files through ngfx-replay
  • Report clear compatibility diagnostics for .ngfx-gputrace inputs
  • Trigger Generate C++ Capture

Commands

doctor
bash
cli-anything-nsight-graphics --json doctor info
cli-anything-nsight-graphics --json doctor versions
cli-anything-nsight-graphics --nsight-path "C:\Path\To\Nsight Graphics 2024.2\host\windows-desktop-nomad-x64" --json doctor info
launch
bash
cli-anything-nsight-graphics launch detached --activity "Graphics Capture" --exe "C:\Path\To\App.exe"
cli-anything-nsight-graphics launch attach --activity "Graphics Capture" --pid 12345
frame capture
bash
cli-anything-nsight-graphics --output-dir D:\captures frame capture ^
  --exe "C:\Path\To\App.exe" ^
  --wait-frames 10
GPU Trace
bash
cli-anything-nsight-graphics --output-dir D:\traces gpu-trace capture ^
  --exe "C:\Path\To\App.exe" ^
  --start-after-ms 1000 ^
  --limit-to-frames 1 ^
  --auto-export ^
  --summarize

cli-anything-nsight-graphics gpu-trace summarize ^
  --input-dir D:\traces
Replay analysis
bash
cli-anything-nsight-graphics --json replay analyze ^
  --capture-file D:\captures\frame.ngfx-capture ^
  --output-dir D:\analysis
Generate C++ Capture
bash
cli-anything-nsight-graphics --output-dir D:\cpp cpp capture ^
  --exe "C:\Path\To\App.exe" ^
  --wait-seconds 5

Agent Notes

  • Prefer doctor info first to discover the available compatibility mode.
  • Use doctor versions to list detected installs when multiple Nsight Graphics versions exist.
  • Use --nsight-path to force a specific install directory or ngfx.exe.
  • Use --json for programmatic workflows.
  • Prefer gpu-trace capture --auto-export --summarize for one-step performance triage. The summary includes exported table inventory, metric inventory, frame-budget classification, workload classification, throughput ranking, bottleneck hints, and warnings for empty event/regime tables.
  • Use replay analyze when the input is an existing .ngfx-capture file. With no analysis switches it exports metadata, logs, captured log errors, and a replay performance report, then adds structured analysis.highlights / analysis.warnings.
  • ngfx-replay documents its input as a Graphics Capture file. .ngfx-gputrace inputs are accepted for clear diagnostics, but on Nsight Graphics 2026.1.0 they may report Invalid file header; use gpu-trace summarize for exported GPU Trace table analysis.
  • replay analyze uses official ngfx-replay metadata/log/screenshot/perf-report outputs; it is not a RenderDoc-style shader, pipeline, texture, or resource inspector.
  • Frame/GPU/C++ capture commands require a launch target through --exe or a preconfigured root-level --project.
  • If a global cli-anything-nsight-graphics command points at an old worktree, reinstall from nsight-graphics/agent-harness with python -m pip install -e ..

© HKUDS, 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 skills/cli-anything-nsight-graphics of HKUDS/CLI-Anything.

Open the folder on GitHubat commit 34f5195

Compare with similar skills

CLI Anything Nsight Graphics 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.

CLI Anything Nsight Graphics compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
CLI Anything Nsight Graphics this skillHKUDS/CLI-Anything52k—~937Automated safety check: PassApache-2.0
Paddle BuildPaddlePaddle/Paddle24k—~1kAutomated safety check: PassApache-2.0
Fory Releaseapache/fory4.6k—~2.9kAutomated safety check: PassApache-2.0
ONNX Runtime Shape Inference Safety Auditmicrosoft/onnxruntime22k—~3.3kAutomated safety check: PassMIT
Code Audit3stoneBrother/code-audit8921 repos~2.7kAutomated safety check: PassNone
Qt C++ Code Reviewx-tools-author/x-tools1.1k2 repos~4.3kAutomated safety check: PassBSD-3-Clause

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Works with

Questions about CLI Anything Nsight Graphics

What does CLI Anything Nsight Graphics do?

Windows-first CLI harness for Nsight Graphics capture, GPU Trace summary, and ngfx-replay analysis. CLI Anything Nsight Graphics is an agent skill from HKUDS/CLI-Anything.

How do I install CLI Anything Nsight Graphics in Claude Code?

Run `npx skills add HKUDS/CLI-Anything --skill cli-anything-nsight-graphics -a claude-code`. Or copy the skill folder (skills/cli-anything-nsight-graphics in HKUDS/CLI-Anything) into .claude/skills/cli-anything-nsight-graphics in your project. Claude Code loads it when a task matches its description.

How do I install CLI Anything Nsight Graphics in Codex?

Run `npx skills add HKUDS/CLI-Anything --skill cli-anything-nsight-graphics -a codex`. Or copy the skill folder (skills/cli-anything-nsight-graphics in HKUDS/CLI-Anything) into .agents/skills/cli-anything-nsight-graphics in your project. Codex loads it when a task matches its description.

Can I use CLI Anything Nsight Graphics 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 HKUDS/CLI-Anything --skill cli-anything-nsight-graphics -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/cli-anything-nsight-graphics, .gemini/skills/cli-anything-nsight-graphics, .github/skills/cli-anything-nsight-graphics and .opencode/skills/cli-anything-nsight-graphics in your project.

What does CLI Anything Nsight Graphics need to run?

Going by SKILL.md and its folder, CLI Anything Nsight Graphics needs the command-line tools its instructions call (python). Our summary lists: Python 3.

Does CLI Anything Nsight Graphics 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 CLI Anything Nsight Graphics 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 CLI Anything Nsight Graphics use?

CLI Anything Nsight Graphics 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 CLI Anything Nsight Graphics use?

About 937 tokens (SKILL.md is roughly 3.7k 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 CLI Anything Nsight Graphics?

Skills that share tags, products or a category with CLI Anything Nsight Graphics: Paddle Build (PaddlePaddle/Paddle, 24k stars), Fory Release (apache/fory, 4.6k stars), ONNX Runtime Shape Inference Safety Audit (microsoft/onnxruntime, 22k stars) and Code Audit (3stoneBrother/code-audit, 892 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains CLI Anything Nsight Graphics?

HKUDS (a GitHub organization) maintains it in HKUDS/CLI-Anything, which has 51,768 GitHub stars. The repository holds 78 skills in this directory. The repository was last updated on September 22, 2026.

Source: HKUDS/CLI-Anything on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.