Agent skill

Nbreview

by awdeorio in awdeorio/dotfiles

This skill should be used when the user asks to "review this notebook", "nbreview", "check my notebook", or otherwise requests a Jupyter notebook review.

No licenceAuto-check passedData & Analytics

Install Nbreview

skills CLI
$ npx skills add awdeorio/dotfiles --skill nbreview -a claude-code

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

GitHub CLI
$ gh skill install awdeorio/dotfiles nbreview --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/awdeorio/dotfiles.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.claude/skills/nbreview .claude/skills/nbreview && 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
nbreview
GitHub stars
102
Token cost
~2.2k tokens
SKILL.md length
1,254 words
Files
1
Skills in repo
1
Repo updated
First seen
Licence
None found

At a glance

This skill should be used when the user asks to "review this notebook", "nbreview", "check my notebook", or otherwise requests a Jupyter notebook review.

  • Asks to review this notebook
  • SKILL.md covers Before reviewing, What to check, Reporting and When applying fixes
  • Calls git
  • Check my notebook

What it does

Nbreview is an agent skill from awdeorio/dotfiles. This skill should be used when the user asks to "review this notebook", "nbreview", "check my notebook", or otherwise requests a Jupyter notebook review. Produces a findings-only report on a single .ipynb file.

Its SKILL.md is about 2.2k tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.

It sits in Data & Analytics, covering Jupyter notebooks. It works with Jupyter. The repository describes itself as: awdeorio's favorite dot files.

When your agent uses it

  • Asks to review this notebook
  • Check my notebook
  • Otherwise requests a Jupyter notebook review

Example prompts

  • “review this notebook”
  • “nbreview”
  • “check my notebook”
  • “/nbreview”

Requirements

  • Python 3

What it can do on your machine

Read from SKILL.md and the folder at commit 819e150. 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:

    • git

    From the folder's file list and the shell code blocks in SKILL.md.

  • Network

    No URLs in SKILL.md. Its commands use git, which can reach the network depending on how they are called.

    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

Nbreview loads about 2.2k tokens when it runs. Until then it costs about 55 tokens; SKILL.md has 1,254 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~55
When it runs · the whole SKILL.md, loaded when a task matches
~2.2k

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

Without a licence we can't republish the file, so here is its outline and opening line. It has 1,254 words (~2,162 tokens).

name
nbreview

Read the full SKILL.md on GitHub

Files

Just SKILL.md in .claude/skills/nbreview of awdeorio/dotfiles.

Open the folder on GitHubat commit 819e150

Compare with similar skills

Nbreview 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.

Nbreview compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Nbreview this skillawdeorio/dotfiles102—~2.2kAutomated safety check: PassNone
Jupyter Notebookmicrosoft/ai-agents-for-beginners77k8 repos~1kAutomated safety check: PassApache-2.0
Notebook For ExperimentJetBrains/intellij-community21k—~4.4kAutomated safety check: WarnCustom licence
Jupyter To Marimoericmjl/llamabot1832 repos~475Automated safety check: PassNone
Save Research Notebooknapjon/krisk117—~702Automated safety check: PassBSD-3-Clause
Jupyter Notebookmicrosoft/ai-agents-for-beginners77k—~1.2kAutomated safety check: PassMIT

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Works with

Questions about Nbreview

What does Nbreview do?

This skill should be used when the user asks to "review this notebook", "nbreview", "check my notebook", or otherwise requests a Jupyter notebook review. Nbreview is an agent skill from awdeorio/dotfiles. This skill should be used when the user asks to "review this notebook", "nbreview", "check my notebook", or otherwise requests a Jupyter notebook review.

When should I use Nbreview?

Nbreview fits situations like: asks to review this notebook; check my notebook; otherwise requests a Jupyter notebook review.

How do I install Nbreview in Claude Code?

Run `npx skills add awdeorio/dotfiles --skill nbreview -a claude-code`. Or copy the skill folder (.claude/skills/nbreview in awdeorio/dotfiles) into .claude/skills/nbreview in your project. Claude Code loads it when a task matches its description.

How do I install Nbreview in Codex?

Run `npx skills add awdeorio/dotfiles --skill nbreview -a codex`. Or copy the skill folder (.claude/skills/nbreview in awdeorio/dotfiles) into .agents/skills/nbreview in your project. Codex loads it when a task matches its description.

Can I use Nbreview 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 awdeorio/dotfiles --skill nbreview -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/nbreview, .gemini/skills/nbreview, .github/skills/nbreview and .opencode/skills/nbreview in your project.

What does Nbreview need to run?

Going by SKILL.md and its folder, Nbreview needs the command-line tools its instructions call (git). Our summary lists: Python 3.

Does Nbreview access the network?

SKILL.md contains no URLs. Its commands use git, which can reach the network depending on how they are called. This is read from the text; nothing was executed.

Is Nbreview 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 Nbreview use?

No licence was found for Nbreview or its repository. Without one, default copyright applies: ask the author before reusing or redistributing it.

How many tokens does Nbreview use?

About 2.2k tokens (SKILL.md is roughly 8.6k 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 Nbreview?

Skills that share tags, products or a category with Nbreview: Jupyter Notebook (microsoft/ai-agents-for-beginners, 77k stars), Notebook For Experiment (JetBrains/intellij-community, 21k stars), Jupyter To Marimo (ericmjl/llamabot, 183 stars) and Save Research Notebook (napjon/krisk, 117 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Nbreview?

awdeorio (a GitHub user) maintains it in awdeorio/dotfiles, which has 102 GitHub stars. The repository was last updated on October 7, 2026.

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