Agent skill

Generate Taxonomy

by dandye in dandye/ai-runbooks

Develop hierarchical classification systems. An agent skill from dandye/ai-runbooks.

Apache-2.0Auto-check passedSecurity

Install Generate Taxonomy

skills CLI
$ npx skills add dandye/ai-runbooks --skill generate-taxonomy -a claude-code

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

GitHub CLI
$ gh skill install dandye/ai-runbooks generate-taxonomy --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/dandye/ai-runbooks.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/generate-taxonomy .claude/skills/generate-taxonomy && 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
generate-taxonomy
GitHub stars
127
Token cost
~561 tokens
SKILL.md length
227 words
Files
1
Skills in repo
27
Repo updated
First seen
Licence
Apache-2.0

At a glance

Develop hierarchical classification systems. An agent skill from dandye/ai-runbooks.

  • Works in 4 steps: Content Analysis & Term Extraction → Structure Design → Business & User Alignment → …
  • Security work in your project
  • SKILL.md covers Inputs, Workflow, Required Outputs and Quick Reference
  • Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md

What it does

Generate Taxonomy is an agent skill from dandye/ai-runbooks. Develop hierarchical classification systems. Creates parent-child categorical structures for content organization.

Its SKILL.md is about 560 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 Security. The licence is Apache-2.0.

When your agent uses it

  • Security work in your project

Example prompts

  • “/generate-taxonomy”

Workflow steps

4 steps, taken from the step headings in SKILL.md.

  1. Content Analysis & Term Extraction
  2. Structure Design
  3. Business & User Alignment
  4. Taxonomy Definition

What it can do on your machine

Read from SKILL.md and the folder at commit 72a6863. 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

    No scripts in the folder and no shell commands in SKILL.md.

    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

Generate Taxonomy loads about 561 tokens when it runs. Until then it costs about 33 tokens; SKILL.md has 227 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~33
When it runs · the whole SKILL.md, loaded when a task matches
~561

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 dandye/ai-runbooks at commit 72a6863, republished under its Apache-2.0 licence (© dandye). 227 words, ~561 tokens.

Download SKILL.mdSave it as .claude/skills/generate-taxonomy/SKILL.md (or your agent's skills folder).
name
generate-taxonomy
description
Develop hierarchical classification systems. Creates parent-child categorical structures for content organization.
type
Skill
required_roles.scribe
roles/scribe.editor
personas
information-architect, taxonomist, knowledge-manager
generated.by
process:google-labs-jules
generated.at
2026-01-29T21:19:07Z

Generate Taxonomy Skill

Develop a hierarchical classification system or taxonomy for a knowledge base or content repository. This skill creates parent-child categorical structures to organize content effectively.

Inputs

  • PATH - The content source to analyze (e.g., "/knowledge-base")
  • FACETED - (Optional) Boolean, whether to create a faceted classification (multiple dimensions) (default: false)
  • BUSINESS_ALIGNMENT - (Optional) Boolean, whether to align with specific business goals/terminology (default: true)
  • USER_TESTING - (Optional) Boolean, whether to include user validation methodologies in the output (default: false)

Workflow

Step 1: Content Analysis & Term Extraction

Analyze the content at PATH to identify key topics, subjects, and categories.

  • Cluster documents by similarity.
  • Extract common tags and keywords.
Step 2: Structure Design

Organize the extracted concepts into a hierarchy.

  • Hierarchical: Define Broader Terms (Parent) and Narrower Terms (Child).
  • Faceted (if enabled): Define dimensions (e.g., Topic, Format, Audience, Region).
Step 3: Business & User Alignment
  • Align terms with business vocabulary (if BUSINESS_ALIGNMENT is true).
  • If USER_TESTING is true, generate a plan for card sorting or tree testing to validate the structure.
Step 4: Taxonomy Definition

Output the defined taxonomy.

Required Outputs

A TAXONOMY_DEFINITION document (e.g., in markdown or YAML format) containing:

  • Taxonomy Tree: Visual or indented list of categories.
  • Facets (if requested): Definitions of classification dimensions.
  • Rules: Guidelines for applying the taxonomy.
  • Testing Plan (if requested): Methodologies for validation.

Quick Reference

  • Purpose: Systematically classify content for retrieval optimization.
  • Types: Hierarchical (Tree) vs. Faceted (Matrix).

© dandye, 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/generate-taxonomy of dandye/ai-runbooks.

Open the folder on GitHubat commit 72a6863

Compare with similar skills

Generate Taxonomy 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.

Generate Taxonomy compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Generate Taxonomy this skilldandye/ai-runbooks127—~561Automated safety check: PassApache-2.0
Kubernetes Network Security Auditkubeshark/kubeshark12k—~7.3kAutomated safety check: NotesApache-2.0
Google Cloud PAM Helpergoogle/skills21k—~3.2kAutomated safety check: PassApache-2.0
Cyberowlaikarimhabush/cyberowl263—~2.5kAutomated safety check: PassMIT
DefectDojo Vulnerability ManagementAgentSecOps/SecOpsAgentKit220—~2.3kAutomated safety check: PassCustom licence
Runtime Provisionernealbridges/VulnHunter666—~1.1kAutomated safety check: PassApache-2.0

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Questions about Generate Taxonomy

What does Generate Taxonomy do?

Develop hierarchical classification systems. An agent skill from dandye/ai-runbooks. Generate Taxonomy is an agent skill from dandye/ai-runbooks. Develop hierarchical classification systems.

When should I use Generate Taxonomy?

Generate Taxonomy fits situations like: security work in your project.

How do I install Generate Taxonomy in Claude Code?

Run `npx skills add dandye/ai-runbooks --skill generate-taxonomy -a claude-code`. Or copy the skill folder (skills/generate-taxonomy in dandye/ai-runbooks) into .claude/skills/generate-taxonomy in your project. Claude Code loads it when a task matches its description.

How do I install Generate Taxonomy in Codex?

Run `npx skills add dandye/ai-runbooks --skill generate-taxonomy -a codex`. Or copy the skill folder (skills/generate-taxonomy in dandye/ai-runbooks) into .agents/skills/generate-taxonomy in your project. Codex loads it when a task matches its description.

Can I use Generate Taxonomy 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 dandye/ai-runbooks --skill generate-taxonomy -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/generate-taxonomy, .gemini/skills/generate-taxonomy, .github/skills/generate-taxonomy and .opencode/skills/generate-taxonomy in your project.

What does Generate Taxonomy need to run?

SKILL.md names no scripts, command-line tools or credentials: Generate Taxonomy is instructions for the agent only.

Does Generate Taxonomy 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 Generate Taxonomy 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 Generate Taxonomy use?

Generate Taxonomy 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 Generate Taxonomy use?

About 561 tokens (SKILL.md is roughly 2.2k 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 Generate Taxonomy?

Skills that share tags, products or a category with Generate Taxonomy: Kubernetes Network Security Audit (kubeshark/kubeshark, 12k stars), Google Cloud PAM Helper (google/skills, 21k stars), Cyberowlai (karimhabush/cyberowl, 263 stars) and DefectDojo Vulnerability Management (AgentSecOps/SecOpsAgentKit, 220 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Generate Taxonomy?

dandye (a GitHub user) maintains it in dandye/ai-runbooks, which has 127 GitHub stars. The repository holds 27 skills in this directory. The repository was last updated on August 14, 2026.

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