ubiquitous-language

ubiquitous-language is a skill for Claude Code from softspark/ai-toolkit. It costs 48 tokens per session (910 once invoked), scanned A, original, Apache-2.0.

A domain glossary builder that finds important terms in a conversation, resolves unclear or conflicting wording, and saves the agreed definitions to a Markdown file.

In plain words
What is it for?
Use it when defining a business domain, designing a domain model, or documenting terms and their relationships.
Why use it?
It prevents developers and domain experts from using the same words to mean different things. It also records the shared vocabulary so it can be reused.

Skill for Claude Code

Written for Claude Code: allowed-tools in frontmatter.

Part of the ai-toolkit plugin — 115 skills, 44 agents, 14 hooks shipped together

Good fit Use it when defining a business domain, designing a domain model, or documenting terms and their relationships.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/softspark/ai-toolkit/ubiquitous-language
Install

Getting it into your agent

One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.

Any agent
npx skills add softspark/ai-toolkit --skill ubiquitous-language
Clone the repo
git clone --depth 1 https://github.com/softspark/ai-toolkit

Made for: Claude Code.

Or install ai-toolkit, the plugin that ships this one along with the rest of its 115 skills, 44 agents, 14 hooks.

Wrote this? Show the measurements

A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.

agentmods badge for ubiquitous-language

README.md
[![agentmods](https://agentmods.dev/badge/skills/softspark/ai-toolkit/ubiquitous-language/github.svg)](https://agentmods.dev/skills/softspark/ai-toolkit/ubiquitous-language)
Your own site
<a href="https://agentmods.dev/skills/softspark/ai-toolkit/ubiquitous-language"><img src="https://agentmods.dev/badge/skills/softspark/ai-toolkit/ubiquitous-language/github.svg" alt="Measured on agentmods" height="20"></a>

Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.

agentmods 80×15 button for ubiquitous-language

Your own site · 80×15
<a href="https://agentmods.dev/skills/softspark/ai-toolkit/ubiquitous-language"><img src="https://agentmods.dev/badge/skills/softspark/ai-toolkit/ubiquitous-language.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 48 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 910 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe. Third-party audits
  • NVIDIA SkillSpector pass 7 Sept 2026
How audits are shown
Origin original No closer match found in the catalogue.
Token cost

What it costs to keep this loaded

Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.

ModelPer sessionOnce invoked
Fable 5.1 $0.00048 $0.00910
Opus 5.5 $0.00019 $0.00364
Sonnet 5.5 $0.00010 $0.00182
Haiku 4.5 $0.00005 $0.00091

Measured 1mo ago against content hash b187a31a9ecc, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

ubiquitous-language scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 1mo ago.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Nothing flagged

None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.

app/skills/ubiquitous-language/SKILL.md · 90 lines

How it starts

The opening of the file, as written. The whole thing — 90 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Ubiquitous Language

$ARGUMENTS

Extract and formalize domain terminology into a consistent glossary.

Usage

/ubiquitous-language [domain or context]

What This Command Does

  1. Scans conversation for domain-relevant nouns, verbs, and concepts
  2. Identifies ambiguities, synonyms, and overloaded terms
  3. Proposes canonical glossary with opinionated term choices
  4. Writes to UBIQUITOUS_LANGUAGE.md

Process

  1. Scan conversation for domain terms
  2. Identify problems:
    • Same word used for different concepts (ambiguity)
    • Different words used for same concept (synonyms)
    • Vague or overloaded terms
  3. Propose canonical glossary
  4. Write to UBIQUITOUS_LANGUAGE.md
  5. Output summary inline

Output Format

# Ubiquitous Language

## {Domain Group}

| Term | Definition | Aliases to avoid |
|------|-----------|-----------------|
| **Order** | A customer's request to purchase one or more items | Purchase, transaction |

## Relationships

- An **Invoice** belongs to exactly one **Customer**

## Example dialogue

> **Dev:** "When a **Customer** places an **Order**..."
> **Domain expert:** "..."

## Flagged ambiguities

- "account" was used to mean both **Customer** and **User** — ...

Rules

  • MUST be opinionated — pick the best term and list alternatives as aliases to avoid
  • MUST flag every ambiguity (one word → two concepts) and every synonym (two words → one concept) with an explicit recommendation
  • MUST write tight definitions (one sentence) that define what the term is, not what it does
  • NEVER include generic programming concepts (array, function, endpoint, class) — this glossary is for the domain, not the toolchain
  • NEVER silently overwrite an existing UBIQUITOUS_LANGUAGE.md — read the current file first, then update incrementally preserving prior decisions
  • CRITICAL: show relationships with cardinality ("an Order belongs to exactly one Customer"). Vocabulary without relationships is a word list, not a language.
  • MANDATORY: include 3-5 example dialogue exchanges showing correct usage. Abstract glossaries without dialogue rarely get adopted.

Read the full file on GitHub · 90 lines

Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

  1. 1mo ago First seen · 90 lines · 48 tokens per session scan A b187a31a9ecc

Subscribe to this mod's changes

ubiquitous-language is a skill published in the GitHub repository softspark/ai-toolkit (180 stars, last pushed yesterday), licensed Apache-2.0. It adds 48 tokens to every session and 910 once invoked, about $0.0002 per session on Opus 5.5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-09-03.