ubiquitous-language

SkillDocs & knowledge

--- name: ubiquitous-language description: Extract a DDD-style ubiquitous language glossary from the current conversation, flagging ambiguities and proposing canonical terms. Saves to UBIQUITOUSLANGUAGE.md.

Available today. Use it from your connected AI after setup.

Connect ahel once, and every AI you use reads what you have installed.

Then ask your AI: use the ubiquitous-language skill

About this capability

Zorai is a persistent, multi-agent, auditable, learning execution platform where the daemon owns work, memory, approvals, tools, and long-running goals.

What this skill tells your AI

The instructions your AI receives, as published by mkurman/zorai in skills/mattpocock/ubiquitous-language/SKILL.md and read by ahel’s review.


name: ubiquitous-language description: Extract a DDD-style ubiquitous language glossary from the current conversation, flagging ambiguities and proposing canonical terms. Saves to UBIQUITOUS_LANGUAGE.md. Use when user wants to define domain terms, build a glossary, harden terminology, create a ubiquitous language, or mentions "domain model" or "DDD". disable-model-invocation: true

tags: [mattpocock, ubiquitous-language] -------- | ------------------------------------------------------- | --------------------- | | Order | A customer's request to purchase one or more items | Purchase, transaction | | Invoice | A request for payment sent to a customer after delivery | Bill, payment request |

People

TermDefinitionAliases to avoid
CustomerA person or organization that places ordersClient, buyer, account
UserAn authentication identity in the systemLogin, account

Relationships

  • An Invoice belongs to exactly one Customer
  • An Order produces one or more Invoices

Example dialogue

Dev: "When a Customer places an Order, do we create the Invoice immediately?" Domain expert: "No — an Invoice is only generated once a Fulfillment is confirmed. A single Order can produce multiple Invoices if items ship in separate Shipments." Dev: "So if a Shipment is cancelled before dispatch, no Invoice exists for it?" Domain expert: "Exactly. The Invoice lifecycle is tied to the Fulfillment, not the Order."

Flagged ambiguities

  • "account" was used to mean both Customer and User — these are distinct concepts: a Customer places orders, while a User is an authentication identity that may or may not represent a Customer.

## Rules

- **Be opinionated.** When multiple words exist for the same concept, pick the best one and list the others as aliases to avoid.
- **Flag conflicts explicitly.** If a term is used ambiguously in the conversation, call it out in the "Flagged ambiguities" section with a clear recommendation.
- **Only include terms relevant for domain experts.** Skip the names of modules or classes unless they have meaning in the domain language.
- **Keep definitions tight.** One sentence max. Define what it IS, not what it does.
- **Show relationships.** Use bold term names and express cardinality where obvious.
- **Only include domain terms.** Skip generic programming concepts (array, function, endpoint) unless they have domain-specific meaning.
- **Group terms into multiple tables** when natural clusters emerge (e.g. by subdomain, lifecycle, or actor). Each group gets its own heading and table. If all terms belong to a single cohesive domain, one table is fine — don't force groupings.
- **Write an example dialogue.** A short conversation (3-5 exchanges) between a dev and a domain expert that demonstrates how the terms interact naturally. The dialogue should clarify boundaries between related concepts and show terms being used precisely.

<example>

## Example dialogue

> **Dev:** "How do I test the **sync service** without Docker?"

> **Domain expert:** "Provide the **filesystem layer** instead of the **Docker layer**. It implements the same **Sandbox service** interface but uses a local directory as the **sandbox**."

> **Dev:** "So **sync-in** still creates a **bundle** and unpacks it?"

> **Domain expert:** "Exactly. The **sync service** doesn't know which layer it's talking to. It calls `exec` and `copyIn` — the **filesystem layer** just runs those as local shell commands."

</example>

## Re-running

When invoked again in the same conversation:

1. Read the existing `UBIQUITOUS_LANGUAGE.md`
2. Incorporate any new terms from subsequent discussion
3. Update definitions if understanding has evolved
4. Re-flag any new ambiguities
5. Rewrite the example dialogue to incorporate new terms

Signals

GitHub stars
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Last commit
Sep 2026
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skill
Gateway key
ubiquitous-language-mkurman
Source
github.com/mkurman/zorai