Install skill files

Skills enable your coding agent to leverage the decision intelligence capabilities of RelationalAI. By installing the RelationalAI agent skills, your agent can understand and interact with RAI models, execute queries, perform analyses, and more — all through natural language prompts.

Before you start, make sure that:

Assumes relationalai (PyRel) v1.0.13+

The RelationalAI Native App for Snowflake must be installed in your account by an administrator.

• Request access here.
• See the RAI Native App docs for details.

The rai_developer role is needed to execute PyRel programs.

Installation

Note: For most coding agents, the installed skills will be available in your next session.

Any Coding Agent

• Ask your agent to copy the contents of this repo’s skills folder into its skills folder.
• Vercel’s skills CLI (requires npm v5.2.0+) helps you manage & update skills for most coding agents.

npx skills add RelationalAI/rai-agent-skills --skill '*'
# optionally specify an agent
npx skills add RelationalAI/rai-agent-skills --skill '*' --agent cortex

Claude Code CLI

Follow these instructions to point at this repo.

Also see this quick video for an overview.

Example:

/plugin marketplace add RelationalAI/rai-agent-skills
/plugin install rai@RelationalAI
# or use the wizard
/plugin

Restart your session after installing.

Cortex Code CLI

Follow these instructions.

In short, clone this repo to your file system then use the /skill dialog to add the skills folder.

VSCode

Follow these instructions to point at this repo.

Example:

settings.json

"chat.plugins.marketplaces": [
    "RelationalAI/rai-agent-skills"
]

Cursor

Follow these instructions.

In short, specify this repo’s URL https://github.com/RelationalAI/rai-agent-skills.git as a Remote Rule (Github).

OpenAI Codex

Follow these instructions.

In short, download this repo’s contents and ask your agent to copy the skills repo contents to the .agents/skills in your working repo root directory

Claude Code Desktop App

1. Open the Claude Desktop app and go to Customize in the left sidebar.
2. Under Plugins, browse the directory and find Rai by RelationalAI.
3. Click to install, then toggle the plugin on.

Alternatively, you can download this repo’s contents and copy the skills into the Claude app.

Usage

Invoke the skills using the /rai- command.

#	Skill	Area	Description
1	rai-onboarding	Setup	First-time setup — install, connect to Snowflake, validate
2	rai-configuration	Setup	Config files, connections, authentication, model and engine settings
3	rai-pyrel-coding	Development	Language syntax — imports, types, concepts, properties, data loading
4	rai-build-starter-ontology	Ontology	Build a first ontology from Snowflake tables or local data
5	rai-ontology-design	Ontology	Domain modeling — concepts, relationships, data mapping, enrichment
6	rai-rules-authoring	Ontology	Business rules as PyRel derived properties — validation, classification, alerting
7	rai-querying	Reasoning	Query construction — aggregation, filtering, joins, ordering, export
8	rai-discovery	Reasoning	Surface answerable questions, classify by reasoner type, route to workflow
9	rai-graph-analysis	Reasoning	Graph algorithms — centrality, community detection, reachability, similarity
10	rai-prescriptive-problem-formulation	Reasoning	Formulate optimization — decision variables, constraints, objectives
11	rai-prescriptive-solver-management	Reasoning	Solver lifecycle — selection, creation, execution, diagnostics
12	rai-prescriptive-results-interpretation	Reasoning	Post-solve — solution extraction, status codes, quality, sensitivity
13	rai-cortex-integration	Operations	Deploy RAI models as Snowflake Cortex Agents
14	rai-health-skill	Operations	Diagnose engine performance — memory, CPU, demand metrics, remediation