agents-with-mcp-on-databricks-apps: Skill for Claude Code

.claude/skills/unity-ai-gateway-model-service/SKILL.md

unity-ai-gateway-model-service is a skill for Claude Code from databricks-solutions/agents-with-mcp-on-databricks-apps. It costs 161 tokens per session (2,503 once invoked), scanned A, original, no licence file.

A skill for managing Databricks Unity AI Gateway model services, which are controlled endpoints that route requests to AI models. It also connects a deployed Mosaic AI agent endpoint to one of these services.

In plain words
What is it for?
Use it to create or retrieve model services, set traffic splits and rate limits, query them, govern their access, and connect them to a deployed Mosaic AI agent.
Why use it?
It provides a way to create, configure, inspect, and control how AI model requests are served. This includes deciding traffic routing, limiting request rates, and recording inference data.

Skill for Claude Code

Written for Claude Code: installed under .claude/.

This is databricks-solutions/agents-with-mcp-on-databricks-apps's own configuration. It tells Claude Code how to work on agents-with-mcp-on-databricks-apps itself, so it is not a mod to install elsewhere. Copy it as a starting point and replace the rules that are about this project. Everything agents-with-mcp-on-databricks-apps configures →

Reuse

Borrowing it

Nothing to install: this file belongs to databricks-solutions/agents-with-mcp-on-databricks-apps. Take a copy, put it at the same path in your own repository, and replace the rules that are about this project with yours.

Copy the file
curl -O https://raw.githubusercontent.com/databricks-solutions/agents-with-mcp-on-databricks-apps/main/.claude/skills/unity-ai-gateway-model-service/SKILL.md
Clone the repo
git clone --depth 1 https://github.com/databricks-solutions/agents-with-mcp-on-databricks-apps

Made for: Claude Code.

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 unity-ai-gateway-model-service

README.md
[![agentmods](https://agentmods.dev/badge/skills/databricks-solutions/agents-with-mcp-on-databricks-apps/unity-ai-gateway-model-service/github.svg)](https://agentmods.dev/skills/databricks-solutions/agents-with-mcp-on-databricks-apps/unity-ai-gateway-model-service)
Your own site
<a href="https://agentmods.dev/skills/databricks-solutions/agents-with-mcp-on-databricks-apps/unity-ai-gateway-model-service"><img src="https://agentmods.dev/badge/skills/databricks-solutions/agents-with-mcp-on-databricks-apps/unity-ai-gateway-model-service/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 unity-ai-gateway-model-service

Your own site · 80×15
<a href="https://agentmods.dev/skills/databricks-solutions/agents-with-mcp-on-databricks-apps/unity-ai-gateway-model-service"><img src="https://agentmods.dev/badge/skills/databricks-solutions/agents-with-mcp-on-databricks-apps/unity-ai-gateway-model-service.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 161 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 2,503 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.
Origin unknown 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 $0.00161 $0.02503
Opus 5 $0.00081 $0.01252
Sonnet 5 $0.00032 $0.00501
Haiku 4.5 $0.00016 $0.00250

Measured 11d ago against content hash a230aa353f8b, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-10, from the pricing page.

Security

Grade A, and why

unity-ai-gateway-model-service 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 11d ago.

The scan reads SKILL.md. This mod also ships 2 executable files (resources/agent_sp_auth.py, resources/manage_model_service.py), listed below but not scanned — reading those needs a real analyzer, not pattern matching.

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.

.claude/skills/unity-ai-gateway-model-service/SKILL.md · 95 lines

The source is not reproduced here

A licence we could not identify

The repository carries a LICENSE file, but it is custom or dual enough that GitHub cannot name it and neither can this catalogue. Unknown terms are not permission, so the body is not copied here. Read the licence at the source and decide for yourself.

Read it on GitHub

Files

What ships with it

2 files beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.

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. 11d ago First seen · 95 lines · 161 tokens per session scan A a230aa353f8b

Subscribe to this mod's changes

unity-ai-gateway-model-service is a skill published in the GitHub repository databricks-solutions/agents-with-mcp-on-databricks-apps (5 stars, last pushed 2mo ago), with no licence file. It adds 161 tokens to every session and 2,503 once invoked, about $0.0008 per session on Opus 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 2026-08-31.

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