Cookbook Aiml
databricks-solutions/databricks-apps-cookbook
Invoke ML models, run vector search, and connect to MCP servers from Databricks Apps.
A skill your agent uses when querying or calling pay-per-token foundation models, or when creating, updating, listing, or querying Unity Gateway (also called Unity AI Gateway) services, including…
Install Databricks Unity Gateway
$ npx skills add databricks/databricks-agent-skills --skill databricks-unity-gateway -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install databricks/databricks-agent-skills databricks-unity-gateway --agent claude-codeProject scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).
$ git clone --depth 1 https://github.com/databricks/databricks-agent-skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/databricks-unity-gateway .claude/skills/databricks-unity-gateway && rm -rf skills-srcUse ~/.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/
Install the "databricks-unity-gateway" agent skill from https://github.com/databricks/databricks-agent-skills/tree/main/skills/databricks-unity-gateway into .claude/skills/databricks-unity-gateway/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "databricks-unity-gateway", then confirm the skill loads.Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$skill-installer install https://github.com/databricks/databricks-agent-skills/tree/main/skills/databricks-unity-gatewayType this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.
$ npx skills add databricks/databricks-agent-skills --skill databricks-unity-gateway -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install databricks/databricks-agent-skills databricks-unity-gateway --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/databricks/databricks-agent-skills.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/databricks-unity-gateway .agents/skills/databricks-unity-gateway && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "databricks-unity-gateway" agent skill from https://github.com/databricks/databricks-agent-skills/tree/main/skills/databricks-unity-gateway into .agents/skills/databricks-unity-gateway/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "databricks-unity-gateway", then confirm the skill loads.Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add databricks/databricks-agent-skills --skill databricks-unity-gateway -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install databricks/databricks-agent-skills databricks-unity-gateway --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/databricks/databricks-agent-skills.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/databricks-unity-gateway .cursor/skills/databricks-unity-gateway && rm -rf skills-srcUse ~/.cursor/skills/ instead of .cursor/skills for a personal install.
Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/
Install the "databricks-unity-gateway" agent skill from https://github.com/databricks/databricks-agent-skills/tree/main/skills/databricks-unity-gateway into .cursor/skills/databricks-unity-gateway/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "databricks-unity-gateway", then confirm the skill loads.Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gemini skills install https://github.com/databricks/databricks-agent-skills.git --path skills/databricks-unity-gateway--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.
$ npx skills add databricks/databricks-agent-skills --skill databricks-unity-gateway -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install databricks/databricks-agent-skills databricks-unity-gateway --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/databricks/databricks-agent-skills.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/databricks-unity-gateway .gemini/skills/databricks-unity-gateway && rm -rf skills-srcUse ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.
Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/
Install the "databricks-unity-gateway" agent skill from https://github.com/databricks/databricks-agent-skills/tree/main/skills/databricks-unity-gateway into .gemini/skills/databricks-unity-gateway/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "databricks-unity-gateway", then confirm the skill loads.Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gh skill install databricks/databricks-agent-skills databricks-unity-gatewayInstalls for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).
$ npx skills add databricks/databricks-agent-skills --skill databricks-unity-gateway -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/databricks/databricks-agent-skills.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/databricks-unity-gateway .github/skills/databricks-unity-gateway && rm -rf skills-srcUse ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.
GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/
Install the "databricks-unity-gateway" agent skill from https://github.com/databricks/databricks-agent-skills/tree/main/skills/databricks-unity-gateway into .github/skills/databricks-unity-gateway/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "databricks-unity-gateway", then confirm the skill loads.GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add databricks/databricks-agent-skills --skill databricks-unity-gateway -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install databricks/databricks-agent-skills databricks-unity-gateway --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/databricks/databricks-agent-skills.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/databricks-unity-gateway .opencode/skills/databricks-unity-gateway && rm -rf skills-srcUse ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.
OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/
Install the "databricks-unity-gateway" agent skill from https://github.com/databricks/databricks-agent-skills/tree/main/skills/databricks-unity-gateway into .opencode/skills/databricks-unity-gateway/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "databricks-unity-gateway", then confirm the skill loads.OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
Facts
- Skill name
databricks-unity-gateway- GitHub stars
- 345
- Token cost
- ~1.8k tokens
- SKILL.md length
- 539 words
- Files
- 12 (incl. references, assets)
- Skills in repo
- 34
- Repo updated
- First seen
- Licence
- Custom licence
At a glance
A skill your agent uses when querying or calling pay-per-token foundation models, or when creating, updating, listing, or querying Unity Gateway (also called Unity AI Gateway) services, including…
- Works in 3 steps: Verify the CLI meets the minimum version → Inspect the command and the relevant… → Pass create and update configuration…
- Calling pay-per-token foundation models
- SKILL.md covers Choose the Correct Gateway, CLI Workflow, Service Types and Querying and permissions, plus 2 more sections
- Calls databricks
What it does
Databricks Unity Gateway is an agent skill from databricks/databricks-agent-skills, published by the product's own GitHub organization. Use when querying or calling pay-per-token foundation models, or when creating, updating, listing, or querying Unity Gateway (also called Unity AI Gateway) services, including model provider services, MCP services, system.ai services, and three-part Unity Catalog service names (catalog.schema.service). Also use for managing spend budgets and usage alerts on Unity Gateway, and for migrating from legacy AI Gateway. Also use when a workload with Model Serving endpoint permissions (for example CANQUERY) gets…
Its SKILL.md is about 1.8k tokens, which your agent loads only when the skill is triggered. The skill folder holds 14 other files, including reference files and assets (for example `agents/openai.yaml`, `references/account-access.md` and `references/budgets.md`). Compatibility notes: Requires databricks CLI (= v1.11.0)
It sits in Game Development, covering LLM inference and serving. It works with Databricks and Model Context Protocol. The repository describes itself as: Databricks AI Tools: skills and plugins for building on Databricks with Claude Code, Cursor, Codex, GitHub Copilot, and other AI coding agents.
When your agent uses it
- Calling pay-per-token foundation models
- Querying Unity Gateway (also called Unity AI Gateway) services
- Including model provider services
- System.ai services
Example prompts
- “/databricks-unity-gateway”
Requirements
- Python 3
- Compatibility (from SKILL.md): Requires databricks CLI (>= v1.11.0)
Workflow steps
3 steps, taken from the first numbered list in SKILL.md.
- Verify the CLI meets the minimum version
- Inspect the command and the relevant operation before constructing a payload
- Pass create and update configuration through --json. Use an explicit profile when
What it can do on your machine
Read from SKILL.md and the folder at commit c196426. 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
Shell commands in SKILL.md call:
databricks
From the folder's file list and the shell code blocks in SKILL.md.
Network
Links to these hosts (documentation or services it may open):
docs.databricks.comdevelopers.databricks.comopenresponses.org
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.
Compatibility
Requires databricks CLI (>= v1.11.0)
From compatibility in the SKILL.md frontmatter.
Context cost
Databricks Unity Gateway loads about 1.8k tokens when it runs, and up to ~14k if it reads all its reference files. Until then it costs about 193 tokens; SKILL.md has 539 words of instructions outside code blocks.
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
Its licence (Custom licence) doesn't allow us to republish the file, so here is its outline and opening line. It has 539 words (~1,767 tokens).
“Use the parent databricks-core skill for CLI authentication and profile selection.”
- name
- databricks-unity-gateway
- compatibility
- Requires databricks CLI (>= v1.11.0)
- metadata.version
- 0.1.0
- parent
- databricks-core
Files
SKILL.md and 11 other files (references, assets) in skills/databricks-unity-gateway of databricks/databricks-agent-skills.
- SKILL.md
- agents/openai.yaml
- assets/databricks.png
- assets/databricks.svg
- references/account-access.md
- references/budgets.md
- references/mcp-services.md
- references/model-provider-services.md
- references/model-services.md
- references/model-serving-migration.md
- references/permissions.md
- references/querying.md
Open the folder on GitHubat commit c196426
Compare with similar skills
Databricks Unity Gateway 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.
| Skill | Stars | Used in | Tokens | Auto-check | Licence | Repo updated |
|---|---|---|---|---|---|---|
| Databricks Unity Gateway this skilldatabricks/databricks-agent-skills | 345 | — | ~1.8k | Automated safety check: Pass | Custom licence | |
| Cookbook Aimldatabricks-solutions/databricks-apps-cookbook | 183 | — | ~1.7k | Automated safety check: Pass | Custom licence | |
| Cookbook External Servicesdatabricks-solutions/databricks-apps-cookbook | 183 | — | ~1.1k | Automated safety check: Pass | Custom licence | |
| Perfupraullenchai/Rapid-MLX | 4k | — | ~1.6k | Automated safety check: Notes | Custom licence | |
| Integrate Modeltryonlabs/opentryon | 551 | — | ~1.1k | Automated safety check: Pass | Custom licence | |
| Agent Frameworkjihadkhawaja/Egroo | 178 | — | ~1.9k | Automated safety check: Pass | Apache-2.0 |
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Integrate Model
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Related
Works with
Categories
Questions about Databricks Unity Gateway
What does Databricks Unity Gateway do?
A skill your agent uses when querying or calling pay-per-token foundation models, or when creating, updating, listing, or querying Unity Gateway (also called Unity AI Gateway) services, including…. Databricks Unity Gateway is an agent skill from databricks/databricks-agent-skills, published by the product's own GitHub organization.service).
When should I use Databricks Unity Gateway?
Databricks Unity Gateway fits situations like: calling pay-per-token foundation models; querying Unity Gateway (also called Unity AI Gateway) services; including model provider services; system.ai services.
How do I install Databricks Unity Gateway in Claude Code?
Run `npx skills add databricks/databricks-agent-skills --skill databricks-unity-gateway -a claude-code`. Or copy the skill folder (skills/databricks-unity-gateway in databricks/databricks-agent-skills) into .claude/skills/databricks-unity-gateway in your project. Claude Code loads it when a task matches its description.
How do I install Databricks Unity Gateway in Codex?
Run `npx skills add databricks/databricks-agent-skills --skill databricks-unity-gateway -a codex`. Or copy the skill folder (skills/databricks-unity-gateway in databricks/databricks-agent-skills) into .agents/skills/databricks-unity-gateway in your project. Codex loads it when a task matches its description.
Can I use Databricks Unity Gateway 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 databricks/databricks-agent-skills --skill databricks-unity-gateway -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/databricks-unity-gateway, .gemini/skills/databricks-unity-gateway, .github/skills/databricks-unity-gateway and .opencode/skills/databricks-unity-gateway in your project.
What does Databricks Unity Gateway need to run?
Going by SKILL.md and its folder, Databricks Unity Gateway needs the command-line tools its instructions call (databricks). Our summary lists: Python 3. Compatibility (from SKILL.md): Requires databricks CLI (>= v1.11.0).
Does Databricks Unity Gateway access the network?
SKILL.md names 3 domains. As links in the text: docs.databricks.com, developers.databricks.com and openresponses.org. This is read from the text; nothing was executed.
Is Databricks Unity Gateway 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 Databricks Unity Gateway use?
Databricks Unity Gateway has a licence file (the repository's licence) that doesn't match a standard licence. Read it on GitHub before reusing the skill.
How many tokens does Databricks Unity Gateway use?
About 1.8k tokens (SKILL.md is roughly 7.1k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full. Its references folder adds about 12k tokens, read only when the agent opens those files.
What are the alternatives to Databricks Unity Gateway?
Skills that share tags, products or a category with Databricks Unity Gateway: Cookbook Aiml (databricks-solutions/databricks-apps-cookbook, 183 stars), Cookbook External Services (databricks-solutions/databricks-apps-cookbook, 183 stars), Perfup (raullenchai/Rapid-MLX, 4k stars) and Integrate Model (tryonlabs/opentryon, 551 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Databricks Unity Gateway?
databricks (a GitHub organization, an official publisher) maintains it in databricks/databricks-agent-skills, which has 345 GitHub stars. The repository holds 34 skills in this directory. The repository was last updated on October 10, 2026.
Source: databricks/databricks-agent-skills on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.