Cookbook Compute
databricks-solutions/databricks-apps-cookbook
Connect Databricks Apps to shared clusters or serverless compute using Databricks Connect.
Official agent skill
Databricks Serverless Migration
Migrate Databricks workloads from classic compute to serverless compute.
Install Databricks Serverless Migration
$ npx skills add databricks/databricks-agent-skills --skill databricks-serverless-migration -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install databricks/databricks-agent-skills databricks-serverless-migration --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-serverless-migration .claude/skills/databricks-serverless-migration && 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-serverless-migration" agent skill from https://github.com/databricks/databricks-agent-skills/tree/main/skills/databricks-serverless-migration into .claude/skills/databricks-serverless-migration/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "databricks-serverless-migration", 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-serverless-migrationType 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-serverless-migration -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install databricks/databricks-agent-skills databricks-serverless-migration --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-serverless-migration .agents/skills/databricks-serverless-migration && 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-serverless-migration" agent skill from https://github.com/databricks/databricks-agent-skills/tree/main/skills/databricks-serverless-migration into .agents/skills/databricks-serverless-migration/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "databricks-serverless-migration", 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-serverless-migration -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install databricks/databricks-agent-skills databricks-serverless-migration --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-serverless-migration .cursor/skills/databricks-serverless-migration && 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-serverless-migration" agent skill from https://github.com/databricks/databricks-agent-skills/tree/main/skills/databricks-serverless-migration into .cursor/skills/databricks-serverless-migration/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "databricks-serverless-migration", 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-serverless-migration--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-serverless-migration -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install databricks/databricks-agent-skills databricks-serverless-migration --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-serverless-migration .gemini/skills/databricks-serverless-migration && 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-serverless-migration" agent skill from https://github.com/databricks/databricks-agent-skills/tree/main/skills/databricks-serverless-migration into .gemini/skills/databricks-serverless-migration/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "databricks-serverless-migration", 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-serverless-migrationInstalls 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-serverless-migration -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-serverless-migration .github/skills/databricks-serverless-migration && 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-serverless-migration" agent skill from https://github.com/databricks/databricks-agent-skills/tree/main/skills/databricks-serverless-migration into .github/skills/databricks-serverless-migration/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "databricks-serverless-migration", 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-serverless-migration -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-serverless-migration --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-serverless-migration .opencode/skills/databricks-serverless-migration && 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-serverless-migration" agent skill from https://github.com/databricks/databricks-agent-skills/tree/main/skills/databricks-serverless-migration into .opencode/skills/databricks-serverless-migration/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "databricks-serverless-migration", 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-serverless-migration- GitHub stars
- 345
- Token cost
- ~16k tokens
- SKILL.md length
- 6,235 words
- Files
- 14 (incl. references, assets)
- Skills in repo
- 32
- Repo updated
- First seen
- Licence
- Custom licence
At a glance
Migrate Databricks workloads from classic compute to serverless compute.
- Works in 5 steps: Ingest — Gather Workload Context → 5: Handle Multi-Notebook Workloads → Analyze — Scan for Serverless Readiness → …
- Migrating notebooks
- SKILL.md covers When to Use This Skill, Where to Run This Skill, Understanding Migration Blockers and Decision Tree: Is My Workload…, plus 4 more sections
- Calls gh, databricks and apt
What it does
Databricks Serverless Migration is an agent skill from databricks/databricks-agent-skills, published by the product's own GitHub organization. Migrate Databricks workloads from classic compute to serverless compute. Use when migrating notebooks, jobs, pipelines, or Scala JARs (sparkjartask) from classic clusters to serverless, checking if existing code is serverless-compatible, or writing new serverless-compatible code. Provides concrete fixes for the serverless Spark Connect architecture and guides the full migration. Not for classic DBR version upgrades or cluster configuration changes within classic compute.
Its SKILL.md is about 16k tokens, which your agent loads only when the skill is triggered. The skill folder holds 16 other files, including reference files and assets (for example `agents/openai.yaml`, `references/code-patterns.md` and `references/compatibility-checks.md`). Compatibility notes: Requires databricks CLI (= v0.292.0)
It sits in Backend & APIs, covering Serverless. It works with Databricks. 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
- Migrating notebooks
- Scala JARs (sparkjartask) from classic clusters to serverless
- Checking if existing code is serverless-compatible
- Writing new serverless-compatible code
Example prompts
- “/databricks-serverless-migration”
Requirements
- Python 3
- Docker
- Compatibility (from SKILL.md): Requires databricks CLI (>= v0.292.0)
Workflow steps
5 steps, taken from the step headings in SKILL.md.
- Ingest — Gather Workload Context
- 5: Handle Multi-Notebook Workloads
- Analyze — Scan for Serverless Readiness
- Test — Two-Branch Strategy
- Validate — Confirm and Monitor
What it can do on your machine
Read from SKILL.md and the folder at commit f4fcec5. 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:
ghdatabricksaptyumdbtpip
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.com
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 (>= v0.292.0)
From compatibility in the SKILL.md frontmatter.
Context cost
Databricks Serverless Migration loads about 16k tokens when it runs, and up to ~52k if it reads all its reference files. Until then it costs about 128 tokens; SKILL.md has 6,235 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 6,235 words (~15,845 tokens).
“FIRST: Use the parent databricks-core skill for CLI basics, authentication, and profile selection.”
- name
- databricks-serverless-migration
- compatibility
- Requires databricks CLI (>= v0.292.0)
- metadata.version
- 0.1.0
- parent
- databricks-core
Files
SKILL.md and 13 other files (references, assets) in skills/databricks-serverless-migration of databricks/databricks-agent-skills.
- SKILL.md
- agents/openai.yaml
- assets/databricks.png
- assets/databricks.svg
- references/code-patterns.md
- references/compatibility-checks.md
- references/configuration-guide.md
- references/failure-reporting.md
- references/install-in-databricks-genie-code.md
- references/jar-migration.md
- references/mlflow-uc-patterns.md
- references/multi-source-enumeration.md
- references/networking-and-security.md
- references/streaming-migration.md
Open the folder on GitHubat commit f4fcec5
Compare with similar skills
Databricks Serverless Migration 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 Serverless Migration this skilldatabricks/databricks-agent-skills | 345 | — | ~16k | Automated safety check: Pass | Custom licence | |
| Cookbook Computedatabricks-solutions/databricks-apps-cookbook | 183 | — | ~790 | Automated safety check: Pass | Custom licence | |
| Neonsmontlouis/bible-strong | 171 | — | ~7.1k | Automated safety check: Notes | GPL-3.0 | |
| Azure Synapse AnalyticsMicrosoftDocs/Agent-Skills | 775 | 1 repos | ~13k | Automated safety check: Pass | CC-BY-4.0 | |
| AWS Serverless Edazxkane/aws-skills | 367 | 4 repos | ~3.2k | Automated safety check: Pass | MIT | |
| AI Model NodejsTencentCloudBase/CloudBase-AI-Toolkit | 1.1k | 3 repos | ~5k | Automated safety check: Pass | MIT |
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Questions about Databricks Serverless Migration
What does Databricks Serverless Migration do?
Migrate Databricks workloads from classic compute to serverless compute. Databricks Serverless Migration is an agent skill from databricks/databricks-agent-skills, published by the product's own GitHub organization. Migrate Databricks workloads from classic compute to serverless compute.
When should I use Databricks Serverless Migration?
Databricks Serverless Migration fits situations like: migrating notebooks; scala JARs (sparkjartask) from classic clusters to serverless; checking if existing code is serverless-compatible; writing new serverless-compatible code.
How do I install Databricks Serverless Migration in Claude Code?
Run `npx skills add databricks/databricks-agent-skills --skill databricks-serverless-migration -a claude-code`. Or copy the skill folder (skills/databricks-serverless-migration in databricks/databricks-agent-skills) into .claude/skills/databricks-serverless-migration in your project. Claude Code loads it when a task matches its description.
How do I install Databricks Serverless Migration in Codex?
Run `npx skills add databricks/databricks-agent-skills --skill databricks-serverless-migration -a codex`. Or copy the skill folder (skills/databricks-serverless-migration in databricks/databricks-agent-skills) into .agents/skills/databricks-serverless-migration in your project. Codex loads it when a task matches its description.
Can I use Databricks Serverless Migration 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-serverless-migration -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-serverless-migration, .gemini/skills/databricks-serverless-migration, .github/skills/databricks-serverless-migration and .opencode/skills/databricks-serverless-migration in your project.
What does Databricks Serverless Migration need to run?
Going by SKILL.md and its folder, Databricks Serverless Migration needs the command-line tools its instructions call (gh, databricks, apt, yum, dbt and pip). Our summary lists: Python 3; Docker. Compatibility (from SKILL.md): Requires databricks CLI (>= v0.292.0).
Does Databricks Serverless Migration access the network?
SKILL.md names 1 domain. As links in the text: docs.databricks.com. This is read from the text; nothing was executed.
Is Databricks Serverless Migration 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 Serverless Migration use?
Databricks Serverless Migration 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 Serverless Migration use?
About 16k tokens (SKILL.md is roughly 63k 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 36k tokens, read only when the agent opens those files.
What are the alternatives to Databricks Serverless Migration?
Skills that share tags, products or a category with Databricks Serverless Migration: Cookbook Compute (databricks-solutions/databricks-apps-cookbook, 183 stars), Neon (smontlouis/bible-strong, 171 stars), Azure Synapse Analytics (MicrosoftDocs/Agent-Skills, 775 stars) and AWS Serverless Eda (zxkane/aws-skills, 367 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Databricks Serverless Migration?
databricks (a GitHub organization, an official publisher) maintains it in databricks/databricks-agent-skills, which has 345 GitHub stars. The repository holds 32 skills in this directory. The repository was last updated on October 6, 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.