New: 98,000+ skills indexed from GitHub repos with 100+ stars · every skill safety-checkedBrowse top skillsTop skills
Esc to closeBrowse all skills
Submit a skillBrowse skills
Submit a skillBrowse skills

Agent skill

Productionize App Dab

by databricks-solutions in databricks-solutions/databricks-apps-cookbook

Follow-up to build-app: wrap the chosen cookbook framework (Dash, Streamlit, Reflex, FastAPI) in a Databricks Asset Bundle (DAB)—framework-specific src/app layout, app.yaml commands, bundle…

Custom licenceAuto-check passedBackend & APIs

Install Productionize App Dab

skills CLI
$ npx skills add databricks-solutions/databricks-apps-cookbook --skill productionize-app-dab -a claude-code

Project install by default; add -g for ~/.claude/skills/.

GitHub CLI
$ gh skill install databricks-solutions/databricks-apps-cookbook productionize-app-dab --agent claude-code

Project scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).

Manual copy
$ git clone --depth 1 https://github.com/databricks-solutions/databricks-apps-cookbook.git skills-src && mkdir -p .claude/skills && cp -r skills-src/databricks-skills/productionize-app-dab .claude/skills/productionize-app-dab && rm -rf skills-src

Use ~/.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/

Facts

Skill name
productionize-app-dab
GitHub stars
183
Token cost
~2.4k tokens
SKILL.md length
674 words
Files
1
Skills in repo
12
Repo updated
First seen
Licence
Custom licence

At a glance

Follow-up to build-app: wrap the chosen cookbook framework (Dash, Streamlit, Reflex, FastAPI) in a Databricks Asset Bundle (DAB)—framework-specific src/app layout, app.yaml commands, bundle…

  • Works in 5 steps: Confirm build-app framework and runnable… → Create src/app/ and copy that… → Paste the matching app.yaml command… → …
  • Tasks that involve Backend development
  • SKILL.md covers Relationship to build-app, Outcomes (all frameworks), Prerequisites and Shared bundle layout (any…, plus 8 more sections
  • Calls databricks and bundle; needs DATABRICKS_CLIENT_SECRET

What it does

Productionize App Dab is an agent skill from databricks-solutions/databricks-apps-cookbook. Follow-up to build-app: wrap the chosen cookbook framework (Dash, Streamlit, Reflex, FastAPI) in a Databricks Asset Bundle (DAB)—framework-specific src/app layout, app.yaml commands, bundle validate/deploy/run, CI/CD secrets. Requires a working app from build-app before applying. Self-contained YAML and commands.

Its SKILL.md is about 2.4k tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.

It sits in Backend & APIs, covering Backend development and CI/CD. It works with Databricks, FastAPI and Streamlit. The repository describes itself as: Ready-to-use code snippets for building interactive Databricks Apps.

When your agent uses it

  • Tasks that involve Backend development
  • Tasks that involve CI/CD

Example prompts

  • “/productionize-app-dab”

Requirements

  • A credential in DATABRICKS_CLIENT_SECRET

Workflow steps

5 steps, taken from the first numbered list in SKILL.md.

  1. Confirm build-app framework and runnable app.yaml in the cookbook folder.
  2. Create src/app/ and copy that framework’s tree (table above).
  3. Paste the matching app.yaml command block + env / valueFrom for Streamlit / Dash / Reflex / FastAPI.
  4. Add databricks.yml + resources/app.yml; source_code_path: ../src/app.
  5. databricks bundle validate → deploy → bundle run.

What it can do on your machine

Read from SKILL.md and the folder at commit 4018368. 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
    • bundle

    From the folder's file list and the shell code blocks in SKILL.md.

  • Network

    No URLs in SKILL.md.

    From URLs in SKILL.md, links to its own repository left out.

  • Credentials

    Names these keys or tokens, usually read from environment variables:

    • DATABRICKS_CLIENT_SECRET

    From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.

Context cost

Productionize App Dab loads about 2.4k tokens when it runs. Until then it costs about 84 tokens; SKILL.md has 674 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~84
When it runs · the whole SKILL.md, loaded when a task matches
~2.4k

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 674 words (~2,409 tokens).

name
productionize-app-dab

Read the full SKILL.md on GitHub

Files

Just SKILL.md in databricks-skills/productionize-app-dab of databricks-solutions/databricks-apps-cookbook.

Open the folder on GitHubat commit 4018368

Compare with similar skills

Productionize App Dab 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.

Productionize App Dab compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Productionize App Dab this skilldatabricks-solutions/databricks-apps-cookbook183—~2.4kAutomated safety check: PassCustom licence
Databricks Apps Pythondatabricks/databricks-agent-skills345—~3kAutomated safety check: PassCustom licence
Engineering PrinciplesAzure/agent-app-orchestrator103—~282Automated safety check: PassMIT
Python Appservice Deploymicrosoft/GitHub-Copilot-for-Azure2551 repos~688Automated safety check: PassMIT
AWS Harnesshoodini/ai-agents-skills281—~4.2kAutomated safety check: NotesNone
Venice Errorsveniceai/skills143—~4.9kAutomated safety check: PassMIT

Similar skills

  • Databricks Apps Python

    databricks/databricks-agent-skills

    Official

    Python backend for Databricks Apps — FastAPI (default), Flask, Dash, Streamlit, Gradio, Reflex.

    345 GitHub stars~3k tokensUpdated today
    Backend & APIsAuto-check passed

  • Engineering Principles

    Azure/agent-app-orchestrator

    Official

    Agent Landing Zone Orchestrator architecture and implementation principles.

    103 GitHub stars~282 tokensUpdated today
    Backend & APIsAuto-check passed

  • Python Appservice Deploy

    microsoft/GitHub-Copilot-for-Azure

    Official

    Deploy Python (Flask/Django/FastAPI) code to Azure App Service Linux.

    255 GitHub starsUsed in 1 repo~688 tokens
    Backend & APIsAuto-check passed

  • AWS Harness

    hoodini/ai-agents-skills

    Build a new AI agent on AWS and deploy it easily, OR wrap and deploy an agent you already have, using the Amazon Bedrock AgentCore harness.

    281 GitHub stars~4.2k tokensUpdated 2 mo ago
    Backend & APIsAuto-check: notes

  • Venice Errors

    veniceai/skills

    Handle Venice API errors correctly. An agent skill from veniceai/skills.

    143 GitHub stars~4.9k tokensUpdated 2 days ago
    Backend & APIsAuto-check passed

  • Fastcrud

    benavlabs/fastcrud

    A skill your agent uses when building or modifying CRUD endpoints with FastCRUD (the fastcrud PyPI package) in a FastAPI project — covers FastCRUD, crudrouter, EndpointCreator, FilterConfig…

    1.6k GitHub stars~5k tokensUpdated 13 days ago
    Backend & APIsAuto-check passed

More from databricks-solutions/databricks-apps-cookbook

All 12 skills in this repo

  • Cookbook Aiml

    databricks-solutions/databricks-apps-cookbook

    Invoke ML models, run vector search, and connect to MCP servers from Databricks Apps.

    183 GitHub stars~1.7k tokensUpdated 4 days ago
    Auto-check passed

  • Cookbook Authentication

    databricks-solutions/databricks-apps-cookbook

    Implement authentication in Databricks Apps: get current user info, on-behalf-of-user (OBO) auth, service principal auth, and OAuth patterns.

    183 GitHub stars~1.8k tokensUpdated 4 days ago
    Auto-check passed

  • Cookbook Bi

    databricks-solutions/databricks-apps-cookbook

    Embed AI/BI dashboards and integrate Genie Spaces into Databricks Apps.

    183 GitHub stars~1.5k tokensUpdated 4 days ago
    Auto-check passed

  • Cookbook Compute

    databricks-solutions/databricks-apps-cookbook

    Connect Databricks Apps to shared clusters or serverless compute using Databricks Connect.

    183 GitHub stars~790 tokensUpdated 4 days ago
    Auto-check passed

  • Cookbook External Services

    databricks-solutions/databricks-apps-cookbook

    Connect Databricks Apps to external services using Unity Catalog HTTP connections and retrieve Databricks secrets.

    183 GitHub stars~1.1k tokensUpdated 4 days ago
    Auto-check passed

  • Cookbook Tables

    databricks-solutions/databricks-apps-cookbook

    Read and write Delta tables and connect to Lakebase (OLTP PostgreSQL) from Databricks Apps.

    183 GitHub stars~1.9k tokensUpdated 4 days ago
    Auto-check passed

Works with

Categories

Questions about Productionize App Dab

What does Productionize App Dab do?

Follow-up to build-app: wrap the chosen cookbook framework (Dash, Streamlit, Reflex, FastAPI) in a Databricks Asset Bundle (DAB)—framework-specific src/app layout, app.yaml commands, bundle…. Productionize App Dab is an agent skill from databricks-solutions/databricks-apps-cookbook.yaml commands, bundle validate/deploy/run, CI/CD secrets.

When should I use Productionize App Dab?

Productionize App Dab fits situations like: tasks that involve Backend development; tasks that involve CI/CD.

How do I install Productionize App Dab in Claude Code?

Run `npx skills add databricks-solutions/databricks-apps-cookbook --skill productionize-app-dab -a claude-code`. Or copy the skill folder (databricks-skills/productionize-app-dab in databricks-solutions/databricks-apps-cookbook) into .claude/skills/productionize-app-dab in your project. Claude Code loads it when a task matches its description.

How do I install Productionize App Dab in Codex?

Run `npx skills add databricks-solutions/databricks-apps-cookbook --skill productionize-app-dab -a codex`. Or copy the skill folder (databricks-skills/productionize-app-dab in databricks-solutions/databricks-apps-cookbook) into .agents/skills/productionize-app-dab in your project. Codex loads it when a task matches its description.

Can I use Productionize App Dab 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-solutions/databricks-apps-cookbook --skill productionize-app-dab -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/productionize-app-dab, .gemini/skills/productionize-app-dab, .github/skills/productionize-app-dab and .opencode/skills/productionize-app-dab in your project.

What does Productionize App Dab need to run?

Going by SKILL.md and its folder, Productionize App Dab needs the command-line tools its instructions call (databricks and bundle) and credentials named DATABRICKS_CLIENT_SECRET. Our summary lists: A credential in DATABRICKS_CLIENT_SECRET.

Does Productionize App Dab access the network?

SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.

Is Productionize App Dab 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 Productionize App Dab use?

Productionize App Dab 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 Productionize App Dab use?

About 2.4k tokens (SKILL.md is roughly 9.6k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.

What are the alternatives to Productionize App Dab?

Skills that share tags, products or a category with Productionize App Dab: Databricks Apps Python (databricks/databricks-agent-skills, 345 stars), Engineering Principles (Azure/agent-app-orchestrator, 103 stars), Python Appservice Deploy (microsoft/GitHub-Copilot-for-Azure, 255 stars) and AWS Harness (hoodini/ai-agents-skills, 281 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Productionize App Dab?

databricks-solutions (a GitHub organization) maintains it in databricks-solutions/databricks-apps-cookbook, which has 183 GitHub stars. The repository holds 12 skills in this directory. The repository was last updated on October 4, 2026.

Source: databricks-solutions/databricks-apps-cookbook on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.