Databricks Apps Python
databricks/databricks-agent-skills
Python backend for Databricks Apps — FastAPI (default), Flask, Dash, Streamlit, Gradio, Reflex.
Invoke ML models, run vector search, and connect to MCP servers from Databricks Apps.
Install Cookbook Aiml
$ npx skills add databricks-solutions/databricks-apps-cookbook --skill cookbook-aiml -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install databricks-solutions/databricks-apps-cookbook cookbook-aiml --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-solutions/databricks-apps-cookbook.git skills-src && mkdir -p .claude/skills && cp -r skills-src/databricks-skills/aiml .claude/skills/cookbook-aiml && 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 "cookbook-aiml" agent skill from https://github.com/databricks-solutions/databricks-apps-cookbook/tree/main/databricks-skills/aiml into .claude/skills/cookbook-aiml/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "cookbook-aiml", 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-solutions/databricks-apps-cookbook/tree/main/databricks-skills/aimlType 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-solutions/databricks-apps-cookbook --skill cookbook-aiml -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install databricks-solutions/databricks-apps-cookbook cookbook-aiml --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/databricks-solutions/databricks-apps-cookbook.git skills-src && mkdir -p .agents/skills && cp -r skills-src/databricks-skills/aiml .agents/skills/cookbook-aiml && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "cookbook-aiml" agent skill from https://github.com/databricks-solutions/databricks-apps-cookbook/tree/main/databricks-skills/aiml into .agents/skills/cookbook-aiml/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "cookbook-aiml", 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-solutions/databricks-apps-cookbook --skill cookbook-aiml -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install databricks-solutions/databricks-apps-cookbook cookbook-aiml --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/databricks-solutions/databricks-apps-cookbook.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/databricks-skills/aiml .cursor/skills/cookbook-aiml && 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 "cookbook-aiml" agent skill from https://github.com/databricks-solutions/databricks-apps-cookbook/tree/main/databricks-skills/aiml into .cursor/skills/cookbook-aiml/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "cookbook-aiml", 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-solutions/databricks-apps-cookbook.git --path databricks-skills/aiml--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-solutions/databricks-apps-cookbook --skill cookbook-aiml -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install databricks-solutions/databricks-apps-cookbook cookbook-aiml --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/databricks-solutions/databricks-apps-cookbook.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/databricks-skills/aiml .gemini/skills/cookbook-aiml && 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 "cookbook-aiml" agent skill from https://github.com/databricks-solutions/databricks-apps-cookbook/tree/main/databricks-skills/aiml into .gemini/skills/cookbook-aiml/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "cookbook-aiml", 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-solutions/databricks-apps-cookbook cookbook-aimlInstalls 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-solutions/databricks-apps-cookbook --skill cookbook-aiml -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/databricks-solutions/databricks-apps-cookbook.git skills-src && mkdir -p .github/skills && cp -r skills-src/databricks-skills/aiml .github/skills/cookbook-aiml && 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 "cookbook-aiml" agent skill from https://github.com/databricks-solutions/databricks-apps-cookbook/tree/main/databricks-skills/aiml into .github/skills/cookbook-aiml/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "cookbook-aiml", 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-solutions/databricks-apps-cookbook --skill cookbook-aiml -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-solutions/databricks-apps-cookbook cookbook-aiml --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/databricks-solutions/databricks-apps-cookbook.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/databricks-skills/aiml .opencode/skills/cookbook-aiml && 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 "cookbook-aiml" agent skill from https://github.com/databricks-solutions/databricks-apps-cookbook/tree/main/databricks-skills/aiml into .opencode/skills/cookbook-aiml/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "cookbook-aiml", 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
cookbook-aiml- GitHub stars
- 183
- Token cost
- ~1.7k tokens
- SKILL.md length
- 195 words
- Files
- 1
- Skills in repo
- 12
- Repo updated
- First seen
- Licence
- Custom licence
At a glance
Invoke ML models, run vector search, and connect to MCP servers from Databricks Apps.
- The user wants to call a model serving endpoint
- SKILL.md covers Recipes, Resources, Permissions and Dependencies, plus 1 more section
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
- Query a vector search index
What it does
Cookbook Aiml is an agent skill from databricks-solutions/databricks-apps-cookbook. Invoke ML models, run vector search, and connect to MCP servers from Databricks Apps. Use when the user wants to call a model serving endpoint, query a vector search index, use LLMs/embeddings, or connect to an MCP server in Dash, Streamlit, Reflex, or FastAPI.
Its SKILL.md is about 1.7k 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 AI & LLM Engineering, covering Vector databases, MCP servers and LLM inference and serving. It works with Model Context Protocol, Databricks, Streamlit and FastAPI. The repository describes itself as: Ready-to-use code snippets for building interactive Databricks Apps.
When your agent uses it
- The user wants to call a model serving endpoint
- Query a vector search index
- Use LLMs/embeddings
- Connect to an MCP server in Dash
Example prompts
- “/cookbook-aiml”
Requirements
- Python 3
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
No scripts in the folder and no shell commands in SKILL.md (its code samples are python).
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.commodelcontextprotocol.io
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.
Context cost
Cookbook Aiml loads about 1.7k tokens when it runs. Until then it costs about 69 tokens; SKILL.md has 195 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 195 words (~1,699 tokens).
“Invoke models on Model Serving, query Vector Search indexes, and connect to MCP servers from your Databricks App.”
- name
- cookbook-aiml
Files
Just SKILL.md in databricks-skills/aiml of databricks-solutions/databricks-apps-cookbook.
Open the folder on GitHubat commit 4018368
Compare with similar skills
Cookbook Aiml 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 |
|---|---|---|---|---|---|---|
| Cookbook Aiml this skilldatabricks-solutions/databricks-apps-cookbook | 183 | — | ~1.7k | Automated safety check: Pass | Custom licence | |
| Databricks Apps Pythondatabricks/databricks-agent-skills | 345 | — | ~3k | Automated safety check: Pass | Custom licence | |
| Pgvector Semantic Searchtimescale/pg-aiguide | 1.9k | 1 repos | ~3.8k | Automated safety check: Pass | Apache-2.0 | |
| Configuring Agent BrainSpillwaveSolutions/agent-brain | 119 | — | ~7k | Automated safety check: Notes | MIT | |
| Pi AgentK-Dense-AI/scientific-agent-skills | 48k | 1 repos | ~2.1k | Automated safety check: Pass | MIT | |
| Multimodal Dataprep Devopen-edge-platform/edge-ai-libraries | 169 | — | ~1.3k | Automated safety check: Pass | Apache-2.0 |
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- Official
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Configuring Agent Brain
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Installation and configuration skill for Agent Brain document search system.
Pi Agent
K-Dense-AI/scientific-agent-skills
Builds with and operates Pi, the minimal terminal coding harness.
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Set up, index, and manage SocratiCode codebase indexing. An agent skill from giancarloerra/SocratiCode.
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All 12 skills in this repoCookbook Authentication
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Implement authentication in Databricks Apps: get current user info, on-behalf-of-user (OBO) auth, service principal auth, and OAuth patterns.
Cookbook Bi
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Embed AI/BI dashboards and integrate Genie Spaces into Databricks Apps.
Cookbook Compute
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Connect Databricks Apps to shared clusters or serverless compute using Databricks Connect.
Cookbook External Services
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Connect Databricks Apps to external services using Unity Catalog HTTP connections and retrieve Databricks secrets.
Cookbook Tables
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Read and write Delta tables and connect to Lakebase (OLTP PostgreSQL) from Databricks Apps.
Cookbook Unity Catalog
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Browse Unity Catalog objects (catalogs, schemas) from Databricks Apps.
Related
Categories
Questions about Cookbook Aiml
What does Cookbook Aiml do?
Invoke ML models, run vector search, and connect to MCP servers from Databricks Apps. Cookbook Aiml is an agent skill from databricks-solutions/databricks-apps-cookbook. Invoke ML models, run vector search, and connect to MCP servers from Databricks Apps.
When should I use Cookbook Aiml?
Cookbook Aiml fits situations like: the user wants to call a model serving endpoint; query a vector search index; use LLMs/embeddings; connect to an MCP server in Dash.
How do I install Cookbook Aiml in Claude Code?
Run `npx skills add databricks-solutions/databricks-apps-cookbook --skill cookbook-aiml -a claude-code`. Or copy the skill folder (databricks-skills/aiml in databricks-solutions/databricks-apps-cookbook) into .claude/skills/cookbook-aiml in your project. Claude Code loads it when a task matches its description.
How do I install Cookbook Aiml in Codex?
Run `npx skills add databricks-solutions/databricks-apps-cookbook --skill cookbook-aiml -a codex`. Or copy the skill folder (databricks-skills/aiml in databricks-solutions/databricks-apps-cookbook) into .agents/skills/cookbook-aiml in your project. Codex loads it when a task matches its description.
Can I use Cookbook Aiml 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 cookbook-aiml -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/cookbook-aiml, .gemini/skills/cookbook-aiml, .github/skills/cookbook-aiml and .opencode/skills/cookbook-aiml in your project.
What does Cookbook Aiml need to run?
SKILL.md names no scripts, command-line tools or credentials: Cookbook Aiml is instructions for the agent only. Our summary lists: Python 3.
Does Cookbook Aiml access the network?
SKILL.md names 2 domains. As links in the text: docs.databricks.com and modelcontextprotocol.io. This is read from the text; nothing was executed.
Is Cookbook Aiml 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 Cookbook Aiml use?
Cookbook Aiml 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 Cookbook Aiml use?
About 1.7k tokens (SKILL.md is roughly 6.8k 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 Cookbook Aiml?
Skills that share tags, products or a category with Cookbook Aiml: Databricks Apps Python (databricks/databricks-agent-skills, 345 stars), Pgvector Semantic Search (timescale/pg-aiguide, 1.9k stars), Configuring Agent Brain (SpillwaveSolutions/agent-brain, 119 stars) and Pi Agent (K-Dense-AI/scientific-agent-skills, 48k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Cookbook Aiml?
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.