DataRobotのエージェントスキル¶
DataRobot agentic skills are modular capability packages that help a coding agent execute DataRobot workflows reliably. Each skill bundles instructions, examples, and supporting resources in a SKILL.md file so the agent loads only what it needs for the current task.
Skills are maintained in the DataRobot Agentic Skills repository and work with Claude Code, Cursor, Codex, Gemini CLI, VS Code Copilot, OpenCode, and other coding agents.
| セクション | 説明 |
|---|---|
| クイックスタート | Install skills, verify the installation, and configure the environment. |
| Install from agent marketplaces | Recommended install path for Claude Code, Cursor, Gemini CLI, and Codex. |
| Install with the universal installer | Install all skills or target a specific skill or agent with one command. |
| Use skills in a coding agent | Prompt examples and helper scripts. |
| 利用可能なスキル | Full skill catalog grouped by workflow. |
| 次のステップ | Continue with Agent Assist or the Agentic Starter template. |
クイックスタート¶
Complete these steps in order on first install:
- Install from a marketplace for Claude Code, Cursor, Gemini CLI, or Codex, or install with the universal installer for other agents.
- Verify installation by asking the coding agent which DataRobot skills are available.
- Configure the environment by running the
datarobot-setupskill once per workspace. - Use a skill in a prompt, or continue to Agent Assist or the Agentic Starter.
スキルの名称
「スキル」はClaude AIやClaude Codeで使用されるAnthropicの用語ですが、その概念はより広範に適用されます。 OpenAI Codexではエージェントの指示を定義するためにAGENTS.mdを使用し、Geminiでは拡張機能のためにgemini-extension.jsonを使用します。 The DataRobot skills repository is compatible with all of them, and more.
対応しているエージェントの一覧
Supported agents for DataRobot skills include Claude Code, Cursor, Codex, Amp, VS Code Copilot (GitHub Copilot), Gemini CLI, Goose, Letta, Kilo Code, OpenCode, Windsurf, and Devin.
Install from agent marketplaces¶
Install DataRobot skills from the coding agent marketplace or extension catalog. This is the recommended onboarding path for Claude Code, Cursor, Gemini CLI, and Codex.
| エージェント | インストール元 |
|---|---|
| Claude Code | claude.com/plugins/datarobot-agent-skills |
| Cursor | cursor.com/marketplace/datarobot |
| Gemini CLI | geminicli.com/extensions |
| Codex | developers.openai.com/codex/plugins |
Select the tab for the coding agent in use:
Install all DataRobot skills from the official Claude plugins marketplace.
From the terminal:
claude plugin install datarobot-agent-skills@claude-plugins-official
From within a Claude Code CLI session:
/plugin install datarobot-agent-skills@claude-plugins-official
Alternative: register the repository as a plugin marketplace from within a Claude Code CLI session:
/plugin marketplace add datarobot-oss/datarobot-agent-skills
To install a specific skill:
/plugin install datarobot-model-training@datarobot-skills
Open the DataRobot marketplace entry and click Add to Cursor, or run the following in Cursor chat:
/add-plugin datarobot-agent-skills
When the DataRobot Agentic Skills repository is open as the workspace, Cursor also reads AGENTS.md and makes skills available without additional configuration. To verify that the skills are loaded, open the AI chat panel (Cmd/Ctrl + L) and ask: "What DataRobot skills are available?"
このリポジトリには、Gemini CLIとの連携のためのgemini-extension.jsonが含まれています。 Install from the GitHub URL:
gemini extensions install https://github.com/datarobot-oss/datarobot-agent-skills.git --consent
Or install locally after cloning the repository:
gemini extensions install . --consent
For more information, see the Gemini CLI extensions documentation.
Codex identifies skills through the AGENTS.md file in the workspace. Install skills with the universal installer, targeting Codex:
npx ai-agent-skills install datarobot-oss/datarobot-agent-skills --agent codex
Verify that the instructions are loaded:
codex --ask-for-approval never "Summarize the current instructions."
For plugin discovery and installation in ChatGPT and Codex, see the Codex plugins documentation. For details on how Codex reads agent instructions, see the Codex AGENTS.md guide.
Install with the universal installer¶
Install all DataRobot skills, or only the ones needed, for all supported AI agents with one command by using the universal skills installer.
To install all skills:
npx ai-agent-skills install datarobot-oss/datarobot-agent-skills
To install a specific skill:
npx ai-agent-skills install datarobot-oss/datarobot-agent-skills/skills/datarobot-predictions
To target a specific agent:
npx ai-agent-skills install datarobot-oss/datarobot-agent-skills --agent cursor
npx ai-agent-skills install datarobot-oss/datarobot-agent-skills --agent claude
デフォルトの動作
デフォルトでは、インストーラーは、サポートされているすべてのエージェントに同時にスキルをコピーします。 設定は必要ありません。 For agent-specific installation methods, see Install from agent marketplaces.
Install on other coding agents¶
Use the following methods to install DataRobot skills on additional supported coding agents.
VS Code Copilot (GitHub Copilot)¶
VS Code with GitHub Copilot automatically detects and uses skills from this repository through the AGENTS.md file.
- このリポジトリをVS Codeで開きます。
- GitHub Copilot拡張機能がインストールされ、有効になっていることを確認します。
- スキルは
AGENTS.mdファイルを通じて自動的に利用可能になります。
Open Copilot Chat (Cmd/Ctrl + I) and ask "What DataRobot skills are available?" to verify that the skills are loaded.
ヒント
The @workspace agent in Copilot Chat provides full context about the repository and available skills.
OpenCode¶
Add to ~/.config/opencode/opencode.json:
{
"plugin": ["opencode-datarobot-skills"]
}
OpenCode automatically installs the plugin on startup. For more information, see the DataRobot OpenCode plugin.
Windsurf and Devin¶
Windsurf and Devin support the Agent Skills format. Install DataRobot skills using the universal installer.
インストールの確認¶
After installing, ask the coding agent:
What DataRobot skills do I have available?
The response includes skills such as datarobot-setup and datarobot-agent-assist.
Configure the environment¶
Before using platform-connected skills, run the datarobot-setup skill once per workspace. It checks Python and other dependencies, authenticates dr-cli, and optionally adds DATAROBOT_ENDPOINT and DATAROBOT_API_TOKEN to the shell configuration.
以下のいずれかの方法でセットアップをトリガーします。
Run datarobot-setup/datarobot-setup
Use skills in a coding agent¶
After a skill is installed, mention it directly in instructions to the coding agent:
- 「DataRobotのモデルトレーニングスキルを使用して、新しいプロジェクトを作成し、AutoMLトレーニングを開始してください。」
- 「DataRobotの予測スキルを使用して、デプロイabc123用の予測データセットテンプレートを生成してください。」
- 「DataRobotの特徴量エンジニアリングスキルを使用して、モデルの特徴量の有用性を分析してください。」
- "Use the DataRobot model monitoring skill to check Data Drift for deployment xyz789."
- "Use the DataRobot external agent monitoring skill to instrument my agent for DataRobot monitoring."
The coding agent loads the corresponding SKILL.md instructions and any helper scripts needed while completing the task.
ヘルパースクリプト¶
一部のスキルには、エージェントが直接実行できるヘルパースクリプトが含まれています。
- datarobot-predictions:
get_deployment_features.py、generate_prediction_data_template.py、validate_prediction_data.py、make_prediction.py - datarobot-model-training:
create_project.py、start_training.py、list_models.py - datarobot-model-explainability:
compute_shap_matrix.py - datarobot-data-preparation:
upload_dataset.py - datarobot-external-agent-monitoring:
create_shell_deployment.py,verify_otel_connection.py - datarobot-agent-assist:
select_framework.py,clone_template.py,setup_template.py,list_llm_models.py,rehearsal.py,env_utils.py
These scripts are located in each skill scripts/ directory and can be executed directly or used as references when writing code.
利用可能なスキル¶
The DataRobot Agentic Skills repository contains skills for common DataRobot workflows. Contributors can also add their own skills.
Start with these skills
datarobot-setup: Configure local development tools, authentication, and environment variables.datarobot-agent-assist: Design, build, simulate, and deploy agents to DataRobot.datarobot-discover: Find skills, MCP servers, agents, and platform resources.
Onboarding skills¶
The following skills support first-time setup and agent onboarding:
| スキルフォルダー | 説明 | ドキュメンテーション |
|---|---|---|
skills/datarobot-setup/ |
Local DataRobot development setup (SDK, dr-cli, Agent Assist). | SKILL.md |
skills/datarobot-agent-assist/ |
Design, build, simulate, and deploy AI agents to DataRobot. | SKILL.md |
skills/datarobot-discover/ |
Discover DataRobot skills, MCP servers, agents, and platform resources. | SKILL.md |
Agent development¶
The following skills support agent design, deployment, and observability:
| スキルフォルダー | 説明 | ドキュメンテーション |
|---|---|---|
skills/datarobot-agent-llm-selection/ |
Configure LLM integration for a DataRobot agent application and safely synchronize provider credentials. | SKILL.md |
skills/datarobot-app-framework-cicd/ |
GitLabとGitHub Actionsを使用して、DataRobotのアプリケーションテンプレート向けのCI/CDパイプラインを設定します。 | SKILL.md |
skills/datarobot-external-agent-monitoring/ |
Instrument external agents with OpenTelemetry for DataRobot monitoring and observability. | SKILL.md |
ML workflows¶
The following skills support model training, deployment, predictions, and monitoring:
| スキルフォルダー | 説明 | ドキュメンテーション |
|---|---|---|
skills/datarobot-model-training/ |
モデルのトレーニング、プロジェクトの管理、およびAutoMLエクスペリメントの実行のための手順とユーティリティ。 | SKILL.md |
skills/datarobot-model-deployment/ |
モデルのデプロイ、デプロイの管理、および予測環境の設定のためのツール。 | SKILL.md |
skills/datarobot-predictions/ |
予測の作成、バッチスコアリング、リアルタイム予測、および予測データセットの生成に関するガイダンス。 | SKILL.md |
skills/datarobot-feature-engineering/ |
Instructions for feature engineering, Feature Discovery, and feature importance analysis. | SKILL.md |
skills/datarobot-model-monitoring/ |
Tools for monitoring model performance, tracking Data Drift, and managing model health. | SKILL.md |
skills/datarobot-model-explainability/ |
Tools for model explainability, Prediction Explanations, SHAP values, and model diagnostics. | SKILL.md |
skills/datarobot-data-preparation/ |
データのアップロード、データセット管理、およびデータ検証のためのユーティリティ。 | SKILL.md |
Platform and integration¶
The following skills support platform integration and workload management:
| スキルフォルダー | 説明 | ドキュメンテーション |
|---|---|---|
skills/datarobot-workload-api/ |
Create, configure, debug, observe, and roll out container workloads on the Workload API. | SKILL.md |
Skill structure¶
スキルは、特定のユースケースのための指示、スクリプト、およびリソースをパッケージ化した自己完結型のフォルダーです。 Each folder includes a SKILL.md file with YAML frontmatter (name and description), followed by the guidance the coding agent uses while the skill is active.
スキルの命名規則
All DataRobot skills follow the naming convention datarobot-<category>, where <category> describes the skill focus area. これにより、DataRobot固有のスキルの明確な識別、スキルライブラリ全体での一貫した命名、および容易な探索と整理が可能になります。
次のステップ¶
After installing skills and running setup, choose an onboarding path to create a first agentic workflow:
| トピック | 説明 |
|---|---|
| Agent Assistの概要 | Design, code, and deploy an agent with dr assist through natural conversation. |
| Get started with the Agentic Starter | Install prerequisites, build, deploy, and test agentic workflows using DataRobot pre-built templates with dr start. |
| Agent Assist reference | Workflows, environment variables, slash commands, and troubleshooting for Agent Assist. |
See also¶
- For the latest instructions, scripts, and templates, see datarobot-oss/datarobot-agent-skills.
- For the libraries and workflows referenced in each skill, see the DataRobot documentation.
- For API reference, see the DataRobot Python SDK documentation.