How to connect Datarobot to Claude Cowork

Cowork is Anthropic's AI agent for knowledge work. Think of it as Claude Code for everything else. It works autonomously with your computer, local files, and applications to accomplish complex tasks. This guide walks you through the easiest and most secure way to connect your Datarobot account to Cowork via Composio Connect, enabling it to train a new model on uploaded sales data, deploy the latest churn prediction model, get performance metrics for active projects, and more such actions on your behalf without compromising your account security.

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Datarobot is a machine learning platform that automates model development, deployment, and monitoring. It empowers organizations to quickly gain predictive insights from large datasets.

836 Tools

Introduction

Cowork is Anthropic's AI agent for knowledge work. Think of it as Claude Code for everything else. It works autonomously with your computer, local files, and applications to accomplish complex tasks.

This guide walks you through the easiest and most secure way to connect your Datarobot account to Cowork via Composio Connect, enabling it to train a new model on uploaded sales data, deploy the latest churn prediction model, get performance metrics for active projects, and more such actions on your behalf without compromising your account security.

Also integrate Datarobot with

OpenAI Agents SDKClaude Agent SDKClaude CodeCodexOpenClawHermesCLIGoogle ADKLangChainVercel AI SDKMastra AILlamaIndexCrewAI

Connecting Datarobot to Claude Cowork

1. Open Customize

In Claude Desktop, click Customize in the left sidebar, then select Connectors and click the + icon at the top.

Claude Desktop connectors screen with Add custom connector selected

2. Add the Composio MCP server

Click Add custom connector and paste in the Composio MCP server URL:

bash
https://connect.composio.dev/mcp
Add custom connector dialog with Composio MCP server URL

3. Authorize in your browser

Click Connect. You'll be redirected to a browser window where you can authorize Composio to continue.

Composio authorization screen for Claude Cowork

4. Connect your Datarobot account

Back in Cowork, ask the agent to connect to Datarobot or give it any Datarobot-related task.

For example, ask Cowork to:

  • "Train a new model on uploaded sales data"
  • "Deploy the latest churn prediction model"
  • "Get performance metrics for active projects"

It will prompt you to authenticate and authorize access.

That's it. Composio's tools are now available in Cowork, and your Datarobot account is ready to use.

What is Claude Cowork?

Claude Cowork is Anthropic's agent for general knowledge work. It can use your computer, files, and connected applications to complete longer-running tasks across your work tools.

With Composio Connect, Cowork can securely access apps like Datarobot through MCP without you sharing account credentials directly with the agent.

What is the Datarobot MCP server, and what's possible with it?

The Datarobot MCP server is an implementation of the Model Context Protocol that connects your AI agent and assistants like Claude, Cursor, etc directly to your Datarobot account. It provides structured and secure access to your machine learning projects, so your agent can automate model training, manage deployments, monitor predictions, and handle datasets on your behalf.

  • Automated model training and evaluation: Let your agent kick off new model builds, select algorithms, and evaluate model performance across datasets with ease.
  • Deployment management: Direct your agent to deploy, update, or remove models to production environments, ensuring seamless delivery of predictive insights.
  • Prediction and scoring automation: Have your agent generate batch or real-time predictions using trained models, making it easy to integrate AI-powered results into your workflows.
  • Monitoring and health checks: Ask your agent to track model accuracy, monitor drift, and receive alerts if deployed models aren't performing as expected.
  • Project and dataset orchestration: Enable your agent to create new projects, upload datasets, and manage data sources, keeping your machine learning pipeline organized and up to date.
TOOLS

Supported Tools

Every Datarobot action and event your agent gets out of the box.

Add Users to Group

Tool to add one or more users to a DataRobot user group by groupId.

Add User to Organization

Tool to add a user to an existing organization.

Analyze Dataset Definition

Tool to analyze a dataset definition by ID.

Archive Model Package

Tool to archive a DataRobot model package.

Build Java Scoring Code Package

Initiates an asynchronous build of a Java JAR package containing DataRobot Scoring Code for a deployment.

Cancel Notebook Job

Tool to cancel a running or pending notebook job execution.

Cancel Project Job

Tool to cancel a pending job for a project.

Check Project Status

Tool to check the status of a DataRobot project.

Clone Application Template

Tool to clone an application template into a codespace.

Clone Files Collection

Tool to create a duplicate files collection in DataRobot.

Copy File or Folder

Tool to copy a file or folder within the same DataRobot catalog item.

Create Access Role

Create a custom Access Role for an organization.

Create and Start Notebook Codespace

Tool to create and start a new notebook codespace in DataRobot.

Create Automated Document

Tool to request generation of automated compliance documents in DataRobot.

Create Batch Monitoring Job

Tool to create a DataRobot Batch Monitoring job for tracking model performance and data drift on batch predictions.

Create Batch Monitoring Job Definition

Tool to create a Batch Monitoring job definition for tracking deployment performance and data drift.

Create Batch Prediction Job Definition

Tool to create a Batch Prediction job definition.

Create Batch Predictions

Tool to create a new batch predictions job in DataRobot.

Create Batch Predictions From Existing

Tool to create a new Batch Prediction job based on an existing job's configuration.

Create Batch Predictions From Job Definition

Tool to launch a Batch Prediction job from a job definition.

Create Calendar from File Upload

Tool to create a DataRobot calendar by uploading a CSV or XLSX file containing date events.

Create Calendars from Country Code

Initialize generation of preloaded calendars from a country code.

Create Calendar from Dataset

Tool to create a calendar from a dataset in DataRobot.

Create Change Request

Create a Change Request for a DataRobot deployment to enable governance workflows.

Create Code Snippets

Tool to generate code snippets for DataRobot models, predictions, or workloads.

Download Code Snippet

Tool to download code snippets for DataRobot deployments, models, or workloads.

Create Comment

Tool to create a comment on a DataRobot entity (deployment, use case, model, catalog, etc.

Create Compliance Doc Template

Tool to create a new compliance documentation template in DataRobot.

Create Credentials

Store a new set of credentials in DataRobot for use with data sources and connections.

Create Custom Application Source

Tool to create a custom application source in DataRobot.

Create Custom Application Source Version

Create a new custom application source version in DataRobot.

Create Custom Application Source From Template

Tool to create a custom application source from a custom template.

Create Custom Job

Tool to create a new DataRobot custom job.

Create Custom Jobs Cleanup

Tool to permanently delete a custom job.

Create Custom Job Hosted Custom Metric Template

Tool to create a hosted custom metric template for a DataRobot custom job.

Create Custom Model

Tool to create a new DataRobot custom model for training or inference.

Get Custom Model Deployment Logs

Tool to request logs from a deployed custom model.

Clone Custom Model

Tool to clone an existing custom model in DataRobot.

Create Custom Model Version

Tool to create a new version for an existing DataRobot custom model.

Create Data Disparity Insights

Tool to start data disparity insight calculations for a DataRobot model.

Create Data Engine Workspace State

Create a Data Engine workspace state by executing a SQL query against DataRobot datasets.

Create Dataset Definition

Create a dataset definition in DataRobot to define how to access and use a dataset from the AI Catalog.

Create Dataset Chunk Definition

Tool to create a chunk definition for a dataset definition in DataRobot.

Create Dataset Feature List

Tool to create a custom feature list within a dataset.

Create Dataset from File

Tool to create a DataRobot dataset by uploading a file (CSV, Excel, etc.

Create Dataset Feature Transform

Tool to create a feature transform on a DataRobot dataset.

Create Dataset from Data Source

Tool to create a dataset from an external data source connector (database, S3, etc.

Create Dataset from Recipe

Tool to create a dataset from a DataRobot wrangling recipe.

Create Dataset from URL

Tool to create a DataRobot dataset from a publicly accessible URL.

Create Dataset Refresh Job

Tool to schedule a dataset refresh job in DataRobot.

Create Dataset Relationships

Tool to create dataset relationships in DataRobot by linking features between two datasets.

Create Dataset Version from Latest Version

Tool to create a new dataset version from the latest version of its data source.

Create Dataset Version from URL

Tool to create a new version for an existing DataRobot dataset from a publicly accessible URL.

Create Dataset Version from Previous Version

Tool to create a new dataset version from a specific previous version of its data source.

Create Dataset Version from File

Tool to create a new version of an existing DataRobot dataset by uploading a file (CSV, Excel, etc.

Create Data Slice

Create a new data slice in a DataRobot project to define a subset of data based on feature filters.

Create Data Slice Size Computation

Tool to compute the number of rows available after applying a data slice to a dataset subset.

Create Data Stage

Tool to create a data stage in DataRobot.

Create Deployment

Create a DataRobot deployment from a model package to enable real-time or batch predictions.

Create Deployment Custom Metric from Custom Job

Tool to create a deployment custom metric from an existing custom job in DataRobot.

Create Deployments Actuals Data Exports

Tool to create a deployment actuals data export for a specified time period.

Create Deployment Actuals from Dataset

Tool to submit actuals values from AI Catalog dataset for deployment monitoring.

Create Deployment Actuals from JSON

Submit actual values for predictions to a DataRobot deployment.

Create Deployment Custom Metric

Create a deployment custom metric for monitoring deployment or model-specific metrics.

Create Deployment Custom Metrics Bulk Upload

Bulk upload custom metric values to a DataRobot deployment.

Upload Custom Metric Values from Dataset

Tool to upload custom metric values from a dataset to a deployment.

Upload Custom Metrics from JSON

Tool to upload custom metric values from JSON for a DataRobot deployment.

Create Deployment Monitoring Batch

Tool to create a monitoring batch for a DataRobot deployment.

Delete Deployment Monitoring Data

Tool to delete deployment monitoring data for a specific model within a time period.

Create Deployment Prediction Data Export

Tool to create a prediction data export for a deployment.

Create Deployment Retraining Policy

Tool to create a deployment retraining policy in DataRobot.

Create Deployment Training Data Export

Tool to create a deployment training data export in DataRobot.

Create Entity Notification Channel

Tool to create an entity notification channel in DataRobot.

Create Entity Notification Policy

Tool to create an entity notification policy in DataRobot.

Create Entity Notification Policy from Template

Tool to create an entity notification policy from a template.

Create Entity Notification Policy Template

Tool to create an entity notification policy template in DataRobot.

Create Entity Tag

Tool to create a new entity tag in DataRobot.

Create Execution Environment Version

Tool to create a new version for an existing DataRobot execution environment.

Request Execution Environment Version Build

Tool to request an on-demand image build for an execution environment version.

Create External Data Store Standard UDF

Tool to start a job that creates a standard user-defined function in an external data store.

Create External Data Sources

Tool to create a new external data source in DataRobot.

Create External Data Store

Tool to create a new external data store in DataRobot.

Get External Data Store Columns

Tool to retrieve column metadata from an external data store.

Get Data Store Columns Info

Tool to retrieve column metadata for a table in an external data store.

Retrieve Data Store Schemas

Tool to retrieve data store schemas.

List External Data Store Tables

Tool to retrieve database tables and views from a DataRobot external data store.

Create External OAuth Provider

Create an external OAuth provider configuration in DataRobot for integrating with external services.

Create Empty Files Catalog Item

Tool to create an empty files catalog item in DataRobot.

Copy Files in Batch

Tool to copy multiple files or folders in a batch operation within DataRobot's data registry.

Create Files Downloads

Tool to generate a temporary download URL for a DataRobot catalog file.

Add Files to Existing Catalog Item

Tool to add file(s) to an existing DataRobot files catalog item.

Create Files From Stage

Tool to apply staged files to a catalog item.

Create Files From URL

Tool to create a files catalog item in DataRobot from a URL.

Add Files to Catalog Item from URL

Tool to add file(s) into an existing files catalog item from a URL.

Create Files Download Links

Tool to generate temporary download URLs for files in a catalog item.

Create File Stage

Tool to create an empty stage for File Registry files upload.

Stage File for Batch Upload

Tool to stage a file for a batch upload in DataRobot.

Create File Version Download Links

Tool to generate temporary download URLs for catalog file versions.

Create GenAI Chat Prompts

Tool to create a GenAI chat prompt and execute it with an LLM.

Create GenAI Comparison Chat

Tool to create a new GenAI comparison chat within a playground for comparing different LLM responses.

Create GenAI Custom Model Embedding Validations

Tool to create and run validation tests for GenAI custom model embeddings.

Create GenAI Custom Model LLM Validations

Tool to create a GenAI custom model LLM validation.

Create GenAI Custom Model Vector Database Validation

Create a validation for a GenAI custom model deployment's vector database capabilities.

Create GenAI Custom Model Version

Tool to create a GenAI custom model version from an LLM blueprint in DataRobot.

Create GenAI Evaluation Dataset Configuration

Tool to create a GenAI evaluation dataset configuration for testing LLM applications.

Create GenAI LLM Blueprint

Tool to create a new GenAI LLM blueprint for generative AI applications.

Create GenAI LLM Blueprints from Chat Prompt

Tool to create a GenAI LLM blueprint from an existing chat prompt.

Create GenAI LLM Blueprint from LLM Blueprint

Tool to create a new GenAI LLM Blueprint by copying from an existing LLM Blueprint.

Create GenAI LLM Test Configuration

Tool to create a GenAI LLM test configuration for AI robustness testing.

Create GenAI LLM Test Suite

Tool to create a new GenAI LLM test suite for evaluating LLM applications.

Create GenAI Playground

Tool to create a new GenAI playground for experimenting with LLM applications.

Create GenAI Playground OOTB Metric Configurations

Tool to create OOTB (Out-of-the-Box) metric configurations for a GenAI playground.

Create GenAI Playground Trace Dataset

Tool to create a trace dataset for a GenAI playground.

Create Guard Configurations to New Custom Model Version

Tool to apply guard configurations to a new custom model version in DataRobot.

Create Guard Configuration

Create a guard configuration to monitor and control AI model behavior during prompt and response stages.

Create Insights Lift Chart

Tool to request calculation of a Lift chart insight in DataRobot.

Create ROC Curve Insight

Request calculation of ROC curve insights for a DataRobot model, custom model, or vector database.

Create Insights SHAP Distributions

Tool to request calculation of SHAP Distributions in DataRobot.

Create SHAP Impact Insight

Tool to request calculation of SHAP Impact insights in DataRobot.

Create Insights SHAP Matrix

Tool to request calculation of a SHAP Matrix insight in DataRobot.

Create SHAP Preview Insights

Request calculation of SHAP Preview insights with an optional data slice.

Create Modeling Featurelist

Tool to create a new modeling featurelist in a DataRobot project.

Create Model Package

Tool to create a model package from a DataRobot Leaderboard model.

Create Model Package from JSON

Tool to create a DataRobot model package from JSON metadata.

Create Notebook

Tool to create a new notebook in DataRobot Workbench for interactive code development.

Create Notebook Environment Variables

Tool to create one or more environment variables for a specific notebook.

Expose Notebook Port

Tool to expose a port on a DataRobot notebook execution environment.

Clone Notebook from Revision

Tool to clone a notebook from an existing revision, creating a new notebook as a copy.

Create Notebook Job

Tool to create a scheduled notebook job in DataRobot.

Create Notebook Job Manual Run

Tool to manually trigger a notebook job run in DataRobot.

Create Notebook Revision

Tool to create a new revision for a DataRobot notebook.

Create Notebook Runtime Client Activity

Tool to record client activity for a running notebook session.

Batch Create Notebook Cells

Tool to batch create multiple cells in a DataRobot notebook.

Batch Delete Notebook Cells

Tool to batch delete multiple cells from a DataRobot notebook.

Create Notebook from File

Tool to create a new notebook in DataRobot by uploading a notebook file.

Create Notification Channel Template

Tool to create a notification channel template in DataRobot.

Send Email Verification Code for Notification Channel

Tool to send a 6-digit verification code to a user's email address for setting up a notification channel.

Create Notification Webhook Channel Test

Tool to test webhook notification channel configuration by creating a test notification.

Verify Email Channel Code

Verify the notification email channel verification code.

Create OCR Job Resource

Tool to create an OCR (Optical Character Recognition) job resource in DataRobot.

Create OpenTelemetry Metric Configuration

Tool to create an OpenTelemetry metric configuration for a DataRobot entity (deployment, use case, etc.

Get OTEL Metrics Values Over Time Segments

Tool to get OpenTelemetry metric values for a specified entity, grouped by multiple attributes.

Create Prediction Dataset from Data Source

Upload a prediction dataset from a DataSource for making predictions on a DataRobot project.

Initialize Prediction Explanations

Tool to initialize prediction explanations for a DataRobot model.

Create DataRobot Project

Create a new DataRobot project from a dataset URL, existing dataset ID, or data source connector.

Clone DataRobot Project

Tool to clone an existing DataRobot project.

Create Projects Autopilots

Tool to start Autopilot on a DataRobot project with a specific feature list.

Batch Transform Feature Types

Create multiple new features by transforming existing features to a different variable type.

Create Bias Mitigation Feature Info

Tool to submit a job to create bias mitigation data quality information for a given project and feature.

Create Blender Model

Tool to create a blender model from multiple existing models in a DataRobot project.

Validate Cross-Series Properties

Tool to validate columns for potential use as the group-by column for cross-series functionality in a DataRobot project.

Create Datetime Model From Model

Tool to retrain an existing datetime model with specified parameters.

Prepare Model for Deployment

Tool to prepare a DataRobot model for deployment by marking it as deployment-ready.

Create Feature Association Matrix

Tool to compute a feature association matrix for a DataRobot project using a specific featurelist.

Create Feature List

Tool to create a new featurelist in a DataRobot project.

Create Frozen Model

Train a new frozen model with parameters from an existing model.

Train DataRobot Model

Tool to train a new model in a DataRobot project using a specific blueprint.

Create Advanced-Tuned Model

Submit a job to create a new version of a DataRobot model with different advanced tuning parameters.

Create Feature Effects

Tool to request Feature Effects calculation for a DataRobot model.

Calculate Model Feature Impact

Tool to add a request to calculate feature impact for a DataRobot model to the job queue.

Retrain Model From Existing Model

Tool to retrain an existing model with specified parameters.

Create Projects Payoff Matrices

Tool to create a payoff matrix for a binary classification project in DataRobot.

Create Prediction Dataset Upload

Tool to create a prediction dataset upload for a DataRobot project.

Create Prediction Dataset from URL

Tool to upload a prediction dataset from a URL to a DataRobot project.

Create Project Predictions

Tool to create new predictions for a dataset using a trained model within a DataRobot project.

Create Project Rating Table

Tool to upload a modified rating table file to a DataRobot project.

Create Project Training Predictions

Tool to create training predictions for a DataRobot project.

Transform Feature Type

Create a new feature by changing the type of an existing feature in a DataRobot project.

Create Recipe from Recipe

Tool to clone an existing wrangling recipe in DataRobot.

Create Recipe from Dataset

Tool to create a DataRobot recipe from a dataset.

Create Recipe from Data Store

Create a recipe and data source from a DataRobot data store.

Create Recipe Preview

Tool to start the job that generates a preview of the data after applying a wrangling recipe.

Create Recipe SQL Query

Tool to build SQL query for a DataRobot recipe.

Create Relationships Configuration

Tool to create a relationships configuration in DataRobot for connecting multiple datasets for feature engineering.

Create Remote Events

Tool to post a remote deployment event to DataRobot.

Create Secure Configuration

Tool to create a secure configuration for storing credentials and sensitive data.

Create String Encryption

Tool to encrypt a string which DataRobot can decrypt when needed.

Create Usage Data Exports

Tool to create a customer usage data artifact request in DataRobot.

Create Use Case

Tool to create a new DataRobot use case.

Link Multiple Entities to Use Case

Tool to link multiple entities to a DataRobot use case in bulk.

Create User Blueprint From Blueprint

Clone a blueprint from a project to create a user blueprint.

Validate User Blueprints in Bulk

Tool to validate multiple user blueprints in bulk and check their configuration correctness.

Add User Blueprints to Project

Add user blueprints to a DataRobot project's repository.

Validate User Blueprint Task Parameters

Tool to validate task parameters for custom tasks in DataRobot User Blueprints.

Create User Group

Tool to create a new user group.

Create Value Tracker

Tool to create a new DataRobot value tracker for tracking ML project value and lifecycle stages.

Create Value Tracker Attachments

Tool to attach resources to a DataRobot value tracker.

Delete Access Role

Tool to delete a custom Access Role.

Delete Batch Job

Tool to cancel a DataRobot batch job.

Delete Batch Monitoring Job Definition

Tool to delete a Batch Prediction job definition.

Delete Batch Prediction

Tool to cancel a DataRobot Batch Prediction job.

Delete Batch Prediction Job Definition

Tool to delete a Batch Prediction job definition.

Delete Calendar

Tool to delete a DataRobot calendar.

Delete Comment

Tool to delete a DataRobot comment.

Delete Compliance Doc Template

Tool to delete a compliance documentation template.

Delete Credentials

Tool to delete a credentials set.

Delete Custom Application

Tool to delete a DataRobot custom application.

Delete Custom Application Source

Tool to delete a custom application source with all its versions.

Delete Custom Application Source Version

Tool to delete a custom application source version if it is still mutable.

Delete Custom Job

Tool to delete a DataRobot custom job.

Delete Custom Model

Tool to delete a custom model in DataRobot.

Delete Dataset

Tool to delete a dataset from DataRobot.

Delete Dataset Definition

Tool to soft delete a dataset definition by ID.

Delete Chunk Definition

Tool to soft delete a chunk definition by ID.

Delete Dataset Featurelist

Tool to delete a dataset featurelist.

Delete Dataset Refresh Job

Tool to delete a DataRobot dataset refresh job.

Delete Dataset Relationship

Tool to delete a dataset relationship.

Delete Dataset Version

Tool to delete a specific version of a dataset from DataRobot's catalog.

Delete Data Slices

Tool to delete multiple data slices in bulk.

Delete Data Slice

Tool to delete a data slice.

Delete Deployment

Tool to delete a DataRobot deployment.

Delete Actuals Data Export

Tool to delete an actuals data export job from a deployment.

Delete Deployment Custom Metric

Tool to delete a custom metric from a deployment.

Delete Deployment Monitoring Batch

Tool to delete a monitoring batch from a deployment.

Delete Deployment Retraining Policy

Tool to delete a retraining policy from a deployment.

Delete Entity Notification Channel

Tool to delete an entity notification channel.

Delete Entity Notification Policy

Tool to delete an entity notification policy.

Delete Entity Tag

Tool to delete an entity tag.

Delete External Data Source

Tool to delete an external data source.

Delete External Data Store

Tool to delete an external data store.

Delete External OAuth Provider

Tool to delete an external OAuth provider from DataRobot.

Delete Files

Tool to delete a file from DataRobot.

Delete Files from Catalog

Tool to delete files or folders from a DataRobot catalog item.

Delete GenAI Cost Metric Configuration

Tool to delete a GenAI cost metric configuration.

Delete GenAI Custom Model LLM Validation

Tool to delete a custom model LLM validation from DataRobot.

Delete GenAI Custom Model Vector Database Validations

Tool to delete a custom model vector database validation in DataRobot.

Delete GenAI LLM Blueprints

Tool to delete a GenAI LLM blueprint in DataRobot.

Delete GenAI LLM Test Configurations

Tool to delete an LLM test configuration in DataRobot.

Delete GenAI OOTB Metric Configuration

Tool to delete a GenAI out-of-the-box (OOTB) metric configuration.

Delete GenAI Playground

Tool to delete a GenAI playground.

Delete Multiple Groups

Tool to delete multiple user groups by their IDs in a single request.

Remove Users from Group

Tool to remove one or more users from a DataRobot user group by groupId.

Delete Modeling Featurelist

Tool to delete a specified modeling featurelist from a DataRobot project.

Delete Notebook Cell

Tool to delete a specific cell from a DataRobot notebook.

Delete Notebook Environment Variable

Tool to delete a notebook environment variable by ID.

Delete Notebook Execution Environment Port

Tool to delete an exposed port from a notebook execution environment in DataRobot.

Delete Notebook Job

Tool to delete a notebook job in DataRobot.

Delete Notebook Revision

Tool to delete a specific notebook revision by its ID.

Delete Notebook

Tool to delete a notebook in DataRobot.

Delete Notification Channel Template

Tool to delete a notification channel template.

Delete OpenTelemetry Metric Configuration

Tool to delete an OpenTelemetry metric configuration for a specified entity.

Delete Payoff Matrix

Tool to delete a payoff matrix from a DataRobot project.

Delete Prediction Explanations Initialization

Tool to delete an existing prediction explanations initialization for a model.

Delete Project

Tool to delete a DataRobot project.

Delete Project Model

Tool to delete a model from a DataRobot project's leaderboard.

Delete Project Model Job

Tool to cancel a modeling job for a DataRobot project.

Delete Feature List

Tool to delete a specified featurelist from a DataRobot project.

Delete Projects Prediction Datasets

Tool to delete a prediction dataset that was uploaded for a DataRobot project.

Delete Quota

Tool to delete a quota by its ID.

Delete Recipe

Tool to delete a wrangling recipe.

Delete Registered Model

Tool to archive a registered model in DataRobot.

Delete Secure Configuration

Tool to delete a secure configuration and its values.

Delete Spark Sessions

Tool to stop a DataRobot Spark wrangling session by size.

Delete Status

Tool to delete a task status object.

Delete Use Case

Tool to delete a DataRobot use case.

Delete Use Case Reference

Tool to remove a related entity from a DataRobot use case.

Delete User Blueprint

Tool to delete a user-owned blueprint in DataRobot.

Delete User Blueprints

Tool to delete one or more user blueprints by their IDs.

Delete User Group

Tool to delete a user group by its ID.

Delete User Notification

Tool to delete a user notification by ID.

Delete All User Notifications

Tool to delete all user notifications in DataRobot.

Delete Value Tracker

Tool to delete a DataRobot value tracker.

Detect External Data Store UDFs

Tool to start the job that detects standard user-defined functions for an external data store.

Download Custom Model

Tool to download the latest custom model version content from DataRobot.

Download Custom Model Version

Tool to download custom model version content from DataRobot as a file archive.

Download File

Tool to download file data from a DataRobot catalog item by streaming it.

Download Scoring Code

Tool to download scoring code for a DataRobot deployment.

Evaluate Entitlements

Tool to evaluate which entitlements are enabled for the authenticated user's DataRobot account.

Export Tenant Usage

Export tenant resource usage data for billing and cost analysis.

Finalize Batch Predictions CSV Upload

Tool to finalize a multipart CSV upload for batch predictions.

Get Access Role

Tool to retrieve details for a specific Access Role by ID.

Get Account Info

Retrieves account information for the currently authenticated user, including user ID (uid), email, name, tenant ID, and organization ID (orgId).

Get Accuracy Metrics Config

Tool to retrieve which accuracy metrics are displayed and their order for a deployment.

Get Accuracy Over Time

Tool to retrieve baseline and accuracy metric values over time buckets for a deployment.

Get Batch Job

Tool to retrieve a DataRobot batch job by ID.

Get Batch Prediction Job Definition

Tool to retrieve a Batch Prediction job definition by ID.

Get Portable Batch Prediction Job Definition

Tool to retrieve a portable batch prediction job definition snippet.

Get Batch Predictions

Tool to retrieve a Batch Prediction job by ID.

Get Calendar

Tool to retrieve information about a calendar by ID.

Get Catalog Item

Tool to retrieve catalog item details by ID.

Get Change Request

Tool to retrieve a DataRobot change request by ID.

Get Compliance Doc Template

Tool to retrieve a compliance documentation template by ID.

Get Credentials

Tool to retrieve the credentials set by ID.

Get Credentials Associations

Tool to list credentials associated with a specific object.

Get Custom Application Source

Tool to retrieve a custom application source by ID.

Get Custom Job

Tool to retrieve a custom job by ID.

Get Custom Job Item

Tool to retrieve custom job file content by custom job ID and item ID.

Get Custom Model

Tool to retrieve a DataRobot custom model by ID.

Get Custom Model Version

Tool to retrieve a specific custom model version in DataRobot.

Get Custom Template

Tool to retrieve a single custom template by ID from DataRobot.

Get Custom Templates Files

Tool to retrieve a single custom template file by its ID.

Get Data Engine Workspace State

Tool to retrieve a data engine workspace state by ID.

Get Dataset

Tool to retrieve a dataset by ID from DataRobot's catalog.

Get Dataset Definition

Tool to retrieve a dataset definition by ID.

Get Dataset Featurelist

Tool to retrieve a specific featurelist from a dataset.

Get Dataset File

Tool to download the original dataset file from DataRobot.

Get Dataset Feature Histogram

Tool to retrieve histogram data for a specific feature in a dataset.

Get Dataset Feature Transform

Tool to retrieve a feature transform for a specific dataset feature.

Get Dataset Refresh Job

Tool to retrieve a scheduled dataset refresh job by ID.

Get Dataset Version

Tool to retrieve detailed information about a specific dataset version.

Get Dataset Feature Histogram

Tool to retrieve dataset feature histogram from DataRobot.

Get Dataset Version Featurelist

Tool to retrieve a specific featurelist from a dataset version.

Get Data Slice

Tool to retrieve a Data Slice by ID.

Get Datetime Partitioning

Tool to retrieve datetime partitioning configuration for a project.

Get Deployment

Tool to retrieve a deployment by ID.

Get Deployment Accuracy

Tool to retrieve accuracy metrics for a deployment over a time period.

Get Deployment Capabilities

Tool to retrieve the capabilities for a deployment.

Get Deployment Champion Model Package

Tool to retrieve the champion model package for a deployment.

Get Deployment Features

Tool to retrieve features in the universe dataset associated with a deployment.

Get Deployment Actuals Data Export

Tool to retrieve a single actuals data export for a deployment.

Get Deployment Custom Metric

Tool to retrieve a single custom metric metadata for a deployment.

Get Deployment Settings Checklist

Tool to return a checklist of deployment settings and their configuration state.

Get Deployment Monitoring Batch

Tool to retrieve a monitoring batch in a deployment.

Get Deployment Prediction Data Export

Tool to retrieve a single prediction data export for a deployment.

Get Deployment Training Data Export

Tool to retrieve a single training data export for a deployment.

Get Entity Notification Channel By ID

Tool to retrieve an entity notification channel by ID for a specific deployment or custom job.

Get Entity Notification Channels

Tool to list notification channels related to a specific entity.

Get Entity Notification Policies

Tool to list entity notification policies for deployments or custom jobs.

Get Entity Notification Policy by ID

Tool to retrieve an entity notification policy by ID.

Get Entity Notification Policy Templates

Tool to list entity notification policy templates for a specific entity type.

Get Entity Notification Policy Template by ID

Tool to retrieve a specific entity notification policy template by ID.

Get Execution Environment

Tool to retrieve details about a specific execution environment by its ID.

Get Execution Environment Version

Tool to retrieve a specific execution environment version by ID.

Get External Data Driver

Tool to retrieve external data driver details by driver ID.

Get External Data Source

Tool to retrieve external data source details by ID.

Get External Data Store

Tool to retrieve external data store details by ID.

Get External Driver Configurations

Tool to retrieve external driver configuration details by ID.

Get External OAuth Provider

Tool to retrieve an external OAuth provider by ID.

Get Feature List

Tool to retrieve a specific feature list by ID.

Get Frozen Model

Tool to retrieve a frozen model from a DataRobot project.

Get GenAI Chat

Tool to retrieve a GenAI chat by ID.

Get GenAI Chat Prompt

Tool to retrieve a GenAI chat prompt by ID.

Get GenAI Comparison Chat

Tool to retrieve a GenAI comparison chat by ID.

Get GenAI Custom Model LLM Validations

Tool to retrieve a GenAI custom model LLM validation by ID.

Get GenAI LLM

Tool to retrieve details for a specific GenAI LLM by its ID.

Get GenAI LLM Test Suite

Tool to retrieve a GenAI LLM test suite by ID.

Get GenAI OOTB Metric Configuration

Tool to retrieve a GenAI OOTB metric configuration by ID.

Get GenAI Playground

Tool to retrieve a DataRobot GenAI playground by ID.

Get Guard Configuration

Tool to retrieve a DataRobot guard configuration by ID.

Get Guard Template

Tool to retrieve information about a guard template by ID.

Get Data Quality Report for Dataset Version Feature

Tool to retrieve data quality report for a feature of a dataset version.

Get Data Quality Summary for Dataset

Tool to retrieve data quality summary for a dataset.

Get Data Quality Summary for Dataset Version

Tool to retrieve data quality summary for a dataset version.

Get Model Feature Effects Insights

Tool to retrieve feature effects insights for a DataRobot model.

Get Feature Impact Insights

Tool to retrieve feature impact insights for a DataRobot model.

Get Lift Chart Insights

Tool to retrieve Lift chart insights for a DataRobot model.

Get ROC Curve Insights for Model

Tool to retrieve paginated ROC curve insights for a specific model.

Get SHAP Distributions Insights

Tool to retrieve SHAP (SHapley Additive exPlanations) distribution insights for a DataRobot model.

Get SHAP Impact Insights for Model

Tool to retrieve paginated SHAP Impact insights for a specific model.

Get SHAP Preview Insights for Model

Tool to retrieve SHAP Preview insights for a DataRobot model.

Get MLOps Compute Bundle

Tool to retrieve a specific MLOps compute bundle by ID.

Get Model Number of Iterations Trained

Tool to retrieve the number of iterations trained for a DataRobot model.

Get Model Package

Tool to retrieve a model package by ID.

Get Model Word Cloud

Tool to retrieve word cloud data for a DataRobot text-based model.

Get Notebook

Tool to retrieve a specific DataRobot notebook by ID.

Get Notebook Code Snippet

Tool to retrieve a notebook code snippet by ID.

Get Notebook Environment Variables

Tool to retrieve notebook environment variables by ID.

Get Notebook Execution Environment

Tool to retrieve a notebook execution environment by ID.

Get Notebook Execution Status

Tool to retrieve the execution status of a DataRobot notebook.

Get Notebook Job

Tool to retrieve a DataRobot notebook job by ID.

Get Notebook Revision by ID

Tool to retrieve a specific notebook revision by notebook ID and revision ID.

Get Notification Channel Template

Tool to retrieve a specific notification channel template by ID.

Get Notification Webhook Channel Tests

Tool to retrieve the status of a notification webhook channel test.

Get OpenTelemetry Metric Configuration

Tool to retrieve an OpenTelemetry metric configuration for a specific entity.

Get OTel Metrics Values Over Time Segments

Tool to get OpenTelemetry metric values grouped by segments attribute.

Get OTel Metrics Values by Segments

Tool to retrieve OpenTelemetry metric values grouped by a segment attribute over a time period.

Get OpenTelemetry Traces

Tool to retrieve OpenTelemetry traces for monitoring and debugging.

Get Project

Tool to retrieve a DataRobot project by ID.

Get Project Access Control

Tool to list users with their roles on a project.

Get Project Blueprint

Tool to retrieve a blueprint by its ID.

Get Project Blueprint JSON

Tool to retrieve the JSON representation of a DataRobot blueprint.

Get Project Job

Tool to retrieve details for an in-progress project job.

Get Project Multicategorical Invalid Format File

Tool to retrieve a file with format errors of potential multicategorical features for a DataRobot project.

Get Batch Type Transform Features Result

Tool to retrieve the result of a batch variable type transformation.

Get Projects Duplicate Images

Tool to get a list of duplicate images containing the number of occurrences of each image.

Get Project Feature Histograms

Tool to retrieve feature histogram data for a specific feature in a DataRobot project.

Get Project Feature

Tool to retrieve detailed information about a specific feature in a DataRobot project.

Get Modeling Featurelist

Tool to retrieve a single modeling featurelist by ID.

Get Project Modeling Feature

Tool to retrieve detailed information about a specific modeling feature in a DataRobot project.

Get Project Model

Tool to retrieve a model from a DataRobot project.

Get Lift Chart

Tool to retrieve lift chart data from a single source for a project model.

Get Model ROC Curve

Tool to retrieve ROC curve data for a specific model from a single data source.

Get Projects Prediction Datasets

Tool to get metadata of a specific prediction dataset in a DataRobot project.

Get Project Rating Table Model

Tool to retrieve a rating table model from a DataRobot project.

Get Project Rating Table

Tool to retrieve rating table information from a DataRobot project.

Get Project Training Predictions

Tool to retrieve training predictions for a project.

Get Quotas

Tool to retrieve a specific quota by ID.

Get Quota Template

Tool to retrieve a specific quota template by ID.

Get Recipe Operation

Tool to retrieve details of a specific operation from a wrangling recipe.

Get Recipe

Tool to retrieve a DataRobot wrangling recipe by ID.

Get Recommended Settings

Tool to retrieve configured recommended settings for an entity type.

Get Registered Model

Tool to retrieve a registered model by ID.

Get Registered Model Version

Tool to retrieve a specific version of a registered model.

Get Secure Config

Tool to retrieve a secure configuration by ID.

Get Secure Config Schema

Tool to retrieve a secure configuration schema by ID.

Get Tenant Active Users

Retrieve active users in a tenant over a date range.

Get Use Case

Tool to retrieve a DataRobot use case by ID.

Get Use Cases Datasets

Tool to get dataset details in the scope of a use case.

Get User Group

Tool to retrieve a user group by its ID.

Get Value Tracker

Tool to retrieve a value tracker by ID.

Get Value Tracker Value Templates

Tool to retrieve a value tracker value template by its type.

Initialize Model Compliance Documentation

Tool to initialize compliance documentation pre-processing for a model or model package.

Invite Users

Tool to invite multiple users by email to join the DataRobot platform.

Link Entity to Use Case

Tool to link a single entity to a DataRobot use case.

Link Notebooks to Use Case (Bulk)

Tool to bulk link multiple DataRobot notebooks to a use case.

List Access Roles

Tool to list access roles.

List Access Role Users

Tool to list users assigned to an Access Role.

List Applications

Tool to list DataRobot applications created by the authenticated user.

List Application Templates

Tool to list application templates the user has access to.

List Application Templates Media

Tool to retrieve an application template image from DataRobot.

List Approval Policy Match

Tool to find approval policy ID matching the query.

List Approval Policy Triggers

Tool to get a list of available approval policy triggers.

List Automated Document Options

Tool to list all available automated document types and locales.

List Automated Documents

Tool to list all automated documents in DataRobot.

List Batch Jobs

Tool to list DataRobot batch jobs.

List Batch Monitoring Job Definitions

Tool to list DataRobot batch monitoring job definitions.

List Batch Prediction Job Definitions

Tool to list batch prediction job definitions.

List Batch Predictions

Tool to list DataRobot batch prediction jobs.

List Calendar Country Codes

Tool to retrieve the list of allowed country codes for preloaded calendar generation.

List Calendars

Tool to list all available calendars for a user in DataRobot.

List Calendars Access Control

Tool to list users with their roles on a calendar.

List Catalog Items

Tool to list all catalog items accessible by the user.

List Change Requests

Tool to list change requests in DataRobot.

List Code Snippets

Tool to retrieve available code snippets from DataRobot.

List Compliance Doc Templates

Tool to list compliance documentation templates in DataRobot.

List Compliance Doc Templates Default

Tool to retrieve the default compliance documentation template from DataRobot.

List Credentials

Tool to list all available credentials.

List Credentials Associations

Tool to list all objects associated with specific credentials.

List Custom Applications

Tool to list custom applications created by the authenticated user.

List Custom Application Sources

Tool to list custom application sources created by the authenticated user.

List Custom Application Sources Versions

Tool to list custom application source versions of a specified application source.

List Custom Job Limits

Tool to retrieve custom job limits from DataRobot.

List Custom Jobs

Tool to list custom jobs in DataRobot.

List Custom Jobs Custom Metrics

Tool to list all custom metrics associated with a custom job in DataRobot.

List Custom Job Runs

Tool to list custom job runs for a specific custom job in DataRobot.

List Custom Jobs Shared Roles

Tool to get the access control list for a custom job.

List Custom Model Deployments

Tool to list custom model deployments in DataRobot.

List Custom Model Deployments Logs

Tool to retrieve custom model deployment logs.

List Custom Model Limits

Tool to get custom model resource limits in DataRobot.

List Custom Models

Tool to list custom models in DataRobot.

List Custom Models Access Control

Tool to list users with their roles on a custom model.

List Custom Models Versions

Tool to list custom model versions in DataRobot.

List Custom Model Tests

Tool to list custom model tests for a specific custom model in DataRobot.

List Custom Templates

Tool to retrieve a list of custom templates from DataRobot.

List Custom Training Blueprints

Tool to list custom training blueprints in DataRobot.

List Dataset Definitions

Tool to list all dataset definitions for the user.

List Dataset Definition Versions

Tool to list all dataset definition versions for a given dataset definition.

List Dataset Permissions

Tool to retrieve permissions for a specific dataset in DataRobot.

List Datasets

Tool to list all datasets in the DataRobot global catalog.

List Datasets Access Control

Tool to list users with their roles on a dataset.

List Dataset All Features Details

Tool to retrieve detailed information about all features in a DataRobot dataset.

List Dataset Featurelists

Tool to retrieve featurelists associated with a specific dataset in DataRobot.

List Dataset Feature Transforms

Tool to list all feature transforms applied to a dataset.

List Dataset Projects

Tool to list all projects associated with a specific dataset.

List Dataset Refresh Jobs

Tool to list scheduled refresh jobs for a specific dataset.

List Dataset Refresh Job Execution Results

Tool to list execution results of a dataset refresh job.

List Dataset Relationships

Tool to list related datasets for a specific dataset.

List Datasets Shared Roles

Tool to list shared roles for a dataset.

List Dataset Versions

Tool to list all versions of a specific dataset in DataRobot.

List Dataset Version All Features Details

Tool to retrieve detailed information about all features in a specific DataRobot dataset version.

List Dataset Version Feature Lists

Tool to retrieve feature lists for a specific dataset version in DataRobot.

Download Dataset Version File

Tool to download original dataset data from a specific dataset version.

List Dataset Version Projects

Tool to list all projects that use a specific dataset version.

List Data Slices Slice Sizes

Tool to retrieve the number of rows available after applying a data slice to a specified dataset subset.

List Data Sources

Tool to list all available data sources.

List Deleted Custom Jobs

Tool to list all deleted custom jobs in DataRobot.

List Deployment Challengers

Tool to list challenger models for a deployment.

List Deployment Runtime Parameters

Tool to list runtime parameters for a deployment.

List Deployments

Tool to list deployments a user can view.

List Deployments Accuracy Over Batch

Tool to retrieve accuracy metrics over batches for a deployment.

List Deployments Actuals Data Exports

Tool to retrieve a list of asynchronous actuals data exports for a deployment.

List Deployments Batch Service Stats

Tool to retrieve service health metrics for a deployment's batch predictions.

List Deployments Challenger Replay Settings

Tool to retrieve challenger replay settings for a deployment.

List Deployment Custom Metrics

Tool to retrieve a list of custom metrics for a deployment.

List Deployments Custom Metrics Batch Summary

Tool to retrieve the summary of deployment batch custom metric.

List Deployment Custom Metrics Summary

Tool to retrieve the summary of a deployment custom metric.

List Deployments Custom Metrics Summary

Tool to retrieve the bulk summary of deployment custom metrics.

List Deployment Custom Metrics Values Over Batch

Tool to retrieve custom metric values over batch for a deployment.

List Deployment Custom Metrics Values Over Time

Tool to retrieve custom metric values over time for a deployment.

List Deployment Segment Attributes

Tool to retrieve segment attributes for a deployment based on monitoring type.

List Deployments Feature Drift

Tool to retrieve feature drift scores for a deployment over a time period.

List Deployments Feature Drift Over Batch

Tool to retrieve drift over batch info for features of a deployment.

List Deployment Health Settings

Tool to retrieve deployment health settings.

List Deployments Health Settings Defaults

Tool to retrieve default deployment health settings for a deployment.

List Deployments Humility Stats

Tool to retrieve humility stats for a deployment.

List Deployments Humility Stats Over Time

Tool to retrieve humility statistics over time for a deployment.

List Deployments Model History

Tool to retrieve champion model history for a deployment.

List Deployment Monitoring Batches

Tool to list monitoring batches for a deployment in DataRobot.

List Deployment Monitoring Batch Models

Tool to list information about models that have data in a monitoring batch.

Get Deployment Monitoring Batch Limits

Tool to retrieve the limits related to monitoring batches for a deployment.

List Prediction Data Exports

Tool to list prediction data exports for a deployment.

List Deployments Prediction Results

Tool to retrieve predictions results for a deployment.

List Deployment Predictions Over Batch

Tool to retrieve prediction metadata over batches for a deployment.

List Deployment Predictions Over Time

Tool to retrieve metrics about predictions over time for a deployment.

List Predictions vs Actuals Over Batch

Tool to retrieve metrics about predictions and actuals over a specific set of batches.

List Deployments Predictions Vs Actuals Over Time

Tool to retrieve predictions vs actuals over time for a deployment.

List Deployment Quota Consumers

Tool to retrieve deployment quota consumers.

List Deployment Retraining Policies

Tool to list retraining policies for a deployment.

List Deployment Retraining Settings

Tool to fetch deployment retraining settings.

List Deployments Segment Values

Tool to retrieve deployment segment values for monitoring and analytics.

List Deployments Service Stats

Tool to retrieve service health metrics for a deployment.

List Deployment Service Stats Over Batch

Tool to retrieve service health metrics over batch for a deployment.

List Deployments Service Stats Over Time

Tool to retrieve service health metrics over time for a deployment.

List Deployment Settings

Tool to retrieve deployment settings.

List Deployments Shared Roles

Tool to get a model deployment's access control list.

List Deployments Target Drift

Tool to retrieve target drift for a deployment over a specified time period.

List Training Data Exports

Tool to list training data exports for a deployment.

List Deployments Model Secondary Dataset Configuration History

Tool to list the secondary datasets configuration history for a deployment.

List Entitlement Set Leases

Tool to retrieve entitlement set leases from DataRobot.

List Entity Notification Policy Templates Related Policies

Tool to retrieve all policies created from a notification policy template.

List Entity Notification Policy Templates Shared Roles

Tool to list shared roles for an entity notification policy template.

List Entity Tags

Tool to retrieve a list of entity tags from DataRobot.

List Event Logs

Tool to retrieve audit log records from DataRobot.

List Event Logs Prediction Usage

Tool to retrieve prediction usage event logs from DataRobot.

List Execution Environments

Tool to list execution environments in DataRobot.

List Execution Environments Versions Build Log

Tool to download execution environment build log.

Download Execution Environment Version

Tool to download execution environment version files from DataRobot.

List Execution Environment Versions

Tool to list all versions of an execution environment in DataRobot.

List External Data Store Standard User-Defined Functions

Tool to retrieve detected standard user-defined functions for a given external data store.

List External Data Driver Configuration

Tool to retrieve external data driver configuration details by driver ID.

List External Data Drivers

Tool to list all available external data drivers in DataRobot.

List External Data Sources Access Control

Tool to list users with their roles on an external data source.

List External Data Sources Permissions

Tool to list permissions for the current user on an external data source.

List External Data Sources Shared Roles

Tool to get an external data source's access control list.

List External Data Stores

Tool to list external data stores in DataRobot.

List External Data Store Credentials

Tool to list credentials associated with a specified external data store.

List External Data Stores Permissions

Tool to retrieve permissions for an external data store.

List External Data Stores Shared Roles

Tool to list access control entries (shared roles) for an external data store.

List External Driver Configurations

Tool to list available external driver configurations in DataRobot.

List External OAuth Providers

Tool to list external OAuth providers configured in DataRobot.

List Feature Association Featurelists

Tool to list all featurelists with feature association matrix availability flags for a project.

List Feature Lists

Tool to list all feature lists for a project.

List All Files for Catalog Item

Tool to list all files associated with a catalog item in DataRobot.

List GenAI Chat Prompts

Tool to list GenAI chat prompts in DataRobot.

List GenAI Chats

Tool to list GenAI chats available to the user.

List GenAI Comparison Prompts

Tool to list GenAI comparison prompts filtered by comparison chat ID or LLM blueprint IDs.

List GenAI Custom Model Embedding Validations

Tool to list GenAI custom model embedding validations.

List GenAI Custom Model Vector Database Validations

Tool to list custom model vector database validations for GenAI use cases.

List GenAI Evaluation Dataset Configurations

Tool to list GenAI evaluation dataset configurations.

List GenAI LLM Blueprints

Tool to list LLM blueprints for building generative AI applications with various large language models.

List GenAI LLMs

Tool to list all available GenAI LLMs in DataRobot.

List GenAI LLM Test Configurations Supported Insights

Tool to list supported insights for LLM test configurations in DataRobot.

List GenAI LLM Test Configurations

Tool to list GenAI LLM test configurations.

List GenAI LLM Test Configurations OOTB Datasets

Tool to list out-of-the-box (OOTB) datasets for GenAI LLM test configurations.

List GenAI LLM Test Results

Tool to list GenAI LLM test results filtered by use case and playground.

List GenAI LLM Test Suites

Tool to list GenAI LLM test suites in DataRobot.

List GenAI Playgrounds

Tool to list all GenAI playgrounds accessible by the user.

List GenAI Playgrounds OOTB Metric Configurations

Tool to list OOTB metric configurations for a GenAI playground.

List GenAI Playgrounds Supported Insights

Tool to list supported insights for a GenAI playground.

List GenAI Playground Traces

Tool to list all prompt traces for a GenAI playground.

List GenAI Sidecar Model Metric Validations

Tool to list GenAI sidecar model metric validations from DataRobot.

List GenAI User Limits LLM API Calls

Tool to retrieve the count of LLM API calls made by the authenticated user.

List GenAI User Limits Vector Databases

Tool to retrieve the number of vector databases the user has created which count towards the usage limit.

List GenAI Vector Databases

Tool to list all GenAI vector databases used for RAG (Retrieval Augmented Generation) applications.

List GenAI Vector Databases Supported Retrieval Settings

Tool to list all supported retrieval settings for GenAI vector databases.

List GenAI Vector Databases Supported Text Chunkings

Tool to list all supported text chunking configurations for GenAI vector databases.

List Guard Configurations Prediction Environments In Use

Tool to show prediction environments in use for moderation by a specific custom model version.

List Guard Configurations

Tool to list guard configurations for a specific entity in DataRobot.

List Guard Templates

Tool to list guard templates in DataRobot.

List Image Augmentation Lists

Tool to list image augmentation lists for a DataRobot project.

List MLOps Compute Bundles

Tool to list resource bundles for MLOps compute.

List Model Features

Tool to retrieve the list of features used in a specific DataRobot model.

List Model Package Features

Tool to retrieve features in a model package.

List Model Packages

Tool to list model packages.

List Model Package Capabilities

Tool to retrieve capabilities of a model package.

List Model Package Model Logs

Tool to list model logs for a specific model package.

List Model Packages Shared Roles

Tool to get model package's access control list.

List Model Records

Retrieve a paginated list of trained model records from a DataRobot project.

List Model Supported Capabilities

Tool to retrieve supported capabilities for a model.

List Moderation Supported LLMs

Tool to list supported LLMs for moderation in DataRobot.

List Multilabel Insights Pairwise Manual Selections

Tool to retrieve all manually selected label lists for pairwise multilabel insights analysis.

List Notebook Code Snippets

Tool to retrieve all available notebook code snippets from DataRobot.

List Notebook Code Snippets Tags

Tool to retrieve available tags for notebook code snippets from DataRobot.

List Notebook Execution Environment Notebooks

Tool to list notebooks that use a specific execution environment in DataRobot.

List Notebook Execution Environments

Tool to list all notebook execution environments in DataRobot.

List Notebook Execution Environments Machines

Tool to list available machine types for notebook execution environments.

List Notebook Execution Environment Ports

Tool to list exposed ports for a notebook execution environment.

List Notebook Execution Environment Versions

Tool to list all versions of a notebook execution environment.

List Notebook Jobs Run History

Tool to list notebook job run history in DataRobot.

List Notebooks

Tool to list Jupyter notebooks in DataRobot workspace.

List Notebook Cells

Tool to retrieve all cells from a DataRobot notebook.

List Notebook Sessions Terminals

Tool to list all terminals in a DataRobot notebook session.

List Notebooks Filter Options

Tool to retrieve available filter options for notebooks, including tags and owners.

List Notebooks Shared Roles

Tool to get access control lists for multiple notebooks.

List Notification Channel Templates

Tool to list notification channel templates in DataRobot.

List Notification Channel Templates Shared Roles

Tool to get channel template's access control list.

List Notification Events

Tool to list notification event types and groups available for notification policies.

List Notification Channel Templates Policy Templates

Tool to retrieve list of all policy templates using a specific notification channel template.

List Notification Channel Templates Related Policies

Tool to retrieve all policies created from a notification channel template.

List OCR Job Resources

Tool to retrieve user's OCR job resources from DataRobot.

List Organization Users

Tool to list memberships (users) in an organization.

List OpenTelemetry Logs

Tool to retrieve OpenTelemetry logs for a specified entity.

List OpenTelemetry Metrics Autocollected Values

Tool to get aggregated values of OpenTelemetry metrics that DataRobot automatically collects for a specified entity.

List OpenTelemetry Metrics Configs

Tool to list OpenTelemetry metric configurations for a specified entity.

List OpenTelemetry Metrics Pod Info

Tool to list pods and containers found in OpenTelemetry metrics of the specified entity.

List OpenTelemetry Metrics Summary

Tool to list reported OpenTelemetry metrics of the specified entity.

List OpenTelemetry Metrics Value Over Time

Tool to get a single OpenTelemetry metric value of the specified entity over time.

List OpenTelemetry Metrics Values

Tool to get OpenTelemetry metrics values for a specific entity over a single time period.

List OTel Metrics Values Over Time

Tool to retrieve OpenTelemetry configured metrics values for a specific entity over time.

List OpenTelemetry Traces

Tool to list OpenTelemetry traces for a specified entity (deployment, use case, etc.

List Overall Moderation Configuration

Tool to get overall moderation configuration for an entity.

List Pinned Use Cases

Tool to list all pinned use cases in DataRobot.

List Prediction Environments

Lists all available prediction environments.

List Prediction Servers

Tool to list prediction servers available to the user.

List Project Images

Tool to retrieve image metadata for a DataRobot project.

List Project Jobs

Tool to list all jobs for a given DataRobot project.

List Project Models

Tool to list models for a DataRobot project.

List Projects

Tool to list all available DataRobot projects.

List Bias Mitigated Models for Project

Tool to list bias-mitigated models for a DataRobot project.

List Projects Bias Mitigation Feature Info

Tool to get bias mitigation data quality information for a given project and feature.

List Projects Bias vs Accuracy Insights

Tool to list bias vs accuracy insights for a DataRobot project.

List Project Blender Models

Tool to list all blender models in a DataRobot project.

List Project Blueprints

Tool to list all blueprints available in a DataRobot project.

Get Blueprint Chart

Tool to retrieve a blueprint chart by blueprint ID.

List Projects Blueprints Blueprint Docs

Tool to retrieve blueprint tasks documentation.

List Projects Combined Models

Tool to retrieve all existing combined models for a DataRobot project.

List Projects Data Slices

Tool to list paginated data slices for a specific DataRobot project.

List Projects Datetime Models

Tool to list datetime partitioned models in a DataRobot project.

List Projects Document Text Extraction Samples

Tool to list metadata on all computed document text extraction samples in a DataRobot project across all models.

List Project Document Thumbnails

Tool to list document thumbnail metadata for a DataRobot project.

List Projects Datetime Models Accuracy Over Time Plots

Tool to retrieve metadata for Accuracy over Time insights for datetime models.

List Projects External Scores

Tool to list external scores on prediction datasets for a DataRobot project.

List Projects Feature Association Matrix

Tool to retrieve pairwise feature association statistics for a DataRobot project.

List Projects Feature Association Matrix Details

Tool to retrieve feature association matrix details between two features in a DataRobot project.

List Project Features

Tool to list all features in a DataRobot project.

List Project Feature Frequent Values

Tool to retrieve frequent values information for a feature in a DataRobot project.

List Project Features Metrics

Tool to retrieve available metrics for a specific feature in a DataRobot project.

List Feature Multiseries Properties

Tool to retrieve potential multiseries ID columns to use with a particular datetime partition column.

List Projects Frozen Models

Tool to list all frozen models from a DataRobot project.

List Project Image Activation Maps

Tool to list all image activation maps for a DataRobot project.

List Project Image Embeddings

Tool to list all image embeddings for a DataRobot project.

List Project Modeling Featurelists

Tool to list all modeling featurelists from a DataRobot project.

List Projects Modeling Features

Tool to list all modeling features for a DataRobot project.

List Projects Model Jobs

Tool to list modeling jobs for a given DataRobot project.

List Projects Models Advanced Tuning Parameters

Tool to retrieve information about all advanced tuning parameters available for a specified model.

Get Model Blueprint Chart

Tool to retrieve a reduced model blueprint chart by model ID.

List Projects Models Blueprint Docs

Tool to retrieve task documentation for a reduced model blueprint.

List Projects Models Cross Class Accuracy Scores

Tool to list cross-class accuracy scores for a specific model in a project.

List Projects Models Cross Validation Scores

Tool to retrieve cross-validation scores for each partition in a DataRobot model.

List Projects Models Data Disparity Insights

Tool to retrieve Cross Class Data Disparity insights for a DataRobot model.

List Lift Charts for Model Datasets

Tool to retrieve list of lift chart data on prediction datasets for a project model.

List Feature Effects

Tool to retrieve Feature Effects for a DataRobot model.

List Model Feature Effects Metadata

Tool to retrieve Feature Effects metadata for a model.

List Model Feature Impact

Tool to retrieve feature impact scores for features in a DataRobot model.

List Grid Search Scores

Tool to retrieve grid search scores for a specific model in a DataRobot project.

List Model Lift Charts

Tool to retrieve all available lift charts for a DataRobot model.

Get Model Missing Values Report

Tool to retrieve a summary of how a model's subtasks handle missing values.

List Prime Rulesets

Tool to list DataRobot Prime rulesets that approximate a specific model.

List Model ROC Curves

Tool to retrieve all available ROC curves for a binary classification model.

Retrieve Model Scoring Code

Tool to retrieve scoring code JAR file for a specific DataRobot model.

List Projects Multicategorical Invalid Format

Tool to retrieve multicategorical data quality log for a DataRobot project.

List Projects Multiseries Names

Tool to list the names of a multiseries project.

List Optimized Datetime Partitionings

Tool to list all created optimized datetime partitioning configurations for a project.

List Projects Payoff Matrices

Tool to list all payoff matrices for a DataRobot project.

List Project Prediction Datasets

Tool to list prediction datasets uploaded to a DataRobot project.

List Project Prediction Explanations Records

Tool to list prediction explanations records for a DataRobot project.

List Project Predictions

Tool to list prediction records for a DataRobot project.

List Project Predict Jobs

Tool to list all prediction jobs for a given DataRobot project.

List Projects Prime Files

Tool to list Prime files available in a DataRobot project.

List Prime Models

Tool to list all Prime models in a DataRobot project.

List Projects Rating Table Models

Tool to list rating table models for a DataRobot project.

List Projects Rating Tables

Tool to list rating tables for a DataRobot project.

Retrieve Rating Table File

Tool to retrieve a rating table file from a DataRobot project.

List Project Recommended Models

Tool to list recommended models for a DataRobot project.

List Project RuleFit Files

Tool to list RuleFit code files for a DataRobot project.

List Project Secondary Datasets Configurations

Tool to list all secondary dataset configurations for a DataRobot project.

List Projects Training Predictions

Tool to list training prediction jobs for a specific DataRobot project.

List Quotas

Tool to list all quotas configured in DataRobot.

List Quota Templates

Tool to list quota templates in DataRobot.

List Recipe Inputs

Tool to get inputs on a recipe.

List Recipe Insights

Tool to retrieve recipe insights for a specific recipe.

List Recipes Preview

Tool to retrieve a wrangling recipe preview.

List Recommended Settings Choices

Tool to retrieve available setting choices list for an entity type.

List Registered Models

Tool to list registered models from DataRobot.

List Registered Model Deployments

Tool to list deployments associated with a registered model.

List Registered Models Shared Roles

Tool to get a registered model's access control list.

List Registered Model Version Deployments

Tool to list all deployments associated with a registered model version.

List Registered Model Versions

Tool to list versions of a registered model.

List Scheduled Jobs

Tool to list scheduled deployment batch prediction jobs a user can view.

List Seat License Allocations

Tool to list seat license allocations.

List Secure Configurations

Tool to retrieve a list of secure configurations in DataRobot.

List Secure Config Schemas

Tool to retrieve a list of secure configuration schemas.

List Secure Config Values

Tool to retrieve a list of values for a secure configuration.

List Status Jobs

Tool to list currently running async status jobs in DataRobot.

List Tenants Resource Categories

Tool to retrieve available resource categories for a specific tenant.

List Tenant Usage Resources Categories

Tool to get available resource categories for tenant usage.

List Usage Data Exports Supported Events

Tool to list supported audit events for usage data export filtering.

List Use Case Custom Applications

Tool to list custom applications referenced by a DataRobot use case.

List Use Case Datasets

Tool to get a list of datasets associated with a DataRobot Use Case.

List Use Case Deployments

Tool to get deployments associated with a use case.

List Use Case Notebooks By ID

Tool to get a list of notebooks associated with a specific Use Case by ID.

List Use Case Registered Models

Tool to get registered models associated with a use case.

List Use Cases

Tool to retrieve a list of Use Cases from DataRobot.

List Use Cases All Resources

Tool to get a list of references associated with all Use Cases.

List Use Cases Applications

Tool to list applications associated with a DataRobot Use Case.

List Use Case Data

Tool to retrieve a list of datasets and recipes from a specific DataRobot Use Case.

List Use Cases Files

Tool to list catalog files associated with a specific Use Case.

Get Use Case Filter Metadata

Tool to retrieve filtering metadata for a DataRobot Use Case.

List Use Case Models for Comparison

Tool to get models from projects in a Use Case for comparison.

List Use Cases Notebooks

Tool to get a list of notebooks from all Use Cases.

List Use Cases Playgrounds

Tool to list playgrounds associated with a Use Case.

List Use Case Projects

Tool to get a list of projects associated with a use case.

List Use Case Resources

Tool to get a list of the references associated with a DataRobot use case.

List Use Cases Shared Roles

Tool to get a use case's access control list.

List Use Case Vector Databases

Tool to retrieve a list of vector databases associated with a DataRobot Use Case.

List Use Cases With Shortened Info

Tool to retrieve a list of Use Cases with abbreviated content from DataRobot.

List User Blueprints

Tool to list user blueprints from DataRobot.

List User Blueprints Input Types

Tool to retrieve available input types for user blueprints.

List User Blueprints Tasks

Tool to retrieve tasks for blueprint construction in DataRobot.

List User Groups

Tool to list user groups.

List User Notifications

Tool to list user notifications in DataRobot.

List Users in Group

Lists users in a specific DataRobot user group.

List Value Trackers

Tool to list Value Trackers that the requesting user has access to in DataRobot.

List Value Trackers Activities

Tool to retrieve the activities of a value tracker.

List Value Tracker Attachments

Tool to list resources attached to a DataRobot value tracker.

List Value Trackers Shared Roles

Tool to get a value tracker's access control list.

List Value Tracker Value Templates

Tool to list available value tracker templates in DataRobot.

List Value Tracker Value Templates Calculation

Tool to calculate value of template with given template parameters.

List VCS Git Providers

Tool to list all VCS Git providers configured in DataRobot.

List Version

Tool to retrieve DataRobot API version information.

List Wrangling Recipes

Tool to list all available wrangling recipes.

Move Notebook Filesystem Object

Tool to move a file or directory within a DataRobot notebook session filesystem.

Pause or Unpause Autopilot

Tool to pause or unpause Autopilot for a project.

Restore Notebook Revision

Tool to restore a DataRobot notebook to a specific revision.

Start DataRobot Autopilot

Tool to start the data modeling (Autopilot) process for a DataRobot project.

Start OCR Job Resource

Start an OCR job resource for optical character recognition processing.

Stop Notebook Runtime

Tool to stop a running DataRobot notebook runtime.

Test External Data Store Connection

Tool to test an external data store connection in DataRobot.

Update Access Role

Tool to update a custom Access Role.

Update Accuracy Metrics Config

Tool to update which accuracy metrics are returned by the accuracy endpoint for a deployment.

Upload CSV Data to Batch Job

Tool to stream CSV data to a DataRobot batch job.

Update Batch Monitoring Job Definition

Tool to update a Batch Monitoring job definition.

Update Batch Prediction Job Definition

Tool to update an existing Batch Prediction job definition.

Update Batch Predictions

Tool to update a Batch Prediction job in DataRobot.

Upload Batch Prediction CSV Part

Tool to upload CSV data in multiple parts for batch predictions.

Update Calendar

Tool to update a calendar's name in DataRobot.

Update Calendars Access Control

Tool to update access control for a calendar.

Update Catalog Item

Tool to update a catalog item's name, description, or tags.

Update Comment

Tool to update an existing comment in DataRobot.

Update Compliance Doc Templates

Tool to update an existing model compliance documentation template in DataRobot.

Update Compliance Doc Template Shared Roles

Tool to update shared roles for a compliance document template.

Update Credentials

Tool to update existing DataRobot credentials.

Update Credentials Associations

Tool to add or remove objects associated with credentials.

Update Credentials Associations by ID

Tool to set default credentials for a data connection or batch prediction job.

Update Custom Application Source

Tool to update a custom application source's name.

Update Custom Application Source Version

Tool to update a custom application source version with new label, base environment, or files.

Update Custom Job

Tool to update an existing DataRobot custom job.

Update Custom Job Shared Roles

Tool to update shared roles for a custom job.

Update Custom Model

Tool to update a DataRobot custom model.

Update Custom Model Access Control

Tool to update access control for a custom model.

Update Custom Model Version

Tool to update custom model version files and configuration in DataRobot.

Update Custom Model Version

Tool to update a custom model version in DataRobot.

Update Custom Models Versions With Training Data

Tool to add or replace training and holdout data for a custom model version.

Update Custom Task Version

Tool to update a DataRobot custom task version by uploading new files and/or updating configuration.

Update Custom Task Version

Tool to update a custom task version in DataRobot.

Update Dataset Definitions Chunk Definitions

Tool to update a chunk definition in a dataset definition.

Update Dataset Featurelist

Tool to update a dataset featurelist's name or description.

Update Dataset Relationship

Tool to update an existing dataset relationship in DataRobot.

Update Datasets (Bulk Action)

Tool to execute bulk actions on multiple datasets.

Update Dataset Access Control

Tool to update access control for a dataset.

Update Dataset by ID

Tool to update a dataset's name or categories in DataRobot's global catalog.

Recover Deleted Dataset

Tool to recover a deleted dataset in DataRobot.

Update Dataset Refresh Job

Tool to update a dataset refresh job configuration.

Update Dataset Shared Roles

Tool to modify dataset shared roles in DataRobot.

Recover Deleted Dataset Version

Tool to recover a deleted dataset version in DataRobot.

Update Data Stage Part

Tool to upload a part file to a DataRobot data stage.

Update Deployment

Tool to update an existing DataRobot deployment's metadata.

Update Challenger Replay Settings

Tool to update challenger replay settings for a deployment.

Update Deployment Custom Metric

Tool to update settings for a deployment's custom metric.

Update Deployment Settings

Tool to update deployment settings for a DataRobot deployment.

Update Deployment Health Settings

Tool to update health settings for a DataRobot deployment.

Update Deployment Model

Tool to replace a deployment's champion model with a different model or model package.

Update Deployment Monitoring Batch

Tool to update a monitoring batch in a deployment.

Update Deployments Retraining Settings

Tool to update deployment retraining settings.

Update Deployment Shared Roles

Tool to modify deployment shared roles in DataRobot.

Update Deployment Status

Tool to update deployment status.

Update Entity Notification Channel

Tool to update an entity notification channel for a deployment or custom job.

Update Entity Notification Policies

Tool to update entity notification policy.

Update Entity Notification Policy Template

Tool to update an entity notification policy template in DataRobot.

Update Notification Policy Template Shared Roles

Tool to update entity notification policy template shared roles in DataRobot.

Update Entity Tag

Tool to update an entity tag's name in DataRobot.

Update Execution Environment

Tool to update a DataRobot execution environment.

Update External Data Source

Tool to update an external data source's canonical name or configuration parameters.

Update External Data Sources Access Control

Tool to update access control roles for an external data source.

Update External Data Source Shared Roles

Tool to modify external data source shared roles in DataRobot.

Update External Data Store

Tool to update an external data store configuration.

Update External Data Store Access Control

Tool to update access control settings for an external data store.

Update External Data Store Shared Roles

Tool to modify external data store shared roles in DataRobot.

Update External OAuth Provider

Tool to update an external OAuth provider configuration.

Rename File or Folder in Catalog

Tool to rename a file or folder within a DataRobot catalog item.

Recover Deleted File

Tool to recover a deleted file from DataRobot.

Update GenAI Comparison Chat

Tool to update a GenAI comparison chat name.

Update GenAI Custom Model LLM Validations

Tool to update a GenAI custom model LLM validation.

Update GenAI Custom Model Vector Database Validations

Tool to update a GenAI custom model vector database validation.

Update GenAI Playground

Tool to update a GenAI playground.

Update User Group

Tool to update a user group by its ID.

Update Guard Configuration

Tool to update a DataRobot guard configuration.

Update Image Augmentation Lists

Tool to update an existing image augmentation list in DataRobot.

Update Modeling Featurelist

Tool to update a modeling featurelist's name or description.

Update Notebook

Tool to update a DataRobot notebook's name or description.

Update Notebook Execution Environment

Tool to update a notebook execution environment configuration.

Update Notebook Job

Tool to update an existing notebook job in DataRobot.

Update Notebook Cell Output

Tool to update the output of a specific cell in a DataRobot notebook.

Update Notebook State

Tool to update notebook state and retrieve current cell information.

Update Notification Channel Template

Tool to update a notification channel template in DataRobot.

Update Notification Channel Template Shared Roles

Tool to update notification channel template shared roles in DataRobot.

Update OpenTelemetry Metrics Configurations

Tool to set all OpenTelemetry metric configurations for a specified entity.

Update OTEL Metrics Config By ID

Tool to update an OpenTelemetry metric configuration for a specified entity.

Update Overall Moderation Configuration

Tool to update overall moderation configuration for a custom model, custom model version, or playground.

Update Pinned Use Cases

Tool to add or remove pinned use cases in DataRobot.

Update Project

Tool to update a DataRobot project's name, description, worker settings, or unlock holdout.

Update Project Access Control

Tool to update access control settings for a DataRobot project.

Update Feature List

Tool to update an existing feature list in a DataRobot project.

Update Projects Models

Tool to update a model's attributes in a DataRobot project.

Update Payoff Matrix

Tool to update a payoff matrix for a DataRobot project.

Update Quotas

Tool to update quota configuration for a DataRobot deployment resource.

Update Wrangling Recipe

Tool to update a DataRobot wrangling recipe.

Update Recipe Downsampling

Tool to update the downsampling configuration in a DataRobot recipe.

Update Recipe Inputs

Tool to update the input data sources for a DataRobot recipe.

Update Recipe Operations

Tool to update the operations in a DataRobot recipe.

Update Recipe Settings

Tool to update recipe settings that are reusable at the modeling stage.

Update Recommended Settings

Tool to update recommended settings for a DataRobot entity (currently only deployments).

Update Registered Model

Tool to update a registered model in DataRobot.

Update Registered Model Shared Roles

Tool to modify registered model shared roles in DataRobot.

Update Secure Configuration

Tool to update a secure configuration.

Update Secure Config Shared Roles

Tool to share a secure configuration with users, groups, or organizations.

Update Use Case

Tool to update an existing DataRobot use case's metadata.

Move Entity Between Use Cases

Tool to move an entity (project, dataset, notebook, etc.

Update Use Case Shared Roles

Tool to update a use case's access control list.

Update User Notification

Tool to mark a DataRobot user notification as read.

Update User Notifications

Tool to mark all user notifications as read.

Update Value Tracker

Tool to update a DataRobot value tracker.

Update Value Tracker Shared Roles

Tool to update shared roles for a DataRobot value tracker.

Validate Deployment Model Replacement

Tool to validate whether a model can replace the current champion model in a deployment.

Validate User Blueprint

Tool to validate a user-defined blueprint (custom modeling pipeline) in DataRobot.

Verify External Data Store SQL

Tool to verify a SQL query for an external data store.

FRAMEWORKS

How to build Datarobot MCP Agent with another framework

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OpenAI Agents SDK

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FAQ

Frequently asked questions

With a standalone Datarobot MCP server, the agents and LLMs can only access a fixed set of Datarobot tools tied to that server. However, with the Composio Tool Router, agents can dynamically load tools from Datarobot and many other apps based on the task at hand, all through a single MCP endpoint.

Yes, you can. Claude Cowork fully supports MCP integration. You get structured tool calling, message history handling, and model orchestration while Tool Router takes care of discovering and serving the right Datarobot tools.

Yes, absolutely. You can configure which Datarobot scopes and actions are allowed when connecting your account to Composio. You can also bring your own OAuth credentials or API configuration so you keep full control over what the agent can do.

All sensitive data such as tokens, keys, and configuration is fully encrypted at rest and in transit. Composio is SOC 2 Type 2 compliant and follows strict security practices so your Datarobot data and credentials are handled as safely as possible.

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Harsha Gaddipati
Co-founder, Slashy

A lot of students tell us that the moment their connected tools start talking to each other inside Opennote feels almost magical. The agent just knows them, and it's immensely helped keep new users on the platform.

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Abhi Arya
Co-founder, Opennote

We chose Composio over Pipedream because it delivered depth where it mattered — niche tools and tricky edge cases other platforms simply ignored. That gave us confidence to scale without compromising.

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CEO, Zams

As a solo builder, shipping fast is life or death. The only way I can outcompete incumbents is by outmanoeuvring them. Getting bogged down managing agent auth would have been a death sentence.

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Founder, Extra Thursday

Before Composio, adding tool integrations was slow and resource-intensive. Each one could take weeks of engineering time, and maintaining them meant constantly keeping up with API changes.

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Tomisin Jenrola
Founder & CEO, SwarmZero

With hands-on help from their founder, we integrated Gmail and Google Drive in just 30 minutes. This level of personal support and commitment is exactly what startups should strive for.

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