Connect Scale ai with Hookshot™ and your stack

Scale AI provides data labeling and annotation services for machine learning, offering access to a global workforce and sophisticated tools for training AI models with high-quality labeled data

Tools and triggers

What Agents can do in Scale ai

Available tools and events after Scale ai is connected.

  • Add Studio Assignments

    Tool to add project assignments to team members in Scale AI Studio. Use when you need to assign specific projects to team members by their email addresses. This action creates new assignments for the specified team…

  • Add Task Tags

    Tool to add tags to an existing task. Use when you need to tag or categorize tasks for organization and filtering. Automatically avoids duplicate tags.

  • Create Batch

    Tool to create a new batch within a project. Use when you need to group multiple tasks together for organizational and processing purposes.

  • Create Document Transcription Task

    Tool to create a document transcription task where workers transcribe and annotate information from single or multi-page documents. Use when you need to extract structured data from documents like invoices, forms, or…

  • Create Image Annotation Task

    Tool to create an image annotation task where annotators label images with vector geometric shapes (box, polygon, line, point, cuboid, ellipse). Use when you need to annotate objects in images with bounding boxes…

  • Create Lidar Annotation Task

    Tool to create a lidar annotation task where annotators mark objects with 3D cuboids in 3D space. Use when you need to annotate LIDAR frame sequences with 3D object detection.

  • Create LiDAR Segmentation Task

    Tool to create a LiDAR segmentation task where annotators assign semantic class labels to individual LiDAR points. Use when you need to annotate point cloud data with object classes such as vehicles, pedestrians…

  • Create Named Entity Recognition Task

    Tool to create a named entity recognition task for labelers to highlight text entity mentions. Use when you need to extract and label entities such as people, organizations, or locations from text.

  • Create Segmentation Annotation Task

    Tool to create a segmentation task where annotators classify pixels in an image according to provided labels. Use when you need pixel-wise semantic segmentation of images.

  • Create Text Collection Task

    Tool to create a textcollection task for collecting information from attachments and/or web sources. Use when you need to gather structured data from documents, websites, images, or other content by having taskers fill…

  • Create Video Annotation Task

    Tool to create a video annotation task where annotators draw geometric shapes around specified objects across video frames. Use when you need to annotate video content with bounding boxes, polygons, lines, points…

  • Create Video Playback Annotation Task

    Tool to create a video playback annotation task where annotators draw shapes around specified objects in video files. Use when you need to annotate videos with bounding boxes, polygons, lines, points, cuboids, or…

  • Delete Task Tags

    Tool to remove specified tags from a Scale AI task. Use when you need to clean up or modify task tags.

  • Delete Task Unique ID

    Tool to remove the unique identifier from a task. Use when you need to remove a task's unique identifier for enhanced data management control.

  • Finalize Batch

    Tool to finalize a batch so its tasks can be worked on. Use when you need to finalize a batch for Scale Rapid and Studio customers. For other customer types, this endpoint returns success without performing any action.

  • Get Assets

    Tool to retrieve file assets with filtering capabilities by project and metadata. Use when you need to list or search for files uploaded to Scale AI, filtered by project and optionally by metadata. Supports…

  • Get Batch

    Tool to retrieve the details of a batch with the specified name. Use when you need to check the status or configuration of an existing batch.

  • Get Batch Status

    Tool to retrieve the current status of a batch and task completion counts. Use when you need to monitor batch progress or check how many tasks are pending or completed.

  • Get Fixless Audits

    Tool to retrieve fixless audits by task ID or audit ID. Use when you need to fetch audit information for quality assessment. At least one of task_id or id must be provided.

  • Get Project

    Tool to retrieve details about a specific Scale AI project using its unique identifier. Use when you need to get project metadata including type, name, parameter history, and creation timestamp.

  • Get Quality Labelers

    Tool to retrieve training attempts matching provided filter parameters. Use when you need to assess labeler performance and understanding of task instructions. At least one of quality_task_ids or labeler_emails must be…

  • Get Secure Task Response URL

    Tool to retrieve secure authenticated task response data. Use when you need to access stored response data for 2D segmentation, video, and lidar tasks that cannot be included in the task JSON.

  • Get Studio Assignments

    Tool to retrieve current project assignments of all active team users in Scale AI Studio. Use when you need to view team member assignments and workload distribution. Excludes invited or disabled team members.

  • Get Studio Batches

    Tool to retrieve basic information about all pending batches in Studio. Use when you need to list batches organized by priority level.

Setup

Connect Scale ai in Hookshot™

Pick a scope, then confirm what can start a Protege and what it can do.

Trigger Access

What can start a Protege from this app.

Tool Access

What a Protege can do after it starts.

Connection scope

Prefer team for production.

Team

Shared credential for production and unattended runs.

Personal

Tied to one user—only when the workflow needs their account.

Chat

Team-scoped for supported chat surfaces.

Full setup guide

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See Hookshot™ in your stack.

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Hookshot™ setup screen — AI agent workflow configuration with model selection, trigger status, and governance controls.