Connect Scale ai to your AI agent
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
We set up the connection using your own Scale ai account, with keys you control, and keep it running. Your agent picks it up and starts doing the work.
Actions
What your agent can do in Scale ai
Each one is a real action the agent can take on its own, the same things a person clicking around Scale ai could do. Read-only by default; write actions are confirmed against your policy.
- 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 memb…
- 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 sc…
- 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, polyg…
- 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, roads,…
- 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, cuboi…
- 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 ellips…
- 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 cursor-based…
- 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 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.
- Get Teams Tool to retrieve basic information about all team members associated with the account. Use when you need to list team members, check roles, or view notification preferences.
- Get Task by ID Tool to retrieve detailed information about a specific task using its task ID. Use when you need to check task status, retrieve results, or analyze task metadata.
- 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.
- Import File Tool to import files from an external URL endpoint into Scale's system rather than uploading directly from local storage. Use when you need to import files from remote URLs for Scale AI projects or data labeling tasks.
- Invite Team Member Tool to invite users by email to team with specified role. Use when you need to add new team members with roles like labeler, member, or manager.
- List Batches Tool to retrieve all batches in descending order by creation date. Use when you need to list batches with optional filtering by project, status, or time range. Supports pagination via limit and offset parameters.
- List Projects Tool to retrieve information for all projects in the Scale AI account with optional archived filtering. Use when you need to browse or manage project metadata. Returns project details including type, name, parameter his…
- List Tasks Tool to retrieve a paginated list of tasks in descending order by creation time. Use when you need to browse tasks with optional filtering by status, type, project, batch, tags, timestamps, or unique identifiers. Suppor…
- Re send task callback Tool to re-send a callback for a completed or errored task to the callback_url. Use when you need to manually trigger a callback resend for a task that has already been processed.
- Remove Studio Assignments Tool to unassign projects from specified team members in Scale AI Studio. Use when you need to remove project assignments from one or more team members.
- Reset Batch Priorities Tool to restore batch priority order to default order (calibration batches first, then sorted by creation date). Use when you need to reset custom batch priorities back to the default ordering.
- Set Batch Priorities Tool to modify batch priority order in Scale AI Studio. Use when you need to adjust the priority order of pending batches. You must include all pending studio batches in the request.
- Set Project Ontology Tool to set ontologies on a Scale AI project. Ontologies define the labels or classes that tasks will reference, and projects maintain complete history of ontology versions. Use when you need to configure or update the…
- Set Project Parameters Tool to set default parameters for tasks created under a project. Use when you need to establish or update default parameters that apply to future tasks unless overridden.
- Set Task Metadata Tool to set key-value metadata on an existing Scale AI task. Use when you need to attach custom metadata to track or organize tasks. This operation is idempotent.
- Update Task Unique ID Tool to update or assign a unique identifier to a task. Use when you need to set a custom identifier for task tracking in your system.
- Upload File Tool to upload a local file to Scale's servers with a maximum size limit of 80 MB per file. Use when you need to upload files for Scale AI projects or data labeling tasks.
Setup
How we connect it
- 1
Connect your account
You create a key in Scale ai, a key you create and control, and paste it in once. It lives in a secrets store on your server, not with us.
- 2
Set the guardrails
Read-only by default. You choose which write actions the agent may take, and anything outside that policy gets confirmed with you first.
- 3
We keep it running
Health checks on every connection, updates handled for you, and we watch the first week of activity to make sure the work lands.
FAQ
Scale ai questions, answered.
With a key you create and control. You paste it in once, it is stored in a secrets store on your server, permissions are scoped to the minimum the agent needs, and you can revoke it at any time.
The actions Scale ai's API allows, the same things a person clicking around the app could do. Connections start read-only by default; write actions are confirmed against the policy you set before the agent takes them.
Connections are priced per tool on top of the base plan. Some are included, some are premium. See pricing for how connection charges work.
Standard tools are ready inside 7 business days of the setup call. We test the connection end to end, walk you through how the agent uses it, and watch the first week of activity.
Ready to put Scale ai to work?
Tell us what your team runs on. We set up the connection, secure it, and your agent takes it from there.
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