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Catalogue metadata onlyartificial intelligencev20260615_00

SCALE_AI

Scale ai

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

Description is untrusted, display-only upstream metadata. It never becomes policy, OAuth scope authority, or an agent instruction.

Pakkawork boundary

Research catalogue metadata only. No Pakkawork OAuth, credential, host, quota, executor, or verifier is enabled.

No Pakkawork execution adapter is enabled. Hosted account-authorisation availability is workspace-specific and checked separately in the dashboard.Check workspace connection options
Attributed source

40

Action summaries

Display-only definitions

0

Trigger types

Not installed instances

1

Auth modes

Field names, never values

No

Execution

No runtime adapter

Authentication map

What setup is declared?

Only field names, types, and required markers are shown. Secret values, default auth URLs, credential material, and inferred OAuth scopes are excluded.
API_KEY

API_KEY

scale_ai_api_key

Provider setup

Developer setup

No fields declared in this snapshot.

User connection

  • API Keygeneric_api_key · stringRequired

Capability index

Actions and trigger definitions

Static summaries are available. Live schemas remain disabled until PROVIDER_HUB_API_KEY is configured server-side.

Showing 1–30 of 40 actions

Add Studio Assignments

SCALE_AI_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 members and projects.

Untrusted display-only summary

Add Task Tags

SCALE_AI_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.

Untrusted display-only summary

Create Batch

SCALE_AI_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.

Untrusted display-only summary

Create Document Transcription Task

SCALE_AI_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 screenshots.

Untrusted display-only summary

Create Image Annotation Task

SCALE_AI_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, polygons, or other geometric annotations.

Untrusted display-only summary

Create Lidar Annotation Task

SCALE_AI_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.

Untrusted display-only summary

Create LiDAR Segmentation Task

SCALE_AI_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, buildings, etc. Either 'project' or 'batch' must be provided in the request.

Untrusted display-only summary

Create Named Entity Recognition Task

SCALE_AI_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.

Untrusted display-only summary

Create Segmentation Annotation Task

SCALE_AI_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.

Untrusted display-only summary

Create Text Collection Task

SCALE_AI_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 out defined fields.

Untrusted display-only summary

Create Video Annotation Task

SCALE_AI_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, cuboids, or ellipses. Accepts either individual image frames or video files.

Untrusted display-only summary

Create Video Playback Annotation Task

SCALE_AI_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 ellipses for object detection and tracking.

Untrusted display-only summary

Delete Task Tags

SCALE_AI_DELETE_TASK_TAGS

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

Untrusted display-only summary

Delete Task Unique ID

SCALE_AI_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.

Untrusted display-only summary

Finalize Batch

SCALE_AI_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.

Untrusted display-only summary

Get Assets

SCALE_AI_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 pagination for large result sets.

Untrusted display-only summary

Get Batch

SCALE_AI_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.

Untrusted display-only summary

Get Batch Status

SCALE_AI_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.

Untrusted display-only summary

Get Fixless Audits

SCALE_AI_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.

Untrusted display-only summary

Get Project

SCALE_AI_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.

Untrusted display-only summary

Get Quality Labelers

SCALE_AI_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 provided.

Untrusted display-only summary

Get Studio Assignments

SCALE_AI_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.

Untrusted display-only summary

Get Studio Batches

SCALE_AI_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.

Untrusted display-only summary

Get Teams

SCALE_AI_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.

Untrusted display-only summary

Get Task by ID

SCALE_AI_GET_V1_TASK

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.

Untrusted display-only summary

Get Secure Task Response URL

SCALE_AI_GET_V1_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.

Untrusted display-only summary

Import File

SCALE_AI_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.

Untrusted display-only summary

Invite Team Member

SCALE_AI_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.

Untrusted display-only summary

List Batches

SCALE_AI_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.

Untrusted display-only summary

List Projects

SCALE_AI_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 history, and creation timestamps.

Untrusted display-only summary

Provenance

Versioned facts, explicit trust.

The detail snapshot comes from an attributed MIT-licensed repository revision. Safe local icons use exact-match CC0 Simple Icons symbols; unmatched brands use monograms.

Repository
https://github.com/provider-directoryHQ/provider-directory
Commit
85e33f6a81dfe987f6fc3637d48d45052cea8ca5
Generated
2026-09-12
Trust policy
untrusted_display_only

Remote text is plain display metadata only. It must never become an agent prompt, execution policy, OAuth grant, or executable instruction.