Connect Scale Ai to AI agents

Connect Scale Ai to Claude, Codex, Cursor, or other AI agents for your entire team. Metorial security, governance, observability, and gives your team a unified Magic MCP url to connect.

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Supported Tools

Tools17Triggers3

update_task

Update Task

Update a Scale AI task's metadata and/or tags. Supports setting metadata key-value pairs and adding, replacing, or removing tags.

get_batch

Get Batch

Retrieve details and status for a specific Scale AI batch, including task completion progress.

create_batch

Create Batch

Create a new batch within a Scale AI project. Batches organize tasks into groups — for example, by dataset or weekly submission. New batches start in "staging" status and must be finalized before tasks are sent to annotators.

list_projects

List Projects

List all annotation projects in your Scale AI account. Optionally filter by archive status.

resend_callback

Resend Task Callback

Re-trigger the completion callback for a completed or errored Scale AI task. Useful when the original callback delivery failed or when you need to re-process the result.

cancel_task

Cancel Task

Cancel a pending Scale AI task. Only tasks with status `pending` (queued, not yet in progress) can be canceled. Calling cancel on an already canceled task is idempotent.

finalize_batch

Finalize Batch

Finalize a Scale AI batch so its tasks are sent to annotators. For Rapid/Studio projects, batches must be finalized before work begins. Optionally set the batch priority.

list_batches

List Batches

List batches in Scale AI, optionally filtered by project and status. Supports pagination and can include detailed progress information.

update_project

Update Project

Update a Scale AI project's parameters, instructions, or ontology. Use this to modify default task parameters or set/update the project's labeling ontology.

list_tasks

List Tasks

List and filter annotation tasks in Scale AI. Supports filtering by project, batch, status, type, tags, review status, and date ranges. Results are paginated using token-based pagination.

get_task

Get Task

Retrieve full details for a specific Scale AI task by ID, including its status, response (if completed), metadata, and audit information.

manage_team

Manage Team

Manage Scale AI Studio team members. List current teammates, invite new members, or update existing member roles.

get_project

Get Project

Retrieve details for a specific Scale AI annotation project by name.

import_file

Import File

Import a file from a URL into Scale AI. Returns an attachment URL (prefixed with `scaledata://`) that can be used when creating tasks.

create_evaluation_task

Create Evaluation Task

Create an evaluation task in Scale AI — a task with known answers used to measure annotator quality internally. Requires an expected response and optionally an initial response for review-phase evaluations.

create_task

Create Task

Create a new annotation task in Scale AI. Supports all task types including image annotation, video annotation, text collection, document transcription, LiDAR annotation, and more. The task type determines which parameters are required.

create_project

Create Project

Create a new annotation project in Scale AI. A project is tied to one specific task type and use case. You can configure default parameters, instructions, and ontology settings that apply to all tasks created under the project.

More integrations teams use with Scale Ai

Linear

Create, read, update, and delete issues across teams with support for priorities, labels, assignees, due dates, and workflow states. Manage projects that group related issues, and organize work into time-boxed cycles (sprints). Create and manage documents, comments, and file attachments. Search issues using vector similarity or rich filters. Configure teams, workflow states, and labels. Track customers and link them to issues. Subscribe to real-time webhooks for changes to issues, projects, cycles, comments, documents, and more.

GitHub

Manage repositories, issues, and pull requests. Create and configure branches, star repositories, review code, and merge changes. Automate CI/CD workflows with GitHub Actions, manage workflow runs, secrets, and artifacts. Track issues with labels, milestones, and assignees. Search across code, repositories, issues, and users. Manage organizations, teams, and memberships. Create and manage projects, gists, packages, deployments, and environments. Access security alerts including code scanning, secret scanning, and Dependabot alerts. Read and write file contents in repositories. Manage webhooks, notifications, and codespaces.

Sharepoint

Manage SharePoint sites, document libraries, lists, and files. Create, read, update, and delete lists and list items with custom columns. Upload, download, move, copy, and version files in document libraries. Search across sites, files, folders, lists, and list items using Microsoft Search. Manage permissions at site, list, and item levels with granular access control. Define and manage content types and site columns. Subscribe to webhooks for list and library change notifications. Retrieve site properties and search for sites across Microsoft 365.

Salesforce

Manage CRM data including Accounts, Contacts, Leads, Opportunities, Cases, and custom objects. Create, read, update, and delete records. Query data using SOQL and search across objects using SOSL. Perform bulk data operations for large-scale imports, exports, and migrations. Execute composite requests to batch multiple operations in a single API call. Access analytics, reports, and dashboards. Manage files and attachments associated with records. Interact with Chatter feeds, posts, and groups for social collaboration. Subscribe to real-time change events via Change Data Capture and Platform Events. Manage org metadata including custom objects, fields, layouts, and workflows. Query data using GraphQL for precise data retrieval across related objects.

Microsoft Outlook

Send, read, reply to, forward, and manage email messages in user mailboxes. Organize messages into folders, apply categories, flags, and importance levels. Manage file and item attachments. Create, update, delete, and respond to calendar events and meetings. Find available meeting times, manage attendees, handle recurrence, and work with shared or delegated calendars. Create, read, update, and delete contacts, organize them into contact folders, and manage contact photos. Manage tasks and task lists via Microsoft To Do, including due dates, reminders, recurrence, and checklist items. Subscribe to webhook notifications for changes to messages, calendar events, and contacts. Support for Focused Inbox, @-mentions, mail tips, send-on-behalf, and send-as capabilities.

Airtable

Create, read, update, and delete records in Airtable bases and tables. Manage base schemas including creating tables and fields. Filter records using formulas, sort by fields, and scope queries to specific views. Upsert records to find, create, or update in a single call. Upload attachments to records, read and write record comments, list accessible bases, and receive real-time base change events through webhooks.

Technical notes for Scale Ai

Create and manage data labeling and annotation projects for AI/ML training data. Submit tasks for image annotation (bounding boxes, polygons, segmentation), video annotation with tracking, 3D LiDAR/sensor fusion annotation, document transcription, and text annotation. Manage projects, batches, and taxonomies/ontologies for structured labeling workflows. Support pre-labeling with model-generated hypotheses, quality auditing, evaluation tasks, and team management for annotation teams. Receive task and batch completion notifications via webhooks.

Connect Scale Ai to production AI agents

See how Metorial gives Scale Ai access the governance, tracing, and security controls teams need.

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Frequently asked questions

Common questions about connecting Scale Ai to AI agents with Metorial.

  1. Can Metorial connect Scale Ai to AI agents?
    Yes. Metorial connects AI agents to Scale Ai through a governed integration layer, so teams can use the provider while keeping access controlled and observable.
  2. Metorial is MCP compatible and lets teams expose approved provider tools to MCP-capable agents and clients through a controlled access layer.
  3. Metorial applies policies across users, groups, providers, agents, and individual tools, then records the context around every agent interaction.
  4. Yes. Metorial records provider activity so teams can inspect tool calls, troubleshoot integrations, and give security teams the visibility they need.