MCP & AI Agent Integration

Scale Ai
automation.

10 automated actions available through Cerebral OS. Connect Scale Ai to any workflow, Cerebral, or Map — with full governance, audit trail, and dry-run safety on every execution.

No credit card required · 1,000 free runs · 10 actions available

Execution trace
live
10
actions
100%
governed
<200ms
latency
10
Automated actions
5
Read operations
5
Write operations
2,800+
Compatible Maps
Actions

What you can do
with Scale Ai.

Every action below is available as an MCP tool and a verb in Cerebral OS — callable from any AI agent, Claude, Cursor, Windsurf, or your own runtime via the BYOA API. All executions are governed, audited, and dry-run safe.

Cancel Task
scale_ai:cancel_task
Cancel a pending task. Only works for tasks in "pending" status.
Write High risk
Create Batch
scale_ai:create_batch
Create a batch of multiple tasks at once for efficient processing.
Write Medium risk
Create Project
scale_ai:create_project
Create a new project to organize related tasks.
Write Medium risk
Create Task
scale_ai:create_task
Create a new task for data labeling or annotation.
Write Medium risk
Get Batch Status
scale_ai:get_batch_status
Get the status and progress of a batch operation.
Read Low risk
Get Project
scale_ai:get_project
Fetch project details including configuration and statistics.
Read Low risk
Get Task
scale_ai:get_task
Fetch a single task by ID with its current status and results.
Read Low risk
List Projects
scale_ai:list_projects
List all projects in your Scale AI account.
Read Low risk
List Tasks
scale_ai:list_tasks
List tasks with optional filtering by project, type, status, and date range.
Read Low risk
Update Project
scale_ai:update_project
Update an existing project's configuration.
Write Medium risk
How it works

Every Scale Ai action
governed end-to-end.

Cerebral OS isn't a connector. It's the execution layer that sits in front of Scale Ai — adding governance, dry-run safety, and a full audit trail to every operation.

Governance first
Every verb carries a risk classification. High-risk writes require explicit approval gates before they execute in production.
Dry-run safe
Simulate any Scale Ai action before it touches production. See exactly what would happen before a single real call is made.
Immutable audit trail
Every Scale Ai action is logged — what ran, what changed, who approved it, when it happened. Full history on every verb, forever.
Scale Ai integration

Start free.
No credit card required.

Start free with 1,000 runs — no credit card required. Connect Scale Ai in minutes, dry-run every action before it touches production, full audit trail on everything.

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