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MCP Integrations Scale Ai
MCP & AI Agent Integration

Scale Ai
automation.

10 AI agent actions for Scale Ai — callable from any MCP-compatible runtime, Claude, Cursor, or Cerebral OS workflow. Use Scale Ai to create tasks, update project status, and coordinate work across teams automatically. Full governance, audit trail, and dry-run safety on every execution.

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No credit card required
Live in production environments
<200ms median execution
Dry-run before production
Execution trace
live
10
actions
100%
governed
<200ms
latency
10
AI agent actions
5
Read operations
5
Write operations
1
High-risk actions (approval gated)
Productivity Scale Ai is a Productivity integration — use it to automate tasks, projects, and team workflows from any AI agent or MCP-compatible runtime.
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.

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
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
Update Project
scale_ai:update_project
Update an existing project's configuration.
Write Medium risk
MCP & Runtime API

Call Scale Ai
from any AI agent.

Any AI agent — Claude, Cursor, LangChain, AutoGen, or your own — can call Scale Ai actions through the Cerebral OS Runtime API. Governance, credentials, and audit trail fire automatically.

scale_ai:get_batch_status READ
# Call via Runtime API
curl
-X POST \
  "https://api.cerebralos.com/v1/runtime/actions/run"
  -H "X-API-Key: YOUR_KEY" \
  -d '{
    "verb": "scale_ai:get_batch_status",
    "args": {},
    "execution_id": "agent-001"
  }'
scale_ai:cancel_task WRITE
# Dry-run first — no production risk
curl
-X POST \
  "https://api.cerebralos.com/v1/runtime/actions/run"
  -H "X-API-Key: YOUR_KEY" \
  -d '{
    "verb": "scale_ai:cancel_task",
    "args": {},
    "execution_id": "agent-001",
    "metadata": {"dryRun": true}
  }'
Get your Runtime API key at app.cerebralos.com/signup — 1,000 free executions, no credit card required.
AI agent examples

What your AI agent
can do with Scale Ai.

Real patterns your AI agent can execute via MCP or the Runtime API. Every action governed, dry-run safe, and fully audited.

Trigger
AI agent needs Scale Ai data
Call scale_ai:get_batch_status via MCP or Runtime API
AI processes result and takes next action
Full execution logged to audit trail automatically
Trigger
Workflow needs to write to Scale Ai
Dry-run validates scale_ai:cancel_task before execution
Approval gate fires if risk level is high
Action executes with full governance — logged, audited, reversible
Trigger
Task or project event
Update status automatically
Notify assignees
Sync across tools
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.
Connect with

Scale Ai works best
alongside these.

Build multi-step workflows that connect Scale Ai to the rest of your stack. All governed. All audited.

Asana Jira Notion Github Slack
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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