MCP & AI Agent Integration

Bubble
automation.

10 AI agent actions for Bubble — callable from any MCP-compatible runtime, Claude, Cursor, or Cerebral OS workflow. Use Bubble to automate business processes and connect tools in your stack. Full governance, audit trail, and dry-run safety on every execution.

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)
Business Tools Bubble is a Business Tools integration — use it to automate business operations and workflow automation from any AI agent or MCP-compatible runtime.
Actions

What you can do
with Bubble.

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 Object
bubble:get_object
Fetch a single data object by ID from your Bubble application.
Read Low risk
Get User
bubble:get_user
Fetch a single user by ID from your Bubble application's User data type.
Read Low risk
List Objects
bubble:list_objects
List data objects from your Bubble application with optional filtering and sorting.
Read Low risk
List Users
bubble:list_users
List users from your Bubble application with optional filtering and sorting.
Read Low risk
Search Objects
bubble:search_objects
Search for data objects in your Bubble application using text search with optional filters.
Read Low risk
Bulk Create Objects
bubble:bulk_create_objects
Create multiple data objects in your Bubble application in a single request.
Write Medium risk
Create Object
bubble:create_object
Create a new data object in your Bubble application.
Write Medium risk
Delete Object
bubble:delete_object
Delete a data object from your Bubble application. WARNING: This action cannot be undone.
Write High risk
Run Workflow
bubble:run_workflow
Trigger a backend workflow in your Bubble application.
Write Medium risk
Update Object
bubble:update_object
Update an existing data object in your Bubble application.
Write Medium risk
MCP & Runtime API

Call Bubble
from any AI agent.

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

bubble:get_object READ
# Call via Runtime API
curl
-X POST \
  "https://api.cerebralos.com/v1/runtime/actions/run"
  -H "X-API-Key: YOUR_KEY" \
  -d '{
    "verb": "bubble:get_object",
    "args": {},
    "execution_id": "agent-001"
  }'
bubble:bulk_create_objects 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": "bubble:bulk_create_objects",
    "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 Bubble.

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 Bubble data
Call bubble:get_object 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 Bubble
Dry-run validates bubble:bulk_create_objects before execution
Approval gate fires if risk level is high
Action executes with full governance — logged, audited, reversible
Trigger
Event in Bubble
Process with AI agent
Take governed action
Log to audit trail
How it works

Every Bubble action
governed end-to-end.

Cerebral OS isn't a connector. It's the execution layer that sits in front of Bubble — 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 Bubble action before it touches production. See exactly what would happen before a single real call is made.
Immutable audit trail
Every Bubble action is logged — what ran, what changed, who approved it, when it happened. Full history on every verb, forever.
Connect with

Bubble works best
alongside these.

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

Bubble integration

Start free.
No credit card required.

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

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