A powerful integration for Openclaw Skills that enables AI agents to interact with Bubble no-code applications for data management and workflow automation.
Install & Download
1. ClawHub CLI
The fastest way to install a skill directly from the registry.
npx clawhub@latest install bubble
2. Manual Installation
Copy the skill folder to one of these locations
~/.openclaw/skills/ <project>/skills/ Priority: Workspace > Local > Bundled
3. Prompt Installation
Copy this prompt to OpenClaw to install it automatically.
Help me install bubble using Clawhub. If Clawhub is not installed, install it first (npm i -g clawhub).
Prefer to download?
Get the raw skill files in a ZIP archive.
What is Bubble Integration for AI Agents?
Bubble is a premier no-code development platform used to build web applications without manual coding. This skill leverages the Membrane infrastructure to bridge the gap between AI agents and your Bubble environment. By utilizing this integration, developers can empower their agents to manipulate data types, trigger backend workflows, and manage application states programmatically.
It abstracts the complexity of authentication and API management, providing a standardized interface for Openclaw Skills to execute complex operations within the Bubble ecosystem. This allows for rapid scaling of no-code applications by adding intelligent, autonomous layers that can read from and write to your application database seamlessly.
Bubble Integration for AI Agents Use Cases
- Automating data entry and record management within Bubble databases.
- Triggering complex backend API workflows via AI-driven commands.
- Synchronizing external data sources with Bubble apps through Openclaw Skills.
- Rapidly prototyping AI-powered features within existing no-code web applications.
- Performing bulk updates or deletions based on natural language instructions.
How Bubble Integration for AI Agents Works
- Initialize the environment by installing the Membrane CLI and authenticating the agent.
- Establish a secure connection to a specific Bubble application domain or URL using the connection ensure command.
- Discover available actions and data schemas using natural language intent via Openclaw Skills.
- Execute pre-defined actions like Create Record or Trigger Workflow, or perform custom proxy requests for advanced needs.
- The agent processes the structured output from Bubble to inform subsequent steps in its logic.
Bubble Integration for AI Agents Setup
First, install the necessary CLI globally:
npm install -g @membranehq/cli@latest
Next, authenticate your agent to handle credentials securely:
membrane login --tenant --clientName=openclaw
Finally, ensure a connection to your Bubble application to begin using it with Openclaw Skills:
membrane connection ensure "https://your-app.bubbleapps.io/" --json
Bubble Integration for AI Agents Data Schema & Taxonomy
The skill organizes data based on the underlying Bubble architecture, interacting primarily with the following components:
| Component | Description |
|---|---|
| App | The top-level Bubble application container. |
| Data Type | Specific database tables (e.g., User, Task, Order). |
| Field | Individual attributes within a data type. |
| API Workflow | Server-side processes that can be triggered externally. |
Metadata for actions is provided via JSON schemas, defining required input parameters and expected return values to ensure type safety during agent execution.
Bubble Integration for AI Agents Advanced Features
- Automatic credential refresh and server-side auth management for persistent agent uptime.
- Transparent API proxying for endpoints not covered by standard Openclaw Skills actions.
- Support for high-volume operations via Bulk Create Records (up to 1000 records per request).
- Multi-agent compatibility with dedicated agent types for optimized tooling adjustments.
- Long-polling support for asynchronous connection building and real-time status monitoring.
SKILL.md
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