A powerful integration for managing collaborative image and video annotation projects directly through the Membrane ecosystem.
Install & Download
1. ClawHub CLI
The fastest way to install a skill directly from the registry.
npx clawhub@latest install hastyai-integration
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 hastyai-integration 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 Hasty.ai Skill for Openclaw?
The Hasty.ai skill empowers developers and machine learning teams to streamline their computer vision workflows within the Openclaw Skills framework. By leveraging the Membrane CLI, this skill simplifies the complex process of managing datasets, handling annotations, and interacting with Hasty.ai models. It eliminates the friction of manual authentication and credential management, allowing users to focus on high-quality data labeling and model training.
This integration acts as a bridge between your AI agents and Hasty.ai's robust annotation platform. Whether you are automating record management or orchestrating complex data pipelines, this skill provides a secure, scalable way to interact with Hasty.ai data without the need to manage local secrets or complex OAuth flows.
Hasty.ai Skill for Openclaw Use Cases
- Automating the creation and management of image annotation projects.
- Programmatically retrieving and updating annotations for machine learning datasets.
- Integrating computer vision data workflows into multi-agent AI systems.
- Managing Hasty.ai workspaces and users via CLI or automated scripts.
- Synchronizing external data sources with Hasty.ai image records.
How Hasty.ai Skill for Openclaw Works
- CLI Initialization: Install and authenticate the Membrane CLI to establish a secure link between your environment and Openclaw Skills.
- Connection Establishment: Use the ensure command to create a connection to the Hasty.ai domain, which triggers the automated OAuth lifecycle.
- Action Discovery: Perform natural language searches to find specific Hasty.ai actions (e.g., listing projects or updating labels) tailored to your intent.
- Execution: Run pre-built actions with JSON parameters to modify or fetch data from the Hasty.ai platform.
- Proxy Fallback: For advanced requirements, send direct authenticated requests to the Hasty.ai API through the Membrane proxy.
Hasty.ai Skill for Openclaw Setup
First, install the Membrane CLI globally to enable Openclaw Skills management:
npm install -g @membranehq/cli@latest
Authenticate your agent (e.g., openclaw):
membrane login --tenant --clientName=openclaw
Connect to your Hasty.ai account:
membrane connection ensure "https://hasty.ai/" --json
Hasty.ai Skill for Openclaw Data Schema & Taxonomy
The skill organizes interaction around the core Hasty.ai object hierarchy. Data is exchanged primarily via JSON structures.
| Object | Description |
|---|---|
| Project | The top-level container for datasets and annotation tasks. |
| Image | Individual data records containing binary data and metadata. |
| Annotation | Geometric and classification data associated with specific images. |
| Model | Machine learning models trained or hosted within the platform. |
| Workspace | The organizational unit for managing teams and collaborative access. |
Hasty.ai Skill for Openclaw Advanced Features
- Natural Language Intent Discovery: Find the right API action by describing your goal in plain English.
- Automated Credential Refresh: Transparently handles token expiration for long-running annotation pipelines.
- Headless Environment Support: Optimized for remote servers and CI/CD pipelines via manual code verification.
- Unified Proxy Layer: Send custom REST requests to any Hasty.ai endpoint with automatic header injection.
- Long-polling Connection Wait: Built-in
--waitflags for handling asynchronous connection provisioning.
SKILL.md
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