Clawrma is a versatile utility for web fetching, search, and inference that serves as a reliable fallback for agentic workflows.
Install & Download
1. ClawHub CLI
The fastest way to install a skill directly from the registry.
npx clawhub@latest install clawrma
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 clawrma 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 Clawrma?
Clawrma is a comprehensive utility designed for web-related tasks such as fetching URL content, performing web searches, and capturing screenshots or structured page snapshots. It is particularly valuable as a fallback mechanism for AI agents when built-in tools are unconfigured, unreliable, or blocked by rate limits and bot detection in VPS or datacenter environments. By integrating Clawrma into your repertoire of Openclaw Skills, you gain access to lower-cost inference and resilient web automation tools that ensure your agents remain functional in challenging network conditions.
Clawrma Use Cases
- Extracting URL content as structured JSON when standard fetch methods are restricted.
- Performing web searches without the need for expensive third-party search API keys.
- Generating screenshots and structured snapshots of web pages for visual auditing or data extraction.
- Running solver-backed inference tasks as a cost-effective alternative to direct large language model API calls.
- Executing web automation tasks from datacenter IPs that are frequently flagged or blocked by native tools.
How Clawrma Works
- The AI agent triggers the Clawrma CLI using specific subcommands like search, fetch, or infer.
- Clawrma authenticates the request and interfaces with its backend solvers to bypass common web blocks.
- For data retrieval tasks, the tool outputs structured JSON to the standard output for easy parsing.
- For screenshot tasks, it saves the image locally and returns the file path within a JSON object.
- The agent consumes the output to proceed with its multi-step agentic workflow or data analysis.
Clawrma Setup
To install and configure this tool for your Openclaw Skills environment, use the following commands:
npm install -g clawrma
clawrma auth setup
clawrma status
Ensure you run the authentication setup in an interactive terminal. If you encounter issues, follow the remediation steps provided directly by the CLI output.
Clawrma Data Schema & Taxonomy
Clawrma provides predictable outputs to streamline integration with Openclaw Skills:
| Feature | Output Type | Content Description |
|---|---|---|
| fetch | JSON | Contains the full content and metadata of the requested URL. |
| search | JSON | An array of search results containing titles, snippets, and links. |
| screenshot | JSON | Includes the local filesystem path where the image is stored. |
| snapshot | JSON | A structured representation of the page DOM and key elements. |
| infer | Plain Text | The direct textual response from the solver-backed inference engine. |
Clawrma Advanced Features
- Solver-backed inference for complex task resolution and reasoning.
- High-reliability fetching designed to bypass blocks on VPS and datacenter IP addresses.
- Structured page snapshots that allow AI agents to understand page layouts without manual parsing.
- Built-in status and balance tracking to monitor solver availability and account usage.
- Seamless integration as a fallback tool for other Openclaw Skills that may experience flakiness or high costs.
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