A sophisticated integration that enables AI agents to extract structured data from unstructured text using Parser Expert's rule-based engine.
Install & Download
1. ClawHub CLI
The fastest way to install a skill directly from the registry.
npx clawhub@latest install parser-expert
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 parser-expert 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 Parser Expert?
Parser Expert is a powerful integration designed for developers and data scientists who need to transform unstructured text into actionable, structured data. By leveraging Openclaw Skills, this tool allows AI agents to interact directly with documents and web pages to apply complex parsing rules. This synergy ensures that data extraction is not just automated, but integrated into larger agentic workflows.
The skill operates through the Membrane framework, which abstracting away the complexities of authentication and API management. This means your agent can focus on high-level logic—like interpreting parse results or managing templates—while the underlying infrastructure handles the heavy lifting of secure communication and data retrieval.
Parser Expert Use Cases
- Extracting structured fields from PDF invoices or legal contracts.
- Automating the scraping and parsing of web page content for research.
- Generating reports by aggregating data from multiple unstructured text sources.
- Building data pipelines that feed parsed document information into CRM or ERP systems.
How Parser Expert Works
- The AI agent initiates a connection to the Parser Expert domain using the Membrane CLI.
- Membrane handles the OAuth or API key handshake, ensuring a READY state without exposing secrets.
- The agent searches for specific parsing actions using natural language intent via the Openclaw Skills protocol.
- Documents are submitted to Parser Expert where predefined templates and rules are applied.
- Structured results are returned to the agent in a clean JSON format for further processing or storage.
Parser Expert Setup
First, install the necessary CLI tool:
npm install -g @membranehq/cli@latest
Next, authenticate your agent (specify openclaw as the client name):
membrane login --tenant --clientName=openclaw
Establish the connection to the service:
membrane connection ensure "https://parser.expert" --json
Parser Expert Data Schema & Taxonomy
The skill organizes data around three primary entities to ensure a logical flow within Openclaw Skills:
| Entity | Description |
|---|---|
| Document | The raw unstructured input file or text string to be processed. |
| Template | The set of predefined rules used to identify and extract specific data fields. |
| Parse Results | The structured output containing extracted keys and values in JSON format. |
Parser Expert Advanced Features
- Intelligent Action Discovery: Use natural language queries to find the exact parsing function needed for a specific document type.
- Transparent Proxy Requests: Direct API access for advanced endpoints not covered by standard actions, with automatic header injection.
- Automatic Credential Refresh: Long-running workflows remain uninterrupted as Membrane manages session tokens server-side.
- Multi-Agent Support: Share connections across different agent types like Claude or OpenClaw to maintain a unified data extraction layer.
SKILL.md
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