Integrate People Data Labs into your AI agents to enrich person and company data with professional profiles and firmographics.
Install & Download
1. ClawHub CLI
The fastest way to install a skill directly from the registry.
npx clawhub@latest install people-data-labs
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 people-data-labs 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 People Data Labs?
The People Data Labs skill for Openclaw Skills enables developers and AI agents to access a massive database of B2B contact and company information. It provides deep insights into professional profiles, including work history, education, and social links, alongside detailed firmographics for global companies.
By leveraging the Membrane framework, this skill removes the complexity of managing API keys and credential refreshing. Agents can seamlessly search for people using Elasticsearch queries, enrich IP addresses, or clean and standardize company names directly within their workflow, ensuring data accuracy and consistency at scale.
People Data Labs Use Cases
- Enriching lead lists with accurate professional email addresses and LinkedIn profiles.
- Identifying company details and firmographics from anonymous website IP addresses.
- Standardizing and cleaning messy job titles or location data within a CRM.
- Searching for potential candidates or prospects using advanced SQL or Elasticsearch syntax.
- Verifying identity and person matches based on fragmented identifying information.
How People Data Labs Works
- The Membrane CLI is used to authenticate and establish a secure connection to the People Data Labs API.
- Openclaw Skills identifies the user's intent, such as 'Enrich this company profile'.
- The skill searches for the most relevant action (e.g., enrich-company) using the Membrane action list.
- The agent executes the action, passing the necessary JSON parameters (like a domain or email).
- Membrane handles the underlying API request, manages authentication headers, and returns the enriched data in a structured format.
People Data Labs Setup
First, install the Membrane CLI to manage your Openclaw Skills:
npm install -g @membranehq/cli@latest
Authenticate your agent environment:
membrane login --tenant --clientName=openclaw
Create a connection to People Data Labs:
membrane connection ensure "https://peopledatalabs.com" --json
If the state is BUILDING, poll for readiness:
npx @membranehq/cli connection get <id> --wait --json
People Data Labs Data Schema & Taxonomy
The skill interacts with People Data Labs through structured objects. Key entities include:
| Entity | Description |
|---|---|
| Person Profile | Contains professional identity data (pdl_id, emails, socials). |
| Company Profile | Contains firmographics (website, employee count, industry, ticker). |
| Cleaned Data | Standardized strings for locations, schools, and job titles. |
| IP Enrichment | Metadata mapping IP addresses to specific companies and locations. |
People Data Labs Advanced Features
- Natural language action discovery using intent-based searching to find the best API endpoint.
- Full support for complex Elasticsearch and SQL syntax for advanced data mining.
- Transparent proxy requests that automatically inject authentication for custom API endpoints.
- Automated credential management that handles token refreshes without manual intervention.
- Bulk enrichment capabilities for processing large datasets efficiently.
SKILL.md
Loading
Related Openclaw Skills
AKShare Stock Selection Integration
An intelligent stock selection skill leveraging real-time AKShare data with dynamic weighting and multi-dimensional scoring systems.
Bazi Report Checkout & Progress Tracking
An automated commerce skill for generating Bazi report payment sessions and tracking order fulfillment status.
Industry Map Generator
An advanced research tool for generating hierarchical industry chain maps with deep-drill technical analysis using Openclaw Skills.
Philippines HS Code Finder
An automated utility for identifying official Philippines customs HS codes and tariff classifications using document parsing and browser automation.
ASR Stream Rewriter & Translator
An AI-powered skill that aggregates real-time speech-to-text streams and re-writes them into polished, written-form documents or translations upon completion.
Complaint 8D Report
An automated assistant for generating and completing structured Eight Disciplines (8D) reports from customer complaint and quality deviation data.
Featured*
