A comprehensive API-driven skill for orchestrating Google Maps scraping, managing lead campaigns, and handling developer-focused automation tasks.
Install & Download
1. ClawHub CLI
The fastest way to install a skill directly from the registry.
npx clawhub@latest install scrapesense-developer
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 scrapesense-developer 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 ScrapeSense Developer?
The ScrapeSense Developer skill is a specialized tool designed to bridge the gap between Openclaw Skills and the powerful ScrapeSense API. It facilitates deep integration for scan orchestration, allowing developers to extract rich Google Maps data including reviews, ratings, and contact details at a significantly lower cost than traditional services. Beyond simple scraping, it empowers users to manage the entire campaign lifecycle, including email sanitization and human-in-the-loop approvals, making it an essential component for any data-driven automation pipeline.
ScrapeSense Developer Use Cases
- Orchestrating cost-effective Google Maps data extraction for market analysis and lead generation.
- Managing automated outreach campaigns with integrated email cleaning previews to ensure high deliverability.
- Subscribing to and managing webhooks for real-time scraping event notifications and data delivery.
- Monitoring API usage, credits, and billing transactions programmatically to maintain operational oversight.
- Validating and packaging developer-focused skills within the Openclaw ecosystem for seamless deployment.
How ScrapeSense Developer Works
- The skill confirms API assumptions and identifies appropriate endpoints from local reference documentation provided in the skill directory.
- Developers initiate scans or campaigns through the API, applying strict hygiene guardrails to ensure high-quality data outputs.
- For outreach tasks, the system generates previews and requires approval before proceeding with bulk campaign execution.
- Real-time monitoring of scan progress, place extraction, and campaign status is conducted through documented API routes.
- Status reports and detailed API responses are returned in a concise format optimized for further developer processing and automation.
ScrapeSense Developer Setup
To deploy this skill within your Openclaw Skills environment, first obtain an API key from the ScrapeSense developer portal. Use the following commands to validate and package your implementation for use in your agent workflows:
# Navigate to your Openclaw skill directory
cd scrapesense-developer
# Validate the skill structure and references
python3 /usr/lib/node_modules/openclaw/skills/skill-creator/scripts/quick_validate.py .
# Package the skill for distribution or local use
python3 /usr/lib/node_modules/openclaw/skills/skill-creator/scripts/package_skill.py . ./dist
ScrapeSense Developer Data Schema & Taxonomy
The skill utilizes a structured metadata approach to organize scraping outputs and campaign states efficiently:
| Component | Description | Key Data Fields |
|---|---|---|
| Scans | Orchestration data for map extraction tasks | UUID, Status, Progress, PlacesCount |
| Places | Detailed business profile records | Name, Phone, Rating, Reviews, Email |
| Campaigns | Outreach lifecycle and lead management | TemplateID, ApprovalStatus, SendProgress |
| Webhooks | Event notification and delivery tracking | SubscriptionID, TargetURL, RetryCount |
| Billing | Consumption and credit ledger | CreditBalance, TransactionID, Cost |
| Analytics | API performance and reliability data | EndpointLatency, SuccessRate, ReliabilityIndex |
ScrapeSense Developer Advanced Features
- Multi-stage email cleaning and sanitization workflows to minimize bounce rates during campaigns.
- Comprehensive webhook management including delivery tracking and automated retry logic.
- Integration with reliability analytics for monitoring API health and performance across various developer flows.
- Human-in-the-loop guardrails ensuring sensitive actions like bulk sends require explicit approval.
- Full compatibility with Openclaw Skills packaging scripts for rapid deployment and skill validation.
SKILL.md
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