sales-outreach-automation-langgraphAgent34/100 via “multi-crm lead synchronization with standardized adapter pattern”
Automate lead research, qualification, and outreach with AI agents and Langgraph, creating personalized messaging and connecting with your CRMs (HubSpot, Airtable, Google Sheets)
Unique: Uses abstract base class inheritance (src/lead_loaders/base.py) to enforce consistent interface across CRM adapters, enabling drop-in provider swapping without modifying core workflow logic. Each adapter handles provider-specific authentication, pagination, and field normalization internally.
More flexible than hard-coded CRM integrations because new providers can be added by extending the base class; simpler than generic ETL tools because it's purpose-built for lead data with pre-configured field mappings for sales workflows.