sales-outreach-automation-langgraphAgent34/100 via “structured prompt engineering with task-specific templates”
Automate lead research, qualification, and outreach with AI agents and Langgraph, creating personalized messaging and connecting with your CRMs (HubSpot, Airtable, Google Sheets)
Unique: Centralizes all LLM prompts in a single template file (src/prompts.py) with context injection points for lead data and business criteria, enabling non-technical users to adjust prompts without modifying code. Templates are organized by task (research, qualification, outreach) making it easy to understand and modify prompt structure.
vs others: More maintainable than scattered prompts throughout code because all templates are centralized; more flexible than hard-coded prompts because templates can be edited without code changes; requires manual prompt engineering expertise, unlike automated prompt optimization tools.