Open Innovation HYD_BrosSubmitted July 18, 2026

GrowthPilot: MCP-Powered Autonomous Customer Acquisition Platform

An MCP app on the Model Context Protocol built by HYD_Bros at the Amrita University Amritapuri campus NitroStack × MCP To The Moon hackathon and deployed on NitroStack.

About this project

B2B sales teams spend a significant amount of time on manual prospecting—discovering potential customers, researching companies, evaluating lead quality, and writing personalised outreach emails. These repetitive tasks slow customer acquisition and are difficult to scale. While modern AI assistants can answer questions or summarise information, they typically cannot autonomously execute an end-to-end outbound sales workflow. Solution GrowthPilot is an MCP server built with NitroStack that automates the entire outbound sales pipeline through a modular 7-stage agentic workflow: Planner → Discovery (Google Places) → Validator → Research (Tavily) → Qualification (Gemini) → Draft → Critic Each stage is exposed as an independent MCP tool, enabling AI clients to compose, reuse, and extend the workflow. The pipeline integrates live business discovery, company research, lead qualification, personalised email generation, and an autonomous critic–draft revision loop that improves email quality before delivery. Unlike traditional AI assistants that simply answer prompts, GrowthPilot orchestrates specialised MCP tools to complete real business tasks from start to finish. Technical Highlights Built with NitroStack MCP Full MCP Compliance 9 Tools 1 Resource 1 Prompt Integrates three live external services: Google Places API Tavily Search API Gemini API * Autonomous Critic–Draft feedback loop for self-improving email generation * Production-ready safeguards, including session limits, request queuing, rate limiting, and graceful provider fallback * Modular, reusable, and AI-client agnostic architecture powered by the **Model Context Protocol** Impact A single `gp_run_pipeline` call discovers businesses, researches each company, qualifies leads, and generates personalized outreach emails automatically—transforming a workflow members: Suraj.p – am.sc.u4cse24245 Ramrithik Chirra – am.sc.u4cse24219 Dharani kumar Reddy - am.sc.u4cse24123 Srinadh - am.sc.u4cse24262

Open Innovation track

Solve any real-world problem with AI, regardless of industry or domain.

Live MCP appSource code

Team HYD_Bros

  • Suraj PandavulaLead

  • Srinadh G

  • Ramrithik Chirra

  • Dharani kumar

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Frequently asked questions

What does GrowthPilot: MCP-Powered Autonomous Customer Acquisition Platform do?
B2B sales teams spend a significant amount of time on manual prospecting—discovering potential customers, researching companies, evaluating lead quality, and writing personalised outreach emails. These repetitive tasks slow customer acquisition and are difficult to scale. While modern AI assistants can answer questions or summarise information, they typically cannot autonomously execute an end-to-end outbound sales workflow. Solution GrowthPilot is an MCP server built with NitroStack that automates the entire outbound sales pipeline through a modular 7-stage agentic workflow: Planner → Discovery (Google Places) → Validator → Research (Tavily) → Qualification (Gemini) → Draft → Critic Each stage is exposed as an independent MCP tool, enabling AI clients to compose, reuse, and extend the workflow. The pipeline integrates live business discovery, company research, lead qualification, personalised email generation, and an autonomous critic–draft revision loop that improves email quality before delivery. Unlike traditional AI assistants that simply answer prompts, GrowthPilot orchestrates specialised MCP tools to complete real business tasks from start to finish. Technical Highlights Built with NitroStack MCP Full MCP Compliance 9 Tools 1 Resource 1 Prompt Integrates three live external services: Google Places API Tavily Search API Gemini API * Autonomous Critic–Draft feedback loop for self-improving email generation * Production-ready safeguards, including session limits, request queuing, rate limiting, and graceful provider fallback * Modular, reusable, and AI-client agnostic architecture powered by the **Model Context Protocol** Impact A single `gp_run_pipeline` call discovers businesses, researches each company, qualifies leads, and generates personalized outreach emails automatically—transforming a workflow members: Suraj.p – am.sc.u4cse24245 Ramrithik Chirra – am.sc.u4cse24219 Dharani kumar Reddy - am.sc.u4cse24123 Srinadh - am.sc.u4cse24262
Who built GrowthPilot: MCP-Powered Autonomous Customer Acquisition Platform?
GrowthPilot: MCP-Powered Autonomous Customer Acquisition Platform was built by team HYD_Bros at the Amrita University Amritapuri campus NitroStack × MCP To The Moon hackathon, in the Open Innovation track.
What is an MCP app and how is it built?
An MCP app is an application built on the Model Context Protocol — an open standard that lets AI agents connect to tools, data, and APIs. This project exposes MCP tools and resources that agentic AI systems can call. It was built and deployed on NitroStack, the full-stack platform for shipping MCP apps and servers.