ProduckAI MCP Server

ProduckAI MCP Server

Transform scattered voice of customer feedback into actionable insights using AI-powered analysis and seamless Claude Desktop integration.

🌟 What is ProduckAI?

ProduckAI MCP Server brings enterprise-grade product feedback analysis directly into your AI workflows. Seamlessly integrate with Claude Desktop to analyze customer feedback, generate insights, prioritize features, and create executive-ready PRDs—all using natural language.

Key Value Proposition

• 70% faster Scattered VOC -> AI-powered generation
• Multi-source ingestion: Slack, Google Drive, Zoom, JIRA, CSV
• Smart prioritization: 6-dimension VOC scoring
• Evidence-backed decisions: Every PRD linked to customer quotes
• 50 specialized tools: Complete workflow from collection to execution

Why Open Source?

Product management is evolving with AI, but most tools are closed source and expensive. This project exists to democratize AI-powered product management for teams of all sizes.

By open sourcing this MCP server, we're creating a platform where:

• 🤝 PMs share learnings - Your feedback analysis insights help others prioritize better
• 🔧 Engineers build together - Improve clustering algorithms, add integrations, enhance AI prompts
• 📚 Community grows knowledge - Document best practices, share PRD templates, teach new PMs

This isn't just a tool—it's a movement to make product management more data-driven, evidence-based, and accessible to everyone.

If you're a PM who's ever struggled with feedback overload, or an engineer building tools for PMs, this project is for you. Contribute,learn, and help shape the future of AI-assisted product management.

✨ Features

📥 Multi-Source Feedback Collection

• Slack - Auto-sync channels with AI-powered customer detection
• Google Drive - Process docs, PDFs with OCR
• Zoom - Auto-fetch recordings, AI transcript analysis
• JIRA - Bidirectional sync with issue tracking
• CSV/Manual - Bulk upload or quick capture

🧠 AI-Powered Analysis

• Semantic Clustering - Group similar feedback automatically
• Insight Generation - AI creates actionable themes
• Sentiment Detection - Identify urgent vs nice-to-have
• Customer Attribution - Auto-match feedback to customers

🎯 Smart Prioritization

• VOC Scoring - 6-dimension scoring (0-100):
  • Customer Impact (30%) - Tier, revenue, strategic
  • Frequency (20%) - How often mentioned
  • Recency (15%) - How recent
  • Sentiment (15%) - Urgency level
  • Theme Alignment (10%) - Strategic fit
  • Effort (10%) - Implementation complexity

📄 PRD Generation

• AI-Powered PRDs - Strategic documents from insights
• Evidence-Based - Includes direct customer quotes
• Segment-Aware - Tailored for Enterprise vs SMB
• Risk Assessment - Effort-based implementation risks
• Version Tracking - PRD history and updates

🔄 JIRA Integration

• Bidirectional Sync - Issues ↔ Feedback
• Auto-Priority - VOC score → JIRA priority
• Issue Creation - Generate epics from insights
• Linkage Tracking - Trace feedback to issues

🚀 Quick Start

Prerequisites

• Python 3.11+
• Anthropic API Key (get one here)
• Claude Desktop (download)

Installation

pip install produckai-mcp-server

Configuration

1. Create environment file:

   cp .env.example .env
   # Edit .env and add your ANTHROPIC_API_KEY
   

2. Configure Claude Desktop (~/Library/Application Support/Claude/claude_desktop_config.json):

   {
     "mcpServers": {
       "produckai": {
         "command": "produckai-mcp",
         "env": {
           "ANTHROPIC_API_KEY": "your-api-key-here"
         }
       }
     }
   }
   

3. Restart Claude Desktop

First Use

Try these commands in Claude:

"Upload the demo feedback CSV at ./demo-data/feedback.csv"
"Run clustering and show me the top themes"
"Calculate VOC scores and show top 5 insights"
"Generate a PRD for the highest-priority insight"

🛠️ Available Tools (50 Total)

📥 Ingestion (21 tools)

• Slack: setup, sync channels, tag customers, bot filters
• Google Drive: setup, browse, sync folders, preview, processing