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Development Team Activity Monitoring

Development Team Activity Monitoring

by Rick Blalock

Deploy w/ Agentuity
TypeScriptOpenAI o-3ai-sdkGroqGitHub IntegrationSlack IntegrationLinear IntegrationTeam MonitoringActivity ReportsAgentuity SDKBunDevelopment ToolsTeam Productivityreport

📊 Daily Activity Monitor Agent

A sophisticated AI-powered team activity monitoring agent built with Agentuity and OpenAI o-3, delivering intelligent daily reports that keep development teams informed about GitHub, Slack, and Linear activity with actionable insights and prioritized action items.

✨ Key Features

  • 🧠 Intelligent LLM Analysis - OpenAI o-3 analyzes raw activity data to generate contextual, actionable reports
  • 📈 Multi-Platform Integration - GitHub PRs/issues, Slack messages, and Linear tickets in unified reports
  • 🎯 Smart Categorization - AI categorizes PR impact (breaking/feature/bugfix), issue urgency, and review priorities
  • 💼 Actionable Insights - Highlights PRs needing review, critical issues, and team collaboration patterns
  • Real-Time Processing - Fast data collection with Groq-powered correlation analysis
  • 🔗 Clickable Links - Every PR and issue includes direct links for easy navigation
  • 📋 Developer-Focused - Reports designed for busy developers who need to stay informed quickly
  • 🚀 Agentuity Native - Built for seamless deployment on Agentuity platform

🔄 How It Works

The agent collects activity from GitHub, Slack, and Linear, then uses Groq (Llama 3.1) for fast data correlation and OpenAI o-3 for intelligent analysis. It generates comprehensive Slack reports with categorized PRs, prioritized issues, team activity patterns, and specific action items with clickable links.

🚀 Quick Start with Agentuity

Prerequisites

Authentication

agentuity login

Development Mode

Set up your environment variables:

agentuity env set GITHUB_TOKEN your_github_token
agentuity env set GITHUB_ORG your_github_org
agentuity env set SLACK_BOT_TOKEN your_slack_bot_token  
agentuity env set SLACK_REPORT_CHANNEL your_channel_id
agentuity env set LINEAR_API_KEY your_linear_key

Start the agent in development mode for real-time testing:

agentuity dev

This launches the Agentuity Console where you can test the agent and see generated reports.

Production Deployment

Deploy your agent to the Agentuity cloud platform:

agentuity deploy

Example Usage

The agent automatically generates daily reports when triggered:

curl -X POST https://your-agent-url \
  -H "Content-Type: application/json" \
  -d '{"message": "Generate daily activity report"}'

Sample Output:

  • 🚀 Merged PRs with impact categorization (🔥 breaking, ✨ features, 🐛 fixes)
  • 👀 PRs Needing Review with age indicators and requested reviewers
  • 🎯 New Issues categorized by urgency with assignment status
  • 👥 Team Activity showing top contributors and collaboration patterns
  • 🚨 Action Items prioritized by urgency with assignees

🏗️ Deployment with Agentuity

Local Development

# Start development server
agentuity dev

# Test the agent
curl -X POST http://localhost:3500/agent_id \
  -H "Content-Type: application/json" \
  -d '{"message": "Generate daily activity report"}'

Production Deployment

# Deploy to Agentuity cloud
agentuity deploy

# Set up scheduled reports (create a cron for your agent in app.agentuity.com)
# POST to your agent URL daily at desired time

🤝 Contributing

This is a production-ready activity monitoring agent built with Agentuity, OpenAI o-3, and Groq. The agent uses intelligent LLM analysis to replace hundreds of lines of deterministic categorization logic.

📚 Documentation

🆘 Support


Built with ❤️ using Agentuity, OpenAI o-3, and Groq for intelligent team insights