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Deep Agent Quickstart with Gemini 2.5 Flash - Documentation Index

📚 Documentation Files

🚀 Getting Started

  1. QUICK_REFERENCE.md - 2-minute quick start

    • Minimal setup and examples
    • Quick reference for common patterns
    • Troubleshooting tips

  2. README.md - Project overview

    • What's in this project
    • Feature highlights
    • Performance comparison
    • Architecture diagram

📖 Complete Guides

  1. GEMINI_QUICKSTART.md - Full Gemini guide

    • Step-by-step setup (pip, uv, poetry)
    • Model initialization
    • Tool creation
    • Complete example code
    • Troubleshooting

  2. COMPARISON.md - Anthropic vs Gemini

    • Detailed feature comparison
    • Performance benchmarks
    • Cost analysis
    • When to use which model
    • Migration checklist

  3. PROJECT_SUMMARY.md - Project overview

    • What we created
    • File descriptions
    • Learning path
    • Customization ideas

💻 Code Files

📝 Examples

  1. gemini_quickstart.py - Main working example

    • Ready-to-run deep agent
    • Web search integration
    • Complete with comments
    • ~150 lines

  2. advanced_examples.py - 6+ advanced examples

    • Comprehensive researcher
    • News analyst
    • Finance researcher
    • Custom tool integration
    • Comparative analyst
    • Tutorial writer
    • ~380 lines

⚙️ Configuration

  1. requirements.txt - Project dependencies

    • Core packages
    • Optional packages
    • Development tools

  2. .env.example - API key template

    • GOOGLE_API_KEY
    • TAVILY_API_KEY
    • LANGSMITH_API_KEY (optional)

📋 Reference

  1. deepagent_quickstart.md - Original Anthropic guide
    • For comparison purposes
    • Original setup process

🎯 How to Use This Documentation

For Absolute Beginners

  1. Start with QUICK_REFERENCE.md
  2. Run python gemini_quickstart.py
  3. Read README.md for context
  4. Move to GEMINI_QUICKSTART.md for details

For Learning

  1. Read README.md - understand the architecture
  2. Review GEMINI_QUICKSTART.md - each step explained
  3. Study gemini_quickstart.py - code with comments
  4. Explore advanced_examples.py - see more patterns

For Comparing Models

  1. Read COMPARISON.md - detailed comparison
  2. Check QUICK_REFERENCE.md - code differences
  3. Review cost analysis in COMPARISON.md

For Customization

  1. Review PROJECT_SUMMARY.md - customization ideas
  2. Study advanced_examples.py - patterns
  3. Check GEMINI_QUICKSTART.md - API details
  4. Modify and test your own examples

📊 File Statistics

File Type Size Lines Purpose
gemini_quickstart.py Code 5.1K 150 Working example
advanced_examples.py Code 13K 380 Advanced examples
GEMINI_QUICKSTART.md Doc 8.4K 320 Complete guide
COMPARISON.md Doc 9.0K 380 Model comparison
README.md Doc 7.9K 250 Project overview
PROJECT_SUMMARY.md Doc 8.4K 280 Project summary
QUICK_REFERENCE.md Doc 6K 240 Quick reference
requirements.txt Config 291B 12 Dependencies
.env.example Config 358B 8 API keys template
TOTAL ~58K 2000+ Complete project

🔄 Quick Start Workflow

1. Read QUICK_REFERENCE.md (5 min)
   ↓
2. Run gemini_quickstart.py (3 min)
   ↓
3. Read README.md (5 min)
   ↓
4. Try advanced_examples.py (10 min)
   ↓
5. Read GEMINI_QUICKSTART.md for details (20 min)
   ↓
6. Customize for your use case (ongoing)

🎓 Learning Paths

Path 1: Quick Start (15 minutes)

  1. QUICK_REFERENCE.md
  2. Run gemini_quickstart.py
  3. Done! You have a working agent

Path 2: Complete Understanding (1 hour)

  1. QUICK_REFERENCE.md
  2. README.md
  3. gemini_quickstart.py (read code)
  4. GEMINI_QUICKSTART.md
  5. Try advanced_examples.py

Path 3: Expert Level (2-3 hours)

  1. All of Path 2
  2. COMPARISON.md (detailed comparison)
  3. PROJECT_SUMMARY.md (architecture)
  4. advanced_examples.py (all examples)
  5. Build custom agent for your domain

Path 4: Migration from Anthropic (30 minutes)

  1. QUICK_REFERENCE.md - See key differences
  2. COMPARISON.md - Understand trade-offs
  3. Run both gemini and anthropic examples
  4. Decide which fits your needs

🔗 External Resources

Official Documentation

API Keys

✅ Checklist for Setup

  • Read QUICK_REFERENCE.md
  • Install requirements: pip install -r requirements.txt
  • Create .env from .env.example
  • Get GOOGLE_API_KEY from aistudio.google.com
  • Get TAVILY_API_KEY from tavily.com
  • Export keys: export GOOGLE_API_KEY="..." and export TAVILY_API_KEY="..."
  • Run: python gemini_quickstart.py
  • Verify output shows research report
  • Read GEMINI_QUICKSTART.md for understanding
  • Try advanced_examples.py for more patterns
  • Customize for your use case

📞 Troubleshooting

By Documentation File:

Issue File to Check
Setup problems QUICK_REFERENCE.md
How to run README.md
API key errors GEMINI_QUICKSTART.md → Troubleshooting
Choosing model COMPARISON.md
Customization PROJECT_SUMMARY.md
Code examples advanced_examples.py

🎯 What Each File Teaches You

gemini_quickstart.py

  • How to initialize Gemini model
  • How to create custom tools
  • How to create a deep agent
  • How to invoke and use the agent

advanced_examples.py

  • Different system prompts for different domains
  • Multiple tool integration patterns
  • Specialized agent creation
  • Real-world use cases

GEMINI_QUICKSTART.md

  • Step-by-step setup process
  • Detailed explanation of each component
  • Parameter meanings and options
  • Best practices
  • Troubleshooting guide

COMPARISON.md

  • Performance differences between models
  • Cost analysis
  • When to choose each model
  • Code changes needed for migration
  • Benchmarking techniques

README.md

  • Project structure
  • Architecture overview
  • Common tasks and solutions
  • Resource links

QUICK_REFERENCE.md

  • Minimal setup
  • Code snippets for copying
  • Common patterns
  • Quick lookup

🚀 Quick Command Reference

# Setup
pip install -r requirements.txt
cp .env.example .env
# Edit .env with your API keys

# Run main example
python gemini_quickstart.py

# Run advanced examples
python advanced_examples.py research
python advanced_examples.py news
python advanced_examples.py finance

# View documentation
cat QUICK_REFERENCE.md     # Quick lookup
cat GEMINI_QUICKSTART.md   # Full guide
cat COMPARISON.md          # Model comparison
cat README.md              # Project overview

📝 Document Purposes at a Glance

QUICK_REFERENCE.md      ← Start here (< 5 min)
       ↓
README.md               ← Understand (5-10 min)
       ↓
GEMINI_QUICKSTART.md    ← Learn details (20-30 min)
       ↓
COMPARISON.md           ← Make decisions (15-20 min)
       ↓
PROJECT_SUMMARY.md      ← Explore deeply (20-30 min)
       ↓
advanced_examples.py    ← Build more (ongoing)

Start with: QUICK_REFERENCE.md or run python gemini_quickstart.py

Total reading time: 30-60 minutes for complete understanding

Total implementation time: 5 minutes to get working agent