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🧠Model Intelligence System

OpenRouter model rankings, performance tracking, and data management for 400+ AI models

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Model Performance Tracking

Our Intelligence System maintains up-to-date OpenRouter model rankings and performance data across 400+ models, helping you make informed decisions based on real performance metrics.

Intelligence Status

Data Current
400+
Models Tracked
Comprehensive
Data Analysis
Quality
Scoring System
Complete
Activity Logging

🏆 Model Rankings

Performance-based model rankings

📊 Historical Analysis

Usage trends and performance history

🎯 Profile Matching

Profile-based model selection

💻 Terminal/CLI Commands

Intelligence Status & Updates

# Check intelligence system status
hive intelligence status

# Update intelligence data
hive intelligence update

# Force complete intelligence refresh
hive intelligence update --force

# Setup intelligence system
hive intelligence setup

Model Selection

# Use profile-based model selection
hive mode dynamic
# Automatically selects best models based on task

# View available expert profiles
hive profile list

# Apply specific profile for task type
hive profile apply coding-expert
hive profile apply research-specialist

💡 Note: Profile-Based Selection

Model selection uses predefined expert profiles optimized for different tasks. The intelligence system maintains model data but doesn't perform predictive selection.

🔧 IDE Integration (Claude Code, Cursor, Windsurf)

💡 MCP Tool Name: hive_intelligence - Access AI intelligence and model insights directly from your IDE

Intelligence Status

// MCP Tool Call
hive_intelligence({
action: "status"
})

Check system status and updates

Update Intelligence

// MCP Tool Call
hive_intelligence({
action: "update"
})

Refresh intelligence data

Setup Intelligence

// MCP Tool Call
hive_intelligence({
action: "setup"
})

Initialize intelligence system

Model Rankings

// Access via dashboard
hive_dashboard({
view: "models"
})

View model performance data

🏆 OpenRouter Model Rankings

Model Performance Data

hive dashboard models
╔═══════════════ TOP AI MODELS RANKINGS ═══════════════╗
║ ║
║ 🥇 Claude 3.5 Sonnet Score: 9.4/10 📈 +0.2 ║
║ 🥈 GPT-4o Score: 9.2/10 📊 -- ║
║ 🥉 Gemini Pro 1.5 Score: 9.0/10 📉 -0.1 ║
║ 4️⃣ Claude 3 Opus Score: 8.9/10 📈 +0.3 ║
║ 5️⃣ GPT-4 Turbo Score: 8.7/10 📊 -- ║
║ ║
║ Rising Stars: 🌟 Llama 3.1 405B (+0.5 this week) ║
║ Trending Down: 📉 GPT-3.5 Turbo (-0.3) ║
╚══════════════════════════════════════════════════════╝

🧠 Reasoning Tasks

  • 1. Claude 3 Opus - 9.6/10
  • 2. GPT-4o - 9.4/10
  • 3. Claude 3.5 Sonnet - 9.2/10
  • 4. Gemini Pro 1.5 - 8.9/10

💻 Code Generation

  • 1. Claude 3.5 Sonnet - 9.7/10
  • 2. GPT-4o - 9.3/10
  • 3. Claude 3 Opus - 9.1/10
  • 4. GPT-4 Turbo - 8.8/10

✍️ Creative Writing

  • 1. Claude 3 Opus - 9.5/10
  • 2. GPT-4o - 9.1/10
  • 3. Claude 3.5 Sonnet - 8.9/10
  • 4. Gemini Pro 1.5 - 8.6/10

📊 Performance Analysis

🎯 Profile-Based Model Selection

Our system uses predefined profiles to select the optimal model based on task type, complexity, cost considerations, and historical performance data.

# Example: Profile-based model selection
Query: "Debug this complex React component"
→ Recommended: Claude 3.5 Sonnet (95% confidence)
→ Alternative: GPT-4o (88% confidence)
→ Budget option: GPT-4o Mini (78% confidence)

📈 Trend Analysis

Rising Models

  • 🌟 Llama 3.1 405B: +15% performance
  • 🚀 Claude 3.5 Haiku: +12% speed
  • 📊 Gemini Flash 1.5: +8% efficiency

Usage Insights

  • 📈 This week: Claude usage up 15%
  • 📅 This month: GPT-4o trending
  • ⚡ Overall: Speed improvements noted

🎨 Usage Patterns

The intelligence system tracks your usage patterns to provide better insights and recommendations.

Your Patterns:

  • Prefer Claude for code reviews
  • Use GPT-4o for research tasks
  • Gemini for data analysis

Optimizations:

  • 23% better task matching
  • 31% cost reduction potential
  • 18% faster completion times

📊 Intelligence Insights & Reports

Weekly Intelligence Summary

🏆 Performance Highlights

  • Claude 3.5 Sonnet maintains coding leadership
  • GPT-4o shows improvement in reasoning tasks
  • Gemini Pro 1.5 excels in multilingual support
  • New models showing promise: Llama 3.1

📈 Market Trends

  • 34% increase in code generation tasks
  • Rising demand for multimodal capabilities
  • Cost optimization becoming key factor
  • Speed improvements driving adoption

Automated Intelligence Updates

# Update intelligence data manually
hive intelligence update

# Get intelligence summary
hive intelligence summary

# Export intelligence report
hive intelligence export --format json

✅ Intelligence System Best Practices

Maximizing Intelligence

  • Update intelligence data regularly
  • Review weekly intelligence summaries
  • Trust AI model recommendations
  • Monitor performance trends regularly
  • Provide feedback on recommendations

Strategic Usage

  • Use rankings for model selection
  • Plan upgrades based on analysis
  • Optimize workflows with pattern insights
  • Adapt to model performance changes
  • Leverage performance insights

🔮 Future-Ready AI Strategy

Our intelligence system maintains up-to-date OpenRouter rankings and model performance data. Combined with profile-based selection, it ensures you're using the most effective models for your specific needs.

🧠 Smarter AI Decisions

Let our Intelligence System guide your model choices with data-driven insights, historical analysis, and performance tracking. Make smarter decisions and achieve better results with every AI interaction.

# Start leveraging AI intelligence today
hive intelligence status
hive intelligence update
Start free trial