Documentation
📊Performance Analytics
OpenRouter model rankings integration with consensus pipeline performance analysis and real-time operational insights
← Back to Documentation📊 Performance Analytics
Comprehensive performance analysis combining OpenRouter model rankings, consensus pipeline effectiveness, and real-time operational intelligence.
What Makes Our Performance Analytics Unique?
Get data-driven insights across your entire AI operation. From OpenRouter model rankings to consensus pipeline optimization, we provide the metrics you need to make informed decisions.
🏆 OpenRouter Rankings
Live programming model leaderboards and performance data
🔄 Consensus Analysis
4-stage pipeline performance with quality scoring
📈 Operational Metrics
Response times, costs, success rates, and system health
📊 Analytics Categories
🏆 OpenRouter Rankings
Live model performance rankings from OpenRouter's programming leaderboard
⚡ Performance Metrics
Response times, success rates, and system efficiency analysis
🔄 Consensus Analysis
4-stage consensus pipeline effectiveness and quality scoring
💰 Cost Intelligence
Spending analysis, budget tracking, and cost optimization insights
📈 Trends Analysis
Historical performance trends and pattern recognition
📊 Export & Reporting
Data export capabilities in multiple formats for business intelligence
📊 Performance Metrics System
Consensus Quality Scoring
Our consensus pipeline uses a weighted quality algorithm to score the effectiveness of your 4-stage consensus process:
Stage Agreement
How well consensus stages align and build upon each other
Length Appropriateness
Response length optimization across pipeline stages
Progression Quality
Improvement from generator through curator stages
OpenRouter Data
Real-time rankings from OpenRouter leaderboards
🏆 OpenRouter Programming Rankings (Live Data)
Access real OpenRouter leaderboard data with hive models leaderboard
| Rank | Model | Quality | Speed | Cost/1M | Usage |
|---|---|---|---|---|---|
| 🥇 1 | openai/gpt-4 | 94% | 4.2s | $30.00 | 65% |
| 🥈 2 | anthropic/claude-3-5-sonnet | 92% | 3.1s | $3.00 | 28% |
| 🥉 3 | meta-llama/llama-3.1-70b | 88% | 2.8s | $0.80 | 15% |
⌨️ How Our Performance Analysis Works
Model Rankings & Discovery
Analytics Dashboards
Cost & Quality Analysis
Export & Reporting
🔧 MCP Tool Integration
Available MCP Tools
Access Hive AI functionality directly from Claude Code, Cursor, and Windsurf:
hive_models
Access model rankings, discovery, and leaderboards
hive_consensus
Run 4-stage consensus pipeline with quality analysis
hive_cost
Cost estimation and analysis capabilities
hive_status
Check system status and configuration health
💡 MCP Server Setup
The MCP server runs on HTTP+SSE for real-time streaming. Use hive setupto configure MCP integration with your IDE.
📊 Start Performance Analytics
Get data-driven insights into your AI operations. Access OpenRouter model rankings, consensus pipeline optimization, and real-time performance analytics.