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📊Performance Analytics
OpenRouter model rankings integration with consensus pipeline performance analysis and real-time operational insights
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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
collaborative consensus 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
collaborative 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 collaborative 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 through collaborative consensus discussion
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 collaborative 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.