mcp-server-agent-analytics

mcp-server-agent-analytics

MCP server for MetalTorque Agent Analytics — gives AI agents the ability to monitor fleet performance, track costs, detect anomalies, and compare agents.

Works with Claude Desktop, Claude Code, Cursor, and any MCP-compatible client.

Setup

Claude Desktop

Add to ~/Library/Application Support/Claude/claude_desktop_config.json:

{
  "mcpServers": {
    "agent-analytics": {
      "command": "npx",
      "args": ["-y", "mcp-server-agent-analytics"],
      "env": {
        "MT_ANALYTICS_API_KEY": "your-api-key-here"
      }
    }
  }
}

Claude Code

claude mcp add agent-analytics -- npx -y mcp-server-agent-analytics

Set the API key in your environment:

export MT_ANALYTICS_API_KEY=your-api-key-here

Tools

Tool	Description	Required Params
analytics_dashboard	Fleet-wide dashboard — total events, unique agents, success rate, token usage, cost estimates, per-agent breakdowns, trending topics, daily volume	days (optional, default: 30)
agent_insights	Deep insights for a specific agent — top queries, unhandled intents, latency stats (avg + P95), token usage, cost, daily volume, feedback	agent_id
list_agents	List all registered agents with total events, success rate, and last seen timestamp	—
detect_anomalies	Check for anomalies — error rate spikes, latency degradation, unusual patterns vs baseline	—
query_events	Query stored events with optional filters for analysis	agent_id, event_type, days, limit, success (all optional)
track_event	Ingest a new agent interaction event (queries, completions, errors, feedback)	agent_id, plus optional event_type, query, latency_ms, prompt_tokens, response_tokens, success, error
compare_agents	Compare two agents side by side on volume, success rate, latency, tokens, and cost	agent1, agent2

Usage Examples

Once configured, just ask your AI assistant:

• "Show me the agent fleet dashboard"
• "How is my-agent performing this week?"
• "Are there any anomalies in my agents?"
• "Compare agent-a and agent-b"
• "Track a query event for my-agent with 2300ms latency"
• "List all my agents"
• "Show me events for my-agent from the last 7 days"

Environment Variables

Variable	Description
MT_ANALYTICS_API_KEY	API key (required for authenticated endpoints)
MT_ANALYTICS_URL	Server URL (default: https://analytics.metaltorque.dev)