How do I calculate the best pattern for my agents?

Use the `evaluate_optimization_strategy` tool. Provide your agent chain and your optimization goal, and it will simulate all patterns to recommend the best one.

What is a bottleneck agent?

A bottleneck agent is the specific agent in your chain whose latency contributes most significantly to the total workflow delay. You can identify it using `analyze_bottlenecks`.

Can I optimize for cost instead of speed?

Yes, you can set your `optimizationGoal` to `minimize_cost` when calling tools like `get_execution_plan` or `evaluate_optimization_strategy`.

Agent Composition Pattern Calculator MCP Connector for Claude

A+

Calculate execution plans, latencies, and efficiency for AI agent orchestration patterns.

3 tools Official Updated Oct 1, 2026 Official Vinkius Partner

More Details Connect to Claude

This MCP server provides deterministic mathematical modeling for AI agent orchestration. It allows users to simulate various workflow patterns including sequential, parallel, pipeline, map_reduce, and router to determine the most efficient execution path. By analyzing agent chains, the tool calculates total latency, pattern efficiency, and identifies the bottleneck_agent to optimize performance based on goals like minimizing latency, maximizing quality, or minimizing cost.

latencyefficiencyworkflowagentsoptimization

Connect to Claude

Subscribe on Vinkius, then add this connector to Claude.ai or Claude Code.

① Claude.ai (web app)

Go to Settings → Connectors → Add custom connector
Paste the MCP endpoint URL below

https://edge.vinkius.com/vk_preview_W49efn7f1ktGHy5Wuu8X4MDPfiDxCAZpEORPqbtx/mcp

② Claude Code (terminal)

claude mcp add --transport http agent-composition-pattern-calculator https://edge.vinkius.com/vk_preview_W49efn7f1ktGHy5Wuu8X4MDPfiDxCAZpEORPqbtx/mcp

③ Claude Desktop

Add to claude_desktop_config.json:

{
  "mcpServers": {
    "agent-composition-pattern-calculator": {
      "url": "https://edge.vinkius.com/vk_preview_W49efn7f1ktGHy5Wuu8X4MDPfiDxCAZpEORPqbtx/mcp"
    }
  }
}

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