How does this skill help reduce eval costs?

It analyzes execution traces to identify redundant tool calls and high token usage, providing specific advice on streamlining tool descriptions and response schemas.

Can this skill automatically rewrite my code?

This is an advisory skill; it focuses on conversation and planning. It identifies improvements and creates a plan, which you can then approve to execute changes.

Does it support multi-server configurations?

Yes, it includes specialized logic for Chained Tool Design, helping you decide whether to proxy requests or create composite tools across multiple MCP servers.

When should I use this instead of a builder skill?

Use this skill when you need to understand the 'why' behind performance issues or need strategic advice on how to structure complex tool interactions.

MCP Architect Advisor

Name: MCP Architect Advisor
Author: umbraco

byumbraco

•

API 开发

Analyzes and optimizes MCP servers through trace analysis, behavioral reviews, and architectural guidance for better tool orchestration.

MCP Architect Advisor is a specialized conversational skill designed to help developers refine and optimize their Model Context Protocol (MCP) servers. Unlike generative builder skills, it acts as a strategic consultant that evaluates tool performance, identifies coverage gaps, and suggests architectural improvements like composite or proxy tool patterns. By reviewing execution traces and tool schemas, it provides data-driven recommendations to reduce latency, lower costs, and improve LLM tool selection accuracy within your MCP ecosystem.

主要功能

011 GitHub stars

02Behavioral coverage review to identify capability gaps

03Evidence-based recommendations derived from codebase analysis

04Architectural guidance for tool chaining and delegation

05Cost and turn-count reduction strategies

06Automated trace analysis for performance optimization

使用场景

01Debugging and fixing slow or failing MCP evals

02Assessing overall MCP server maturity and feature prioritization

03Designing complex tool orchestration and delegation patterns

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add umbraco/umbraco-mcp-base discuss-mcp

For use in Claude.ai and ChatGPT

Download Skill