Agent skill · Code Review & Quality

mcp-builder

Guide for creating high-quality MCP (Model Context Protocol) servers that enable LLMs to interact with external services through well-designed tools. Use when building MCP servers to integrate external APIs or services, whether in Python (FastMCP) or Node/TypeScript (MCP SDK).

composio-communitygithub.com/composio-communityGitHub ↗
codexships scripts
Install
npx skills add composio-community/awesome-codex-skills --skill mcp-builder --agent codex

Same command for any agent — swap --agent for claude-code, cursor, copilot.

Facts
Files in the skill folder: 10
SKILL.md size: 13 KB
Bundled scripts: yes
Path: mcp-builder/SKILL.md
Open the folder on GitHub →
Where it comes from
Stars: 15,591
Language: Python
Read our review of the source →

Weekly change comes from our own snapshots, not the repository page — it measures attention, not adoption.

From the SKILL.md

# MCP Server Development Guide ## Overview To create high-quality MCP (Model Context Protocol) servers that enable LLMs to effectively interact with external services, use this skill. An MCP server provides tools that allow LLMs to access external services and APIs. The quality of an MCP server is measured by how well it enables LLMs to accomplish real-world tasks using the tools provided. --- # Process ## 🚀 High-Level Workflow Creating a high-quality MCP server involves four main phases: ### Phase 1: Deep Research and Planning #### 1.1 Understand Agent-Centric Design Principles Before diving into implementation, understand how to design tools for AI agents by reviewing these principles: **Build for Workflows, Not Just API Endpoints:** - Don't simply wrap existing API endpoints - build thoughtful, high-impact workflow tools - Consolidate related operations (e.g., `schedule_event` that both checks availability and creates event) - Focus on tools that enable complete tasks, not just individual API calls - Consider what workflows agents actually need to accomplish **Optimize for Limited Context:** - Agents have constrained context windows - make every token count - Return high-signal

What's inside
Steps it walks through
  1. Overview
  2. 🚀 High-Level Workflow
  3. Phase 1: Deep Research and Planning
  4. Phase 2: Implementation
  5. Phase 3: Review and Refine
  6. Phase 4: Create Evaluations
  7. 📚 Documentation Library
  8. Core MCP Documentation (Load First)
  9. SDK Documentation (Load During Phase 1/2)
  10. Language-Specific Implementation Guides (Load During Phase 2)
  11. Evaluation Guide (Load During Phase 4)
Ships with 9 files
  • LICENSE.txt
  • reference/evaluation.md
  • reference/mcp_best_practices.md
  • reference/node_mcp_server.md
  • reference/python_mcp_server.md
  • scripts/connections.py
  • scripts/evaluation.py
  • scripts/example_evaluation.xml
  • scripts/requirements.txt
More from awesome-codex-skills
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About this skill
What does the mcp-builder skill do?

Guide for creating high-quality MCP (Model Context Protocol) servers that enable LLMs to interact with external services through well-designed tools. Use when building MCP servers to integrate external APIs or services, whether in Python (FastMCP) or Node/TypeScript (MCP SDK).

How do I install it?

Run `npx skills add composio-community/awesome-codex-skills --skill mcp-builder --agent claude-code` — it drops the skill into your project so the agent can pick it up. Swap the --agent value for codex, cursor or copilot if you use one of those.

Where does this skill come from?

From composio-community/awesome-codex-skills, a repository with 15,591 stars. We read it straight from the repository tree rather than a submitted listing, so what you see here is what is actually published.

Is a popular skill a good skill?

Not necessarily. Stars measure attention, not adoption — a repository can trend for a week and be abandoned. That is why we show the weekly change from our own snapshots next to the total, instead of a single flattering number.

Keep going