mcp-builder SKILL.md skillA

This file is byte-identical to the first copy the registry indexed, one of 18 indexed copies. Same content hash, so the same checks give both the same grade.

mcp-builder from thinkinaixyz/deepchat is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

mdr add thinkinaixyz/deepchat/mcp-builder@git:20260113.8fd50e4

Pins git:20260113.8fd50e4 in mdr.lock. Pin the fingerprint instead.

Audit grade

A, 17 of 17 checks passed

Kind

SKILL.md skill

Repository

thinkinaixyz/deepchat

Path

resources/skills/mcp-builder/SKILL.md

Versions recorded

1

Latest version

git:20260113.8fd50e4, committed Jan 13, 2026

Size

9,092 bytes

Repository stars

6,384

License

Apache-2.0

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).

Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.

What the file says

# MCP Server Development Guide

## Overview

Create MCP (Model Context Protocol) servers that enable LLMs to interact with external services through well-designed tools. The quality of an MCP server is measured by how well it enables LLMs to accomplish real-world tasks.

---

# Process

## 🚀 High-Level Workflow

Creating a high-quality MCP server involves four main phases:

### Phase 1: Deep Research and Planning

#### 1.1 Understand Modern MCP Design

**API Coverage vs. Workflow Tools:**
Balance comprehensive API endpoint coverage with specialized workflow tools. Workflow tools can be more convenient for specific tasks, while comprehensive coverage gives agents flexibility to compose operations. Performance varies by client—some clients benefit from code execution that combines basic tools, while others work better with higher-level workflows. When uncertain, prioritize comprehensive API coverage.

**Tool Naming and Discoverability:**
Clear, descriptive tool names help agents find the right tools quickly. Use consistent prefixes (e.g., `github_create_issue`, `github_list_repos`) and action-oriented naming.

**Context Management:**
…

Read the whole file at its exact version.

How to install

mdr add thinkinaixyz/deepchat/mcp-builder@sha256:0f4592dcb53cf2b5

[![mdr](https://markdownregistry.com/badge/art_kbjxizv3s56aq5h2.svg)](https://markdownregistry.com/a/art_kbjxizv3s56aq5h2)

Versions

The registry has recorded 1 version of this file, committed on Jan 13, 2026.

Audit of the latest version

Source

API

GET https://markdownregistry.com/api/v1/artifacts/art_kbjxizv3s56aq5h2
GET https://markdownregistry.com/api/v1/resolve?ref=thinkinaixyz/deepchat/mcp-builder
GET https://markdownregistry.com/api/v1/blob/0f4592dcb53cf2b5d6b7febee6b4152018b565551a1c29e3c612f57b218ab295

Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.

Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.

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