🗺️ AI Engineering · Journey Playbooks

Playbook: Ship an MCP toolkit for your product

A scaffolded, schema-tight MCP server agents integrate without hand-holding.

journey~45 minAI EngineersML EngineersLLM App Developers

Journey Steps

1Step 1 — Scaffold an MCP server agents can trust: start with "Model each capability as a tool with JSON-Schema'd inputs and typed outputs"
2How it fits together: Tool contracts are API contracts; version them from day one.

Commands

Install all referenced skills

$ npx skills add aniruddhaadak80/skills --skill mcp-scaffolding-mcp-server-scaffold

Tags

#playbook#journey#ai-engineering

Install this skill

$ npx skills add aniruddhaadak80/skills --skill playbook-ai-engineering-mcp-toolkit -a opencode

SKILL.md

# Playbook: Ship an MCP toolkit for your product

> A scaffolded, schema-tight MCP server agents integrate without hand-holding.

## When to Use This Skill

A scaffolded, schema-tight MCP server agents integrate without hand-holding.

## Steps

1. Step 1 — Scaffold an MCP server agents can trust: start with "Model each capability as a tool with JSON-Schema'd inputs and typed outputs"
2. How it fits together: Tool contracts are API contracts; version them from day one.

View source on GitHub ↗

Take retrieval-augmented answers from empty repo to evaluated production feature.

🗺️ AI Engineering·~135m

Open →

🗺️Playbook: Harden an agent before giving it toolsjourney

Ship an autonomous agent whose failure modes are cheap, visible, and reversible.

🗺️ AI Engineering·~125m

Open →

🗺️Playbook: Cut LLM costs without quality collapsejourney

Reduce monthly inference spend measurably while keeping answer quality within tolerance.

🗺️ AI Engineering·~95m

Open →