Domain
AI-Assisted Development
Skill Profile
Model Context Protocol (MCP)
MCP servers, tools, resources, prompts, stdio/SSE transport, AI model integration
AI-Assisted Development
MCP & AI Tools
Roles
2
where this skill appears
Levels
5
structured growth path
Mandatory requirements
6
the other 4 optional
Group
MCP & AI Tools
Last updated
3/17/2026
How to Use
Choose your current level and compare expectations. The items below show what to cover to advance to the next level.
What is Expected at Each Level
The table shows how skill depth grows from Junior to Principal. Click a row to see details.
| Role | Required | Description |
|---|---|---|
| AI Product Engineer | Understands MCP fundamentals: tool definitions, resource providers, and prompt templates. Integrates existing MCP servers into AI product workflows following established patterns. | |
| LLM Engineer | Understands MCP architecture: client-server communication, capability negotiation, and transport layers. Configures MCP connections for LLM applications and tests basic tool invocations. |
| Role | Required | Description |
|---|---|---|
| AI Product Engineer | Builds custom MCP servers with tool and resource endpoints for product-specific data sources. Implements authentication flows, error handling, and user-facing tool selection interfaces. | |
| LLM Engineer | Implements MCP servers with dynamic tool registration, streaming responses, and context management. Optimizes tool descriptions for LLM comprehension and handles multi-turn tool-use conversations. |
| Role | Required | Description |
|---|---|---|
| AI Product Engineer | Required | Designs MCP-based platform architecture connecting multiple AI agents to enterprise data sources. Implements security sandboxing, rate limiting, and audit logging for production MCP deployments. |
| LLM Engineer | Required | Designs scalable MCP infrastructure with server composition, tool orchestration, and fallback strategies. Implements protocol extensions for custom capabilities and mentors team on context window optimization with MCP tools. |
| Role | Required | Description |
|---|---|---|
| AI Product Engineer | Required | Defines Model Context Protocol strategy at the team/product level. Establishes standards and best practices. Conducts reviews. |
| LLM Engineer | Required | Defines Model Context Protocol strategy at team/product level. Establishes standards and best practices. Conducts reviews. |
| Role | Required | Description |
|---|---|---|
| AI Product Engineer | Required | Defines Model Context Protocol strategy at the organizational level. Establishes enterprise approaches. Mentors leads and architects. |
| LLM Engineer | Required | Defines Model Context Protocol strategy at organizational level. Establishes enterprise approaches. Mentors leads and architects. |
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