Skill-Profil

Model Context Protocol (MCP)

MCP servers, tools, resources, prompts, stdio/SSE transport, AI model integration

AI-Assisted Development MCP & AI Tools

Rollen

wo dieser Skill vorkommt

Stufen

strukturierter Entwicklungspfad

Pflichtanforderungen

die anderen 4 optional

AI-Assisted Development

MCP & AI Tools

17.3.2026

Wählen Sie Ihr aktuelles Level und vergleichen Sie die Erwartungen.

Was wird auf jedem Level erwartet

Die Tabelle zeigt, wie die Tiefe von Junior bis Principal wächst.

Rolle	Pflicht	Beschreibung
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.

Rolle	Pflicht	Beschreibung
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.

Rolle	Pflicht	Beschreibung
AI Product Engineer	Pflicht	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	Pflicht	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.

Rolle	Pflicht	Beschreibung
AI Product Engineer	Pflicht	Defines Model Context Protocol strategy at the team/product level. Establishes standards and best practices. Conducts reviews.
LLM Engineer	Pflicht	Defines Model Context Protocol strategy at team/product level. Establishes standards and best practices. Conducts reviews.

Rolle	Pflicht	Beschreibung
AI Product Engineer	Pflicht	Defines Model Context Protocol strategy at the organizational level. Establishes enterprise approaches. Mentors leads and architects.
LLM Engineer	Pflicht	Defines Model Context Protocol strategy at organizational level. Establishes enterprise approaches. Mentors leads and architects.

Junior 2 Anforderungen

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.

Middle 2 Anforderungen

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.

Senior 2 Anforderungen

AI Product Engineer
Pflicht

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
Pflicht

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.

Lead / Staff 2 Anforderungen

AI Product Engineer
Pflicht

Defines Model Context Protocol strategy at the team/product level. Establishes standards and best practices. Conducts reviews.
LLM Engineer
Pflicht

Defines Model Context Protocol strategy at team/product level. Establishes standards and best practices. Conducts reviews.

Principal 2 Anforderungen

AI Product Engineer
Pflicht

Defines Model Context Protocol strategy at the organizational level. Establishes enterprise approaches. Mentors leads and architects.
LLM Engineer
Pflicht

Defines Model Context Protocol strategy at organizational level. Establishes enterprise approaches. Mentors leads and architects.

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