Transform Complex Prompts into Reusable AI Skills and Hook DeepSeek into Claude Code

Why Simple Prompts Become a Burden

Generating city‑specific AI images often requires thousands of words of background, rules, and output format, forcing users to copy‑paste massive prompts for each request. This repetitive process is error‑prone and quickly exhausts the model’s context window.

Introducing AI Skills

A Skill packages the same logic as a prompt but in an engineered folder structure that the model can load on demand. The author created a food-diorama-skill that produces a 3D historical gourmet diorama for any Chinese city. 生成一个新疆的美食盲盒 The skill’s definition (written in a SKILL.md file) includes a role, profile, and detailed task instructions, such as a four‑quadrant layout and visual style specifications. The full YAML‑like description is omitted for brevity.

Prompt vs. Skill

Prompt: a one‑time “sticky note” that must be manually pasted each time.

Skill: a reusable “package” containing SKILL.md, templates, and resources, which can be version‑controlled and shared.

Skills enable on‑demand loading: Claude reads only the skill’s name and description initially, and loads the full instructions only when the user’s request matches the skill’s purpose.

Model Independence

Although the term “Claude Skills” suggests Claude‑only usage, the underlying model can be any compatible LLM, such as Claude Sonnet or DeepSeek. The skill merely provides a structured instruction set; the model that executes it is interchangeable.

Connecting DeepSeek V3.2 to Claude Code

DeepSeek’s official documentation recommends setting environment variables:

export ANTHROPIC_BASE_URL=https://api.deepseek.com/anthropic
export ANTHROPIC_AUTH_TOKEN=${DEEPSEEK_API_KEY}
export API_TIMEOUT_MS=600000
export ANTHROPIC_MODEL=deepseek-chat
export ANTHROPIC_SMALL_FAST_MODEL=deepseek-chat
export CLAUDE_CODE_DISABLE_NONESSENTIAL_TRAFFIC=1

For users uncomfortable with command‑line configuration, the graphical tool CC Switch allows setting the API key and model name via a UI, then enables the switch with a single click.

Steps to Use the Food‑Diorama Skill with DeepSeek

Copy the food-diorama-skill folder into Claude Code’s Skills directory.

Restart Claude Code so it detects the new skill.

Enter a request such as “生成一个北京的美食盲盒”.

Claude will automatically trigger the skill, eliminating the need to remember or paste long prompt text.

Final Thoughts

Skills turn ad‑hoc prompt snippets into reusable, version‑controlled assets that can be shared and executed by any capable LLM. They bridge the gap between raw prompts and full agents, offering a scalable way to capture and reuse AI‑driven creativity.