Aesthetics Wiki MCP
An MCP server that lets LLMs search, read, and discover aesthetics from the Aesthetics Wiki (cottagecore, dark academia, y2k, goblincore, and thousands more).
Backed by the MediaWiki API. No API key required. Zero setup: run it straight with uvx.
Why
The Aesthetics Wiki is one of the richest open catalogues of visual subcultures on the internet, but its content is locked behind a web UI. This server turns it into a structured tool so an LLM can actually use it:
- Mood-boards and visual research — pull a gallery of real reference images for any aesthetic in one tool call.
- Brand and creative direction — explore adjacent styles, find the right tag for a feeling, compare neighbors.
- Writing and worldbuilding — get grounded vocabulary (fashion, music, motifs) instead of generic LLM vibes.
- Serendipity —
random_aestheticis a cure for blank-page syndrome.
Tools
| Tool | Description |
|---|---|
search_aesthetic(query, limit=10) |
Full-text search across the wiki. |
get_aesthetic(name, max_chars=6000) |
Fetch a page's cleaned content + main image URL. |
get_aesthetic_images(name, limit=12) |
Gallery of image URLs from a page — perfect for moodboards. |
list_related(name, limit=20) |
List aesthetics linked from a page (neighbors/related). |
random_aesthetic(count=1) |
Pick random aesthetics for inspiration. |
