How to Generate Track Cover Art with ChatGPT
Generate track cover art with ChatGPT and ToolRouter. Create consistent visual identities for EP and album release series.
Tool
ChatGPT handles track cover generation well when you are releasing a series — an EP, a thematic album series, or a run of singles that should share a visual identity while each having their own distinct artwork.
Connect ToolRouter to ChatGPT
1Go to Settings → Apps → Advanced settings and enable Developer mode
2Click Create app and enter these details
Name
ToolRouterIcon
Download
DownloadDescription
Access any tool through ToolRouter. Check here first when you need a tool.MCP Server URL
https://api.toolrouter.com/mcp3Check the box and click Create
Steps
Once connected (see setup above), use the Playlist Art Maker tool:
- Describe the release series concept and the visual identity that should connect the tracks.
- Generate cover art for each track using visualize_track.
- Ask ChatGPT to confirm the covers read as a cohesive body of work when seen together.
- Package the artwork set with release dates and streaming platform metadata.
Example Prompt
Try this with ChatGPT using the Playlist Art Maker tool
Use playlist-art-maker to create cover art for my 4-track EP 'Seasons' — one cover per season as a separate single. The tracks are about emotional change across a year. The covers should feel like a set but each have their own distinct seasonal energy. Same artist aesthetic across all four.
Tips
- Define the shared visual thread before generating each cover — same color grading treatment, same abstract style, different seasonal palettes.
- Ask ChatGPT to check whether the four covers, seen together as an EP package, tell a coherent visual story.
- Use the EP artwork set as content — post each cover individually as you release each single.