Playlist automation

JamRelay's playlist engine works on normalized tracks and serializable operation plans. Use health reports and dry runs to inspect a change before applying it.

Capabilities

• Analysis: concentration, duration, duplicates and artist repetition.
• Layout: seeded smart shuffle, artist balancing and smart insertion.
• Cleanup: exact and conservative semantic deduplication, filtering and artist limits.
• Composition: merge, split, clone and synchronization.
• Automation: typed rules, persistent recipes and optimization.

Provider writes use the selected adapter's current endpoints, pagination and bounded chunks. Capability differences are surfaced rather than hidden. See the generated tool reference for exact schemas.