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recommendations

Generate track suggestions from seed tracks, artists, or genres to discover music matching your taste. Note: Spotify may restrict this endpoint for newer apps.

Instructions

Recommendations from seed tracks/artists/genres (Spotify has restricted this endpoint for newer apps; may return an explanatory error).

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
limitNo
seed_genresNoTrack names OR URIs OR open.spotify.com URLs — names are auto-resolved.
seed_tracksNoTrack names OR URIs OR open.spotify.com URLs — names are auto-resolved.
seed_artistsNoTrack names OR URIs OR open.spotify.com URLs — names are auto-resolved.

Schema Changelog

Changes observed during successful MCP inspections.

  1. First observedv1.0.0

TDQS

B3.3/5.0
Behavior3/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

No annotations, so description carries full burden. It discloses a key behavioral trait: the endpoint may be restricted and return an explanatory error. However, it omits other important behaviors like authentication requirements, rate limits, or what the response contains.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness5/5

Is the description appropriately sized, front-loaded, and free of redundancy?

Single sentence, front-loaded with the core function and immediately followed by a critical caveat. No wasted words.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness3/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

For a tool with no annotations and no output schema, the description is somewhat complete by mentioning the endpoint restriction, but it misses usage context and detailed behavior. Adequate as a minimum viable description.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters3/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

Schema description coverage is 75%, with seed parameters documented as accepting names OR URIs OR URLs. The description adds no further parameter semantics beyond what the schema already states. Baseline 3 is appropriate.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose4/5

Does the description clearly state what the tool does and how it differs from similar tools?

Clear verb-less but specific resource: recommendations generated from seed tracks/artists/genres. Distinct from siblings like search or artist_catalog. Lacks an explicit action verb but the purpose is understandable.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines2/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

No guidance on when to use this tool vs alternatives. Does not mention prerequisites like at least one seed required, nor how it compares to search or top_tracks.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.