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Recommendations

recommendations
Read-onlyIdempotent

Get ranked SeatGeek event recommendations SIMILAR TO a seed you supply — a performer id, an event id, or the performers of an event. Requires at least one seed; it is not a personalized feed for an anonymous user. Optional filters (geoip, lat/lon, postal_code, datetime_utc, per_page) narrow the result.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
latNoLatitude to rank recommendations around; pair with lon.
lonNoLongitude to rank recommendations around; pair with lat.
per_pageNoResults per page (default 10).
events.idNoSeed: recommend events similar to this event id. Get one from the events tool.
postal_codeNoRestrict recommendations to a US postal code, e.g. "94002".
performers.idNoSeed: recommend events similar to this performer id (e.g. 35). Get one from the performers tool.
datetime_utc.gteNoOnly recommend events at or after this UTC datetime, e.g. "2026-09-01T00:00:00".
events.performers.idNoSeed: recommend events similar to the performers appearing at this event id.

Output Schema

TableJSON Schema
NameRequiredDescriptionDefault
metaNo
list_dataNo
recommendationsNo

Schema Changelog

Changes observed during successful MCP inspections.

  1. Changed6 schema fields changed
    • removedOutput schema / properties / count
      Removed value: -{
      -  "description": "Number of items returned.",
      -  "type": "integer"
      -}
    • removedOutput schema / properties / items
      Removed value: -{
      -  "description": "Recommended events",
      -  "items": {
      -    "additionalProperties": true,
      -    "properties": {},
      -    "type": "object"
      -  },
      -  "type": "array"
      -}
    • addedOutput schema / properties / list_data
      Added value: +{
      +  "properties": {
      +    "id": {
      +      "type": "string"
      +    },
      +    "list_key": {
      +      "type": "string"
      +    },
      +    "style_type": {
      +      "type": "string"
      +    }
      +  },
      +  "type": "object"
      +}
    • addedOutput schema / properties / meta
      Added value: +{
      +  "properties": {
      +    "geolocation": {
      +      "properties": {
      +        "city": {
      +          "type": "string"
      +        },
      +        "country": {
      +          "type": "string"
      +        },
      +        "display_name": {
      +          "type": "string"
      +        },
      +        "lat": {
      +          "type": "number"
      +        },
      +        "lon": {
      +          "type": "number"
      +        },
      +        "metro_code": {
      +          "type": "string"
      +        },
      +        "postal_code": {
      +          "type": "string"
      +        },
      +        "range": {
      +          "type": "string"
      +        },
      +        "sg_market_area_id": {
      +          "type": "string"
      +        },
      +        "state": {
      +          "type": "string"
      +        }
      +      },
      +      "type": "object"
      +    },
      +    "page": {
      +      "type": "number"
      +    },
      +    "per_page": {
      +      "type": "number"
      +    },
      +    "status": {
      +      "type": "number"
      +    },
      +    "total": {
      +      "type": "number"
      +    }
      +  },
      +  "type": "object"
      +}
    • addedOutput schema / properties / recommendations
      Added value: +{
      +  "items": {
      +    "properties": {
      +      "event": {
      +        "properties": {
      +          "access_method": {
      +            "type": "null"
      +          },
      +          "announce_date": {
      +            "type": "string"
      +          },
      +          "announcements": {
      +            "properties": {},
      +            "type": "object"
      +          },
      +          "approved": {
      +            "type": "boolean"
      +          },
      +          "away_team": {
      +            "type": "null"
      +          },
      +          "conditional": {
      +            "type": "boolean"
      +          },
      +          "contingent": {
      +            "type": "boolean"
      +          },
      +          "created_at": {
      +            "type": "string"
      +          },
      +          "date_tbd": {
      +            "type": "boolean"
      +          },
      +          "datetime_local": {
      +            "type": "string"
      +          },
      +          "datetime_tbd": {
      +            "type": "boolean"
      +          },
      +          "datetime_utc": {
      +            "type": "string"
      +          },
      +          "description": {
      +            "type": "string"
      +          },
      +          "display_config": {
      +            "properties": {
      +              "above_face_value_banner_required": {
      +                "type": "boolean"
      +              },
      +              "checkout_seat_numbers_required": {
      +                "type": "boolean"
      +              },
      +              "event_page_all_in_pricing_default": {
      +                "type": "boolean"
      +              },
      +              "global_all_in_pricing_default": {
      +                "type": "boolean"
      +              },
      +              "itemization_required": {
      +                "type": "boolean"
      +              },
      +              "listing_detail_all_in_pricing_default": {
      +                "type": "boolean"
      +              },
      +              "order_fee_required_in_aip": {
      +                "type": "boolean"
      +              },
      +              "primary_sale_taxes_required_in_aip": {
      +                "type": "boolean"
      +              },
      +              "secondary_marketplace_banner_emphasis_required": {
      +                "type": "boolean"
      +              },
      +              "secondary_marketplace_banner_required": {
      +                "type": "boolean"
      +              },
      +              "secondary_sale_taxes_required_in_aip": {
      +                "type": "boolean"
      +              }
      +            },
      +            "type": "object"
      +          },
      +          "enddatetime_utc": {
      +            "type": "string"
      +          },
      +          "event_group_ids": {
      +            "items": {
      +              "type": "number"
      +            },
      +            "type": "array"
      +          },
      +          "event_promotion": {
      +            "type": "null"
      +          },
      +          "expected_experience_end": {
      +            "type": [
      +              "null",
      +              "string"
      +            ]
      +          },
      +          "game_number": {
      +            "type": "number"
      +          },
      +          "general_admission": {
      +            "type": "boolean"
      +          },
      +          "home_game_number": {
      +            "type": "number"
      +          },
      +          "home_team": {
      +            "type": "null"
      +          },
      +          "id": {
      +            "type": "number"
      +          },
      +          "integrated": {
      +            "properties": {
      +              "provider_id": {
      +                "type": "string"
      +              },
      +              "provider_name": {
      +                "type": "string"
      +              }
      +            },
      +            "type": [
      +              "null",
      +              "object"
      +            ]
      +          },
      +          "inventory_config": {
      +            "items": {
      +              "properties": {
      +                "disabled_datetime": {
      +                  "type": "null"
      +                },
      +                "enabled_datetime": {
      +                  "type": "string"
      +                },
      +                "is_disabled": {
      +                  "type": "boolean"
      +                },
      +                "market": {
      +                  "type": "string"
      +                }
      +              },
      +              "type": "object"
      +            },
      +            "type": "array"
      +          },
      +          "is_open": {
      +            "type": "boolean"
      +          },
      +          "is_visible": {
      +            "type": "boolean"
      +          },
      +          "is_visible_override": {
      +            "type": "string"
      +          },
      +          "links": {
      +            "items": {},
      +            "type": "array"
      +          },
      +          "main_event_id": {
      +            "type": "null"
      +          },
      +          "onsale": {
      +            "type": "null"
      +          },
      +          "open_domain_id": {
      +            "type": "string"
      +          },
      +          "open_id": {
      +            "type": "string"
      +          },
      +          "performer_order": {
      +            "items": {
      +              "properties": {
      +                "id": {
      +                  "type": "number"
      +                },
      +                "ordinal": {
      +                  "type": "number"
      +                }
      +              },
      +              "type": "object"
      +            },
      +            "type": "array"
      +          },
      +          "performers": {
      +            "items": {
      +              "properties": {
      +                "ada_dominant_image_color": {
      +                  "type": "string"
      +                },
      +                "away_team": {
      +                  "type": "boolean"
      +                },
      +                "colors": {
      +                  "type": "null"
      +                },
      +                "divisions": {
      +                  "type": "null"
      +                },
      +                "genres": {
      +                  "items": {
      +                    "properties": {
      +                      "id": {
      +                        "type": "number"
      +                      },
      +                      "name": {
      +                        "type": "string"
      +                      },
      +                      "primary": {
      +                        "type": "boolean"
      +                      },
      +                      "slug": {
      +                        "type": "string"
      +                      }
      +                    },
      +                    "type": "object"
      +                  },
      +                  "type": "array"
      +                },
      +                "has_upcoming_events": {
      +                  "type": "boolean"
      +                },
      +                "hidden": {
      +                  "type": "boolean"
      +                },
      +                "home_team": {
      +                  "type": "boolean"
      +                },
      +                "home_venue_id": {
      +                  "type": "null"
      +                },
      +                "id": {
      +                  "type": "number"
      +                },
      +                "image": {
      +                  "type": "string"
      +                },
      +                "image_attribution": {
      +                  "type": "string"
      +                },
      +                "image_license": {
      +                  "type": "string"
      +                },
      +                "image_rights_message": {
      +                  "type": "string"
      +                },
      +                "images": {
      +                  "properties": {
      +                    "huge": {
      +                      "type": "string"
      +                    }
      +                  },
      +                  "type": "object"
      +                },
      +                "is_event": {
      +                  "type": "boolean"
      +                },
      +                "location": {
      +                  "type": "null"
      +                },
      +                "name": {
      +                  "type": "string"
      +                },
      +                "num_upcoming_events": {
      +                  "type": "number"
      +                },
      +                "popularity": {
      +                  "type": "number"
      +                },
      +                "primary": {
      +                  "type": "boolean"
      +                },
      +                "score": {
      +                  "type": "number"
      +                },
      +                "short_name": {
      +                  "type": "string"
      +                },
      +                "slug": {
      +                  "type": "string"
      +                },
      +                "stats": {
      +                  "properties": {
      +                    "event_count": {
      +                      "type": "number"
      +                    }
      +                  },
      +                  "type": "object"
      +                },
      +                "taxonomies": {
      +                  "items": {
      +                    "properties": {
      +                      "id": {
      +                        "type": "number"
      +                      },
      +                      "name": {
      +                        "type": "string"
      +                      },
      +                      "parent_id": {
      +                        "type": "null"
      +                      },
      +                      "rank": {
      +                        "type": "number"
      +                      },
      +                      "seo_event_type": {
      +                        "type": "string"
      +                      }
      +                    },
      +                    "type": "object"
      +                  },
      +                  "type": "array"
      +                },
      +                "type": {
      +                  "type": "string"
      +                },
      +                "url": {
      +                  "type": "string"
      +                }
      +              },
      +              "type": "object"
      +            },
      +            "type": "array"
      +          },
      +          "playoffs": {
      +            "type": "null"
      +          },
      +          "popularity": {
      +            "type": "number"
      +          },
      +          "regulation": {
      +            "type": "null"
      +          },
      +          "sales_end_datetime_utc": {
      +            "type": [
      +              "null",
      +              "string"
      +            ]
      +          },
      +          "score": {
      +            "type": "number"
      +          },
      +          "season_stage": {
      +            "type": "null"
      +          },
      +          "short_title": {
      +            "type": "string"
      +          },
      +          "stats": {
      +            "properties": {
      +              "average_price": {
      +                "type": "number"
      +              },
      +              "dq_bucket_counts": {
      +                "items": {},
      +                "type": "array"
      +              },
      +              "highest_price": {
      +                "type": "number"
      +              },
      +              "listing_count": {
      +                "type": "number"
      +              },
      +              "lowest_price": {
      +                "type": "number"
      +              },
      +              "lowest_price_good_deals": {
      +                "type": "number"
      +              },
      +              "lowest_sg_base_price": {
      +                "type": "number"
      +              },
      +              "lowest_sg_base_price_good_deals": {
      +                "type": "number"
      +              },
      +              "median_price": {
      +                "type": "number"
      +              },
      +              "ticket_count": {
      +                "type": "number"
      +              },
      +              "visible_listing_count": {
      +                "type": "number"
      +              }
      +            },
      +            "type": "object"
      +          },
      +          "status": {
      +            "type": "string"
      +          },
      +          "taxonomies": {
      +            "items": {
      +              "properties": {
      +                "id": {
      +                  "type": "number"
      +                },
      +                "name": {
      +                  "type": "string"
      +                },
      +                "parent_id": {
      +                  "type": "null"
      +                },
      +                "rank": {
      +                  "type": "number"
      +                },
      +                "seo_event_type": {
      +                  "type": "string"
      +                }
      +              },
      +              "type": "object"
      +            },
      +            "type": "array"
      +          },
      +          "taxonomy_id": {
      +            "type": "number"
      +          },
      +          "tbd_datetime_range_end_utc": {
      +            "type": "null"
      +          },
      +          "tbd_datetime_range_start_utc": {
      +            "type": "null"
      +          },
      +          "tdc_pv_id": {
      +            "type": "number"
      +          },
      +          "tdc_pvo_id": {
      +            "type": "number"
      +          },
      +          "ticketmaster": {
      +            "type": [
      +              "null",
      +              "string"
      +            ]
      +          },
      +          "time_tbd": {
      +            "type": "boolean"
      +          },
      +          "title": {
      +            "type": "string"
      +          },
      +          "type": {
      +            "type": "string"
      +          },
      +          "url": {
      +            "type": "string"
      +          },
      +          "venue": {
      +            "properties": {
      +              "access_method": {
      +                "type": "null"
      +              },
      +              "address": {
      +                "type": "string"
      +              },
      +              "capacity": {
      +                "type": "number"
      +              },
      +              "city": {
      +                "type": "string"
      +              },
      +              "country": {
      +                "type": "string"
      +              },
      +              "display_location": {
      +                "type": "string"
      +              },
      +              "extended_address": {
      +                "type": "string"
      +              },
      +              "has_upcoming_events": {
      +                "type": "boolean"
      +              },
      +              "hidden": {
      +                "type": "boolean"
      +              },
      +              "id": {
      +                "type": "number"
      +              },
      +              "links": {
      +                "items": {},
      +                "type": "array"
      +              },
      +              "location": {
      +                "properties": {
      +                  "lat": {
      +                    "type": "number"
      +                  },
      +                  "lon": {
      +                    "type": "number"
      +                  }
      +                },
      +                "type": "object"
      +              },
      +              "marquee_city": {
      +                "type": "null"
      +              },
      +              "metro_code": {
      +                "type": "number"
      +              },
      +              "name": {
      +                "type": "string"
      +              },
      +              "name_v2": {
      +                "type": "string"
      +              },
      +              "num_upcoming_events": {
      +                "type": "number"
      +              },
      +              "popularity": {
      +                "type": "number"
      +              },
      +              "postal_code": {
      +                "type": "string"
      +              },
      +              "score": {
      +                "type": "number"
      +              },
      +              "sg_market_area": {
      +                "type": "number"
      +              },
      +              "slug": {
      +                "type": "string"
      +              },
      +              "state": {
      +                "type": "string"
      +              },
      +              "timezone": {
      +                "type": "string"
      +              },
      +              "url": {
      +                "type": "string"
      +              }
      +            },
      +            "type": "object"
      +          },
      +          "visible_at": {
      +            "type": "string"
      +          },
      +          "visible_until_utc": {
      +            "type": "string"
      +          }
      +        },
      +        "type": "object"
      +      },
      +      "score": {
      +        "type": "number"
      +      }
      +    },
      +    "type": "object"
      +  },
      +  "type": "array"
      +}
    • removedOutput schema / required
      Removed value: -[
      -  "items",
      -  "count"
      -]
  2. Changed10 schema fields changed
    • removedInput schema / additionalProperties
      Removed value: -true
    • changedInput schema / examples
      Previous value: -[
      -  {
      -    "per_page": 10
      -  }
      -]New value: +[
      +  {
      +    "per_page": 10,
      +    "performers.id": 35
      +  }
      +]
    • addedInput schema / properties / datetime_utc.gte
      Added value: +{
      +  "description": "Only recommend events at or after this UTC datetime, e.g. \"2026-09-01T00:00:00\".",
      +  "type": "string"
      +}
    • addedInput schema / properties / events.id
      Added value: +{
      +  "description": "Seed: recommend events similar to this event id. Get one from the events tool.",
      +  "type": "number"
      +}
    • addedInput schema / properties / events.performers.id
      Added value: +{
      +  "description": "Seed: recommend events similar to the performers appearing at this event id.",
      +  "type": "number"
      +}
    • addedInput schema / properties / lat
      Added value: +{
      +  "description": "Latitude to rank recommendations around; pair with lon.",
      +  "type": "number"
      +}
    • addedInput schema / properties / lon
      Added value: +{
      +  "description": "Longitude to rank recommendations around; pair with lat.",
      +  "type": "number"
      +}
    • addedInput schema / properties / per_page
      Added value: +{
      +  "description": "Results per page (default 10).",
      +  "type": "number"
      +}
    • addedInput schema / properties / performers.id
      Added value: +{
      +  "description": "Seed: recommend events similar to this performer id (e.g. 35). Get one from the performers tool.",
      +  "type": "number"
      +}
    • addedInput schema / properties / postal_code
      Added value: +{
      +  "description": "Restrict recommendations to a US postal code, e.g. \"94002\".",
      +  "type": "string"
      +}
  3. First observed

TDQS

A4.3/5.0
Behavior4/5

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

Annotations already declare readOnly, idempotent, openWorld, and non-destructive, so the safety profile is covered. The description adds a constraint the schema does not express (required params = 0, yet at least one seed is mandatory) and frames the ranking/filter behavior. Pagination and return shape are left to the output schema, which is fair.

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?

Two sentences, zero filler, with the core seed requirement front-loaded ahead of the optional filters. Every clause earns its place.

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

Completeness5/5

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

With a rich output schema, full annotation coverage, and 100% schema descriptions, the remaining burden on the description is the seed precondition and ranking semantics, both of which are stated. Nothing an agent needs to call it correctly is missing.

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 100%, so the baseline is 3. The description groups the optional filter family (geoip, lat/lon, postal_code, datetime_utc, per_page) but adds no syntax beyond the schema, and references a 'geoip' parameter that does not appear in the schema properties, a minor inconsistency.

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

Purpose5/5

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

States a specific verb (get ranked recommendations), resource (SeatGeek events), and mechanism (similarity to a seed), and explicitly distinguishes itself from a personalized feed. An agent can tell what this tool returns and how it differs from browsing tools without opening the schema.

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

Usage Guidelines4/5

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

Gives a clear precondition ('requires at least one seed') and an explicit exclusion ('not a personalized feed for an anonymous user'), plus notes that filters narrow results. It stops short of naming a sibling alternative for the no-seed case, so the routing is implied rather than fully spelled out.

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

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