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Glama

Recommend Events

recommend_events
Read-only

Use this when a user wants live events ranked by taste, vibe, price, and exclusions.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
cityNo
freeNo
vibeNo
whenNo
avoidNo
limitNo
prideNo
queryNo
venueNo
genresNo
offsetNo
date_toNo
promoterNo
date_fromNo
featuringNo
max_priceNo
price_maxNo
price_minNo
event_typesNo
result_limitNo
neighborhoodsNo

Schema Changelog

Changes observed during successful MCP inspections. Dates show when Glama detected each change.

  1. Changed14 schema fields changed
    • removedInput schema / properties / avoid / description
      Removed value: -"Terms to penalize in recommendations."
    • removedInput schema / properties / city / description
      Removed value: -"City name, for example berlin or new york."
    • removedInput schema / properties / date_from / description
      Removed value: -"Inclusive start date in YYYY-MM-DD format."
    • removedInput schema / properties / date_to / description
      Removed value: -"Inclusive end date in YYYY-MM-DD format."
    • removedInput schema / properties / featuring / description
      Removed value: -"Artist or performer name."
    • removedInput schema / properties / limit / default
      Removed value: -12
    • removedInput schema / properties / limit / description
      Removed value: -"Results per page (default 12). The response's count field is the TOTAL matching events. Raise limit or use offset to page through more."
    • removedInput schema / properties / max_price / description
      Removed value: -"Preference hint used by recommend_events and plan_night."
    • removedInput schema / properties / offset / default
      Removed value: -0
    • addedInput schema / properties / promoter
      Added value: +{
      +  "type": "string"
      +}
    • removedInput schema / properties / query / description
      Removed value: -"Free-text search, hybrid-ranked by the live API: exact prefix > substring > fuzzy > semantic similarity over event embeddings. Handles soft natural-language intent ('dark queer warehouse rave', 'ambient listening bar') as well as literal names, and recognizes date phrases."
    • removedInput schema / properties / result_limit / default
      Removed value: -10
    • removedInput schema / properties / when / description
      Removed value: -"Date preset: today, tonight, tomorrow, weekend, week, this week, any, or YYYY-MM-DD."
    • changedOutput schema / (root)
      Previous value: -{
      -  "anyOf": [
      -    {
      -      "properties": {
      -        "app_download_url": {
      -          "description": "Dizko iPhone app landing page.",
      -          "type": "string"
      -        },
      -        "assistant_instruction": {
      -          "type": "string"
      -        },
      -        "count": {
      -          "type": "number"
      -        },
      -        "events": {
      -          "items": {
      -            "properties": {
      -              "attendance_count": {
      -                "type": [
      -                  "number",
      -                  "null"
      -                ]
      -              },
      -              "calendar_url": {
      -                "description": "Prefilled Google Calendar link. Offer as 'Add to calendar'.",
      -                "type": [
      -                  "string",
      -                  "null"
      -                ]
      -              },
      -              "city": {
      -                "type": [
      -                  "string",
      -                  "null"
      -                ]
      -              },
      -              "description": {
      -                "description": "Short one-line event description for display.",
      -                "type": [
      -                  "string",
      -                  "null"
      -                ]
      -              },
      -              "directions_url": {
      -                "description": "Google Maps directions link. Offer as 'Get directions'.",
      -                "type": [
      -                  "string",
      -                  "null"
      -                ]
      -              },
      -              "ends_at": {
      -                "type": [
      -                  "string",
      -                  "null"
      -                ]
      -              },
      -              "event_types": {
      -                "items": {
      -                  "type": "string"
      -                },
      -                "type": "array"
      -              },
      -              "event_url": {
      -                "type": "string"
      -              },
      -              "genres": {
      -                "items": {
      -                  "type": "string"
      -                },
      -                "type": "array"
      -              },
      -              "id": {
      -                "type": "string"
      -              },
      -              "lineup": {
      -                "items": {
      -                  "type": "string"
      -                },
      -                "type": "array"
      -              },
      -              "price": {
      -                "type": [
      -                  "string",
      -                  "null"
      -                ]
      -              },
      -              "recommendation_reasons": {
      -                "items": {
      -                  "type": "string"
      -                },
      -                "type": "array"
      -              },
      -              "recommendation_score": {
      -                "type": "number"
      -              },
      -              "source": {
      -                "type": [
      -                  "string",
      -                  "null"
      -                ]
      -              },
      -              "starts_at": {
      -                "type": [
      -                  "string",
      -                  "null"
      -                ]
      -              },
      -              "ticket_url": {
      -                "type": [
      -                  "string",
      -                  "null"
      -                ]
      -              },
      -              "title": {
      -                "type": "string"
      -              },
      -              "venue": {
      -                "type": [
      -                  "string",
      -                  "null"
      -                ]
      -              },
      -              "vibe": {
      -                "items": {
      -                  "type": "string"
      -                },
      -                "type": "array"
      -              }
      -            },
      -            "required": [
      -              "id",
      -              "title",
      -              "event_url"
      -            ],
      -            "type": "object"
      -          },
      -          "type": "array"
      -        }
      -      },
      -      "required": [
      -        "count",
      -        "events"
      -      ],
      -      "type": "object"
      -    },
      -    {
      -      "properties": {
      -        "assistant_instruction": {
      -          "type": "string"
      -        },
      -        "cause": {
      -          "type": [
      -            "string",
      -            "null"
      -          ]
      -        },
      -        "classification": {
      -          "type": [
      -            "string",
      -            "null"
      -          ]
      -        },
      -        "code": {
      -          "type": [
      -            "string",
      -            "null"
      -          ]
      -        },
      -        "error": {
      -          "type": "string"
      -        },
      -        "hostname": {
      -          "type": [
      -            "string",
      -            "null"
      -          ]
      -        },
      -        "retryable": {
      -          "type": "boolean"
      -        },
      -        "status": {
      -          "type": [
      -            "number",
      -            "null"
      -          ]
      -        },
      -        "type": {
      -          "type": "string"
      -        },
      -        "url": {
      -          "type": [
      -            "string",
      -            "null"
      -          ]
      -        }
      -      },
      -      "required": [
      -        "error"
      -      ],
      -      "type": "object"
      -    }
      -  ],
      -  "type": "object"
      -}New value: +null
  2. Changed14 schema fields changed
    • addedInput schema / properties / avoid / description
      Added value: +"Terms to penalize in recommendations."
    • addedInput schema / properties / city / description
      Added value: +"City name, for example berlin or new york."
    • addedInput schema / properties / date_from / description
      Added value: +"Inclusive start date in YYYY-MM-DD format."
    • addedInput schema / properties / date_to / description
      Added value: +"Inclusive end date in YYYY-MM-DD format."
    • addedInput schema / properties / featuring / description
      Added value: +"Artist or performer name."
    • addedInput schema / properties / limit / default
      Added value: +12
    • addedInput schema / properties / limit / description
      Added value: +"Results per page (default 12). The response's count field is the TOTAL matching events. Raise limit or use offset to page through more."
    • addedInput schema / properties / max_price / description
      Added value: +"Preference hint used by recommend_events and plan_night."
    • addedInput schema / properties / offset / default
      Added value: +0
    • removedInput schema / properties / promoter
      Removed value: -{
      -  "type": "string"
      -}
    • addedInput schema / properties / query / description
      Added value: +"Free-text search, hybrid-ranked by the live API: exact prefix > substring > fuzzy > semantic similarity over event embeddings. Handles soft natural-language intent ('dark queer warehouse rave', 'ambient listening bar') as well as literal names, and recognizes date phrases."
    • addedInput schema / properties / result_limit / default
      Added value: +10
    • addedInput schema / properties / when / description
      Added value: +"Date preset: today, tonight, tomorrow, weekend, week, this week, any, or YYYY-MM-DD."
    • changedOutput schema / (root)
      Previous value: -nullNew value: +{
      +  "anyOf": [
      +    {
      +      "properties": {
      +        "app_download_url": {
      +          "description": "Dizko iPhone app landing page.",
      +          "type": "string"
      +        },
      +        "assistant_instruction": {
      +          "type": "string"
      +        },
      +        "count": {
      +          "type": "number"
      +        },
      +        "events": {
      +          "items": {
      +            "properties": {
      +              "attendance_count": {
      +                "type": [
      +                  "number",
      +                  "null"
      +                ]
      +              },
      +              "calendar_url": {
      +                "description": "Prefilled Google Calendar link. Offer as 'Add to calendar'.",
      +                "type": [
      +                  "string",
      +                  "null"
      +                ]
      +              },
      +              "city": {
      +                "type": [
      +                  "string",
      +                  "null"
      +                ]
      +              },
      +              "description": {
      +                "description": "Short one-line event description for display.",
      +                "type": [
      +                  "string",
      +                  "null"
      +                ]
      +              },
      +              "directions_url": {
      +                "description": "Google Maps directions link. Offer as 'Get directions'.",
      +                "type": [
      +                  "string",
      +                  "null"
      +                ]
      +              },
      +              "ends_at": {
      +                "type": [
      +                  "string",
      +                  "null"
      +                ]
      +              },
      +              "event_types": {
      +                "items": {
      +                  "type": "string"
      +                },
      +                "type": "array"
      +              },
      +              "event_url": {
      +                "type": "string"
      +              },
      +              "genres": {
      +                "items": {
      +                  "type": "string"
      +                },
      +                "type": "array"
      +              },
      +              "id": {
      +                "type": "string"
      +              },
      +              "lineup": {
      +                "items": {
      +                  "type": "string"
      +                },
      +                "type": "array"
      +              },
      +              "price": {
      +                "type": [
      +                  "string",
      +                  "null"
      +                ]
      +              },
      +              "recommendation_reasons": {
      +                "items": {
      +                  "type": "string"
      +                },
      +                "type": "array"
      +              },
      +              "recommendation_score": {
      +                "type": "number"
      +              },
      +              "source": {
      +                "type": [
      +                  "string",
      +                  "null"
      +                ]
      +              },
      +              "starts_at": {
      +                "type": [
      +                  "string",
      +                  "null"
      +                ]
      +              },
      +              "ticket_url": {
      +                "type": [
      +                  "string",
      +                  "null"
      +                ]
      +              },
      +              "title": {
      +                "type": "string"
      +              },
      +              "venue": {
      +                "type": [
      +                  "string",
      +                  "null"
      +                ]
      +              },
      +              "vibe": {
      +                "items": {
      +                  "type": "string"
      +                },
      +                "type": "array"
      +              }
      +            },
      +            "required": [
      +              "id",
      +              "title",
      +              "event_url"
      +            ],
      +            "type": "object"
      +          },
      +          "type": "array"
      +        }
      +      },
      +      "required": [
      +        "count",
      +        "events"
      +      ],
      +      "type": "object"
      +    },
      +    {
      +      "properties": {
      +        "assistant_instruction": {
      +          "type": "string"
      +        },
      +        "cause": {
      +          "type": [
      +            "string",
      +            "null"
      +          ]
      +        },
      +        "classification": {
      +          "type": [
      +            "string",
      +            "null"
      +          ]
      +        },
      +        "code": {
      +          "type": [
      +            "string",
      +            "null"
      +          ]
      +        },
      +        "error": {
      +          "type": "string"
      +        },
      +        "hostname": {
      +          "type": [
      +            "string",
      +            "null"
      +          ]
      +        },
      +        "retryable": {
      +          "type": "boolean"
      +        },
      +        "status": {
      +          "type": [
      +            "number",
      +            "null"
      +          ]
      +        },
      +        "type": {
      +          "type": "string"
      +        },
      +        "url": {
      +          "type": [
      +            "string",
      +            "null"
      +          ]
      +        }
      +      },
      +      "required": [
      +        "error"
      +      ],
      +      "type": "object"
      +    }
      +  ],
      +  "type": "object"
      +}
  3. Changed1 schema field changed
    • addedInput schema / properties / promoter
      Added value: +{
      +  "type": "string"
      +}
  4. Changed13 schema fields changed
    • removedInput schema / properties / avoid / description
      Removed value: -"Terms to penalize in recommendations."
    • removedInput schema / properties / city / description
      Removed value: -"City name, for example berlin or new york."
    • removedInput schema / properties / date_from / description
      Removed value: -"Inclusive start date in YYYY-MM-DD format."
    • removedInput schema / properties / date_to / description
      Removed value: -"Inclusive end date in YYYY-MM-DD format."
    • removedInput schema / properties / featuring / description
      Removed value: -"Artist or performer name."
    • removedInput schema / properties / limit / default
      Removed value: -12
    • removedInput schema / properties / limit / description
      Removed value: -"Results per page (default 12). The response's count field is the TOTAL matching events. Raise limit or use offset to page through more."
    • removedInput schema / properties / max_price / description
      Removed value: -"Preference hint used by recommend_events and plan_night."
    • removedInput schema / properties / offset / default
      Removed value: -0
    • removedInput schema / properties / query / description
      Removed value: -"Free-text search, hybrid-ranked by the live API: exact prefix > substring > fuzzy > semantic similarity over event embeddings. Handles soft natural-language intent ('dark queer warehouse rave', 'ambient listening bar') as well as literal names, and recognizes date phrases."
    • removedInput schema / properties / result_limit / default
      Removed value: -10
    • removedInput schema / properties / when / description
      Removed value: -"Date preset: today, tonight, tomorrow, weekend, week, this week, any, or YYYY-MM-DD."
    • changedOutput schema / (root)
      Previous value: -{
      -  "anyOf": [
      -    {
      -      "properties": {
      -        "app_download_url": {
      -          "description": "Dizko iPhone app landing page.",
      -          "type": "string"
      -        },
      -        "assistant_instruction": {
      -          "type": "string"
      -        },
      -        "count": {
      -          "type": "number"
      -        },
      -        "events": {
      -          "items": {
      -            "properties": {
      -              "attendance_count": {
      -                "type": [
      -                  "number",
      -                  "null"
      -                ]
      -              },
      -              "calendar_url": {
      -                "description": "Prefilled Google Calendar link. Offer as 'Add to calendar'.",
      -                "type": [
      -                  "string",
      -                  "null"
      -                ]
      -              },
      -              "city": {
      -                "type": [
      -                  "string",
      -                  "null"
      -                ]
      -              },
      -              "description": {
      -                "description": "Short one-line event description for display.",
      -                "type": [
      -                  "string",
      -                  "null"
      -                ]
      -              },
      -              "directions_url": {
      -                "description": "Google Maps directions link. Offer as 'Get directions'.",
      -                "type": [
      -                  "string",
      -                  "null"
      -                ]
      -              },
      -              "ends_at": {
      -                "type": [
      -                  "string",
      -                  "null"
      -                ]
      -              },
      -              "event_types": {
      -                "items": {
      -                  "type": "string"
      -                },
      -                "type": "array"
      -              },
      -              "event_url": {
      -                "type": "string"
      -              },
      -              "genres": {
      -                "items": {
      -                  "type": "string"
      -                },
      -                "type": "array"
      -              },
      -              "id": {
      -                "type": "string"
      -              },
      -              "lineup": {
      -                "items": {
      -                  "type": "string"
      -                },
      -                "type": "array"
      -              },
      -              "price": {
      -                "type": [
      -                  "string",
      -                  "null"
      -                ]
      -              },
      -              "recommendation_reasons": {
      -                "items": {
      -                  "type": "string"
      -                },
      -                "type": "array"
      -              },
      -              "recommendation_score": {
      -                "type": "number"
      -              },
      -              "source": {
      -                "type": [
      -                  "string",
      -                  "null"
      -                ]
      -              },
      -              "starts_at": {
      -                "type": [
      -                  "string",
      -                  "null"
      -                ]
      -              },
      -              "ticket_url": {
      -                "type": [
      -                  "string",
      -                  "null"
      -                ]
      -              },
      -              "title": {
      -                "type": "string"
      -              },
      -              "venue": {
      -                "type": [
      -                  "string",
      -                  "null"
      -                ]
      -              },
      -              "vibe": {
      -                "items": {
      -                  "type": "string"
      -                },
      -                "type": "array"
      -              }
      -            },
      -            "required": [
      -              "id",
      -              "title",
      -              "event_url"
      -            ],
      -            "type": "object"
      -          },
      -          "type": "array"
      -        }
      -      },
      -      "required": [
      -        "count",
      -        "events"
      -      ],
      -      "type": "object"
      -    },
      -    {
      -      "properties": {
      -        "assistant_instruction": {
      -          "type": "string"
      -        },
      -        "cause": {
      -          "type": [
      -            "string",
      -            "null"
      -          ]
      -        },
      -        "classification": {
      -          "type": [
      -            "string",
      -            "null"
      -          ]
      -        },
      -        "code": {
      -          "type": [
      -            "string",
      -            "null"
      -          ]
      -        },
      -        "error": {
      -          "type": "string"
      -        },
      -        "hostname": {
      -          "type": [
      -            "string",
      -            "null"
      -          ]
      -        },
      -        "retryable": {
      -          "type": "boolean"
      -        },
      -        "status": {
      -          "type": [
      -            "number",
      -            "null"
      -          ]
      -        },
      -        "type": {
      -          "type": "string"
      -        },
      -        "url": {
      -          "type": [
      -            "string",
      -            "null"
      -          ]
      -        }
      -      },
      -      "required": [
      -        "error"
      -      ],
      -      "type": "object"
      -    }
      -  ],
      -  "type": "object"
      -}New value: +null
  5. First observed

TDQS

B3.1/5.0
Behavior3/5

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

Annotations already declare readOnlyHint=true and openWorldHint=false, so the safety profile is covered. The description adds useful behavioral context by saying results are ranked by specific criteria, but it doesn't disclose defaults, fallback behavior, or output shape. This is acceptable but not rich.

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

Conciseness4/5

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

The description is a single sentence with no wasted words and front-loads the usage condition. However, given the complexity of 21 parameters, the structure is very minimal and omits operational details, though that is more a completeness concern than a conciseness one.

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

Completeness2/5

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

With 21 optional parameters, no per-parameter descriptions, and no output schema, this one-sentence description does not give an agent enough to reliably construct calls or interpret ranked results. It doesn't explain how parameters combine, sorting details, limit/offset semantics, or how to choose between this and related sibling tools.

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

Parameters2/5

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

Schema description coverage is 0% and there are 21 bare parameters. The description only maps high-level concepts like vibe, price, and exclusions to ranking axes, leaving query, venue, event_types, neighborhoods, limit/result_limit, date_from/to, and other fields completely unexplained. That is not enough compensation for an undocumented, large schema.

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?

The description clearly identifies that this tool recommends live events and the ranking dimensions (taste, vibe, price, exclusions), giving a specific verb and resource. However, it doesn't explicitly distinguish it from the sibling tool recommend_events_for_user, so some differentiation is left to inference.

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

Usage Guidelines3/5

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

It provides a clear context for when to use the tool: when the user wants events ranked by taste, vibe, price, or exclusions. But it gives no explicit when-not guidance or mention of alternatives like search_events or recommend_events_for_user, so usage boundaries are only implied.

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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TDQS

B3.2/5.0
Disambiguation4/5

Most tools map to distinct actions across search, recommendations, preferences, tickets, and feedback, with clear descriptions. The only real ambiguity is between recommend_events and recommend_events_for_user, plus some follow-up overlap, but boundaries are mostly clear.

Naming Consistency4/5

Tool names follow a consistent imperative verb_noun pattern and use snake_case throughout. Minor inconsistency exists in event vs events pluralization and interchangeable create/save verbs, but the overall pattern is predictable.

Tool Count3/5

23 tools is a large surface for an events assistant, landing in the 16-25 range that feels heavy. The count is defensible given the breadth of features, but it is borderline and somewhat difficult to navigate.

Completeness4/5

The set covers the core consumer journey well: search, recommendations, preference onboarding and CRUD, ticket quoting and purchase, and post-event feedback. Missing order-status or refund/cancellation endpoints are minor gaps, but primary workflows do not hit dead ends.

Resources