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Replaced by io.github.no-fait/infinite-audience

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Status
Unhealthy
Uptime
12.0% over 38 days
OAuth
Works in Glama
Last Tested
Transport
Streamable HTTP
URL

TDQS

A3.5/5.0

Scored across 36 tools

Disambiguation3/5

Several tools have overlapping purposes, notably wait_for_segment and wait_for_workflow for similarity/propensity workflows, and three count-related tools (discovery_count, count_segment, recount_audience). Descriptions are detailed and help differentiate, but an agent could still misselect in these cases.

Naming Consistency4/5

Most tools follow a consistent verb_noun pattern in snake_case (e.g., get_audience, list_segments, wait_for_delivery). The discovery_* prefix is a minor deviation from the verb-first convention but remains predictable within that group.

Tool Count2/5

36 tools is a large surface for the apparent scope, especially given that many core create/deliver operations are not exposed. Some consolidation is possible, and the count is above the typical 3-15 range for a well-scoped set.

Completeness1/5

The tool set omits essential lifecycle operations that are referenced in descriptions (create_segment, create_audience, deliver_audience, etc.). Without these, agents cannot create audiences/segments or deliver data, leaving severe gaps in the surface.

Tool Schema Changelog

Recent tool additions, removals, and schema changes observed during successful MCP inspections.

  1. 27 tool updates
    • Removedarchive_segment
    • Removedbuild_saved_integration_segment
    • Removedbulk_archive_audiences
    • Removedbulk_archive_segments
    • Removedbulk_create_audiences
    • Removedbulk_create_segments
    • Removedbulk_deliver_audiences
    • Removedbulk_patch_audiences
    • Removedbulk_patch_segments
    • Removedcancel_matched_upload
    • Removedconfirm_column_mappings
    • Removedcreate_audience
    • Removedcreate_campaign
    • Removedcreate_segment
    • Removeddelete_audience
    • Removeddeliver_audience
    • Removeddeliver_file_match
    • Removedduplicate_audience
    • Removedduplicate_segment
    • Removedlink_audience_to_campaign
    • Removedmatch_records
    • Removedpatch_audience
    • Removedrefresh_audience
    • Removedrefresh_segment
    • Removedrespond_to_workflow_gate
    • Removedunlink_audience_from_campaign
    • Removedupdate_campaign
  2. 27 tool updates
    • Addedarchive_segment
    • Addedbuild_saved_integration_segment
    • Addedbulk_archive_audiences
    • Addedbulk_archive_segments
    • Addedbulk_create_audiences
    • Addedbulk_create_segments
    • Addedbulk_deliver_audiences
    • Addedbulk_patch_audiences
    • Addedbulk_patch_segments
    • Addedcancel_matched_upload
    • Addedconfirm_column_mappings
    • Addedcreate_audience
    • Addedcreate_campaign
    • Addedcreate_segment
    • Addeddelete_audience
    • Addeddeliver_audience
    • Addeddeliver_file_match
    • Addedduplicate_audience
    • Addedduplicate_segment
    • Addedlink_audience_to_campaign
    • Addedmatch_records
    • Addedpatch_audience
    • Addedrefresh_audience
    • Addedrefresh_segment
    • Addedrespond_to_workflow_gate
    • Addedunlink_audience_from_campaign
    • Addedupdate_campaign
  3. 2 tool updates
    • Changedget_field_catalog3 fields changed
      • changedOutput schema / properties / fields / description
        Previous value: -"Selectable enrichment fields"New value: +"Selectable output fields; audience filtering remains audience-tagged only"
      • addedOutput schema / properties / fields / items / properties / product_usage
        Added value: +{
        +  "items": {
        +    "type": "string"
        +  },
        +  "type": "array"
        +}
      • changedOutput schema / properties / fields / items / required
        Previous value: -[
        -  "field_name"
        -]New value: +[
        +  "field_name",
        +  "product_usage"
        +]
    • Changedwait_for_segment1 field changed
      • changedInput schema / properties / segment_id / description
        Previous value: -"The segment ID returned by create_segment or save_segment"New value: +"The segment ID returned by create_segment"
  4. 14 tool updates
    • Changeddiscovery_count11 fields changed
      • addedInput schema / properties / criteria / description
        Added value: +"Simple demographic criteria; choose this or one other population input, not both"
      • addedInput schema / properties / criteria / properties / age_max / description
        Added value: +"Maximum age in years"
      • addedInput schema / properties / criteria / properties / age_min / description
        Added value: +"Minimum age in years"
      • addedInput schema / properties / criteria / properties / genders / description
        Added value: +"Gender labels to include"
      • addedInput schema / properties / criteria / properties / income_max / description
        Added value: +"Legacy input; ignored because household income is categorical. Use field-catalog filters instead."
      • addedInput schema / properties / criteria / properties / income_min / description
        Added value: +"Legacy input; ignored because household income is categorical. Use field-catalog filters instead."
      • addedInput schema / properties / criteria / properties / interests / description
        Added value: +"Interest labels to include"
      • addedInput schema / properties / criteria / properties / states / description
        Added value: +"US state abbreviations to include"
      • addedInput schema / properties / criteria / properties / zip_codes / description
        Added value: +"Five-digit ZIP codes to include"
      • addedInput schema / properties / group_by / description
        Added value: +"Field to group counts by; mutually exclusive with automatic breakdowns"
      • changedOutput schema / (root)
        Previous value: -nullNew value: +{
        +  "$schema": "http://json-schema.org/draft-07/schema#",
        +  "additionalProperties": {},
        +  "properties": {
        +    "bytes_scanned": {
        +      "description": "Measured query bytes scanned",
        +      "type": "number"
        +    },
        +    "count": {
        +      "description": "Number of matching records",
        +      "type": "number"
        +    },
        +    "estimated_cost_usd": {
        +      "description": "Estimated query cost in US dollars",
        +      "type": "number"
        +    }
        +  },
        +  "required": [
        +    "count",
        +    "bytes_scanned",
        +    "estimated_cost_usd"
        +  ],
        +  "type": "object"
        +}
    • Changeddiscovery_lookup11 fields changed
      • addedInput schema / properties / criteria / description
        Added value: +"Simple demographic criteria; choose this or one other population input, not both"
      • addedInput schema / properties / criteria / properties / age_max / description
        Added value: +"Maximum age in years"
      • addedInput schema / properties / criteria / properties / age_min / description
        Added value: +"Minimum age in years"
      • addedInput schema / properties / criteria / properties / genders / description
        Added value: +"Gender labels to include"
      • addedInput schema / properties / criteria / properties / income_max / description
        Added value: +"Legacy input; ignored because household income is categorical. Use field-catalog filters instead."
      • addedInput schema / properties / criteria / properties / income_min / description
        Added value: +"Legacy input; ignored because household income is categorical. Use field-catalog filters instead."
      • addedInput schema / properties / criteria / properties / interests / description
        Added value: +"Interest labels to include"
      • addedInput schema / properties / criteria / properties / states / description
        Added value: +"US state abbreviations to include"
      • addedInput schema / properties / criteria / properties / zip_codes / description
        Added value: +"Five-digit ZIP codes to include"
      • addedInput schema / properties / limit / description
        Added value: +"Maximum masked sample rows, 1–25 (default 10)"
      • changedOutput schema / (root)
        Previous value: -nullNew value: +{
        +  "$schema": "http://json-schema.org/draft-07/schema#",
        +  "additionalProperties": {},
        +  "properties": {
        +    "available_fields": {
        +      "description": "Fields available in the audience graph",
        +      "items": {
        +        "type": "string"
        +      },
        +      "type": "array"
        +    },
        +    "bytes_scanned": {
        +      "description": "Measured query bytes scanned",
        +      "type": "number"
        +    },
        +    "estimated_cost_usd": {
        +      "description": "Estimated query cost in US dollars",
        +      "type": "number"
        +    },
        +    "rows": {
        +      "description": "Masked sample records",
        +      "items": {
        +        "additionalProperties": {},
        +        "propertyNames": {
        +          "type": "string"
        +        },
        +        "type": "object"
        +      },
        +      "type": "array"
        +    },
        +    "total_matched": {
        +      "description": "Number of records matching the lookup",
        +      "type": "number"
        +    }
        +  },
        +  "required": [
        +    "rows",
        +    "total_matched",
        +    "bytes_scanned",
        +    "estimated_cost_usd",
        +    "available_fields"
        +  ],
        +  "type": "object"
        +}
    • Changedget_audience1 field changed
      • changedOutput schema / (root)
        Previous value: -nullNew value: +{
        +  "$schema": "http://json-schema.org/draft-07/schema#",
        +  "additionalProperties": {},
        +  "properties": {
        +    "audience_id": {
        +      "type": "string"
        +    },
        +    "excluded_segment_ids": {
        +      "items": {
        +        "type": "string"
        +      },
        +      "type": "array"
        +    },
        +    "name": {
        +      "type": "string"
        +    },
        +    "segment_ids": {
        +      "items": {
        +        "type": "string"
        +      },
        +      "type": "array"
        +    },
        +    "status": {
        +      "type": "string"
        +    }
        +  },
        +  "required": [
        +    "audience_id",
        +    "name",
        +    "status",
        +    "segment_ids",
        +    "excluded_segment_ids"
        +  ],
        +  "type": "object"
        +}
    • Changedget_campaign1 field changed
      • changedOutput schema / (root)
        Previous value: -nullNew value: +{
        +  "$schema": "http://json-schema.org/draft-07/schema#",
        +  "additionalProperties": {},
        +  "properties": {
        +    "audiences": {
        +      "items": {
        +        "additionalProperties": {},
        +        "propertyNames": {
        +          "type": "string"
        +        },
        +        "type": "object"
        +      },
        +      "type": "array"
        +    },
        +    "id": {
        +      "type": "string"
        +    },
        +    "name": {
        +      "type": "string"
        +    },
        +    "status": {
        +      "type": "string"
        +    }
        +  },
        +  "required": [
        +    "id",
        +    "name",
        +    "status",
        +    "audiences"
        +  ],
        +  "type": "object"
        +}
    • Changedget_data_release1 field changed
      • changedOutput schema / (root)
        Previous value: -nullNew value: +{
        +  "$schema": "http://json-schema.org/draft-07/schema#",
        +  "additionalProperties": false,
        +  "properties": {
        +    "as_of": {
        +      "description": "ISO timestamp of the registry snapshot",
        +      "type": "string"
        +    },
        +    "current_release_major": {
        +      "type": "number"
        +    },
        +    "current_release_minor": {
        +      "type": "number"
        +    }
        +  },
        +  "required": [
        +    "current_release_major",
        +    "current_release_minor",
        +    "as_of"
        +  ],
        +  "type": "object"
        +}
    • Changedget_field_catalog1 field changed
      • changedOutput schema / (root)
        Previous value: -nullNew value: +{
        +  "$schema": "http://json-schema.org/draft-07/schema#",
        +  "additionalProperties": {},
        +  "properties": {
        +    "fields": {
        +      "description": "Selectable enrichment fields",
        +      "items": {
        +        "additionalProperties": {},
        +        "properties": {
        +          "field_name": {
        +            "type": "string"
        +          }
        +        },
        +        "required": [
        +          "field_name"
        +        ],
        +        "type": "object"
        +      },
        +      "type": "array"
        +    },
        +    "pricing": {
        +      "additionalProperties": {},
        +      "description": "Organization-specific prices",
        +      "propertyNames": {
        +        "type": "string"
        +      },
        +      "type": "object"
        +    },
        +    "templates": {
        +      "description": "Available field templates",
        +      "items": {
        +        "additionalProperties": {},
        +        "properties": {
        +          "fields": {
        +            "items": {
        +              "type": "string"
        +            },
        +            "type": "array"
        +          },
        +          "template_id": {
        +            "type": "string"
        +          }
        +        },
        +        "required": [
        +          "template_id",
        +          "fields"
        +        ],
        +        "type": "object"
        +      },
        +      "type": "array"
        +    }
        +  },
        +  "required": [
        +    "fields",
        +    "templates",
        +    "pricing"
        +  ],
        +  "type": "object"
        +}
    • Changedget_saved_integration_segment_build1 field changed
      • addedInput schema / properties / materialization_id / description
        Added value: +"Materialization ID returned by build_saved_integration_segment"
    • Changedget_segment1 field changed
      • changedOutput schema / (root)
        Previous value: -nullNew value: +{
        +  "$schema": "http://json-schema.org/draft-07/schema#",
        +  "additionalProperties": {},
        +  "properties": {
        +    "name": {
        +      "type": "string"
        +    },
        +    "segment_id": {
        +      "type": "string"
        +    },
        +    "status": {
        +      "type": "string"
        +    },
        +    "subtype": {
        +      "enum": [
        +        "filter",
        +        "matched",
        +        "similarity",
        +        "propensity"
        +      ],
        +      "type": "string"
        +    }
        +  },
        +  "required": [
        +    "segment_id",
        +    "name",
        +    "subtype",
        +    "status"
        +  ],
        +  "type": "object"
        +}
    • Changedlist_all_deliveries4 fields changed
      • addedInput schema / properties / audience_id / description
        Added value: +"Only deliveries for this audience"
      • addedInput schema / properties / destination / description
        Added value: +"Only deliveries to this destination"
      • addedInput schema / properties / limit / description
        Added value: +"Maximum deliveries to return, 1–100 (default 25)"
      • addedInput schema / properties / status / description
        Added value: +"Only deliveries with this status"
    • Changedlist_audiences1 field changed
      • changedOutput schema / (root)
        Previous value: -nullNew value: +{
        +  "$schema": "http://json-schema.org/draft-07/schema#",
        +  "additionalProperties": {},
        +  "properties": {
        +    "audiences": {
        +      "description": "Saved audience summaries",
        +      "items": {
        +        "additionalProperties": {},
        +        "propertyNames": {
        +          "type": "string"
        +        },
        +        "type": "object"
        +      },
        +      "type": "array"
        +    },
        +    "next_cursor": {
        +      "anyOf": [
        +        {
        +          "type": "string"
        +        },
        +        {
        +          "type": "null"
        +        }
        +      ],
        +      "description": "Cursor for the next page, or null"
        +    },
        +    "total": {
        +      "description": "Number of audiences on this page",
        +      "type": "number"
        +    }
        +  },
        +  "required": [
        +    "audiences",
        +    "total",
        +    "next_cursor"
        +  ],
        +  "type": "object"
        +}
    • Changedlist_campaigns1 field changed
      • changedOutput schema / (root)
        Previous value: -nullNew value: +{
        +  "$schema": "http://json-schema.org/draft-07/schema#",
        +  "additionalProperties": {},
        +  "properties": {
        +    "campaigns": {
        +      "items": {
        +        "additionalProperties": {},
        +        "properties": {
        +          "id": {
        +            "type": "string"
        +          },
        +          "name": {
        +            "type": "string"
        +          },
        +          "status": {
        +            "type": "string"
        +          }
        +        },
        +        "required": [
        +          "id",
        +          "name",
        +          "status"
        +        ],
        +        "type": "object"
        +      },
        +      "type": "array"
        +    },
        +    "next_cursor": {
        +      "anyOf": [
        +        {
        +          "type": "string"
        +        },
        +        {
        +          "type": "null"
        +        }
        +      ]
        +    },
        +    "total": {
        +      "type": "number"
        +    }
        +  },
        +  "required": [
        +    "campaigns",
        +    "total",
        +    "next_cursor"
        +  ],
        +  "type": "object"
        +}
    • Changedlist_integration_runs5 fields changed
      • addedInput schema / properties / connection_id / description
        Added value: +"Filter to one organization integration connection"
      • addedInput schema / properties / kind / description
        Added value: +"Filter to one run kind"
      • addedInput schema / properties / limit / description
        Added value: +"Maximum runs per page, 1–100"
      • addedInput schema / properties / provider / description
        Added value: +"Filter to one integration provider"
      • addedInput schema / properties / status / description
        Added value: +"Filter to one run status"
    • Changedlist_segments1 field changed
      • changedOutput schema / (root)
        Previous value: -nullNew value: +{
        +  "$schema": "http://json-schema.org/draft-07/schema#",
        +  "additionalProperties": {},
        +  "properties": {
        +    "next_cursor": {
        +      "anyOf": [
        +        {
        +          "type": "string"
        +        },
        +        {
        +          "type": "null"
        +        }
        +      ],
        +      "description": "Cursor for the next page, or null"
        +    },
        +    "segments": {
        +      "description": "Saved segment summaries",
        +      "items": {
        +        "additionalProperties": {},
        +        "propertyNames": {
        +          "type": "string"
        +        },
        +        "type": "object"
        +      },
        +      "type": "array"
        +    },
        +    "total": {
        +      "description": "Number of segments on this page",
        +      "type": "number"
        +    }
        +  },
        +  "required": [
        +    "segments",
        +    "total",
        +    "next_cursor"
        +  ],
        +  "type": "object"
        +}
    • Changedpreview_saved_integration_segment1 field changed
      • addedInput schema / properties / filters / description
        Added value: +"Optional provider, connection, run, source-kind, and time-window filters"
  5. 36 tool updates
    • First observedanalyze_audience_upload
    • First observedcount_segment
    • First observeddiscovery_count
    • First observeddiscovery_crosstab
    • First observeddiscovery_lookup
    • First observeddiscovery_overlap
    • First observedget_audience
    • First observedget_audience_demographics
    • First observedget_campaign
    • First observedget_data_release
    • First observedget_delivery
    • First observedget_field_catalog
    • First observedget_file_match_job
    • First observedget_integration_run
    • First observedget_match_run
    • First observedget_saved_integration_segment_build
    • First observedget_segment
    • First observedget_segment_audiences
    • First observedget_segment_demographics
    • First observedget_workflow_status
    • First observedlist_all_deliveries
    • First observedlist_audiences
    • First observedlist_campaigns
    • First observedlist_deliveries
    • First observedlist_file_match_deliveries
    • First observedlist_file_match_jobs
    • First observedlist_integration_runs
    • First observedlist_match_runs
    • First observedlist_saved_integration_matches
    • First observedlist_segments
    • First observedpreview_saved_integration_segment
    • First observedquote_delivery
    • First observedrecount_audience
    • First observedwait_for_delivery
    • First observedwait_for_segment
    • First observedwait_for_workflow

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