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analytics_report

Read-only

Attribution, model comparison, journeys, paid media, revenue+MER, live orders/visitors, heatmaps, insights. window_days floors to 1/7/14/28/30/60/90; time_zone returns workspace zone.

Tool call template

Replace each placeholder with a value matching the input schema. Only required parameters are included; add optional parameters as needed.

{
  "id": 1,
  "jsonrpc": "2.0",
  "method": "tools/call",
  "params": {
    "arguments": {
      "workspace": "<workspace>",
      "report": "<report>"
    },
    "name": "analytics_report"
  }
}

Input Schema

NameRequiredDescriptionDefault
toNo
daysNo
fromNo
limitNo
modelNo
retryNo
cursorNo
deviceNo
reportYes
compareNo
row_keyNo
campaignNo
channelsNo
customerNo
time_zoneNo
workspaceYes
compare_toNo
attributionNo
include_piiNo
shift_levelNo
window_daysNo
compare_fromNo
order_sourceNo
insights_kindNo
heatmap_targetNo
include_pointsNo
comparison_modelNo

Schema Changelog

Changes observed during successful MCP inspections.

  1. Changed4 schema fields changed
    • addedInput schema / properties / window_days / exclusiveMinimum
      Added value: +0
    • removedInput schema / properties / window_days / maximum
      Removed value: -90
    • removedInput schema / properties / window_days / minimum
      Removed value: -1
    • changedInput schema / properties / window_days / type
      Previous value: -"integer"New value: +"number"
  2. First observed

TDQS

C2.7/5.0
Behavior3/5

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

Annotations already declare readOnlyHint=true and destructiveHint=false, so safety is covered. The description adds real behavioral detail beyond the schema: window_days floors to discrete buckets (1/7/14/28/30/60/90) and time_zone reflects the workspace zone. However it omits notable traits for a read tool of this size — pagination via cursor/limit/retry, and especially that include_pii can return personal data.

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?

Two tightly packed sentences with no filler; the behavioral constraints about window_days and time_zone are placed where they are needed. The first sentence is telegraphic enough to be slightly cryptic, but nothing is wasted.

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?

For a 27-parameter, nested-object, no-output-schema dispatch tool, the description leaves the agent guessing about required inputs, report-type selection, pagination, and PII exposure. The two behavioral notes are useful but far short of what is needed to call this correctly.

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?

With 27 parameters and 0% schema description coverage, the description must carry the burden, and it explains only two: window_days flooring and time_zone defaulting. It says nothing about the required `report` and `workspace` params, the model vs comparison_model distinction, compare/compare_to/compare_from, cursor pagination, or include_pii semantics.

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

Purpose3/5

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

The description is a keyword list of report categories (attribution, model comparison, journeys, paid media, revenue+MER, heatmaps, insights) that maps loosely to the `report` enum, but it never states a verb or explains that this single tool dispatches on the required `report` parameter. An agent must open the schema to learn what the tool actually does, and several siblings (analytics_query, attribution_journeys_get, ads_breakdowns_get) overlap without any differentiation.

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?

There is no when-to-use guidance, no exclusions, and no mention of alternatives despite heavy sibling overlap with analytics_query, attribution_journeys_list, ads_breakdowns_get, and funnels_analytics_get. The agent cannot tell from the description which tool to pick for a given analytics question.

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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