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Mixpanel MCP by usefulapi

Top events (today)

mixpanel_top_events
Read-only

List today's top events with counts and % change vs yesterday. Good first call to discover what events a project tracks. Query API: GET /events/top.

Input Schema

NameRequiredDescriptionDefault
typeNogeneral (totals), unique (per-user), or average. Default general.
limitNoMax events to return. Default 100.

Schema Changelog

Changes observed during successful MCP inspections.

  1. Changed1 schema field changed
    • changedInput schema / $schema
      Previous value: -"http://json-schema.org/draft-07/schema#"New value: +"https://json-schema.org/draft/2020-12/schema"
  2. First observed

TDQS

A4/5.0
Behavior3/5

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

Annotations already declare readOnlyHint=true, so the agent knows this is a safe read. The description adds the comparison window (today vs yesterday) and the underlying HTTP endpoint, which help set expectations about the data shape. But it says nothing about rate limits, result freshness, or pagination behavior for the list.

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 tight sentences plus an endpoint reference. The most decision-relevant fact (what it returns) is front-loaded. No filler or repetition of the name/title.

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

Completeness4/5

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

For a simple, no-required-parameter read tool with full schema coverage and annotations covering safety, the description covers purpose, scope, and a usage hint adequately. It lacks any note on output fields or pagination, but with no output schema that gap is minor given how straightforward the call is.

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% – both parameters (type enum and limit) are already documented in the schema with defaults. The description adds no parameter-level detail beyond what the schema provides. Baseline 3 is appropriate when the schema does all the work.

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?

Specific verb+resource: lists today's top events with counts and % change vs yesterday. Clearly distinguishable from siblings like mixpanel_segmentation (trends over time) and mixpanel_query_funnel (funnel analysis). The 'Good first call to discover what events a project tracks' phrase further disambiguates its role.

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?

Explicitly frames itself as a discovery/onboarding call: 'Good first call to discover what events a project tracks.' This tells the agent when to reach for it. However, it doesn't name any alternative or say when not to use it (e.g., for custom date ranges use segmentation instead).

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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