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mixpanel_export_data

Export raw Mixpanel event data for a specified date range. Use service account credentials and optional event filters to retrieve targeted data.

Instructions

Export raw Mixpanel event data for a date range.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
service_account_usernameYesMixpanel Service Account username
service_account_secretYesMixpanel Service Account secret
project_idYesMixpanel project ID
from_dateNoStart date (YYYY-MM-DD, default: yesterday)
to_dateNoEnd date (YYYY-MM-DD, default: today)
eventNoFilter by event names
whereNoFilter expression
limitNoMax events to return
Behavior2/5

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

No annotations are provided, so the description carries the full burden. It does not disclose behavioral traits such as whether the export is destructive, rate limits, authentication requirements, or data volume constraints.

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 concise sentence that front-loads the core functionality. However, it could be slightly expanded with key details without becoming verbose.

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?

Given the tool has 8 parameters, no output schema, and no annotations, the description is too brief. It omits return value format, pagination, error handling, and other critical context for an export operation.

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 schema already documents all parameters. The description adds no additional meaning beyond mentioning 'date range', which maps to from_date/to_date already described in the schema. Baseline of 3 applies.

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 states it exports raw Mixpanel event data for a date range, using a specific verb and resource. However, it does not differentiate from sibling tools like mixpanel_get_events, which might also retrieve event data.

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?

The description implies usage for exporting raw event data within a date range, but provides no explicit guidance on when to use this tool versus alternatives like mixpanel_get_events or mixpanel_get_funnels, nor any exclusions.

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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