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mixpanel_export_data

Export raw Mixpanel event data for specified date ranges, with optional event and filter expressions.

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?

With no annotations provided, the description must convey behavioral traits. It only states the action without disclosing pagination, data volume limits, rate limits, authentication details, or any side effects. This is insufficient for an export tool.

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 with no wasted words. However, its brevity sacrifices completeness, preventing a higher score.

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 and no output schema, the description is too sparse. It fails to explain return format, pagination behavior, or any operational constraints, making it incomplete for an agent to use confidently.

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 baseline is 3. The description does not add extra meaning beyond what the schema already provides for each parameter. No additional context about parameter usage or constraints is given.

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 specifies 'Export raw Mixpanel event data for a date range', clearly stating the verb, resource, and scope. It distinguishes from siblings like mixpanel_get_events by emphasizing 'raw' data, but does not explicitly contrast with them.

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?

The description provides no guidance on when to use this tool versus alternatives. It lacks information on prerequisites, context, or exclusions, leaving the agent without enough decision support.

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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