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mixpanel_get_retention

Analyze user retention by defining acquisition and retention events, time range, and unit.

Instructions

Get user retention analytics from Mixpanel.

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: 30 days ago)
to_dateNoEnd date (YYYY-MM-DD)
born_eventNoEvent that defines user acquisition
eventNoRetention event to measure
retention_typeNoRetention type (default: birth)
unitNoTime unit (default: day)
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, but it only states the function. It does not mention read-only nature, data freshness, rate limits, or authentication requirements (the latter is implicit from required parameters).

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness3/5

Is the description appropriately sized, front-loaded, and free of redundancy?

The description is extremely concise (one sentence) but lacks structure. While it is not verbose, it fails to provide any structured details that would aid an agent in using the tool effectively.

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 complexity (9 parameters, no output schema, no annotations), the description is insufficient. It does not describe the output format, retention calculation details, or how the parameters interact, leaving significant gaps for an agent.

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 coverage is 100% with adequate parameter descriptions. The description adds no additional meaning beyond what is already in the schema, so it meets the baseline expectation.

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 the tool retrieves user retention analytics from Mixpanel, which distinguishes it from sibling tools that deal with events, funnels, or raw data. However, it could be more specific about the type of retention data (e.g., cohort retention).

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?

No guidance is provided on when to use this tool versus alternatives like mixpanel_get_funnels or mixpanel_get_events. The agent must infer from the tool name and sibling context, which is insufficient.

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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