Ask a product question the data can answer
Mixpanel gives an agent access to behavioral analytics rather than an explanation of why every person acted. A useful investigation begins with a defined project, event vocabulary, population, date range, and success metric. The agent can then discover available events and properties, inspect query requirements, and compare results without silently changing the denominator.
The funnel diagnosis agent investigates where a conversion path changed. It checks instrumentation and identity assumptions before attributing the change to the product. Step counts, conversion windows, segment sizes, and query definitions travel with the findings so a teammate can reproduce them.
Turn retention findings into a test, not a verdict
The Mixpanel and Linear retention experiment agent connects mature cohort comparisons with proposed product work. Mixpanel supplies the behavioral evidence; Linear holds the reviewed hypothesis, implementation scope, owner, and acceptance checks. An observed association becomes a question to test, not a claim that a feature caused retention.
Mixpanel’s MCP documentation describes discovery, analytics, saved reports, and several write-capable tools. Availability depends on the connected server, organization configuration, and project permissions. Inspect the actual tool schema instead of assuming that every upstream feature is enabled. Keep dashboard changes, event-definition edits, cohort changes, and experiment operations separate from read-only investigation.
Prefer aggregate results and avoid copying unnecessary user-level details into task descriptions. Start with the plugin approval guide to set a clear boundary between analyzing a metric and changing the systems used to measure it.
