Integration · Amplitude

Behavioral analytics and experiments via natural language.

Amplitude is the behavioral analytics platform with experiments and feature flags layered on top. The MCP exposes natural-language queries across analytics, experiments, dashboards, and cohorts.

Hosted MCP at mcp.amplitude.com/mcp. Available to all customers including the free tier. Native ChatGPT connector. Use ?discovery=progressive to keep token consumption tight; tools load on demand instead of all at once.

Official MCPOAuth. Beta. Native ChatGPT connector.

What you can do via MCP

Example prompts the agent runs.

  • “What are my top events from last week, grouped by user property?”

    Returns the top events with breakdowns by user property, surfaces anomalies, and offers to chart them.

  • “Show me the conversion rate for the signup funnel over the last 30 days.”

    Pulls the funnel definition, returns daily conversion rates with trend, and flags step-wise drop-offs.

  • “Pull experiment results for pricing-test-v3 and summarize the impact.”

    Returns lift, confidence interval, and segment-level effects, then writes a recommendation grounded in the primary metric.

  • “Create a cohort of users who signed up but didn't complete onboarding.”

    Defines the cohort with the right event filters, saves it, and returns the cohort ID for use in dashboards or experiments.

  • “Find dashboards related to retention.”

    Searches the workspace for retention-related dashboards by name and content, returns the matches with usage stats.

Amplitude · MCP

Connecting to Amplitude with progressive discovery. The agent loads tools on demand, which keeps the context window tight on smaller models.

Amplitude MCP
docs
# Amplitude MCP, hosted, OAuth
# Connect to: https://mcp.amplitude.com/mcp?discovery=progressive

mcp.amplitude.create_cohort({
  name: "signup_no_onboarding_completion",
  definition: {
    events: [
      { type: "signup_completed" },
      { type: "onboarding_completed", missing: true,
        within_days: 7 }
    ]
  }
})

# Returns cohort_id, ready for use in experiments
# and dashboards.
One command sample showing how the agent talks to Amplitude. The MCP exposes the platform's primitives as tools; the agent translates the prompt into the right call.

MCP integration

Amplitude MCP server.

Server
https://mcp.amplitude.com/mcp
Auth
OAuth
Hosting
Hosted by Amplitude
Scoping note
Use ?discovery=progressive in the connection URL to load tools on demand. Default loads the full tool catalog, which can crowd context windows on smaller models.
  • Available to all Amplitude customers including the free tier
  • Native ChatGPT connector with no separate setup
  • Covers analytics, experiments, feature flags, dashboards, charts, cohorts
  • Beta status: API surface may evolve; check the changelog before relying on specific tools

Amplitude MCP docs

Visual demonstration

What this looks like in practice.

Amplitude/Experiment results
Ship treatment

pricing-test-v3

Primary metric: paid_conversion (Amplitude experiments)

VariantMetricLift95% CIp
Controlcontrol3.20%baseline——
Treatment3.58%+11.88%[5.40, 18.60]0.003
Running
21d
N
74,200

Behavioral cohort segmentation showed effect concentrated in returning users. Recommendation: ship with returning-user audience targeting.

Amplitude experiment result delivered through the MCP. Behavioral cohort segmentation surfaces who the effect is real for.
Amplitude· Experiments4 active

  • pricing-test-v3

    Running
    Metric paid_conversionValue 3.58%Lift +11.88%Remaining 4d

  • homepage-redesign

    Running
    Metric signup_completedValue 8.4%Lift +2.10%Remaining 11d

  • trial-extension

    Decided · Ship
    Metric trial_to_paidValue 18.7%Lift +6.30%

  • email-cadence-test

    Decided · Iterate
    Metric email_openValue 21.2%Lift +0.40%
The agent's experiment portfolio view from Amplitude. Pulled in one MCP call; readable without opening the dashboard.

CLI alternative

MCP only.

Amplitude does not ship a first-party CLI for AI workflows. The hosted MCP plus the standard Amplitude REST API cover programmatic access. For agent-driven analytics and experiment work the MCP is the right interface; the REST API covers non-agent integration.

Pairs with these skills

The PM-experimentation skill suite.

This integration pairs with the forthcoming experimentation-analytics, experiment-design skills. The skill landing pages and SKILL.md sources land in subsequent dispatches; cross-link hyperlinks are added when the skill pages ship.

Continue reading.