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ya-metrics-mcp

License Python FastMCP

Model Context Protocol (MCP) server for Yandex Metrika analytics. Exposes 31 analytics tools to your AI assistant — traffic, content, demographics, geographic, conversion, e-commerce data, and hierarchical drill-down reports.

Documentation in Russian is available here / Документация на русском языке — здесь.

Quick Start

1. Get Your OAuth Token

  1. Go to oauth.yandex.ru/client/new and create a new application:

    • Name — any name you like

    • Platforms — select Web services

    • Redirect URI — enter https://oauth.yandex.ru/verification_code

    • Data access — add metrika:read (this is the only scope needed for all 31 tools)

  2. Click Create application and copy the ClientID.

  3. Open this URL in your browser (replace <ClientID> with your value):

    https://oauth.yandex.ru/authorize?response_type=token&client_id=<ClientID>
  4. Authorize and copy the token from the resulting page.

2. Configure Your IDE

Add to your Claude Desktop / Cursor MCP configuration:

{
  "mcpServers": {
    "ya-metrics": {
      "command": "uvx",
      "args": ["ya-metrics-mcp"],
      "env": {
        "YANDEX_API_KEY": "your_oauth_token"
      }
    }
  }
}

Running from source? Use uv run instead:

{
  "mcpServers": {
    "ya-metrics": {
      "command": "uv",
      "args": ["run", "--directory", "/path/to/ya-metrics-mcp", "ya-metrics-mcp"],
      "env": { "YANDEX_API_KEY": "your_oauth_token" }
    }
  }
}

3. Start Using

Ask your AI assistant to:

  • "List my Metrika counters" — start here to find your counter ID

  • "Show me visits for counter 12345678 over the last 30 days"

  • "What are the top traffic sources for my site?"

  • "Compare mobile vs desktop users this month"

  • "Show conversion rates for goals 1 and 2"

  • "Drill down into traffic by country → city"

  • "Compare organic vs direct traffic segments"

Tools

31 tools across 7 domains:

Account & Counters

Tool

Description

list_counters

List all counters on the account (use this first to find counter IDs)

list_goals

List conversion goals for a counter (call before get_goals_conversion)

get_account_info

Counter metadata: name, site, timezone, permissions

Traffic & Sources

Tool

Description

get_visits

Visit statistics with date range (defaults to 7 days)

sources_summary

Traffic sources overview

sources_search_phrases

Top search phrases

get_traffic_sources_types

Breakdown by source type (organic, direct, referral)

get_search_engines_data

Sessions by search engine, with robot/new-user filters

get_new_users_by_source

New user acquisition by traffic source (defaults to 30 days)

Content Analytics

Requires Yandex Zen/Turbo publisher integration on the counter.

Tool

Description

get_content_analytics_sources

Sources driving readers to articles

get_content_analytics_categories

Stats by content category

get_content_analytics_authors

Author performance

get_content_analytics_topics

Performance by topic

get_content_analytics_articles

Top articles by views

Demographics & Devices

Tool

Description

get_user_demographics

Age, gender, device breakdown

get_device_analysis

Browser and OS analysis

get_mobile_vs_desktop

Mobile vs desktop comparison

get_page_depth_analysis

Sessions by page depth

Geographic

Tool

Description

get_regional_data

Traffic by city (all cities by default, or filter by name)

get_geographical_organic_traffic

Organic traffic by country and city

Performance & Conversion

Tool

Description

get_page_performance

Bounce rate and duration by entry URL path

get_goals_conversion

Conversion rates for specified goals

get_organic_search_performance

SEO performance by query and engine

get_conversion_rate_by_source_and_landing

Conversion by source × landing page URL

Advanced & Drill-Down

Tool

Description

get_ecommerce_performance

E-commerce purchases by product name (requires e-commerce tracking)

get_data_by_time

Time-series data with custom grouping

get_yandex_direct_experiment

A/B experiment bounce rates

get_browsers_report

Browser usage report

get_drilldown

Single branch of a hierarchical tree-view report

compare_segments

Compare two user segments side by side

compare_segments_drilldown

Segment comparison as a hierarchical tree-view

Response Size Control

Many tools accept a limit parameter to cap the number of rows returned. This is useful when working with AI assistants to keep responses within context limits. Tools with limit support: sources_summary, sources_search_phrases, get_device_analysis, get_page_performance, get_organic_search_performance, get_conversion_rate_by_source_and_landing, get_regional_data, get_geographical_organic_traffic, get_drilldown, compare_segments, compare_segments_drilldown.

Configuration

All configuration via environment variables:

Variable

Required

Default

Description

YANDEX_API_KEY

Yandex OAuth token

YANDEX_TIMEOUT

30

Request timeout in seconds

YANDEX_RETRIES

3

Retry attempts for 5xx errors

YANDEX_RETRY_DELAY

1.0

Base delay between retries (seconds)

READ_ONLY_MODE

false

Restrict to read-only tools

ENABLED_TOOLS

all

Comma-separated list of allowed tools

Copy .env.example to .env and fill in your values.

CLI

# stdio (default, for MCP clients)
ya-metrics-mcp

# HTTP transport
ya-metrics-mcp --transport streamable-http --port 8000

# With verbose logging
ya-metrics-mcp -vv

# Load custom .env file
ya-metrics-mcp --env-file /path/to/.env

Installation

From PyPI:

uvx ya-metrics-mcp

From source:

git clone https://github.com/mrkhachaturov/ya-metrics-mcp
cd ya-metrics-mcp
uv sync
uv run ya-metrics-mcp

Development

# Install with dev dependencies
uv sync --extra dev

# Run tests
uv run pytest

# Lint
uv run ruff check src/

License

MIT

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