MCP servers

An MCP server connects an agent to external data and tools over a single protocol: files, databases, APIs and services. This section lists servers with their transport, auth method and environment variables, an install command and an honest read on the risks.

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2GIS MapGL MCP server

2GIS MCP (mapgl-mcp-server)

Official

2GIS's official MCP server on top of the MapGL JS API: place search, geocoding, routes and isochrones, works with a demo key out of the box

MCP serverLow risk3Repository stars
Official

An MCP server for image generation through Sber's official Kandinsky API, with style choice and negative prompts

MCP serverLow risk6Repository stars
Russian stack

Three MCP servers that search products on Wildberries, Ozon and Yandex Market through Apify actors, with caching and compact output for agent context

MCP serverLow risk5Repository stars
Russian stack

A minimalist Python MCP with 12 read-only tools using the correct OAuth header, paired with a skill that carries the period-comparison methodology

MCP serverLow risk4Repository stars

Wildberries MCP search server

Wildberries MCP Server

Russian stack

A lightweight MCP server for searching Wildberries products via its public JSON API: product card, price, reviews with no browser

MCP serverLow risk2Repository stars
Russian stack

An MCP server for the paid XMLRiver service: Google and Yandex SERP parsing, Wordstat frequency and suggestions in one package

MCP serverLow risk1Repository stars
Russian stack

An MCP server for Yandex Wordstat via the Yandex Cloud Search API: frequency, dynamics, regions and an operator-aware phrase builder

MCP serverLow risk1Repository stars
Russian stack

An MCP web-search and content-extraction server via Yandex and Google on top of SerpAPI, geared toward RU/CIS results

MCP serverLow risk1Repository stars

Yandex Wordstat MCP Server by khanton

Yandex Wordstat MCP Server

Russian stack

A compact TypeScript MCP server for Yandex Wordstat via the Yandex Search API: top queries, dynamics and regions

MCP serverLow risk1Repository stars
Russian stack

A connector to the hosted Marketscore service: Yandex Wordstat frequency and seasonality in Claude and ChatGPT, with noise filtering

MCP serverLow risk1Repository stars
Russian stack

An MCP server for Yandex Wordstat via the official Yandex Cloud Search API: frequency, related queries, dynamics and regions

MCP serverLow risk1Repository stars

Yandex Search.API MCP with Wordstat

Yandex Search.API MCP Server

Russian stack

An MCP server for Yandex's official Search.API: web, image, generative search and four Wordstat tools in one npm package

MCP serverLow risk1Repository stars
Russian stack

A compact MCP server on the official SDK for five Yandex Wordstat operations: top requests, dynamics, regions, region tree, account info

MCP serverLow risk
Russian stack

A Go MCP server for Yandex Wordstat with three tools and a built-in OAuth server protecting remote access

MCP serverLow risk

Read-only Yandex Direct MCP server

yandex-direct-mcp-server

Russian stack

A single-file, read-only MCP server for the Yandex Direct API, with a /healthz config check

MCP serverLow risk

GeekBI Ozon research MCP server

geekbi-ozon-research-mcp

Russian stack

GeekBI's MCP server over Ozon data: sites, categories, products, shops, keywords and reviews for market research

MCP serverLow risk
Russian stack

A Metrika MCP server for Claude Code with Stat, Logs, Management and Compare APIs plus local SQL analysis of raw logs via DuckDB

MCP serverLow risk
Russian stack

A signals-only MCP server for social posts: trends, Wordstat demand, Yandex SERP and audience questions, with no LLM inside

MCP serverLow risk
Russian stack

A FastMCP-based MCP server for Yandex Metrika reports: visits, traffic sources, demographics, goal conversions

MCP serverLow risk
Russian stack

A Wordstat MCP server via the Yandex Search API that estimates and tracks request cost before and after each call

MCP serverLow risk
Russian stack

An MCP server for the Yandex Cloud Search API v2: Wordstat and web search with file caching, date normalization and 429-retry handling

MCP serverLow risk

Frequently asked questions

What is an MCP server?

An MCP server connects an agent to external data and tools over a single protocol: files, databases, APIs and services. The agent calls its tools while it works.

How do I connect an MCP server to an agent?

The entry lists how to run it (npx, uvx, docker or a remote URL) and the environment variables. A config snippet goes into the agent settings.

Do I need a key or a paid account?

It depends on the server. Each entry states the auth method and requirements, including paid accounts, in the limitations block.