Awesome MCP Servers

Query Gaokao (Chinese college entrance exam) rankings within provinces based on score, year, and category.

Provides AI-powered web search and summarization using the Gemini API's grounding feature.

An automated research agent using Google Gemini models and Google Search to perform deep, multi-step web research.

Fetches user data and event information from the Connpass platform using the Connpass and Gemini APIs.

Integrate search grounded Gemini output into your workflow.

Generates responses using the Gemini API and Google Search for up-to-date information.

Performs web searches using the Gemini Web Search Tool via the local gemini-cli.

An MCP server providing search capabilities for Reddit, YouTube, and Twitter.

Search and analyze classical Japanese literature using the Genji API, with advanced normalization features.

Provides geocoding services by integrating with the Nominatim API.

Convert city names and locations into latitude and longitude coordinates using the free OpenStreetMap Nominatim API. No API key is required.

Access GeoRanker's SEO and keyword research tools for advanced search engine optimization analysis.

Search and chat across your company's apps using the Glean API.

Zero-config knowledge base for AI coding agents. Loads your markdown docs into a searchable database and exposes them as MCP tools — search, read, and manage documentation without leaving your editor. Works instantly with SQLite (no setup), upgrades to PostgreSQL + pgvector for hybrid semantic search. Includes skills for searching docs (/gnosis:search), health checks (/gnosis:status), doc management (/gnosis:manage), and first-time setup (/gnosis:setup). 6 MCP tools, 3 resources, FTS5 keyword search, 176 tests.

A server providing Google AI-powered search and documentation tools for developers.

Search for Google images, view results, and download them directly within your IDE.

An MCP server for interacting with the Google Maps API, designed for Google Cloud Run.

Integrates Google Maps for route planning, traffic analysis, and cost estimation.

Local business search and lead generation via Google Maps

Google News search capabilities with automatic topic categorization and multi-language support via SerpAPI integration.

A Model Context Protocol (MCP) server providing access to Google Programmable Search Engine (PSE) and Custom Search Engine (CSE).

Perform advanced web research using Google Search, with intelligent content extraction and multi-source synthesis.

Search and access academic papers on Google Scholar.

Web search and webpage content extraction using the Google Custom Search API.

Perform Google searches and view web content with advanced bot detection avoidance.

An MCP server for Google Search provided by CData, which requires an external CData JDBC Driver.

A Model Context Protocol (MCP) server providing access to Google Search Console.

An MCP server for accessing Google Search Console data, including site performance and indexing status.

Google Search Console MCP Server

A server for Google search and webpage content extraction, built on Cloudflare Workers with OAuth support.