"Google search or related query" matching MCP servers:

Enables AI assistants to perform Google searches with real, resolvable sources and transparent search terms.

About MCP server for Google Agent Platform Docs — Google AI + Vertex AI. 3400+ pages searchable by AI agents.

Read-only MCP server for Google Search Console: performance queries, URL inspection, indexing checks, sitemaps, and one-call HTML SEO audit reports.

Self-hosted MCP server for Google Flow that enables image and video generation, upscaling, and character consistency through your own Google account.

Dry-run-first Google Ads search-term intent analyzer and negative-keyword MCP for agents.

Enables AI agents to query OpenRouter model information including prices, ELO rankings, context, and perform comparisons.

Provides a standardized interface for interacting with Google-Gemini's tools and services through a unified API.

Enables integration with Google Cloud Vertex AI Search for enterprise search capabilities through a stdio-based MCP server.

MCP server for Google's Gemini File Search (RAG). Manage file search stores, upload documents, and query with RAG through 12 tools.

Provides OCR capabilities to LLMs via Google Cloud Vision, enabling reading of scanned documents, handwriting, and images.

Enables AI image and video generation using Google Vertex AI's Imagen and Veo models, with support for configurable parameters and local storage.

MCP server that integrates Google's Gemini 2.5 Pro with real-time Google Search grounding for current information retrieval.

Enables generating images and videos on Google Flow through browser automation using your Google AI Pro subscription, with image generation free and video consuming Flow credits.

Provides web and image search using the Doubao (Volcengine) API with configurable parameters.

MCP server that enables AI agents to control Google Flow for image and video generation using your own Google account.

A Model Context Protocol server that uses Google Vertex AI and Gemini 3.5 Flash to perform deep research with high thinking capability and live Google Search grounding, enabling intelligent, multi-source research via a single tool.

Semantic code search for Claude Code, enabling natural language codebase indexing and search using AI embeddings.

Enables generating images, videos, characters, and scenes through Google Flow. Supports SSE and Vercel deployment for integration with Gemini Spark and other IDEs.

Automates marketing workflows across Google Ads, Meta Ads, and GA4, enabling content generation, scheduling, and analytics via a multi-agent pipeline.

Enables advanced reasoning for large language models through Monte Carlo Tree Search and Beam Search, allowing exploration of multiple reasoning paths and improved decision-making.