"How to search for academic papers using Google Scholar" matching MCP servers:

MCP server for searching images with Google

Provides tools for searching and downloading images using Google Image Search API.

A multi-step academic figure agent harness that enables AI agents to plan, generate, evaluate, and iterate publication-grade figures from sources like PMIDs, preprints, or freeform briefs.

Enables AI agents to search for reference images using natural language queries, aggregate results from multiple image sources, and interactively select, refine, and download images through tool calls.

Routes one brief to the right image model across 60+ (gpt-image-1.5, Ideogram 3, Recraft V4, Flux), validates the output, and fans out to iOS/Android/PWA/favicon/visionOS/Flutter bundles. Works without an API key via Pollinations, HF Inference, Stable Horde, or host-LLM inline SVG.

A Model Context Protocol server that provides web and image search capabilities through Google's Custom Search API, allowing AI assistants like Claude to access current information from the internet.

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

MCP server that lets AI agents control Google Flow for generating images and videos using the user's own Google account. It provides tools for image generation, video creation, character and scene management, and UI discovery.

A customizable Model Context Protocol server implementation that enables AI models to interact with external tools including weather queries, Google search, and camera control functionality.

Enables AI coding agents to autonomously generate images, music, and cinematic video directly from their coding environment by connecting to Google Labs and Google Flow through the user's Chrome session.

Enables LLM agents to process local videos into timestamped, citable text documents and then query them through tools for listing videos, retrieving transcripts, and fetching specific segments, all fully offline.

Enables AI agents to generate Nano Banana 2 images and Omni Flash/Veo 3.1 videos through Google Flow, with tools for checking render status and managing projects.

Enables generating images and videos in Google Flow through an automated browser session using your Google AI Pro subscription, without API keys or third-party credit fees.

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.

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

Enables AI assistants to search, browse, and retrieve metadata and images from your Google Photos library. It supports content-based filtering, album listing, and location extraction via STDIO and HTTP transports.

Privacy-first MCP server for macOS that allows AI agents to search local images using natural language descriptions, leveraging MLX CLIP embeddings and LanceDB for fast, fully offline search.

Enables natural language search of local photo archives using AI-powered semantic understanding, with integration into Claude Desktop via the Model Context Protocol.

An MCP server that searches the web for images, creates a numbered contact sheet for visual selection, and downloads the chosen images with provenance metadata. Works without an API key.

This MCP server searches Google's public ads database and uses AI to analyze ad images/videos, with intelligent caching for performance.