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qualityA Model Context Protocol server that provides web search capabilities using Google Custom Search API and webpage content extraction functionality.
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- -securityFlicense-qualityAn advanced MCP server providing RAG-enabled memory through a knowledge graph with vector search capabilities, enabling intelligent information storage, semantic retrieval, and document processing.Last updated -2028
mcp-server-rag-web-browserofficial
AsecurityAlicenseAqualityImplementation of an MCP server for the RAG Web Browser Actor. This Actor serves as a web browser for large language models (LLMs) and RAG pipelines, similar to a web search in ChatGPT.Last updated -69183Apache 2.0- -securityAlicense-quality"primitive" RAG-like web search model context protocol server that runs locally. ✨ no APIs ✨Last updated -78PythonMIT License
- -securityAlicense-qualityProvides a standardized protocol for tool invocation, enabling an AI system to search the web, retrieve information, and provide relevant answers through integration with LangChain, RAG, and Ollama.Last updated -2MIT License
- -securityAlicense-qualityA server that integrates Retrieval-Augmented Generation (RAG) with the Model Control Protocol (MCP) to provide web search capabilities and document analysis for AI assistants.Last updated -3Apache 2.0
- AsecurityAlicenseAqualityAn MCP server for searching and exploring MCP servers from the Glama MCP directory. This server provides tools to search for MCP servers, get detailed information about specific servers, and explore available server attributes using the Glama MCP API.Last updated -31MIT License
- -securityAlicense-qualityWeb crawling and RAG implementation that enables AI agents to scrape websites and perform semantic search over the crawled content, storing everything in Supabase for persistent knowledge retrieval.Last updated -1,664MIT License
- -securityFlicense-qualityEnables AI assistants to search and query PDF documents through a local RAG system with vector embeddings. Provides semantic document search capabilities while keeping all data stored locally without external dependencies.Last updated -
- -securityAlicense-qualityAn MCP server that enables RAG (Retrieval-Augmented Generation) on markdown documents by converting them to embedding vectors and performing vector search using DuckDB.Last updated -3Apache 2.0
- -securityFlicense-qualityAn MCP server that implements Retrieval-Augmented Generation to efficiently retrieve and process important information from various sources, providing accurate and contextually relevant responses.Last updated -
- -securityFlicense-qualityEnables semantic search and contextual conversations with your Calibre ebook library using vector-based RAG technology. Supports project-based organization, multi-format book processing, and OCR capabilities for enhanced content extraction and retrieval.Last updated -7
- -securityAlicense-qualityA server that enables document searching using Vertex AI with Gemini grounding, improving search results by grounding responses in private data stored in Vertex AI Datastore.Last updated -26Apache 2.0
- -securityFlicense-qualityProvides grocery price and nutritional information search capabilities, allowing AI agents to search for food products, compare prices, and analyze nutritional content across different grocery stores.Last updated -
- -securityFlicense-qualityAn MCP server that enables AI models to search the web using OpenAI's 4o-mini Search model, allowing access to up-to-date information for just a few cents per search.Last updated -02
- -securityAlicense-qualityAn MCP server that provides comprehensive multimodal Retrieval-Augmented Generation (RAG) capabilities for processing and querying document directories, supporting text, images, tables, and equations.Last updated -5MIT License
- -security-license-qualityTransform your AI agents into Apple development experts! Apple RAG MCP gives you instant access to official Swift docs, design guidelines, and comprehensive Apple platform knowledge through cutting-edge RAG technology. With professional AI reranking and hybrid search across all official Apple docs.
- -securityFlicense-qualityImplements a RAG workflow that integrates with any custom knowledge base and can be triggered directly from the Cursor IDE.Last updated -
- -securityFlicense-qualityConnects a RAG application to open-webui using Model Context Protocol (MCP), enabling server-to-client communication for context retrieval and tool usage in remote environments through Server-Sent Events (SSE).Last updated -1
- -securityFlicense-qualityA bridge between MCP Host applications and mem0 cloud service, specialized for project management with capabilities to store, retrieve, and search project information within a structured format.Last updated -6
- -securityFlicense-qualityA Python MCP server that enables semantic search through Search Labs blog posts indexed in Elasticsearch, allowing Claude to intelligently retrieve relevant information from the blog content.Last updated -3
- -securityFlicense-qualityProvides AI agents and coding assistants with web crawling and RAG capabilities, allowing them to scrape websites and perform semantic searches on the crawled content.Last updated -2
- AsecurityFlicenseAqualityA TypeScript MCP server that allows querying documents using LLMs with context from locally stored repositories and text files through a RAG (Retrieval-Augmented Generation) system.Last updated -48
- AsecurityFlicenseAqualityA 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.Last updated -21
- -securityFlicense-qualityImplements Retrieval-Augmented Generation (RAG) using GroundX and OpenAI, allowing users to ingest documents and perform semantic searches with advanced context handling through Modern Context Processing (MCP).Last updated -4
- -securityAlicense-qualityA lightweight server that provides persistent memory and context management for AI assistants using local vector storage and database, enabling efficient storage and retrieval of contextual information through semantic search and indexed retrieval.Last updated -1MIT License
- -securityAlicense-qualityUse Tavily Search to search for news pages or images.Last updated -MIT License
- -securityFlicense-qualityAn MCP server that analyzes Python codebases using AST, stores code elements in a vector database, and enables natural language queries about code structure and functionality using RAG with Google's Gemini models.Last updated -5
- AsecurityAlicenseAqualityEnables real-time search and retrieval of academic paper information from multiple sources, providing access to paper metadata, abstracts, and full-text content when available, with structured data responses for integration with AI models that support tool/function calling.Last updated -367AGPL 3.0
- AsecurityFlicenseAqualityProvides web search capabilities to Claude AI using the Anthropic API, allowing LLMs to access up-to-date information from the web with customizable domain filtering.Last updated -148
- -securityFlicense-qualityEnables web searching and content scraping through Google Custom Search API. Provides tools to search the internet, extract webpage content, and automatically scrape search results for comprehensive information gathering.Last updated -3
- AsecurityAlicenseAqualityAn MCP server implementation that integrates the Tavily Search API, providing optimized search capabilities for LLMs.Last updated -2MIT License