A
licenseA
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maintenance"primitive" RAG-like web search model context protocol server that runs locally. ✨ no APIs ✨
Last updated
5
132
Python
MIT
59,777 servers. Last updated
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"MCP with RAG capabilities" matching MCP servers:
mcp-server-rag-web-browserofficial
Alicense-qualityFmaintenanceImplementation 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 updated39208Apache 2.0- Alicense-qualityDmaintenanceFetches web content and returns relevant chunks using RAG with semantic chunking, query-based scoring, and LexRank, supporting PDFs and 50+ languages.Last updatedMIT
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- Alicense-qualityDmaintenanceProvides AI agents with complete web search, crawling, and RAG capabilities through a Docker-based solution combining Model Context Protocol, Crawl4AI, SearXNG, and Supabase.Last updated43MIT
- Alicense-qualityDmaintenanceProvides web crawling and RAG capabilities for AI agents, enabling scraping of websites, storing content in a vector database (Supabase), and performing semantic search over crawled data.Last updatedMIT
- Alicense-qualityDmaintenanceCrawls and indexes documentation websites to Supabase with vector embeddings for RAG, using smart sitemap discovery and Jina AI for fast content extraction with multi-project support.Last updated1MIT
- Alicense-qualityFmaintenanceWeb 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 updated2,215MIT
- Flicense-qualityFmaintenanceEnables semantic search and retrieval-augmented generation (RAG) using Qdrant vector database. Supports indexing documents from URLs and local directories, with flexible embedding options using Ollama or OpenAI.Last updated2
- AlicenseAqualityAmaintenanceA Model Context Protocol (MCP) server that provides web search capabilities through DuckDuckGo, with additional features for content fetching and parsing.Last updated21,333MIT
scrapedatshi-mcpofficial
AlicenseAqualityBmaintenanceEnables scraping, crawling, structured data extraction, and vector DB synchronization from natural language in Claude Desktop using the scrapedatshi RAG pipeline API.Last updated12MIT- AlicenseAqualityBmaintenanceProvides LLMs with real-time web search and content extraction capabilities, including text/news search, full-text URL reading, and targeted technical documentation search.Last updated6315MIT
- FlicenseAqualityDmaintenanceProvides local LLMs with web search and page fetching capabilities via MCP, with a focus on OWASP security best practices.Last updated2
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- AlicenseAqualityCmaintenanceAn enterprise-grade Model Context Protocol server for high-performance web analysis that discovers subpages, provides AI-based page summaries, and extracts structured content for RAG using FastMCP and FastAPI.Last updated24MIT
- AlicenseAqualityCmaintenanceIntegrates Firecrawl's web scraping capabilities into MCP, enabling web scraping, crawling, content extraction, search, and structured data extraction with automatic retries and rate limiting.Last updated2,3821257,8926,985MIT
- AlicenseAqualityCmaintenanceAn MCP server that enables RAG-powered AI chat integration for websites by crawling content, building local vector stores, and generating embeddable chat widgets. It simplifies the setup of local chat servers with support for various LLM and embedding providers.Last updated532MIT
- AlicenseAqualityCmaintenanceEnables crawling WeChat Official Account articles via the mp.weixin.qq.com search interface, including account search, article listing, incremental crawling, and fetching articles as Markdown with local SQLite storage.Last updated61MIT
- FlicenseAqualityCmaintenanceAn MCP server that enables LLMs to automate browser interactions using Playwright to fetch real-time Israeli weather data.Last updated4