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"Information or Uses for a Rag" matching MCP servers:
- FlicenseBqualityDmaintenanceEnables AI assistants to fetch, search, and organize menu information from For Five Coffee café. Provides access to complete menu data, category filtering, and item search capabilities through both MCP and REST API interfaces.4
- FlicenseBqualityCmaintenanceEnables AI agents to drive real Google Chrome with stealth and captcha handling, using Patchright to avoid bot detection.70
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.75208Apache 2.0- 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.MIT
- Alicense-qualityCmaintenanceMCP server for AI agents -- fetch any URL with full JavaScript rendering (Playwright/Chromium) and convert to clean, token-efficient markdown. Works on React, Vue, Angular, and any JS-heavy page. Includes web search, batch fetching, binary file download, LRU cache, SSRF protection, and structured output.13MIT
- 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.1MIT
- Alicense-qualityCmaintenanceEnables searching for upcoming academic conferences and events from WikiCFP by keywords, returning detailed information including dates, locations, submission deadlines, and related resources.6GPL 3.0
- Alicense-qualityCmaintenanceWeb 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.2,233MIT
- Flicense-qualityDmaintenanceEnables 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.2
- Flicense-qualityCmaintenance基于MCP架构的微信公众号文章爬虫系统，支持AI智能体通过Selenium自动抓取微信公众号文章内容和图片，实现文章内容的智能分析。41
- Flicense-qualityDmaintenanceEnables AI-driven job application automation for LinkedIn and SEEK platforms with intelligent cover letter generation, automated application submission, and application tracking management. Supports anti-detection measures and complies with platform usage policies for safe job hunting automation.
- Flicense-qualityBmaintenanceMCP server that gives AI agents access to current web information through web_search and fetch_url tools, using Tavily, Brave, and DuckDuckGo providers with automatic fallback.
- AlicenseAqualityBmaintenanceExtracts people (names and titles) from a company's team, leadership, or about page given a domain. Uses Apify to crawl and return structured data, with optional filters for seniority and email inclusion.10MIT
- AlicenseAqualityAmaintenanceAn Operit-compatible adapter of the Exa MCP server, enabling web search, code search, and company research capabilities in AI assistants. It fixes MCP handshake compatibility issues, allowing tools like web_search_exa and web_fetch_exa to load and run reliably.218,221MIT
- AlicenseAqualityBmaintenanceEnables AI clients to analyze any company domain and determine its AI maturity tier (commercialized, deployed, declared, or none) with supporting evidence, via a single tool backed by an Apify actor.1123MIT
- AlicenseAqualityBmaintenanceExtract YouTube transcripts for AI agents, RAG pipelines, and LLM workflows. Supports any YouTube URL. Returns clean text or timestamped segments. No API keys required.14MIT
- AlicenseAqualityDmaintenanceTypeScript implementation of an MCP server that provides tools for web crawling, content extraction, and browser automation, enabling AI systems to access and process web content through 15 specialized tools.137912MIT