A
licenseA
qualityD
maintenanceFetches web content and returns relevant chunks using RAG with semantic chunking, query-based scoring, and LexRank, supporting PDFs and 50+ languages.
1
MIT
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"Information about RAG (Retrieval-Augmented Generation) or rag-related topics" 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.75208Apache 2.0- Alicense-qualityAmaintenanceAn MCP server providing web search, image search, and page scraping tools to LLMs without requiring API keys.2MIT
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- Alicense-qualityAmaintenanceAn open-source MCP server providing AI agents with neural web search via Exa and tiered web fetch (Exa, local browser, Firecrawl) as a drop-in replacement for built-in web tools, preserving provenance and guarding against SSRF.1MIT
- 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.46MIT
- Flicense-qualityDmaintenanceProvides comprehensive UI test automation capabilities including intelligent test creation, test healing, and manual test conversion through browser automation using Playwright.4
- FlicenseAqualityDmaintenanceGenerates images from text prompts using ElevenLabs' image generation API via browser automation, with support for multiple models and persistent authentication.3
- Alicense-qualityCmaintenanceEnables image generation and editing via ChatGPT web without API keys, saving images locally with conversation-aware editing.141MIT
EnConvert MCP Serverofficial
AlicenseAqualityAmaintenanceEnables AI agents to convert files, render web pages to markdown/PDF/screenshots, search the live web, extract structured data, ingest RAG-ready chunks, and monitor pages for changes through a single API key.20247207MIT- AlicenseAqualityCmaintenanceWeb Content Retrieval (full webpage, filtered content, or Markdown-converted), Custom User-Agent, Multi-HTTP Method Support (GET/POST/PUT/DELETE/PATCH), LLM-Controlled Request Headers, LLM-Accessible Response Headers, and more.37MIT
- FlicenseAqualityCmaintenanceAn all-in-one MCP server for local LLMs that provides live web access, math, shell/code execution, filesystem access, memory, and RAG over local files using LM Studio embeddings.39
- AlicenseAqualityDmaintenanceEnables AI assistants to perform real-time web searches, company research, content crawling, LinkedIn searches, and deep research using the Exa AI Search API. Provides comprehensive web information retrieval capabilities in a safe and controlled manner.227,1451MIT
- AlicenseAqualityCmaintenanceConnects Claude Code to the Perplexity Comet browser to enable autonomous web browsing and agentic research. It features multi-tab management, smart completion detection, and a specialized tool set for organized information retrieval.81512
- AlicenseAqualityBmaintenanceMCP server providing tools for web scraping, browser automation, computer vision, audio transcription, and RAG via API.91MIT
- FlicenseBqualityBmaintenanceDrives the real Claude Design web app from your editor or agent, enabling creation, iteration, and retrieval of designs generated on your own claude.ai account via automated browser interaction.101
- AlicenseBqualityDmaintenanceAn MCP server that enables AI models to perform Google Web searches using the Gemini API, complete with citations and grounding metadata for accurate information retrieval. It is compatible with Claude Desktop and other MCP clients for real-time web access.13Apache 2.0
- AlicenseBqualityBmaintenanceA workspace of six MCP servers—grounded-cv (hybrid RAG with citations), repo-intel (GitHub repo intelligence), web-research (safe web search/extraction), ats-jobs (unified ATS job boards), outcome-ledger (durable task ledger), and coding-workflows (code review & planning)—purpose-built for agentic hiring evaluations.2MIT
- AlicenseBqualityAmaintenanceIntegrates Jina AI Search Foundation APIs to provide web page content extraction and search capabilities. It supports automatic pagination, result caching, and both standard and VIP search endpoints for enhanced information retrieval.118444MIT