Best mcp servers for search & research.
74 mcp servers in Search & research. The top 20 are ranked by public GitHub stars, collected October 5, 2026; the rest are listed below them. Web search, retrieval, academic and knowledge sources for better informed agents.
| # | Listing | Category | Stars | Forks | Last push |
|---|---|---|---|---|---|
| 1 | Firecrawl MCP Server Search and extract web content through MCP. | Search & research | 7.6k | 899 | Oct 5, 2026 |
| 2 | Exa MCP Provide web search, crawling and coding context to MCP clients. | Search & research | 5.1k | 403 | Oct 2, 2026 |
| 3 | Perplexity MCP Server Perplexity MCP server for real-time web search, reasoning and research through the Perplexity API. | Search & research | 2.6k | 379 | Sep 25, 2026 |
| 4 | Tavily MCP Give MCP clients web search, extraction, mapping and crawling tools. | Search & research | 2.4k | 300 | Sep 29, 2026 |
| 5 | Brave Search MCP Server Search the web and retrieve image, video and related results through Brave Search. | Search & research | 1.5k | 208 | Oct 3, 2026 |
| 6 | Biomcp BioMCP: Biomedical Model Context Protocol. | Search & research | 646 | 117 | Oct 4, 2026 |
| 7 | Kagi Search The Official Model Context Protocol (MCP) server for Kagi Search & other tools. | Search & research | 532 | 48 | Jul 7, 2026 |
| 8 | Nimrod Research Web research for agents: quality-scored Google search, webpage extraction, and deep research. | Search & research | 256 | 58 | Oct 3, 2026 |
| 9 | AgentQL Model Context Protocol server that integrates AgentQL's data extraction capabilities. | Search & research | 181 | 44 | Oct 2, 2026 |
| 10 | Search1API Official Search1API MCP server for web search, news, crawling, sitemaps, and trends—hosted with OAuth 2.1 or local via npm. | Search & research | 173 | 38 | Sep 29, 2026 |
| 11 | Scrapeless Integrate real-time Scrapeless Google SERP(Google Search, Google Flight, Google Map, Google Jobs....) results into your LLM applications. | Search & research | 169 | 29 | Sep 8, 2026 |
| 12 | Vectorize Vectorize MCP server for advanced retrieval, Private Deep Research, Anything-to-Markdown file extraction and text chunking. | Search & research | 115 | 26 | Sep 23, 2026 |
| 13 | Oxylabs Scrape websites with Oxylabs Web API, supporting dynamic rendering and parsing for structured data extraction. | Search & research | 105 | 26 | Sep 7, 2026 |
| 14 | DeepResearch The Octagon Deep Research MCP server provides specialized AI-powered comprehensive research and analysis capabilities by integrating with advanced deep research agents. | Search & research | 93 | 16 | Feb 9, 2026 |
| 15 | Linked API MCP server that lets AI assistants control LinkedIn accounts and retrieve real-time data. | Search & research | 68 | 5 | Sep 29, 2026 |
| 16 | Crawlbase MCP Crawlbase MCP Server connects AI agents and LLMs with real-time web data. | Search & research | 58 | 14 | Apr 23, 2026 |
| 17 | WebScraping.AI A Model Context Protocol (MCP) server implementation that integrates with WebScraping.AI for web data extraction capabilities. | Search & research | 44 | 16 | Sep 27, 2026 |
| 18 | gadak Ask a local SQLite mirror of your Jira and Confluence: SQL, full-text search, issue detail. | Search & research | 43 | 5 | Oct 1, 2026 |
| 19 | YouTube Transcript + YouTube Search MCP YouTube transcripts, search, channel browsing, and playlists for AI agents via MCP. | Search & research | 26 | 0 | Oct 5, 2026 |
| 20 | Campertunity Search campgrounds around the world on campertunity, check availability, and provide booking links. | Search & research | 17 | 4 | Apr 15, 2026 |
More mcp servers for search & research 54
Listed without a public GitHub repository, or not yet collected.
Adviserry
Search your newsletter and YouTube archive, drafted actions and working context from any MCP client.
Afrotech.guide
Search and plan AfroTech 2026 events, sessions, people, companies, food, and member itineraries.
agntpad
Read, search, and publish files in your organization's Spaces using Microsoft work sign-in.
ai-memory-mcp
MCP server giving Claude, ChatGPT and any AI assistant long-term memory: 100% local semantic search over your conversation history.
applybolt
Search 200k+ live jobs and internships.
AutoID Product Catalog & Support
Read-only AutoID Romania MCP for product search, live stock/prices, specs, and technical support.
blueberry
Search hub knowledge and memories, read saved context, and create or update hub content.
Brandvane
SEO research and AI visibility evidence.
CARMOTIF Automotive Design
Automotive design reference search with filters, natural language, image retrieval, and comparison.
catalog
Maritime VSAT spares: part search, fitment, supersession and quote requests for satmarin.com
CollabPls
SFW MCP to find verified creator scene partners: search, schedule, overlaps, open calls.
Conduit Mail
Your mailbox for MCP clients: search, read, draft, send, rules and notes.
Context Link
One semantic search across your sites, Drive, Notion, email, files and Basecamp.
Dike
Grounded MENA legal search, reasoning, citation resolution, and citation-graph traversal.
DiscordServers
Search Discord server listings, and manage your own servers once you sign in.
Driflyte
The Driflyte MCP Server exposes tools that allow AI assistants to query and retrieve topic-specific knowledge from recursively crawled and indexed web pages.
e-eSIM Catalog
Search travel eSIM data plans worldwide with live prices, plan details and a buy link.
FareEagle Travel
Search and book flights, hotels and buses in India at live fares; payment on fareeagle.com.
Flightcat
Search flights by flexible dates and broad destinations, with live prices and booking links.
Golf With Discs DiscFinder MCP
Search current disc golf retailer inventory across 50+ shops by mould, plastic, price, and country.
google-images-mcp
MCP server for Google Images: image search with size, colour and type filters, 100 results a call with the source page and the full-resolution URL.
GPUQuant AI Infrastructure
Search AI infrastructure, inspect facility evidence and explore sourced company relationships.
HiddenJobs — Remote Tech Job Search MCP
Search remote tech jobs, inspect descriptions, compare roles, and retrieve application links.
IbiPoint eSIM Catalog
Search prepaid travel eSIM data plans for 200+ countries with live prices and a buy link.
Questions and answers
What is the most-starred mcp server for search & research?
Firecrawl MCP Server, with 7,552 public GitHub stars as of October 5, 2026. Search and extract web content through MCP.
How many mcp servers for search & research are listed?
74 on RUAGENTIC, 20 of them ranked by stars and 54 listed without a public GitHub repository or without collected metrics.
How is this list ranked?
By public GitHub star count, read hourly from the repository each listing links to, last collected October 5, 2026. Stars measure attention on GitHub, not quality or safety. Listings that share one repository appear once. Sponsorship never changes a rank.
See every mcp server at /servers, the full mcp servers leaderboard for search & research, or list your project.