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Keirolabs

Searches the web, retrieves live Google SERPs, extracts pages as Markdown, and returns cited answers through a hosted MCP server.

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Install Keirolabs

Pick your client, then add it in one click or paste the config.

Streamable HTTP (Remote)
Server URL
https://api.keirolabs.cloud/mcp/api

Remote servers are added in the app, not the config file: Customize → Connectors → Add custom connector, then paste this URL.

Hosted endpointUnreachable · 2d agoRemote Endpoint UnreachableOur automated health check could not connect to this remote SSE endpoint.Last checked 2d ago · Nov 11, 2026, 20:15 UTC

Clients with native remote MCP support can connect directly to this URL.

Remote endpoint
https://api.keirolabs.cloud/mcp/api

Overview

Keirolabs MCP server gives AI agents access to web search, live Google Search results, page extraction, and cited answers through a hosted MCP service. It is intended for agents that need current web information rather than only data from connected local files or APIs. Search results can be retrieved directly from Google SERPs, while web pages can be converted to Markdown for downstream processing. The service includes 750 free credits for evaluation and initial use.

Use cases

  • Search the web for current information
  • Retrieve live Google search results
  • Extract web pages as Markdown
  • Generate answers with citations

Key features

  • Web search
  • Live Google SERP results
  • Page extraction to Markdown
  • Cited answers
  • Hosted MCP access
  • 750 free credits

Security & health

What it can reach and how reliably it runs — from our own checks, not the maintainer’s claims.

ActiveLast checked

Recent health check succeeded.

How Keirolabs works

What Keirolabs MCP server does

Keirolabs provides web search and extraction capabilities to AI agents through MCP. Its supported functions cover four related tasks: general web search, retrieval of live Google Search Engine Results Pages (SERPs), extraction of web pages into Markdown, and generation of answers that include citations.

The service fits agents that need to discover online information, inspect search results, or bring page content into a model-readable format. Cited answers are useful when the agent needs to show where its response came from rather than returning an uncited summary.

How it works

Keirolabs operates as a hosted MCP server. An MCP-compatible agent connects to the hosted service and can use its web-oriented capabilities as part of an agent workflow. Search can be used to find relevant pages, live Google SERP retrieval can expose current result data, and page extraction can turn selected web content into Markdown for later reasoning or processing.

The available functions can also support answer-oriented workflows: an agent can use web information and return cited answers instead of relying only on its existing context. The service is therefore suited to search and data-extraction tasks where freshness and source references matter.

Tools and capabilities

  • Web search for finding online information.
  • Live Google SERP retrieval for current search-result data.
  • Web page extraction with Markdown output.
  • Cited answers for responses that include source references.
  • Hosted access through the Model Context Protocol.

Keirolabs includes 750 free credits. Those credits provide a way to evaluate the hosted search and extraction workflow before committing to broader usage. Credit consumption, quotas, and account configuration are separate considerations when planning an agent that performs frequent searches or extracts many pages.

Read the full README

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Frequently Asked Questions about Keirolabs

Keirolabs is an MCP server that connects AI agents to web search, and provides live Google SERP results, page extraction in Markdown, and cited answers as its main tools. It runs as a hosted service, making these search and extraction capabilities available through MCP.

You can use Keirolabs for web search, live Google SERP retrieval, Markdown extraction from pages, and cited answers. These capabilities support agents that need current online information and source references.

Yes, Keirolabs extracts web pages into Markdown. Agents can use the formatted page content as input for later analysis or reasoning.

Yes, Keirolabs provides cited answers. This lets an agent return web-informed responses with source references.

Keirolabs includes 750 free credits. They can be used to evaluate its hosted web search and extraction capabilities.

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