# Keirolabs [Health: Active]

**Category:** 🔎 Search & Data Extraction  
**Repository:** https://keirolabs.cloud/?utm_source=allmcps.com&utm_medium=directory  
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**Installs:** 0  
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**Directory Page:** https://allmcps.com/mcp/keirolabs

## Description
Web search, live Google SERP results, page extraction to markdown and cited answers for AI agents, over a hosted MCP server. 750 free credits.

## Claude Desktop Quick Installation
No confirmed install details yet, so no config is published. Follow the setup steps in the repository above.

## Documentation

## 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.

_Full upstream README: https://allmcps.com/mcp/keirolabs/readme_