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Agent Search Engine.

The shortlist

Feed your agent clean web data

Agents are only as good as what they read. This job — crawl a site, strip the noise, hand back clean markdown — can use a hosted API, a Python toolkit, or an MCP connector. These require different setup and processing.

3 editorial starting points · revised 8 October 2026 · how we choose

These are documentation and catalogue-based suggestions, not hands-on benchmarks. Check the linked product sources, supported languages, regional availability, permissions and current costs. Use the same evaluation worksheet for each candidate.

Candidate to evaluate

API or self-host

firecrawlInfrastructure

189k stars · Open source · TypeScript

Web-content extraction for an application: evaluate page coverage, output formats and downstream processing against your actual sources. The hosted service and self-hosted software can have different requirements.

Capability source ↗

Watch out — You need a full browser-automation agent rather than a data API.

Python scraping

Self-host — pip install

ScraplingInfrastructure

86k stars · Open source · Python

A Python fetching, parsing and crawling toolkit. Adaptive extraction and browser behavior depend on configuration; test your pages instead of assuming a bot-detection or resilience advantage.

Capability source ↗

Watch out — You need a non-Python stack — Scrapling requires Python 3.10 or higher.

For MCP clients

Config entry in your MCP client

firecrawl-mcp-serverMCP server

7.6k stars · Open source · JavaScript

Firecrawl exposed as an MCP server — give Claude Code or Cursor web-scraping ability with a single config entry instead of writing integration code.

Watch out — You need crawl, map or agent without signing up; those tools require an API key or OAuth.

Before you commit

Scraping has rules: respect robots.txt and site terms, rate-limit, and don't collect personal data. If the data feeds a product, check the source's licensing before it becomes a dependency you can't remove.

For agent buildersMake your product part of the discovery.Explore advertising

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