CrawlForge MCP
Web scraping and structured extraction tools for AI agents
Find and maintain structured records from the live web

SpecStream turns a plain-language request into a structured list researched from the live web. Describe the records you need and the conditions each should meet, and the service looks across websites for matching businesses, people, jobs, papers, or other entries. Each result includes a source page so its origin can be checked.
Existing CSV files can be enriched with missing details or displayed on a map. Scheduled monitoring keeps a request running over time and highlights changes. Integrations send records to spreadsheets, CRMs, and collaboration tools, while an API and MCP connection make the same research workflow available to agents operating within a configured spending limit.
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