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Agent tooling

webctl

Searches several web backends, then uses Jev to keep useful results, confirm duplicates and filter scraped page chunks.

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Source screenshot of webctl
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What it does

It can search free endpoints without Jev, then add semantic scoring and chunk filtering when configured for deeper triage.

How you can use it

Your developer can use this code to build an app that searches the web for specific facts. The tool fetches long web pages and breaks them into smaller pieces. It then asks TypeSafe, an outside AI service, to keep only the parts that answer your question.

This filtering requires an access key that connects the software to TypeSafe. The code carefully groups the small page pieces into sets before sending them. This grouping prevents the service from rejecting the job when a website is too long to read at once.

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