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Virtual Constructs

virtual-constructs

Reliable scrapers and monitors with stable schemas, honest docs, and pay-per-event pricing. Built to be wired into pipelines and AI agents.

ACTOR STATS

4 public Actors

8 total users

1 monthly user

>99% runs succeeded

Virtual Constructs

Scrapers and monitors built for repeat use: scheduled runs, alert pipelines, and AI agent workflows.

What you can expect from every actor

  • Stable output schemas. Every field is always present; missing data is null, never an absent key. New fields may be added, existing ones will not change shape.
  • Honest documentation. Each README states what the actor cannot do, not just what it can. If a limit exists, it is written down.
  • Monitoring-friendly inputs. Incremental options (since-date, since-ID) so scheduled runs fetch only what is new and stay cheap.
  • Pay-per-event pricing. You pay per result returned. Runs that find nothing new cost nothing.
  • Agent-ready. Clean input and output schemas that work as tool interfaces, including via MCP.

Support

Found a problem or need a capability that is missing? Open an issue on the actor's Issues tab. Bug reports on markup changes are especially welcome; monitors are only useful when they keep working.

Public Actors