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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.
www.virtualconstructs.com/
Joined July 2026
ACTOR STATS
4 public Actors
8 total users
1 monthly user
>99% runs succeeded
Scrapers and monitors built for repeat use: scheduled runs, alert pipelines, and AI agent workflows.
- 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.
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.