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Kaleidoscope Labs

kaleidoscopelabs

Look again. Public sources, read carefully and turned into data your tools and agents can build on.

ACTOR STATS

3 public Actors

5 total users

2 monthly users

>99% runs succeeded

Kaleidoscope Labs: data you can build on

Kaleidoscope Labs

An independent lab building data products and AI systems. Our Apify Actors turn public sources into clean, structured data that teams schedule, monitor and feed into their own tools and agents.

What you get from our Actors

  • Records that say what they lack. A part you asked for that a record lacks is named in its missing field, with the reason, never left blank.
  • A documented output. Every field is described in the Actor's output schema, with an example record in its README.
  • Costs you can predict. What could not be read is never charged, and a run stops before your maximum charge.
  • Inputs that work as given. Each README has complete inputs you can paste and run, each one taken from a real run.
  • Ready for automation. Run them from the API, on a schedule, from Make, Zapier, n8n or Clay, or from an AI agent through Apify's MCP server.

Need a source we don't cover?

Tell us which one at hello@kaleidoscopelabs.io, or open an Issue on any of our Actors.

Support

Open an Issue on the Actor's page.

kaleidoscopelabs.io 

Public Actors