7 stories
How a developer who bids on Spanish public contracts filtered the PLACSP tender feed into something an AI agent can query, then connected his Actor to Claude Desktop through the Apify MCP server.
A team of four built 2,000 Actors well ahead of schedule, and its Actor Factory now ships a new one in about an hour.
A build log of adding MCP connector delivery to a pay-per-result Actor, from the input schema and argument mapping to a live delivery into Notion.
Google Trends scores every request against its own top term, so separate batches cannot be ranked together. Claude knew that, then guessed anyway. A calibrated Apify Actor fixed it.
I connected my Apify Actor to an AI agent over the Apify MCP server. It ran, returned data, and the data was garbage. Nothing was broken: every failure traced back to something my input schema never said. Four description rewrites later, the agent picks the right settings on its own.
One of my popular Actors is a LinkedIn Sales Navigator scraper. It has dozens of users, but is also completely unusable by an AI agent, and I did not know that until I checked.
Open source community building is essential for startups to attract top tech talent.
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