seren-publishers

Seren publisher discovery provides ranked suggestions for web scraping and database queries, allowing you to filter by capability categories like integration, database, or compute. You can search by keyword and category to narrow options before executing the actual task.

Yes, you can estimate API routing costs before execution. Seren publishers support optional cost estimation, allowing you to call a publisher's root endpoint or specific sub-paths to run work with a clear understanding of projected expenses.

MCP tool listing exposes available tools and resources from publishers providing MCP capabilities. During publisher discovery, you can list MCP-exposed tools and invoke them by name to execute specific web scraping, AI search, or compute workflows directly.

Yes, you need an API key to use Seren publishers for AI search and compute workflows. Authorization is required via Bearer $SEREN_API_KEY, routing requests through api.serendb.com/publishers for suggest, list, search, and get details operations.

The best way to choose between publishers for data access tasks is using ranked suggestions and category-filtered discovery. This helps you verify capabilities before running generic workflows, ensuring you select the most relevant publisher for accuracy and speed.

You should verify publisher capabilities before running a web scraping workflow to avoid slower, more expensive, or less accurate results. Publisher discovery helps you select the right tool, preventing inefficiencies and ensuring the chosen publisher supports your specific requirements.