parallel-cli

You can automate web search and data extraction to return structured JSON by running command-line operations like search and extract, which natively output machine-readable JSON formats for immediate downstream processing.

The best way to monitor vendor websites for competitive analysis is using asynchronous monitor workflows that continuously track specific sources, polling for status updates and returning structured insights from ongoing research tasks.

Yes, you need an authenticated Hermes Parallel account to execute deep research workflows, as the command-line interface requires valid credentials to process search, enrich, and monitor commands.

To enrich search results with additional attributes, run the enrich command after your initial search or findall discovery step, appending supplementary data fields to your existing structured JSON outputs.

Yes, you can run long-running research tasks asynchronously and poll for status updates, allowing you to execute multi-step search and extraction workflows without blocking your command-line session.

Findall entity discovery systematically locates all matching entities across multiple sources, whereas standard web search returns general ranked results, making findall better suited for comprehensive vendor-specific research programs.