Librarium -- Multi-Provider Deep Research

You can execute multi-provider deep-research in parallel by applying a defined set of providers deterministically, with options to group, wait for completion, or retrieve results as needed.

Deduplicating citations from diverse sources is handled automatically during deterministic orchestration, which also writes per-provider markdown outputs and a run.json manifest to track findings.

Parallel processing for deep-research works by coordinating queries across diverse providers simultaneously, accelerating discovery and surfacing a consolidated summary of synthesized findings.

Yes, per-provider research results are written to separate markdown outputs, alongside a run.json manifest, ensuring structured documentation of findings from each configured source.

No specific dependencies or components are required to run multi-provider deep-research, as the Skill handles deterministic orchestration and consolidated summary generation natively.

Parallel multi-provider research should be used instead of a single source query when comprehensive findings are needed from diverse sources, such as conducting a thorough literature review with deduplicated citations.