academic

To automate an academic literature review, provide a topic to trigger a fixed workflow that queries arXiv, GitHub, and HuggingFace. The tool aggregates existing studies and outputs a gap-analysis report highlighting missing areas and suggesting future research directions.

Gap analysis identifies missing areas in existing literature. This tool coordinates web search and PlaywrightCLI across arXiv, GitHub, and model repositories to collect studies, aggregating findings to highlight gaps and output a summarized report with suggested directions.

Yes, PlaywrightCLI executes a deterministic bash-based workflow to scan arXiv and GitHub for academic papers. It coordinates these sources alongside model repositories to collect studies, perform gap analysis, and deliver a concise summarized report with research directions.

Configuring fallback strategies is supported to ensure a robust automated literature scan. The workflow is reusable across topics with configurable keywords and fallback strategies, ensuring it respects blocking sources while successfully aggregating academic studies for gap analysis.

A fixed deterministic workflow for literature scanning operates strictly through bash-based commands across arXiv, GitHub, and HuggingFace. It respects blocking sources and relies on configured keywords and fallback strategies, meaning it cannot dynamically adapt outside its predefined parameters.