9. Research & Analysis

Analyzes YouTube video transcripts to extract key insights for academic research and educational purposes.

Analyzes Flow SDK workflow structures to map inputs, outputs, steps, control flow, and dependencies for migration planning.

Provides structured analysis, comprehension, and comparison for books, academic papers, and long documents from URLs or PDFs.

Web research agent for documentation lookup, tech information search, and code search via grep.app.

Analyzes codebases to generate system maps and architecture information in YAML format.

Manages Law-Driven Engineering (LDE) Link Maps to visualize Law-Term relationships, detect isolated elements, and conduct impact analysis during model updates.

Classifies change impact by causal types, determines phased strategies and stop conditions to ensure safe implementation without disruption.

Searches arXiv for academic papers and extracts key knowledge for research analysis.

Analyzes architecture review findings to detect contradictions and prioritize improvements based on project-specific trade-offs.

Provides critical reassessment of project state upon request, evaluating alignment, health, and effectiveness after major changes.

Extracts system invariants and global rules from architecture maps to ensure structural consistency and quality.

Creates an Uncertainty Register, prioritizes unknowns, and generates evidence-based experiments and decision rules to resolve ambiguity.

Gathers contextual information for development tasks by researching, scanning codebases, and identifying domain constraints before implementation begins.

Automates information gathering for ambiguous tasks by identifying gaps and prompting deep questions to clarify requirements.

Enables deep research with automatic citation tracing, fact verification, and source sourcing for accurate content collection.

Conducts technical SEO audits to diagnose ranking issues, meta tag problems, and on-page optimization gaps affecting website visibility.

AI studies codebase and requirements by analyzing existing code and asking clarifying questions to define task scope and goals.

Converts vague technical ideas into structured research workflows, generating reusable skills or documentation for efficient exploration.

Identifies gaps between user requests and project reality by analyzing code, ADRs, and documentation to provide factual evidence for architectural decisions.

Performs macroeconomic modeling, calibration, and comparative statics for DSGE, growth, and general equilibrium models to analyze policy impacts and welfare outcomes.

Analyzes task requirements, user feedback, and project inputs to extract core intent and formulate actionable hypotheses for project direction.

Provides a structured Analyse-Explore-Plan methodology for technical analysis, codebase understanding, and problem investigation prior to development.

Conducts deep domain research by comprehensively searching websites, gathering multi-page information, and compiling data from specific sites.

Facilitates open research activities through information gathering and analysis for academic or market contexts.