9. Research & Analysis

Analyzes system connections, service relationships, and data flows to discover integration patterns without requiring prior knowledge of the integration structure.

Discovers and identifies technology stacks by analyzing project files, configurations, and dependencies across various technologies including C and Kubernetes.

Analyzes repository patterns (monorepo, microservices, etc.) to guide project structure decisions and tool selection for skill development.

Conducts structured quarterly reviews of user's research mission and direction, stored in a user-specific directory for strategic assessment.

Conducts thorough academic literature searches with verified citations, ensuring all claims are backed by reliable sources. Never fabricates references.

Generates testable scientific hypotheses from observations, data, or research questions, supporting research planning and experimental design.

Conducts systematic literature reviews across multiple databases, synthesizes findings thematically, and generates professionally formatted reports with various citation styles.

Systematic toolkit for evaluating research manuscripts across methodology, statistics, ethics, and reproducibility to ensure academic quality before submission.

Automates research-backed skill creation using firecrawl-powered research, multi-tier validation, and comprehensive auditing to ensure quality and Anthropic compliance.

Comprehensive knowledge base for Ericsson LTE/NR radio access network features, parameters, counters, and engineering guidelines for network engineers.

Performs initial codebase analysis to detect tech stack, structure, and completeness, generating a comprehensive report for reverse engineering.

Enables advanced patent prior art searches and landscape analysis via PatentsView API for research, freedom to operate, and competitive intelligence.

Retrieves and merges commentary data for scripture verses, supporting verse ranges, depth levels, and tool-based filtering for scholarly study.

Applies multi-agent research patterns for complex, multi-dimensional research requiring synthesis, parallel execution, and findings compression.

Calculates key financial ratios and metrics from statements to support investment analysis and decision-making.

Conducts technical research, analysis, and planning for scalable, secure, and maintainable solutions through comprehensive information gathering.

Provides analysis and recommendations for error handling patterns, Sentry integration, and error monitoring strategies without modifying code.

Enables structured multi-step problem decomposition and adaptive analysis for complex, hypothesis-driven tasks requiring iterative refinement.

Systematic problem-solving techniques for overcoming complexity spirals, innovation blocks, and recurring patterns to find optimal solutions.

Discovers web content similar to a given URL using AI, enabling users to find related articles, papers, or websites with matching content, style, or topic.

Conducts research on technologies, libraries, and existing code to inform design and implementation decisions.

AI-powered semantic search tool for retrieving relevant web content including research papers, news, and code repositories based on meaning, not keywords.

Executes complex, multi-step research when standard exa-ai approaches fail, leveraging specialized research methodologies.

Conducts professional market research and competitive analysis using McKinsey/BCG/Bain methodologies, delivering hypothesis-driven insights in PPTX format.