9. Research & Analysis

Analyzes websites for SEO compliance, including meta tags, content optimization, and site structure to improve search rankings.

Analyzes website sitemaps to identify AEO optimization opportunities, including site structure, indexed URLs, and content migration planning.

Generates a research handoff bundle with web research, codebase analysis, and Gemini Oracle critique, packaged as a prompt/context folder for AI agent handoff.

Performs structured web research using SIFT, CRAAP, and lateral reading to evaluate sources, gather information, and validate claims.

Defines hallucination categories and evidence thresholds for legal citation errors to ensure accuracy in legal documentation and analysis.

Researches React codebases, analyzes component relationships, and maps project structures for React/Vite/Next.js projects.

Refines raw research questions into structured, validated prompts with automatic research type detection and output format validation.

Generates structured research plans by decomposing prompts into subtopics, search strategies, and agent configurations for efficient information gathering.

Executes a 7-phase research workflow by delegating to a research orchestrator agent with structured prompts.

Researches external best practices, documentation, and examples from official sources and open source projects for technology and development practices.

Conducts pre-implementation research for design, architecture, and impact analysis to understand dependencies and integration points during planning phases.

Analyzes wine cellar health and provides personalized recommendations for drinking priorities, collection balance, and improvement.

Automates multi-source research by coordinating parallel queries across LLM providers and consolidating findings into a unified report.

Multi-AI consensus workflow for scientific analysis, code review, and publication-ready reports with PubMed citations.

Provides a comprehensive market analysis toolkit using McKinsey frameworks for competitive research, market sizing, and strategic insights to guide product decisions.

Conducts comprehensive technical SEO audits analyzing crawlability, Core Web Vitals, site architecture, mobile readiness, and structured data for website optimization.

Conducts comprehensive on-page SEO and content quality analysis, including title tags, meta descriptions, headers, and E-E-A-T signals to optimize search performance.

Conducts Phase 1 research for MIP pipeline: investigating Gatsby metaphor scholarship, establishing seed CMT systems, and documenting annotator procedures.

Provides an index file for investigating xlmake's features and usage methods.

Conducts in-depth analysis of code repository structure, documentation, and implementation patterns by examining architecture files, GitHub issues, and contribution guidelines.

Researches and compiles comprehensive documentation, version constraints, and implementation patterns for software frameworks and libraries.

Validates skills against production-level quality criteria, including structure, content, documentation, and technical robustness, providing a detailed report with scores and recommendations.

Conducts an AI SEO audit to assess website discoverability in generative AI engines like ChatGPT, Claude, and Google AI Overviews.

Provides historical success rates for entry signal patterns to aid in deciding when to open a trading position.