Auto-activates when managing agent-to-agent communication for validation

Initialize/update AGENTS.md for all first-level packages within the provided directory.

Process large contexts using RLM (Recursive Language Model) patterns - chunking, filtering, recursive sub-calls

Senior Multi-Agent Systems (MAS) Architect for 2026. Specialized in Model Context Protocol (MCP) orchestration, Agent-to-Agent (A2A) communication, and recursive delegation frameworks. Expert in...

Ouroboros task-resolution protocol: closed-loop reasoning, Fractal Pyramid (L0–L9), Four Pillars, and Ratchet termination.

Use when creating or editing a README.md file in any project or package. Recursively parses codebase from README location, suggests changes based on missing or changed functionality, and generates...

Scrape web pages based on a provided URL using the scpr CLI app.

Use when user needs SQL development, database design, query optimization, performance tuning, or database administration across PostgreSQL, MySQL, SQL Server, and Oracle platforms.

Auto-activates when coordinating sequential validation specialists with

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Expert guidance for ffuf web fuzzing during penetration testing, including authenticated fuzzing with raw requests, auto-calibration, and result analysis

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Process and analyze massive documents (PDF, Word, HTML, JSON, Markdown) that exceed context limits. Use when a document is too large to fit in context, when you need to search large files, find...

Perform a focused SEO audit on JavaScript concept pages to maximize search visibility, featured snippet optimization, and ranking potential

Use when teaching complex concepts (technical, scientific, philosophical), helping learners discover insights through guided questioning rather than direct explanation, correcting misconceptions...

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