Trace a request through a codebase
Follow one request from entry point to storage or external boundary with concrete file references.
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Follow one request from entry point to storage or external boundary with concrete file references.
Reduce a reported defect to a small repeatable case before proposing a fix.
Inspect validation, error contracts, and authorization around one API endpoint.
Check transitions and side effects across loading, success, failure, and cancellation states.
Derive a focused verification set from changed behavior and affected callers.
Map a dependency upgrade's affected usage and verification needs before changing versions.
Find configuration drift without printing secret values or assuming every difference is wrong.
Separate the failing assertion, likely affected behavior, and evidence needed for diagnosis.
Give Claude Code a focused review workflow for an existing diff.
Preserve the coding agent's explicit AAS skill selection as a validated stack and optional evidence.
Discover AAS skills for an explicit task and compare their complete instructions without installing them.
Review AAS stack manifests, preview plans and selection evidence in Workbench without applying changes.
Use when a coding task should be driven end-to-end from issue intake through implementation, review, deployment, and acceptance verification with minimal human re-intervention.
Use when you need to address review or issue comments on an open GitHub Pull Request using the gh CLI.
Fetch any X/Twitter post as clean LLM-friendly JSON. Converts x.com, twitter.com, or adhx.com links into structured data with full article content, author info, and engagement metrics. No scraping or browser required.
Design LLM-as-judge rubrics, direct scores and pairwise comparisons. Use for judge models, evals, position bias and calibration against human labels.
Assistente de pesquisa informativa, sem credenciais profissionais, sobre em Maria da Penha, violencia domestica, feminicidio, direito penal brasileiro, medidas protetivas, inquerito policial e acao penal.
Apoio a pesquisa juridica brasileira, organizacao de fatos e minutas, com verificacao em fontes oficiais e revisao profissional para casos concretos.
Autonomous DevSecOps & FinOps Guardrails. Guide to reviewing Linux kernel patches, Terraform cost changes and Kubernetes policy with a separately reviewed upstream tool and configured model.
Create custom AI subagents with proper plugin structure, persona generation, and companion routing skills.
Use when summarizing agent evaluations where autonomous, assisted, failed, timed-out, or invalid outcomes must remain distinct and comparable.
Use when an agent workflow needs deterministic recovery evidence for sandbox, MCP/tool, worker, checkpoint, memory, or orchestration failures.
Manage multiple local CLI agents via tmux sessions (start/stop/monitor/assign) in an explicitly authorized workspace.
A hybrid memory system that provides persistent, searchable knowledge management for AI agents (Architecture, Patterns, Decisions).
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