Pre-routing ambiguity analysis — scores request clarity and asks clarifying questions when needed (inspired by ouroboros)
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On explicit /homework invocation, analyze the current and linked previous sessions, extract mistakes (찐빠), and report them via omcustom-feedback with a confirmation gate. Auto-activation on session cleanup/session-end signals is OPT-IN (default OFF) — requires an explicit project/user directive. Use when explicitly auditing recent work for harness gaps.
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Quantitative agent evaluation using 4-metric framework (correctness/step_ratio/tool_call_ratio/latency_ratio) with ideal trajectory annotation and capability-categorical taxonomy. Use when measuring agent efficiency, comparing agent variants, or gating new agents through correctness→efficiency phases. Complements harness-eval (SE benchmarks) and evaluator-optimizer (qualitative rubric).
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Auto-detect project context and optimize harness — deactivate unused agents/skills, suggest missing experts, generate project profile
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Pre-action boundary checking — validates agent tool calls against declared capabilities and task contracts
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Routes data engineering tasks to the correct DE expert agent. Use when user requests data pipeline design, DAG authoring, SQL modeling, stream processing, or warehouse optimization.
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YAML-based DAG workflow engine with topological execution and failure strategies
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Analyze project and auto-configure agents, skills, rules, and guides
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Multi-LLM adversarial consensus loop — 3+ LLMs compete to find flaws in designs/specs until unanimous agreement is reached
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Apache Airflow best practices for DAG authoring, testing, and production deployment
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Alembic migration patterns for naming conventions, safety checks, expand-contract, env.py configuration, and CI integration
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Audit agent dependencies and references
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AWS patterns from Well-Architected Framework
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Fetch Claude Code official documentation. Use when updating local reference docs or checking official spec.
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Create a new agent with complete structure
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code-review-graph (CRG) MCP wrapper — token-efficient context retrieval via AST knowledge graph. Exposes 4 core tools from CRG.
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CVE triage workflow for vulnerability analysis, reproduction assessment, and patch verification
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dbt best practices for SQL modeling, testing, and analytics engineering workflows
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Research-validated planning — research → plan → verify cycle for high-confidence implementation plans
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Generate 4-6 parallel design mockups for rapid visual comparison — adapted from gstack /design-shotgun pattern
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Refactor code for better structure and patterns
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Review code against language-specific best practices
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Parameterized evaluator-optimizer loop for quality-critical output with configurable rubrics
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FastAPI patterns for high-performance async APIs
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