Meta-orchestrator — dispatches to the right skill for the task. Use before any non-trivial work.
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Graph evidence uses codebase-memory-mcp scoped by CBM_PROJECT. Orientation
loads get_architecture aspects overview, layers, boundaries, clusters,
and hotspots, plus validated hubs, bridges, and test-gaps recipes. If
optional graph evidence is unavailable, label it unavailable and use Serena or
filesystem evidence.
Dispatch to the right skill. 1% rule: if it might apply, invoke it.
| User intent | Skill to invoke |
|---|---|
| "start", "begin", unclear scope | /supergraph:analyze |
| "plan", "lên kế hoạch", explicit plan request | /supergraph:plan |
| "implement", "build", "execute" (plan saved) | /supergraph:execute |
| "fix bug", "debug", "why failing" | /supergraph:fix |
| "test", "TDD", "add tests" | /supergraph:tdd |
| "refactor", "clean up", "reorganize" | /supergraph:plan (then execute) |
| integration/e2e tests, after unit green | /supergraph:integration |
| "done?", "verify", before commit/PR | /supergraph:verify |
| "review", "merge", "PR", before merge | /supergraph:review |
| Need project context | /supergraph:scan |
/supergraph:tdd directly/supergraph:plan with lightweight tasks/supergraph:analyze first, then plan"Add X" or "Fix Y" is the WHAT. Skills determine HOW. Never skip a skill because the task "feels simple."
All skills depend on /supergraph:scan being loaded first in the session.
When dispatching subagents (executor, code-reviewer, plan-writer, plan-reviewer, qa-tester, security-auditor, diagnostician):
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Risk analysis and approach selection before planning. Use when requirements are ambiguous, approaches vary, or work touches hub/bridge nodes. Skip for typo fixes.
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Proactive architecture review — explore codebase structure, generate a self-contained HTML report with Mermaid diagrams and candidate improvements, then grill the findings. Use when planning a large refactor, onboarding to an unfamiliar codebase, or before a major architectural change.
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Autonomous human-like browser control and professional QA/QC testing. Powered by agent-browser (Rust native CDP, zero Playwright) with ISTQB test matrix generation, automated testcase execution, console/network error tracing, and defect reporting.
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Persistent token-compression mode (~75% reduction) — now always-on by default. Strips filler while keeping code exact.
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Database migration best practices for schema changes, data migrations, rollbacks, and zero-downtime deployments across PostgreSQL, MySQL, and common ORMs (Prisma, Drizzle, Kysely, Django, TypeORM, golang-migrate).
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Anti-slop frontend skill for landing pages, portfolios, and redesigns. The agent reads the brief, infers the right design direction, and ships interfaces that do not look templated. Real design systems when applicable, audit-first on redesigns, strict pre-flight check.
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