Operations & resilience

Bug reproduction workflow: 1 skill (bug-report-template) and 9 agents (bug-report-from-recording, bug-repro-builder, crash-stack-trace-analyzer, defect-clusterer, defect-pipeline-runner, defect-trend-narrator, escape-defect-analyzer, failure-classifier, test-failure-debugger).

Chaos engineering + fault injection: 8 skills (chaos-experiment-author, chaos-mesh, chaos-results-reporter, failure-injection-test-author, gremlin-chaos, litmus-chaos, steady-state-hypothesis-validator, toxiproxy-chaos) and 1 agent (chaos-drill-orchestrator).

Defect management discipline (taxonomy, lifecycle, workflows): 3 reference skills (bug-lifecycle-reference, severity-vs-priority-reference, defect-taxonomy-istqb) + 4 platform-workflow skills (jira-bug-workflow-runner, linear-bug-workflow-runner, github-issues-bug-workflow, azuredevops-bug-workflow) + 1 build skill (bug-report-from-failure) + 4 agents (duplicate-defect-finder, bug-report-critic, ci-defect-filer, defect-fix-verifier). Distinct from qa-bug-repro which covers reproduction + clustering + trend narration; this covers triage workflow + taxonomy + severity classification, and closes the lifecycle with post-fix confirmation testing.

Flake triage: 4 skills (flake-dashboard-author, flake-pattern-reference, flake-remediation-guide, flaky-test-quarantine) and 5 agents (ai-flake-detector, e2e-flake-bisector, e2e-test-trend-reporter, parallel-isolation-checker, regression-bisector).

Load and performance testing: 12 skills (db-query-plan-analyzer, flame-graph-analyzer, gatling-load-testing, jmeter-load-testing, jvm-gc-tuning, k6-load-testing, latency-percentile-analyzer, lighthouse-budget-author, lighthouse-perf, load-testing-getting-started, locust-load-testing, perf-budget-gate) and 3 agents (load-test-tool-selector, perf-incident-responder, perf-regression-bisector).

Resilience drills: 6 skills (backup-verification-author, dr-drill-runner, error-budget-tests, mttr-mtbf-tracker, restore-time-tests, slo-negotiation-prep) and 2 agents (dr-drill-orchestrator, reliability-review-agent). Production-grade DR drills + backup verification + RTO + error-budget gating + incident metrics.

Shift-left QA: 4 skills (acceptance-criteria-extractor, gherkin-scenario-coverage-map, data-contract-extractor, nfr-extractor) and 4 agents (definition-of-done-checker, spec-to-suite-orchestrator, testability-reviewer, threat-model-from-spec).

Production-side QA per ISTQB-canonical shift right ("a test approach to test a system continuously in production"): 4 skills (feature-flag-experiment-validator, prod-canary-validator, rum-to-synthetic-gap-analyzer, synthetic-monitor-author) and 2 agents (canary-and-experiment-coordinator, observability-to-test).