The library

codebase-pattern-finder · When working code examples beat documentation for learning and copy-paste reuse.

education-expert · When certification must survive accreditation scrutiny and protocol-triggered recertification.

tdd-guide · When test-first discipline and 80%+ coverage must be enforced before merge.

validation-agent · When external AI second opinions pre-merge prevent groupthink and catch domain-specific risks.

backend-engineer · When backend API design, multi-tenant RLS, and payment integration need coordinated expertise.

team-lead · When multi-agent coordination needs deadlock protection and stall detection.

feature-lead · When feature boundaries must be crystal-clear across teams and changes need explicit discussion.

modules-backend-expert · When Clojure module boundaries need linter enforcement and depend on event decoupling.

trace-pipelines · When understanding end-to-end call chains with explicit intermediate data is critical.

pr-writer · When PR descriptions must follow exact format with test plan and Claude Code attribution.

vuln-scanner · When infrastructure-as-code must be scanned for compliance violations and CVE risks.

gitlab-ci-reviewer · When CI/CD must enforce security gates and prevent job bloat.

security-audit-analyzer · When audit findings must be ranked by actual business risk, not CVSS alone.

ci-agent · When CI gates must enforce coverage thresholds and prevent flaky test merges.

research · When research requires multi-source adversarial verification and cited evidence trails.

codex-coordinator · When multi-agent workflows require explicit state coordination and deadlock avoidance.

editor · Peer review pipelines where editorial judgment and referee diversity are critical.

integration-manager · Teams using both GitHub and Linear who need bidirectional sync.

gameplay-programmer · Game teams translating design specs into data-driven mechanics.

plan-review-specialist · Complex projects requiring simultaneous Product/Engineering/Design perspective.

script-framework-engine · RMM and infrastructure teams maintaining strict script compliance.

studio · PRD-driven teams designing UX flows for specific user journeys.

error-detective · DevOps teams investigating patterns across distributed system logs.

gsd-ai-researcher · Teams building AI systems who need framework-specific best practices.

builder · Multi-agent task workflows requiring atomic implementation with full traceability.

chainaware-rug-pull-detector · Investors screening DeFi contracts before deploying capital.

gsd-planner · Organizations running structured planning phases with lead/explorer/builder.

component-scaffold · Design systems automating component code generation from specifications.

gitops-review · Teams enforcing GitOps discipline across infrastructure repositories.

observability · Engineering teams needing integrated metrics, logs, and traces.

github-actions-specialist · DevOps engineers designing complex CI/CD workflows.

reviewer · Teams needing coordinated code reviews across Product/Engineering/Design.

backend-architect · Startups designing scalable multi-service backend systems.

workflow-orchestrator · Multi-agent systems requiring deadlock prevention and task routing.

docs · Teams automating living documentation from code and specifications.

AL Planning Subagent · Strategy teams planning long-term roadmaps and initiatives.

obs-driver · Debugging real-time bidirectional OBS control via physical X-Touch controller with multi-camera scene switching and transform caching.

cicd-stage1-example · Simultaneously discovering both failure symptoms (via failure-detector) and contextual causes (via context-analyzer) in CI/CD pipelines to handoff to Stage 2 root-cause agents.

rust-expert · Enforcing senior Rust quality (Decimal vs f64 for money, typed AppError vs Result<_,String>, zero infra imports in domain/) and preventing latent numerical bugs in KoproGo financial computations.

new-command · Creating production Oclif commands for SimpleLogin CLI that follow resource-action patterns, support --format output (plain/json/yaml), and integrate with simplelogin-client SDK with full error handling.

grid-tester · QA verification of glassGRID features (column reorder, row drag, range fill, keyboard nav, virtual scroll) against realistic data before promotion to FEATURES.md—all 36 e2e routes must stay green.

ui-reviewer · Independent post-design QA that verifies rendered output matches design brief, not just code—catches visual regressions, contrast/a11y gaps, and responsive breakages that code review alone misses.

drupal-frontend-dev · Building Drupal theme components with PostCSS styling, proper XSS escaping in Twig, and responsive mobile-first layouts that pass accessibility and CSP checks.

ffi-specialist · Maintaining memory-safe FFI contracts across five languages, where each binding follows opaque-handle + JSON-exchange patterns and all errors surface via last-error thread-local to caller language.

bicep-researcher · Identifying undocumented Bicep features (new decorators, type system, assertions, extensions) that should be added to bicep-docs to keep documentation current with language releases.

mathodology-submission-packager · Final contest submission quality gate—verifies that no secrets/caches exist, all figures are reproducible from source, outside users can run the package, and submission complies with all rules.

system-engineer · Integrating native macOS system capabilities (Spotlight search via mdfind, file metadata via mdls, Finder tags via xattr, Shortcuts automation) into Swift tools via test-driven patterns.

build-validator · Rapidly fixing TypeScript/ESLint/Vite build breakages in a strict React 19 + Express 5 monorepo by identifying the exact root cause (type narrowing, decorator syntax, postinstall failure) and applying minimal fixes.

frank · Production Next.js component implementation from PRDs that faithfully follows design specs, validated in real browser across mobile/tablet/desktop viewports with zero console warnings.

Azure Policy Analyzer · Continuous Azure Policy compliance monitoring and automated remediation generation when new resources violate governance rules.