The library
Everything we index — ranked by what works, never by stars.
forSalesMarketingHRFinanceLegalOpsProductEngineeringDataProductivitySupportsetup≤ plug & play≤ + a key≤ multi-tool
● works · ● untested / no effect · ● hurts — every rank is measured against a no-skill baseline
untested★140→untested★3→untested★78→untested★443→untested★0→untested★0→untested★2→untested★0→untested★1→untested★0→untested★0→untested★0→untested★1→untested★547→untested★1→untested★0→untested★0→untested★1→untested★2→untested★0→untested★0→untested★1→untested★0→untested★0→untested★0→untested★0→untested★0→untested★0→untested★0→untested★19→untested★1→untested★0→untested★0→untested★0→untested★0→untested★2→untested★1→untested★0→untested★0→untested★0→untested★0→untested★0→untested★0→untested★0→untested★1→untested★0→untested★0→untested★0→untested★0→untested★54→
Verify implementation against specificationsubagentEngineeringL2
writ-spec-reviewer · Runs BEFORE code-quality review per plan Section 7.1 — when you need spec compliance verification in isolation.
Scan code for specific review focus areassubagentEngineeringL1
review-scan · Launch multiple in parallel (one per focus area), then pass all results to review-fix — depth over breadth in each area.
Verify security vulnerabilities automaticallysubagentEngineeringL3
vuln-verifier · Disparity gate after vuln-hunter: independently verify a candidate is a real, present-day, exploitable issue (not false positive).
Review MCP server integrations safelysubagentEngineeringL3
mcp-reviewer · When updating MCP servers, verify tool safety and schema quality before integration with host.
Test web applications for qualitysubagentEngineeringProductL3
web-qa-tester · When a new web page or component has been implemented and you need QA verification before release.
Write and validate test suitessubagentEngineeringL2
worker-tester · When you need TDD validation: write tests that match spec, then verify implementation passes them.
Refactor code safely with testssubagentEngineeringL2
tdd-refactorer · When improving code quality through structured red-green-refactor cycles with strong test guards.
Build features and fix bugssubagentEngineeringL3
coder · When writing, modifying, or reviewing code in the LiverRa project with its specific conventions and architecture.
Review code for security riskssubagentEngineeringL2
security-auditor · When you need adversarial security assessment of auth, routing, input handling, and data flow in a production codebase.
Manage Docker and CI/CD pipelinessubagentEngineeringOpsL4
devops · When you need to set up multi-stage Docker builds, CI/CD pipelines, and environment-variable management for the project.
Build backend APIs with TDDsubagentEngineeringL3
backend-developer · When you need to write tests-first backend endpoints with authentication, database operations, and middleware integration.
Implement server-side featuressubagentEngineeringL3
backend · When you need to write tests-first backend endpoints with authentication, database operations, and middleware integration.
Release and deploy mobile appssubagentEngineeringOpsL4
release · When you need to run smoke tests, bump versions, and submit build to App Store Connect with security audit trail.
Test REST APIs in DockersubagentEngineeringL2
rest-api-docker-tester · When you need to verify REST API endpoints work correctly inside Docker with custom port configuration.
Implement Java code changessubagentEngineeringL2
engineer · When you have a detailed plan and need to implement code changes step-by-step with validation at each stage.
Debug backend API serversubagentEngineeringL2
backend-5010-debug · When backend API is down or misbehaving and you need rapid diagnosis across logs, containers, and service state.
Review code before commitssubagentEngineeringL2
code-review-expert · When you need mandatory code review before commit, catching security, type hints, and architecture violations.
Implement domain modelssubagentEngineeringL2
domain-implementer · When you need to implement domain models and abstract ports in isolation from infrastructure.
Run simulation pipelinessubagentEngineeringL3
simulator-operator · When you need to run signal simulations, compare firmware output against Python models, and generate diagnostic plots.
Route test failures to ownerssubagentEngineeringL3
workflow · When you need to orchestrate a multi-phase project workflow with phase gates and dependencies.
Build features with test-driven designsubagentEngineeringL3
engineer · When you have a detailed plan and need to implement code changes step-by-step with validation at each stage.
Review code changes before commitsubagentEngineeringL2
git-change-analyzer · When you need to analyze code changes across commits for impact, risk, and refactoring opportunities.
Audit Go backend code qualitysubagentEngineeringL2
go-backend-reviewer · When you need to write tests-first backend endpoints with authentication, database operations, and middleware integration.
Design system architecture and modulessubagentEngineeringL3
tech-lead-architect · Making cross-module architectural decisions with versioned interfaces and ADRs.
Map codebase structure and concernssubagentEngineeringL3
gsd-codebase-mapper · Analyzing and documenting codebase structure without overwhelming orchestrator context.
Add observability spans and metricssubagentEngineeringOpsL3
observability-wirer · Instrumenting workflows with canonical span names and correlated trace IDs.
Run local test validation suitesubagentEngineeringL2
ci-runner · Running full CI validation suite in order and stopping on first failure.
Implement features end-to-endsubagentEngineeringL3
dev-agent · Implementing features end-to-end with mandatory error handling and structured logging.
Make architecture decisions and ADRssubagentEngineeringL3
architect · Making cross-module architectural decisions with versioned interfaces and ADRs.
Optimize images for web performancesubagentEngineeringProductL2
imagemagick · Batch-optimizing images to modern formats with responsive sizing for Core Web Vitals.
Validate readiness before releasesubagentEngineeringOpsL3
dr-release-preflight · Pre-release validation of schemas, tests, changelogs, and compatibility in order.
Build and sign release artifactssubagentEngineeringOpsL3
build-engineer · Managing Xcode builds, code signing, and release archives with MCP integration.
Translate Dart patterns to C#subagentEngineeringL2
dart-mapping-advisor · Specialized subagent work that requires domain expertise and isolated context.
Control merges into main branchsubagentEngineeringOpsL2
merge-gate · Specialized subagent work that requires domain expertise and isolated context.
Debug web content save operationssubagentEngineeringL2
web-content-bug-fixer · Specialized subagent work that requires domain expertise and isolated context.
Fix database policies and indexessubagentEngineeringOpsL3
supabase-fixer · Specialized subagent work that requires domain expertise and isolated context.
Review Go code for best practicessubagentEngineeringL2
code-quality-reviewer · Specialized subagent work that requires domain expertise and isolated context.
Generate QA test report summarysubagentEngineeringOpsL2
qa-reporter · When findings must be formatted into a professional QA report with severity levels and consolidated coverage metrics.
Ship PRs with governed fast-pathsubagentEngineeringL3
git-shipper · When solo developers need governed PR shipping with rebase-first history and automatic main branch syncing to prevent divergence.
Compose Stratum orchestration commitssubagentEngineeringL2
orch-commit · When orchestrated work requires deterministic conventional commit messages written at the right time in a multi-step workflow.
Compose Liakont orchestration commitssubagentEngineeringL2
orch-commit · When orchestrated work requires deterministic conventional commit messages written at the right time in a multi-step workflow.
Validate features end-to-endsubagentEngineeringProductL3
qa-engineer · When specialized expertise is needed for this task type.
Review database schema changessubagentEngineeringL2
db-reviewer · When Postgres schemas change and must be validated for backward compatibility, tenant scoping, and performance before production.
Validate UI across layouts and modessubagentEngineeringProductL3
qa-engineer · When specialized expertise is needed for this task type.
Design and review UI componentssubagentEngineeringProductL2
ui-designer · When Tailwind + Twig templates need systematic dark mode, accessibility, and responsive design without separate build step.
Ensure repo standards compliancesubagentEngineeringL2
orangit_repo_generator · When technical drafts need structural coherence, reduced redundancy, and executive readability without changing facts.
Lead frontend architecture reviewssubagentEngineeringProductL2
frontend-dev · When Next.js UI decisions affect multi-tenant UX, form complexity, or the critical path (approval link) and need architecture input.
Verify phase goals were deliveredsubagentEngineeringOpsL2
gsd-verifier · When a work phase is complete and must verify that the codebase actually delivers the phase goal, not just that tasks completed.
Manage GitHub team accesssubagentEngineeringOpsL2
team-manager · When GitHub team onboarding and offboarding needs orchestration across team membership, repo permissions, and access synchronization for multiple repos.
Design game systems and mechanicssubagentProductEngineeringL2
Game Designer · When a multi-tenant SaaS product needs input validation at scale (schema definition, type safety, cross-field rules) without manual work per endpoint.