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
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Design game worlds and levelssubagentProductL3
level-designer · When designing game levels that balance mechanics, difficulty, and player progression.
Plan and coordinate multi-team projectssubagentOpsL3
project-manager · When you have a PRD and need to break it into multi-agent task plans with proper routing and coordination.
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.
Build backend APIs with TDDsubagentEngineeringL3
backend-developer · When you need to write tests-first backend endpoints with authentication, database operations, and middleware integration.
Shape projects using ShapeUpsubagentOpsProductL2
shapeup · When you need to create well-shaped pitches with appetite, risk, and scope for cycle planning.
Implement server-side featuressubagentEngineeringL3
backend · When you need to write tests-first backend endpoints with authentication, database operations, and middleware integration.
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.
Audit curriculum concept cardssubagentProductL2
curriculum-auditor · When you need to audit learning outcomes, course structure, and pedagogy against best practices.
Frame change proposals clearlysubagentL1
proposer · When you need to draft ShapeUp pitches or evaluate project proposals for scope and risk.
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.
Run research discovery across sourcessubagentProductDataL3
research-specialist · When you need deep, multi-source research on a topic with citations and expert identification.
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.
Evaluate product user experiencesubagentProductL2
product-ux-examiner · When you need to evaluate product design, UX patterns, and UI against usability and brand guidelines.
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.
Coordinate complex multi-system taskssubagentOpsProductL3
fpcm-project-manager · Decomposing complex multi-domain tasks and coordinating specialist agents.
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.
Query knowledge base with citationssubagentL2
wiki-query · Specialized subagent work that requires domain expertise and isolated context.
Optimize mobile user interactionssubagentProductL2
vibe-alpha · 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.
Review operations and deploymentsubagentOpsL2
ops-review · Specialized subagent work that requires domain expertise and isolated context.
Analyze climate and emissions datasubagentFinanceOpsL3
beatriz · 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.
Manage and curate quote datasetsubagentDataProductL2
data-content-engineer · 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.
Refine technical drafts to client narrativesubagentOpsSalesL1
fernanda · When technical drafts need structural coherence, reduced redundancy, and executive readability without changing facts.
Design and review UI componentssubagentEngineeringProductL2
ui-designer · When Tailwind + Twig templates need systematic dark mode, accessibility, and responsive design without separate build step.