cyberneticlibrary

The library

Everything we index — ranked by what works, never by stars.

WORKS 53
Create test plans and validate featuressubagentEngineeringProductL2
qa · hen convenient |
WORKS 48
Run automated regression testssubagentEngineeringProductL2
qc · the `find` Chrome MCP tool to locate elements by:
WORKS 56
Manage backlog and acceptance criteriasubagentProductEngineeringL2
product-owner · Agile teams that need rigorous backlog discipline with testable acceptance criteria and epic-to-task traceability.
WORKS 48
Align engineering with product roadmapsubagentProductEngineeringL2
tpo · Multi-service systems where a single change spans repos and requires coordinated rollout with rollback safety.
WORKS 48
Build React components and UI featuressubagentEngineeringProductL2
web · Frontend teams that enforce strict TypeScript and reuse Shadcn/Radix components with React Hook Form validation.
WORKS 48
Design and audit UI componentssubagentProductEngineeringL2
ui · Mobile UI teams building KMP apps with consistent Material3 design across Android/iOS.
WORKS 48
Design clean, scannable interfacessubagentProductEngineeringL2
ux · Digital products that prioritize user research and design validation before engineering investment.
WORKS 48
Define testable system behaviorsubagentEngineeringProductL1
QA · Quality assurance that validates features meet acceptance criteria before production release.
WORKS 48
Triage backlog and prioritize worksubagentProductL2
pm · Project coordination when centralized status tracking and risk visualization matter
WORKS 48
Formalize plans into specificationssubagentProductL2
architect · Turning approved plans into precise specs before dev teams start coding.
WORKS 48
Create project roadmaps with phasessubagentProductOpsL2
gsd-roadmapper · mapping requirements into executable phases with observable success criteria
WORKS 48
Build decision models and run simulationssubagentOpsProductL3
modeler · capturing and validating system architecture and design decisions
WORKS 48
Discover and rank data sourcessubagentDataProductL2
explorer · Starting a research project when you need to know what data exists and how hard it is to access
WORKS 48
Conduct peer-reviewed literature surveyssubagentDataProductL3
academic-researcher · Literature assembly when you need verifiable, locally-cached citations with evidence of download success
WORKS 48
Build 3D mapping UI with WebSocketssubagentEngineeringProductL3
frontend-3d-builder · Building browser-based 3D visualizations when performance budget is tight and delivery is web-only
WORKS 48
Review alert rule semanticssubagentOpsProductL3
alert-engine-expert · Setting up production monitoring when alerts must minimize noise while catching real incidents
WORKS 48
Design features before implementationsubagentEngineeringProductL2
architect · Major system design when scale, latency, and reliability must be balanced against cost and complexity
WORKS 48
Evaluate technologies and frameworkssubagentEngineeringProductL2
tech-stack-evaluator · Making technology choices when multiple viable stacks exist and risk/learning time must be weighed
WORKS 48
Research domain evaluation criteriasubagentProductL1
gsd-domain-researcher · Surfacing what actual practitioners care about before turning eval criteria into measurable rubrics
WORKS 48
Generate feature documentationsubagentProductL2
prd-feature · Keeping PRD documentation synchronized with active development
WORKS 48
Structure product requirements and scopesubagentProductL1
business-analyst · Translating technical decisions into business language for non-technical stakeholders
WORKS 48
Explore Beutl specification detailssubagentProductL1
beutl-spec-explorer · Extracting relevant spec sections before implementing new features
WORKS 48
Build typing game with progress trackingsubagentProductL3
typing-engine · When implementing keyboard input handling, WPM calculation, and learning progress
WORKS 48
Query SwarmKit design documentationsubagentEngineeringProductL1
design-lookup · When developers need design system documentation and component specs from Figma
WORKS 48
Ensure UI parity across game editorssubagentProductL2
editor-ux-parity · When implementing editor hotkeys and ensuring consistency across input methods
WORKS 48
Evaluate design against UX heuristicssubagentProductL1
ux · When validating rendered UI against design specs and accessibility standards.
WORKS 48
Polish visual and copy aestheticssubagentProductL1
theme-stylist · When applying visual theming and brand copy consistently across the CLI.
WORKS 48
Validate UI against design specssubagentProductL2
ux-ui-reviewer · When validating rendered UI against design specs and accessibility standards.
WORKS 48
Optimize Core Web VitalssubagentEngineeringProductL2
perf · When you need perf expertise as a specialist agent.
WORKS 48
Execute research-innovate-plan workflowsubagentProductOpsL3
fast-mode-agent · When you need fast-mode-agent expertise as a specialist agent.
WORKS 48
Build and train AI chat systemssubagentProductEngineeringL3
bmc-panelin-chat · Building domain-specific chat with trainable system prompts and live response feedback.
WORKS 48
Review UI and copy for usabilitysubagentProductEngineeringL1
council-ux-critic · Continuous UX debt detection without designer overhead.
WORKS 48
Plan multi-expert Android implementationsubagentProductEngineeringL2
planner · Breaking down large features without middle-manager overhead.
WORKS 48
Write UI component specificationssubagentProductL2
design-ui · Creating reusable component specs without writing React code.
WORKS 48
Audit iPad-first user experiencesubagentProductL2
ux-auditor · Ensuring responsive iPad-first layouts with compliant gestures and no modals before ship.
WORKS 48
Audit design system compliancesubagentProductL2
uiux-designer · Catching spacing, hierarchy, and interaction issues in PWA UIs before launch.
WORKS 48
Manage Figma-to-Webflow production workflowsubagentOpsProductL3
pm · When orchestrating multi-phase Figma-to-Webflow conversions that require approval gates, workspace state tracking, and parallel section builder coordination.
WORKS 48
Convert specifications into project taskssubagentOpsProductL2
Senior Project Manager · When you have a spec and need to break it into 30-60 minute developer tasks with exact file lists and acceptance criteria.
WORKS 48
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.
WORKS 48
Design game worlds and levelssubagentProductL3
level-designer · When designing game levels that balance mechanics, difficulty, and player progression.
WORKS 48
Shape projects using ShapeUpsubagentOpsProductL2
shapeup · When you need to create well-shaped pitches with appetite, risk, and scope for cycle planning.
WORKS 48
Audit curriculum concept cardssubagentProductL2
curriculum-auditor · When you need to audit learning outcomes, course structure, and pedagogy against best practices.
WORKS 48
Run research discovery across sourcessubagentProductDataL3
research-specialist · When you need deep, multi-source research on a topic with citations and expert identification.
WORKS 49
Evaluate product user experiencesubagentProductL2
product-ux-examiner · When you need to evaluate product design, UX patterns, and UI against usability and brand guidelines.
WORKS 48
Optimize images for web performancesubagentEngineeringProductL2
imagemagick · Batch-optimizing images to modern formats with responsive sizing for Core Web Vitals.
WORKS 48
Coordinate complex multi-system taskssubagentOpsProductL3
fpcm-project-manager · Decomposing complex multi-domain tasks and coordinating specialist agents.
WORKS 48
Optimize mobile user interactionssubagentProductL2
vibe-alpha · Specialized subagent work that requires domain expertise and isolated context.
WORKS 48
Manage and curate quote datasetsubagentDataProductL2
data-content-engineer · Specialized subagent work that requires domain expertise and isolated context.
WORKS 48
Validate features end-to-endsubagentEngineeringProductL3
qa-engineer · When specialized expertise is needed for this task type.
WORKS 48
Validate UI across layouts and modessubagentEngineeringProductL3
qa-engineer · When specialized expertise is needed for this task type.
page 1 / 2