cyberneticlibrary

The library

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

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.
WORKS 48
Design and review UI componentssubagentEngineeringProductL2
ui-designer · When Tailwind + Twig templates need systematic dark mode, accessibility, and responsive design without separate build step.
WORKS 48
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.
WORKS 48
Validate features with learner perspectivesubagentProductSupportL1
etudiant-cap · When user testing for a learning app needs honest, persona-grounded feedback from a learner perspective (mobile, stressed, budget-conscious) before shipping.
WORKS 48
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.
WORKS 49
Review domain methodology rigorsubagentDataProductL1
domain-reviewer · When a refactoring needs systematic validation that the code still compiles, passes tests, and maintains API contracts at scale across a large codebase.
WORKS 48
Design ad-tech curriculumsubagentProductOpsL2
education-expert · When certification must survive accreditation scrutiny and protocol-triggered recertification.
WORKS 48
Define feature scope and acceptance criteriasubagentProductEngineeringL2
feature-lead · When feature boundaries must be crystal-clear across teams and changes need explicit discussion.
WORKS 48
Review plans for cross-functional blockerssubagentProductOpsL2
plan-review-specialist · Complex projects requiring simultaneous Product/Engineering/Design perspective.
WORKS 48
Design user experience and screen flowssubagentProductEngineeringL2
studio · PRD-driven teams designing UX flows for specific user journeys.
WORKS 48
Break down phases into executable taskssubagentProductOpsL2
gsd-planner · Organizations running structured planning phases with lead/explorer/builder.
WORKS 48
Verify UI against design system and accessibilitysubagentProductL2
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.
WORKS 48
Manage quiz questions in CSVsubagentProductL2
add-quiz-questions · Managing multi-language quiz CSV with AI generation and duplicate detection without manual scripts.
WORKS 48
Calculate AI build-vs-buy and assess regulatory riskpluginProductFinanceL2
chief-ai-officer-advisor · CAO or VP Product deciding between API models (Claude, Gemini), fine-tuning, or self-hosted infrastructure when capital and regulatory trade-offs matter.
WORKS 48
Design pricing, route deals, structure partnershipspluginSalesProductL2
commercial-skills · When pricing, channel, partnership, or deal-approval decisions require principled frameworks rather than ad-hoc judgment.
WORKS 48
Audit and fix WCAG 2.2 accessibility violations in frontendpluginEngineeringProductL2
a11y-audit · When shipping accessible UI requires automated detection of common WCAG violations before manual testing.
WORKS 57
Spawn parallel agents to solve problemspluginEngineeringProductL2
agenthub · When a problem benefits from diverse solution approaches and time permits parallel exploration with an objective win criterion.
WORKS 48
Automatically optimize files by metricspluginEngineeringProductL2
autoresearch-agent · When optimizing a single file's performance, quality, or cost over time requires hands-off autonomous loops with clear metric tracking.
WORKS 48
Create guided code walkthroughspluginEngineeringProductL2
code-tour · When onboarding developers or explaining architecture requires guided walkthroughs tailored to reader expertise level rather than generic comments.
WORKS 57
Audit dataset quality and completenesspluginDataProductL2
data-quality-auditor · When preparing data for analysis or ML requires systematic audit of quality issues rather than spot-checking a few rows.
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