cyberneticlibrary

The library

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

WORKS 48
Use assistant-ui library componentsskillProductEngineeringL2
assistant-ui · When building AI chat interfaces with composable primitives and streaming backends, versus monolithic UI libraries.
WORKS 48
Audit designs for accessibility complianceskillProductEngineeringL1
accessibility-review · Use this skill when you need to accessibility review.
WORKS 53
Auto-generate release notes from commitsskillEngineeringProductL2
changelog-generator · Generating professional release notes from git history in minutes instead of hours of manual writing
WORKS 48
Sync documentation with code changesskillEngineeringProductL1
branch-docs-sync · Keeping developer notes and user docs in sync with recent code changes and refactors
WORKS 48
Convert specifications into implementation plansskillProductOpsL2
notion-spec-to-implementation · Bridging Notion product specs to working code with test coverage, reducing handoff friction
WORKS 48
Design with nature-inspired algorithmsskillProductEngineeringL2
algorithmic-patterns · Procedurally generating facades, branching structures, and site layouts at scale.
WORKS 48
Automate BIM workflows and model checkingskillProductEngineeringL3
bim-scripting · Scaling BIM operations beyond manual editing (parameter QA, clash detection, export).
WORKS 48
Apply behavioral science to UI designskillProductMarketingL1
ux-psychology · Defending design decisions with peer-reviewed behavioral science.
WORKS 48
Run ML models in JavaScript environmentsskillEngineeringProductL2
transformers-js · Privacy-critical NLP tasks (sentiment, classification) with zero cloud egress.
WORKS 48
Build interactive data visualizationsskillDataProductL2
d3-viz · Custom data narratives where charting libraries lack flexibility.
WORKS 48
Build VR and AR experiencesskillProductEngineeringL3
unity-xr · Rapid AR/VR prototyping with multi-device gesture support.
WORKS 48
Process 3D geometry and surfacesskillEngineeringProductL2
computational-geometry · Spatial reasoning in site analysis, packing, and optimal placement.
WORKS 48
Build React and Next.js applicationsskillEngineeringProductL2
senior-frontend · Leading design-system decisions requiring performance and accessibility expertise.
WORKS 48
Analyze urban data and space analyticsskillDataProductL3
data-driven-design · Defending design intent with ASHRAE/LEED compliance and thermal modeling.
WORKS 48
Automate design rules and layoutsskillProductEngineeringL3
design-automation · Automating repetitive AEC tasks like code compliance, space planning, or facade optimization when rules can be explicitly encoded.
WORKS 58
Multi-panel strategic plan reviewworkflowOpsProductL3
two-panel-plan-review · Stress-testing a strategic plan and deriving a tactical build plan when risk of engineering effort failure is high.
WORKS 59
Generate design system documentationworkflowProductEngineeringL2
code-connect-refresh · Keeping Figma-to-code bindings fresh when component APIs change frequently and drift is costly.
WORKS 58
Design options with adversarial critiqueworkflowProductL3
design-options-panel · Exploring design direction space quickly when you need human feedback on multiple coherent options simultaneously.
WORKS 54
Audit UI details with cited findingsworkflowProductL2
ui-nitpick-audit · Workflow for ui-nitpick-audit
WORKS 60
Plan capability roadmap against market SOTAworkflowProductEngineeringL3
level-up · Feature promotion workflows where maturity gates and dependency checks are critical
WORKS 59
Design and build landing pagesworkflowMarketingProductL3
blau-landing · Marketing landing pages where rapid iteration and reliable deployment matter
WORKS 48
Fix core messaging and collaboration featuresworkflowEngineeringProductL2
fix-high-priority · Coordinating simultaneous backend (persistence, auth, upload) + frontend (UI, listeners) fixes.
WORKS 54
Implement iOS mobile design audit findingsworkflowEngineeringProductL3
ios-mobile-implement · Bulk mobile UI fixes without cross-file conflicts via parallel non-overlapping clusters.
WORKS 48
Audit release pre-flight and shipped docsworkflowEngineeringProductL2
arc-release-audit · Multi-phase workflow execution with structured dispatch.
WORKS 48
Implement public timeline read interfaceworkflowEngineeringProductL2
global-index-read-render · Multi-phase workflow execution with structured dispatch.
WORKS 48
Expand Spanish dictionary with colloquial wordsworkflowProductL2
dictionary-improvement-es-targeted · Growing word-game language coverage by systematically targeting known morphology gaps and colloquial vocabulary with dual-judge validation.
WORKS 55
Generate and evaluate dashboard design optionsworkflowProductEngineeringL3
dashboard-design-iteration · Automating dashboard design iteration workflows.
WORKS 58
Convert PRD into dependency-linked backlogworkflowProductEngineeringL3
generate-beads · Automating generate beads workflows.
WORKS 48
Advance product through maturity levelsworkflowProductEngineeringL4
hephaestus · Automating hephaestus workflows.
WORKS 48
Create and judge crossword cluesworkflowProductL2
crossword-clue-craft · Automating crossword clue craft workflows.
WORKS 48
Adversarially audit and deepen case studiesworkflowMarketingProductL3
world-studio · Automating world studio workflows.
WORKS 48
Review curriculum for pedagogical coherenceworkflowProductL2
loopy-ai-class-review · Automating loopy ai class review workflows.
WORKS 48
Develop character design and narrative biblesworkflowProductL3
character-studio · Automating character studio workflows.
WORKS 55
Research-first prototype planningworkflowProductL2
prototype · Starting a feature phase when you need instant knowledge synthesis from brain + code to ground the plan before implementation.
WORKS 48
Refresh design standards and craftworkflowProductL3
foundation-refresh · Large foundation system upgrades with safety gates and minimal user disruption.
WORKS 48
Integrate variant-aware feedbackworkflowProductL3
feedback-integrate · Running feedback-integrate workflow with multi-phase verification and structured output.
WORKS 60
Run multi-agent verification auditworkflowProductL3
deep-audit · Running deep-audit workflow with multi-phase verification and structured output.
WORKS 48
Generate theme palette variantsworkflowProductL3
theme-forge · Running theme-forge workflow with multi-phase verification and structured output.
WORKS 51
Three-layer adversarial reviewworkflowProductL3
wf-verify · When you need multi-phase orchestration with parallel agents across a complex workflow.
WORKS 48
Design agent activity dashboardworkflowProductEngineeringL4
agent-live-tui-design · Designing live streaming TUI for real-time agent activity (thinking, tools, results).
WORKS 48
Stress-test ideas with adversarial evidenceworkflowProductOpsL3
idea-stresstest · Validating ideas through adversarial challenge and evidence verification.
WORKS 48
Curate subjects for image generationworkflowMarketingProductL2
hiraia-curate-images · Filtering subject clusters into drawable, single-subject image concepts.
WORKS 48
Generate multilingual retrieval benchmarksworkflowEngineeringProductL2
hiraia-gen-eval-queries · Generating labeled benchmark queries for retrieval system evaluation.
WORKS 48
Playtest game dynamics with AI agentsworkflowProductL3
cutthroat-playtest · Testing complex multi-player game dynamics with autonomous agent seats.
WORKS 48
Find and fill content gapsworkflowProductMarketingL2
completeness-critic · Identifying gaps in initial coverage then filling them iteratively.
WORKS 48
Test all pages and fix breakageworkflowEngineeringProductL3
dashclaw-find-and-fix · Locating and fixing bugs through systematic analysis and repair.
WORKS 57
Synthesize consensus from expert panelsworkflowOpsProductL3
consensus-decision · Reaching agreement among multiple autonomous agents on decisions.
WORKS 55
Design architecture with multi-perspective consensusworkflowEngineeringProductL3
kiln-architecture · Applying DDD council review patterns with cross-examination and devil's advocacy.
WORKS 48
Drive media pairing project to completionworkflowProductOpsL3
media-pairing-escalation-orchestrator · Orchestrating complex projects with implement->verify->escalate patterns.
WORKS 48
Redesign documentation with competing proposalsworkflowOpsProductL3
nirs4all-docs-restructuring-proposal · When redesigning OSS library documentation with competing philosophies needing adversarial comparison.
page 19 / 24