cyberneticlibrary

The library

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

WORKS 48
Run safe long-lived agent loopsskillEngineeringProductL3
continuous-agent-loop · Autonomous agent systems that need reliable iteration with quality controls and safe recovery from failures.
WORKS 48
Learn and evolve agent instinctsskillEngineeringProductL3
continuous-learning-v2 · Long-running development projects where patterns repeat across sessions and can be learned and reused.
WORKS 48
Build multi-tier conversation memory without leaksskillEngineeringProductL3
conversation-memory · Multi-session projects where maintaining continuity and avoiding re-explanation is valuable.
WORKS 54
Query papers and recommendations from PaperzillaskillEngineeringProductL2
paperzilla · Rapidly synthesizing findings from 5+ papers when manual reading is time-prohibitive.
WORKS 48
Build reactive backend with ConvexskillEngineeringProductL3
convex · Building collaborative real-time applications when you want managed backend without writing server logic.
WORKS 48
Optimize Vite bundle size with code splittingskillEngineeringProductL2
Vite 构建产物体积优化 · Projects with slow first-paint times needing granular bundle analysis
WORKS 48
Visualize genomic data for publicationsskillDataProductL2
visualization-workflow · Publishing ENCODE or genomic analysis requiring multi-mark visualization
WORKS 48
Choose animation tech for the webskillProductEngineeringL1
creative-frontend-core · Teams building scalable multi-product UI systems
WORKS 48
Route animation task to right frameworkskillEngineeringProductL1
creative-frontend-orchestrator · Large frontend projects with parallel design and engineering teams
WORKS 45
Orchestrate multi-agent systems with CrewAIskillEngineeringProductL3
crewai · Complex knowledge work requiring multi-agent collaboration and tool chains
WORKS 48
Optimize multi-objective engineering designsskillEngineeringProductL3
pymoo · When you need to explore trade-offs among 2+ conflicting objectives and choose based on domain knowledge.
WORKS 48
Write technical documentation pagesskillEngineeringProductL1
ce-rtd-writer · When you need consistent, searchable documentation with correct toctree integration.
WORKS 48
Model molecular structures and predict drug propertiesskillProductL2
rowan · Running medicinal-chemistry pipelines (pKa, docking, conformers, MD) without maintaining local HPC or GPU infrastructure.
WORKS 48
Set up user profiles and status biosskillProductL2
custom-status · Specialized task requiring Custom Status expertise
WORKS 48
Route UI tasks to design specialistsskillProductL1
design-orchestrator · Specialized task requiring Design Orchestrator expertise
WORKS 48
Audit design systems and CSS consistencyskillProductL2
design-system · Specialized task requiring Design System expertise
WORKS 48
Verify iOS app UI with screenshotsskillProductL2
SwiftUI Visual Verifier · Ensuring SwiftUI interfaces render correctly across device sizes and orientations
WORKS 48
Create professional flowcharts and diagramsskillOpsProductL1
drawio-diagrams-enhanced · Creating professional flowcharts, swimlane diagrams, BPMN, WBS, and RACI matrices in draw.io format.
WORKS 48
Organize and track complex projectsskillOpsProductL2
planning-with-files · Generating detailed project plans, task breakdowns, and resource schedules from specifications.
WORKS 48
Organize and track complex projectsskillOpsProductL2
planning-with-files · Multi-step tasks, research, or building projects that span many tool calls
WORKS 48
Generate images with Gemini Web APIskillMarketingProductL2
baoyu-danger-gemini-web · High-risk creative generation tasks needing Gemini reasoning + multimodal input
WORKS 48
Create professional SVG diagrams instantlyskillMarketingProductL1
baoyu-diagram · Rapid authoring of consistent dark-themed technical diagrams (arch, flow, sequence, ER, timeline)
WORKS 48
Generate images, videos, and audio via fal.aiskillMarketingProductL2
fal-ai-media · Specialized use case detailed in body
WORKS 48
Generate images with multiple AI providersskillMarketingProductL2
baoyu-image-gen · Specialized use case detailed in body
WORKS 48
Process video and audio with FFmpegskillMarketingProductL2
ffmpeg · Specialized use case detailed in body
WORKS 48
Convert markdown to styled HTMLskillMarketingProductL2
baoyu-markdown-to-html · Specialized use case detailed in body
WORKS 48
Handle file uploads to S3 and R2skillEngineeringProductL2
file-uploads · Specialized use case detailed in body
WORKS 48
Build Accessible Web InterfacesskillEngineeringProductL2
frontend-a11y · building any interactive UI component or form.
WORKS 47
Define Frontend Design StandardsskillProductEngineeringL1
frontend-design-direction · building or improving websites, dashboards, applications, components, landing pages, visual tools, or any web UI that needs stronger product-specific design judgment.
WORKS 48
Choose Rendering Model for Web AppsskillEngineeringProductL1
frontend-web-core · choosing a framework, wiring SSR-sensitive or motion code, or planning accessibility — the interlocking rules every frontend-web spoke depends on.
WORKS 48
Route Web UI Tasks to SpecialistsskillEngineeringProductL1
frontend-web-orchestrator · When building a UI but the framework choice hasn't been locked in yet
WORKS 48
Audit and Fix Web AccessibilityskillEngineeringProductL2
a11y-audit · When verifying WCAG 2.2 compliance on web interfaces
WORKS 48
Plan and execute A/B testsskillMarketingProductL2
ab-test-setup · When quantifying feature impact before full rollout
WORKS 48
Run N approaches in parallel for better resultsskillEngineeringProductL3
agenthub · When you want multiple AI approaches tried in parallel with competitive evaluation.
WORKS 48
Plan sprints and write user storiesskillProductEngineeringL1
agile-product-owner · When writing user stories, defining acceptance criteria, or planning sprints.
WORKS 48
Design specs before buildingskillEngineeringProductL1
spec-workflow · Multi-module architecture-heavy changes requiring explicit design before coding.
WORKS 48
Generate and edit images with GPTskillMarketingProductL2
gpt-image-2 · Text-to-image/i2i workflows leveraging ChatGPT subscription without separate OpenAI billing.
WORKS 56
Design interfaces before buildingskillProductEngineeringL1
ui-design · Web/mini-program interfaces needing distinctive visual identity pre-code.
WORKS 55
Optimize app store visibility and rankingsskillMarketingProductL1
app-store-optimization · When launching a new app or improving visibility on App Store/Play Store with keyword-driven optimization.
WORKS 48
Follow Apple Human Interface GuidelinesskillProductEngineeringL1
apple-hig-expert · When you need authoritative compliance with Apple's 2026 design system and accessibility standards.
WORKS 48
Build clinical decision support safety checksskillEngineeringProductL2
healthcare-cdss-patterns · When building medication safety checks that must block critical interactions and never silently fail.
WORKS 48
Build EMR encounter and prescription featuresskillEngineeringProductL2
healthcare-emr-patterns · When building patient encounter, clinical note, or prescription features that must prioritize practitioner efficiency and patient safety.
WORKS 48
Route healthcare tasks to specialistsskillEngineeringProductL2
healthcare-orchestrator · When working on healthcare systems and need to ensure every feature follows safety and privacy guardrails.
WORKS 48
Evaluate AI plans like a Chief AI OfficerskillProductEngineeringL1
caio-review · When evaluating any AI feature ship, multi-year vendor commitment, or AI team expansion for soundness before execution.
WORKS 48
Develop and deploy CloudBase web appsskillEngineeringProductL3
cloudbase-sites-runtime · When deploying Node.js, Python, or Go web apps quickly without container orchestration overhead.
WORKS 48
Convert 2D images to 3D modelsskillProductEngineeringL2
hunyuan3d · When rapidly prototyping 3D assets for games, AR, product visualization, or design exploration from text or image reference.
WORKS 48
Scaffold and debug HyperFrames projectsskillEngineeringProductL2
hyperframes-cli · When scaffolding, linting, previewing, or rendering HTML video compositions for final delivery
WORKS 48
Generate images with Google GeminiskillMarketingProductL2
imagen · When generating UI placeholders, documentation illustrations, or design assets during development
WORKS 48
Navigate AI buy vs build decisionsskillProductL1
chief-ai-officer-advisor · Strategic AI decisions when founders/CAIOs need 3-year TCO, regulatory risk tier, and API-vs-self-hosted breakeven for each use case.
WORKS 48
Design and validate clinical studiesskillProductL2
clinical-research · Use when designing a prospective clinical study before submission — selecting and classifying endpoints (primary / key-secondary / exploratory, with surrogat...
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