cyberneticlibrary

The library

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

ArtifactsCapabilitiesRecipes
kindallskillworkflowmcp_servercommandsubagentplugin|✓ proven✗ harmfulmeasured only1,173 artifacts
forSalesMarketingHRFinanceLegalOpsProductEngineeringDataProductivitySupportsetup≤ plug & play≤ + a key≤ multi-tool
WORKS 48
Design in-game coin economyskillProductL1
economy · Gaming communities and bots implementing lightweight reward systems without custom backend
WORKS 48
Generate engineering blueprintsskillProductL2
pie-blueprint-engine · Converts engineering calculations into standard drawings with symbol libraries and scale management.
WORKS 48
Design fluid system pipesskillProductL2
pie-fluid-systems · Sizes piping, pump, and heat exchanger for fluid transfer with pressure/velocity checks.
WORKS 48
Assess AI-first product readinessskillProductL1
ai-shaped-readiness-advisor · When diagnosing organizational or leadership capability gaps with explicit frameworks.
WORKS 59
Build competitive company research briefsskillProductSalesL2
company-research · When you need structured company research with citations, not quick web summaries.
WORKS 48
Map customer journey stages and emotionsskillProductMarketingL1
customer-journey-map · When designing customer experience that spans multiple stages and touchpoints systematically.
WORKS 48
Run customer journey mapping workshopsskillProductL2
customer-journey-mapping-workshop · When designing customer experience that spans multiple stages and touchpoints systematically.
WORKS 55
Prepare targeted discovery interviewsskillProductL1
discovery-interview-prep · Validating problem space before building when customer access is limited and you need adaptive questioning to extract insights.
WORKS 57
Run structured product discovery cyclesskillProductL2
discovery-process · Running continuous discovery in parallel with delivery to avoid building for assumed problems instead of real ones.
WORKS 48
Write empathetic product EOL announcementsskillProductMarketingL1
eol-message · Retiring products or features at scale while maintaining customer trust and reducing churn through empathetic communication.
WORKS 48
Review completed work against requirementsskillProductEngineeringL1
review-implementation · Catching implementation gaps against PRD before PR submission, ensuring test coverage and code quality.
WORKS 48
Break down large epics into user storiesskillProductL1
epic-breakdown-advisor · Splitting large features into sprint-ready vertical slices using proven patterns instead of arbitrary technical layers.
WORKS 48
Frame epics as testable hypothesesskillProductL1
epic-hypothesis · Treating major initiatives as testable bets rather than commitments, deferring build until validation is complete.
WORKS 48
Evaluate feature investment ROIskillProductL1
feature-investment-advisor · Defending feature prioritization to stakeholders with ROI math and margin analysis instead of gut feeling.
WORKS 48
Uncover customer jobs and unmet needsskillProductL1
jobs-to-be-done · Understanding the true jobs customers are trying to accomplish, avoiding solutions looking for problems.
WORKS 55
Guide team through Lean UX CanvasskillProductL1
lean-ux-canvas · Running low-cost, high-speed validation before committing to expensive builds.
WORKS 48
Build Opportunity Solution TreeskillProductL1
opportunity-solution-tree · Systematically exploring the solution space without getting lost in implementation details.
WORKS 48
Verify completion with evidence checklistskillProductEngineeringL1
gate · Launching with confidence by defining upfront what success and failure look like.
WORKS 54
Generate Figma developer handoff specsskillEngineeringProductL1
figma-annotation-guide · Turning visual designs into engineering-ready specifications
WORKS 48
Design new PM skill from raw contentskillProductL1
pm-skill-creator · Turning a rough idea or framework into a structured PM skill
WORKS 48
Analyze task complexity and risksskillProductOpsL1
new-task · Breaking down complex tasks into phased implementation plans
WORKS 48
Select right Proof of Life probeskillProductL1
pol-probe-advisor · Choosing the cheapest useful validation method for a risky idea
WORKS 48
Define cheap hypothesis validation probeskillProductL1
pol-probe · Documenting a lightweight validation artifact before build
WORKS 48
Search academic literature across arXiv and Semantic ScholarskillProductEngineeringL1
papers · Building literature reviews from academic sources
WORKS 48
Build structured PRDs connecting problem to success criteriaskillProductL1
prd-development · Writing a complete PRD from scratch
WORKS 48
Document and sync lessons learned to shared rulesskillOpsProductL1
add-lesson · Capturing and propagating learnings across agents
WORKS 48
Write Amazon-style press releases before buildingskillMarketingProductL1
press-release · Testing product vision before committing engineering
WORKS 48
Select the right prioritization framework for your stageskillProductOpsL1
prioritization-advisor · Choosing the right prioritization method (ICE, RICE, JTBD) for team stage
WORKS 41
Audit research drafts for clarity and citation integrityskillProductL2
research-architect-audit · Validating research process design and identifying gaps
WORKS 48
Frame problems with the MITRE Problem CanvasskillProductOpsL1
problem-framing-canvas · Clarifying messy problems before solution design
WORKS 48
Convert raw topics into actionable research questionsskillProductL1
research-architect-brainstorm · Designing robust knowledge and decision-making systems
WORKS 48
Write user-centered problem statements that clarify blockersskillProductL1
problem-statement · Moving from vague pain to testable problem hypothesis
WORKS 48
Build claim-level citation support banks for researchskillProductL1
research-architect-citation · Justifying specific literature claims in research with verified, precise source alignment.
WORKS 48
Structure product-sense interview answers with assumptionsskillProductL1
product-sense-interview-answer · PM candidates practicing design questions who jump to solutions too quickly.
WORKS 48
Convert research spines into executable study plansskillProductL1
research-architect-design · Research projects needing rigorous study design that maps claims to evidence modes before execution.
WORKS 48
Run end-to-end product strategy sessions with alignmentskillProductL2
product-strategy-session · Teams launching new product or repositioning that need alignment across 2-4 weeks before execution.
WORKS 56
Build complete research-paper drafts from spines and evidenceskillProductL2
research-architect-draft · Research projects with complete evidence bank needing logical draft that maps every claim to source.
WORKS 48
Create proto-personas from market signals and researchskillProductMarketingL1
proto-persona · Early-stage products needing quick user hypothesis to align teams before months of research.
WORKS 48
Build evidence banks and claim registers from study outputsskillProductL1
research-architect-evidence · Research projects with completed studies needing structured evidence registry before drafting.
WORKS 48
Evaluate AI product ideas across outcomes and risksskillProductEngineeringL1
recommendation-canvas · Proposing new AI features when uncertainty is high and you need exec confidence in why/what/risk.
WORKS 48
Collect project state and materials for research workflowsskillProductOpsL1
research-architect-intake · First step in research projects to establish scope, identify gaps, and route to right workflow branch.
WORKS 56
Plan strategic roadmaps with prioritization and sequencingskillProductOpsL2
roadmap-planning · Quarterly planning when strategy is clear and you need alignment on sequencing and rationale.
WORKS 48
Build structured literature and exemplar maps without copyingskillProductL1
research-architect-literature · Research projects needing structured source analysis before deciding on research spine.
WORKS 48
Evaluate SaaS unit economics and capital efficiencyskillFinanceProductL1
saas-economics-efficiency-metrics · Deciding when to scale vs optimize when unit economics are unclear.
WORKS 48
Build research papers from ideas to draftsskillProductMarketingL2
research-architect · Comprehensive research projects from ideation to publishable draft needing full workflow orchestration.
WORKS 48
Calculate SaaS growth and retention metricsskillFinanceProductL1
saas-revenue-growth-metrics · Benchmarking growth quality and identifying expansion opportunities vs pure new ARR.
WORKS 48
Turn PM content into publish-ready skillsskillProductEngineeringL1
skill-authoring-workflow · Operationalizing expertise into repeatable decision frameworks that teams can reuse.
WORKS 48
Create six-frame user journey storyboardsskillMarketingProductL1
storyboard · Communicating user context and emotional beats across teams before detailed design.
WORKS 48
Run user story mapping workshopsskillProductEngineeringL2
user-story-mapping-workshop · When you need adaptive, facilitated discovery of user journeys with a visual map artifact.
WORKS 48
Build BuckyOS control panel UI systemsskillEngineeringProductL2
control-panel-ui-ux · When building control panel UX with accessibility rules, touch targets, and responsive tokens.
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