cyberneticlibrary

The library

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

ArtifactsCapabilitiesRecipes
kindallskillworkflowmcp_servercommandsubagentplugin|✓ proven✗ harmfulmeasured only2,359 artifacts
forSalesMarketingHRFinanceLegalOpsProductEngineeringDataProductivitySupportsetup≤ plug & play≤ + a key≤ multi-tool
WORKS 48
Handle tier-1 support ticketsskillSupportL1
triage-support · Support teams handling how-to and bug report triage where evidence-based replies reduce back-and-forth
WORKS 48
Map paper claims to citationsskillL1
paper-citation-planner · Researchers writing papers with rigorous citation chains and need clear evidence mapping
WORKS 48
Verify CLI changes exampleskillEngineeringL1
skill-verify-cli-changes-example-for-verify-skill · Contributors validating CLI UX changes before pushing to PR without writing formal test suites
WORKS 48
Parse YAML configuration filesskillEngineeringL1
yaml-config · Safe YAML parsing with fallback defaults and optional merging over base config.
WORKS 48
Apply daisyUI component rulesskillEngineeringL1
daisyui-usage · Applies consistent component styling without custom CSS by composing daisyUI + Tailwind classes.
WORKS 48
Create social media Reddit cardsskillMarketingL1
social-reddit-card · Creates shareable Reddit-style story cards for video overlays without external image hosting.
WORKS 48
Configure Elixir routingskillEngineeringL1
1518-routing_ed3ee4b4 · Composes auth pipelines and shallow-nested resources for type-safe routing.
WORKS 48
Verify engineering unit calculationsskillEngineeringL1
pie-dimensional-analysis · Catches unit errors and dimensional inconsistencies early in engineering design.
WORKS 48
Summarize case statusskillOpsL1
16_case_summary_status_skill · Aggregates case metadata into executive summary format.
WORKS 48
Surface Claude Code feature releasesskillProductivityL1
2473-whats-new_6a65e564 · Extracts feature highlights and migration paths from verbose release docs.
WORKS 48
Design electrical power distribution systemsskillEngineeringL1
pie-power-systems · When pie power systems requires code-compliant design and professional verification.
WORKS 48
Analyze thermal loads and cooling designskillEngineeringL1
pie-thermal-engineering · When pie thermal engineering requires code-compliant design and professional verification.
WORKS 48
Teach holomorphic dynamics and fractalsskillEngineeringL1
holomorphic-dynamics · When holomorphic dynamics guidance needs expert judgment beyond generic alternatives.
WORKS 48
Map agent SDK patterns to AlloyskillEngineeringL1
2938-equivalence_6271e1c3 · When 2938 equivalence_6271e1c3 guidance needs expert judgment beyond generic alternatives.
WORKS 48
Maintain story consistency across episodesskillMarketingL1
long-form-continuity-bible · When long form continuity bible guidance needs expert judgment beyond generic alternatives.
WORKS 48
Guide users through research crystallizationskillL1
cold-start · When cold start guidance needs expert judgment beyond generic alternatives.
WORKS 48
Evaluate growth channel unit economicsskillSalesMarketingL1
acquisition-channel-advisor · When deciding acquisition channel allocation with verifiable unit economics, not intuition.
WORKS 48
Assess AI-first product readinessskillProductL1
ai-shaped-readiness-advisor · When diagnosing organizational or leadership capability gaps with explicit frameworks.
WORKS 48
Diagnose PM-to-leader scope gapsskillOpsL1
altitude-horizon-framework · When diagnosing organizational or leadership capability gaps with explicit frameworks.
WORKS 48
Draft professional email correspondenceskillSalesMarketingL1
email-drafter · When email drafter guidance needs expert judgment beyond generic alternatives.
WORKS 48
Diagnose SaaS business health metricsskillFinanceL1
business-health-diagnostic · When business health diagnostic guidance needs expert judgment beyond generic alternatives.
WORKS 48
Teach Chronos agent CLI workflowsskillEngineeringL1
agent_basics · When agent_basics guidance needs expert judgment beyond generic alternatives.
WORKS 48
Track identity mutation framework updatesskillL1
2026-03-08_identitymutations-update-skill · When 2026 03 08_identitymutations update skill guidance needs expert judgment beyond generic alternatives.
WORKS 48
Validate agent output quality and safetyskillOpsL1
aperion-validator · When aperion validator guidance needs expert judgment beyond generic alternatives.
WORKS 48
Map customer journey stages and emotionsskillProductMarketingL1
customer-journey-map · When designing customer experience that spans multiple stages and touchpoints systematically.
WORKS 48
Coach PM-to-director transition planningskillOpsL1
director-readiness-advisor · When diagnosing organizational or leadership capability gaps with explicit frameworks.
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 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
Apply C++ style conventions for SmithskillEngineeringL1
smith-cpp-style · Maintaining consistent C++ style across Smith codebase with automated formatting and clear naming conventions.
WORKS 58
Plan executive 30-60-90 day onboardingskillOpsL1
executive-onboarding-playbook · Entering a new executive product role without burning bridges by acting before understanding organizational dynamics.
WORKS 48
Contribute feedback to babysitter projectskillL1
contrib · Routing feature requests and bug reports to the correct contribution process in the babysitter project.
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 53
Model pricing change financial impactskillFinanceL1
finance-based-pricing-advisor · Setting pricing that balances customer willingness-to-pay with unit economics and competitive positioning.
WORKS 58
Look up SaaS metrics and benchmarksskillFinanceL1
finance-metrics-quickref · Quick reference when you need precise metric definitions or want to ensure consistent financial reporting.
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
Identify organic growth opportunitiesskillMarketingL1
organic-growth-advisor · Maximizing sustainable growth when paid acquisition is expensive or unavailable.
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 53
Create Geoffrey Moore positioning statementskillMarketingL1
positioning-statement · Defining your product's market position clearly for the first time
WORKS 48
Run positioning workshop with teamskillMarketingL1
positioning-workshop · Running a workshop to sharpen product positioning
WORKS 48
Search academic literature across arXiv and Semantic ScholarskillProductEngineeringL1
papers · Building literature reviews from academic sources
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