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
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 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 51
Detect bugs, logic errors, and edge case handling issuesskillEngineeringL1
bug-detector · Code review when runtime errors, type issues, or boundary cases are primary concern.
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
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 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
Navigate and load entity relationshipsskillEngineeringL1
koan-relationships · Reframing stuck interpersonal patterns through self-inquiry rather than instruction.
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
Ask side questions without derailing workskillL1
btw · Surfacing hidden patterns or competitor moves that might trigger strategic pivot.
WORKS 48
Create six-frame user journey storyboardsskillMarketingProductL1
storyboard · Communicating user context and emotional beats across teams before detailed design.
WORKS 48
Calculate TAM, SAM, and SOM preciselyskillFinanceSalesL1
tam-sam-som-calculator · When pitching to investors and you need defensible market sizing backed by real-world citations.
WORKS 48
Map user workflows to release slicesskillProductEngineeringL1
user-story-mapping · When transforming flat backlogs into visual two-dimensional maps showing activities and release slices.
WORKS 48
Split large stories into deliverablesskillProductEngineeringL1
user-story-splitting · When large epics need systematic breakdown using proven patterns instead of arbitrary slicing.
WORKS 48
Write development-ready user storiesskillProductEngineeringL1
user-story · When converting user needs into development-ready stories with Gherkin-style testable acceptance criteria.
WORKS 48
Guide transitions to VP or CPO rolesskillHRProductivityL1
vp-cpo-readiness-advisor · When transitioning to executive product roles and you need guidance across preparation and recalibration.
WORKS 48
Facilitate multi-turn workshop sessionsskillProductOpsL1
workshop-facilitation · When interactive skills need consistent pacing, numbered options, and multi-turn progress tracking.
WORKS 48
Assess coercion risk in legal noticesskillLegalL1
druckmittel-falsche · When assessing whether a threat of criminal charges constitutes unlawful coercion under German law.
WORKS 48
Optimize Spanish technical content SEOskillMarketingL1
tacosdedatos-seo · When optimizing Spanish technical content for Mexico-first search and regional localization.
WORKS 48
Run Scenario Lab simulations from CLIskillEngineeringL1
scenario-lab · Running scenario-analysis workflows programmatically via packaged CLI runtime instead of manual command sequencing
WORKS 48
Resolve code review feedback on PRsskillEngineeringL1
gh-fix-pr-feedback · Systematically addressing PR review comments by implementing fixes and replying to each comment individually
WORKS 48
Format markdown with frontmatter and headingsskillMarketingProductivityL1
baoyu-format-markdown · Converting plain text or unformatted markdown into well-structured articles with frontmatter and typography fixes
WORKS 48
Create product feature specificationsskillProductL1
feature-spec · Use feature-spec when you need its specific guidance
WORKS 48
Format trading proposals with timestampsskillFinanceL1
proposal-formatter · Use proposal-formatter when you need its specific guidance
WORKS 48
Calculate startup unit economics and CACskillFinanceProductL1
unit-economics-calculator · Use unit-economics-calculator when you need its specific guidance
WORKS 48
Validate features before releaseskillEngineeringL1
release-check · Use release-check when you need its specific guidance
WORKS 48
Keep dev documentation in syncskillEngineeringL1
oe-docs-updates · Use oe-docs-updates when you need its specific guidance
WORKS 39
Fix code review findings and re-verifyskillEngineeringL1
review-findings · Use review-findings when you need its specific guidance
WORKS 48
Manage markdown-based task listsskillProductivityL1
markdown-tasks · Managing self-contained tasks in isolated todo files with preserved implementation context.
WORKS 48
Audit legal risks before submissionskillLegalL1
bietet-fehlerkatalog · Preventing practice-damaging errors in client-facing legal responses before sending.
WORKS 48
Initialize task manager for projectskillOpsL1
uctm-init · One-command pipeline bootstrap reducing permission prompts for work automation.
WORKS 48
Trigger work pipeline from tagsskillOpsL1
work-pipeline · Coordinating multi-agent work with human approval gates (direct/pipeline/full modes).
WORKS 48
Show work and task progressskillOpsL1
work-status · Quick pipeline status visibility without reading task files.
WORKS 48
Refactor PHP and Laravel codeskillEngineeringL1
class-refactoring · Modernizing legacy Laravel code to DRY, readable patterns while preserving behavior.
WORKS 48
Create flowcharts and process diagramsskillOpsProductL1
flowchart-creator · Quick visualization of workflows and decision trees for stakeholder communication.
WORKS 48
Create JSON Canvas filesskillProductProductivityL1
json-canvas · Creating infinite-canvas mind maps and file/link networks viewable in Obsidian.
WORKS 48
Render console output via struct tagsskillEngineeringL1
console-rendering · Creating engaging CLI UIs and progress indicators without external GUI frameworks.
WORKS 48
Create Obsidian Base database viewsskillProductivityL1
obsidian-bases · Structuring Obsidian knowledge bases with queryable relationships and metadata.
WORKS 48
Create Obsidian Markdown notesskillProductivityL1
obsidian-markdown · Programmatically generating interconnected Obsidian notes with automatic link resolution.
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