cyberneticlibrary

The library

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

WORKS 48
Run pre-release safety checksskillEngineeringL1
2562-safety-checklist_b6614ad2 · Ensuring standard safety procedures are followed before critical operations.
WORKS 48
Identify birds by sight and soundskillProductivityL1
bird-observation · Recording bird sightings with species, date, location, and behavioral notes.
WORKS 48
Read and map ecosystemsskillProductivityL1
ecosystem-mapping · Understanding relationships between organisms, food chains, and environmental interactions.
WORKS 48
Detect radar signalsskillL1
15-radar-signals-skill · Detecting and interpreting radar echoes, distinguishing noise from valid signals.
WORKS 48
Identify species in the fieldskillL1
field-identification · Identifying organisms in the field using morphological features and behavior.
WORKS 48
Design REST and GraphQL APIsskillEngineeringProductL1
api-designer · Creating consistent, well-documented REST APIs with clear contract definitions.
WORKS 48
Map user journeys and touchpointsskillProductMarketingL1
journey-map · Visualizing customer experience across touchpoints and identifying improvement opportunities.
WORKS 48
Build nature observation habitsskillProductivityL1
nature-journaling · Recording long-term observations of flora, fauna, and ecological changes over time.
WORKS 48
Design system architectureskillEngineeringL1
architecture-designer · When you need formal ADRs and multi-stakeholder architectural decisions for distributed systems.
WORKS 48
Track species behavior patternsskillDataL1
species-interaction-tracking · When studying what a species actually does over time rather than just identifying it.
WORKS 48
Classify organisms scientificallyskillL1
taxonomic-classification · When you need to place an organism in its formal hierarchy or reconcile its scientific name.
WORKS 48
Evaluate nutrition science disputesskillDataL1
contested-claims-in-nutrition · When evaluating nutritional claims with scientific rigor and distinguishing settled from genuinely contested evidence.
WORKS 48
Measure actual food consumptionskillDataL1
dietary-assessment · When you need to choose the right dietary measurement method (24-h recall, FFQ, diary, biomarker) for your question.
WORKS 48
Teach healthy eating to childrenskillHRL1
feeding-pedagogy · When guiding children to develop healthy eating habits and positive food relationships.
WORKS 48
Generate API and code documentationskillEngineeringL1
code-documenter · When you need generated, validated technical documentation from your codebase.
WORKS 48
Navigate food policy and regulationskillLegalL1
food-policy-and-politics · When you need to understand how nutrition science becomes dietary guidance and industry influence.
WORKS 59
Find bugs and security flaws in codeskillEngineeringL1
code-reviewer · When you need systematic code review for bugs, security, and quality improvements.
WORKS 56
Build cohesive UI color systemsskillProductL1
palette-stylist · When you need cohesive, accessible color systems from reference images and vibes.
WORKS 48
Understand nutrient metabolism pathwaysskillDataL1
nutrient-metabolism · When you need detailed biochemistry of how your body processes specific nutrients.
WORKS 48
Master nutrition science fundamentalsskillDataL1
nutrition-science-foundations · When you need foundational knowledge of how macronutrients, micronutrients, and digestion work.
WORKS 48
Run incident response and postmortemsskillOpsL1
incident-response · Coordinating response to SEV1/SEV2 incidents when multiple teams need synchronized action.
WORKS 55
Isolate and resolve bugs systematicallyskillEngineeringL1
debugging-wizard · When stack traces don't immediately reveal the bug and multiple independent-seeming changes coincide.
WORKS 48
Identify and remove business constraintsskillL1
constraint-drilling · Sharpening a broad research hypothesis into testable subclaims.
WORKS 48
Write detailed feature specificationsskillProductL1
feature-forge · When baseline model accuracy plateaus and feature engineering is the remaining leverage.
WORKS 48
Build accessible web componentsskillProductEngineeringL1
accessibility-patterns · When using accessibility patterns in skill contexts.
WORKS 48
Design GraphQL schemas and federationskillEngineeringL1
graphql-architect · When using graphql architect in skill contexts.
WORKS 48
Create agent skills and hooksskillEngineeringL1
kit · When using kit in skill contexts.
WORKS 48
Design REST APIs and endpointsskillEngineeringL1
api-design · designing APIs, choosing status codes, or creating endpoints
WORKS 48
Build Spring Boot enterprise applicationsskillEngineeringL1
java-architect · building, configuring, or debugging enterprise Java applications with Spring Boot 3
WORKS 48
Write modern JavaScript applicationsskillEngineeringL1
javascript-pro · building vanilla JavaScript applications, implementing Promise-based async flows, optimising browser or Node
WORKS 48
Build Kotlin multiplatform applicationsskillEngineeringL1
kotlin-specialist · idiomatic Kotlin implementation patterns including coroutine concurrency, Flow stream handling, multiplatform architecture, Compose UI co...
WORKS 48
Build Laravel applications with EloquentskillEngineeringL1
laravel-specialist · Best for developing Laravel 10+ applications with Eloquent models, API resources, and queues.
WORKS 48
Configure environment and secretsskillOpsEngineeringL1
env-setup · Best for securing environment configurations and preventing secrets from leaking into version control.
WORKS 48
Execute safe bulk file operationsskillOpsEngineeringL1
file-operation-patterns · Best for writing deployment scripts that safely handle bulk file operations.
WORKS 48
Prepare publication packagesskillL1
publish-pac · Best for preparing polished content drafts into publication packages with metadata.
WORKS 48
View activated beta featuresskillL1
beta-status · Best for documenting and communicating beta feature status in projects.
WORKS 48
Configure Claude Code hooksskillEngineeringOpsL1
hook-recipes · Best for configuring deployment hooks and automating post-deployment tasks.
WORKS 48
Automate release versioning and tagsskillEngineeringL1
dev-release · Best for managing development releases and coordinating deployment cycles.
WORKS 48
Capture and organize project learningsskillProductivityL1
save-insight · When you need to compound knowledge from a completed project or challenge so future similar work is easier.
WORKS 48
Plan and execute software projectsskillEngineeringL1
get-shit-done · When running a project through strict phases with verified deliverables and GitHub integration.
WORKS 48
Generate value-focused release notesskillProductMarketingL1
delivery.release_notes · When shipping a release and need consistent, value-oriented communication for customers or internal teams.
WORKS 48
Apply Socratic method to thinkingskillProductivityL1
critical-thinking · When analyzing arguments, practicing Socratic questioning, or developing clear thinking under uncertainty.
WORKS 48
Parse and validate project specsskillEngineeringProductL1
ac-spec-parser · When loading structured specs (YAML/JSON/Markdown) and extracting requirements for feature generation.
WORKS 48
Reason about knowledge and truthskillProductivityL1
epistemology · When evaluating what counts as knowledge, how beliefs are justified, or foundational epistemological questions.
WORKS 48
Navigate ethical dilemmas systematicallyskillL1
ethics · When evaluating AI policy, stakeholder conflicts, or decisions requiring ethical reasoning.
WORKS 48
Construct formal logical proofsskillProductivityL1
formal-logic · When checking argument validity via propositional/predicate logic or verifying deductive reasoning.
WORKS 48
Explore metaphysical foundationsskillProductivityL1
metaphysics · When evaluating claims about the nature of existence, identity, or what kinds of things are real.
WORKS 48
Reference political philosophy and theoryskillL1
political-philosophy · Analyzing legitimacy of power structures and competing justice frameworks.
WORKS 48
Optimize Rails applications with modern patternsskillEngineeringL1
rails-expert · Building production Rails apps with real-time updates and background job processing.
WORKS 48
Map stakeholder perspectives and validate assumptionsskillProductMarketingL1
empathy-mapping · Synthesizing research into stakeholder profiles during empathize phase of design.
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