cyberneticlibrary

The library

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

WORKS 48
Create feature spec with requirementsskillProductEngineeringL1
new-feature · Scaffolding features with full spec directories when requirements, design, and tasks need upfront planning.
WORKS 48
Design AI system integration contractsskillProductEngineeringL2
gsd:ai-integration-phase · Designing AI systems with framework selection and evaluation strategy when the phase involves LLM integration.
WORKS 48
Analyze and suggest phase dependenciesskillOpsProductL1
gsd:analyze-dependencies · Detecting phase sequencing conflicts when the roadmap is large and cross-dependencies are hard to track.
WORKS 48
Audit milestone completion before archivingskillOpsProductL1
gsd:audit-milestone · Validating milestone structure when gate enforcement before launch is required.
WORKS 48
Cross-phase audit of UAT itemsskillOpsProductL2
gsd:audit-uat · Finishing a milestone when you need to inventory all remaining test work before closing.
WORKS 48
Execute all project phases autonomouslyskillOpsProductL3
gsd:autonomous · Running multi-phase milestones end-to-end when you want the system to handle phase transitions and blockers without manual routing.
WORKS 48
Rank features by RICE scoringskillProductL1
feature-prioritizer · Deciding which features to build next when you have a backlog and want a repeatable scoring framework that works across teams.
WORKS 59
Analyze competitive landscapeskillMarketingProductL1
competitive-analysis · Deciding what to build next when you want to understand competitor advantage and vulnerability with evidence, not opinions.
WORKS 48
Brainstorm and route ideas systematicallyskillProductOpsL1
gsd:explore · Thinking through ideas before committing to plans, routing outputs into structured project artifacts.
WORKS 48
Reduce cognitive load in interfacesskillProductL1
cognitive-load · Reducing extraneous cognitive load in interfaces and onboarding via chunking, progressive disclosure, and defaults rather than generic UX advice.
WORKS 48
Plan MVP phase from user storiesskillProductOpsL2
gsd:mvp-phase · Converting fuzzy user stories into validated vertical slices via SPIDR splitting before planning.
WORKS 51
Validate market fit and competitorsskillProductL1
market-scout · Preventing wasteful engineering by validating demand before any code when competitors are unclear.
WORKS 48
Define minimum viable productskillProductL1
mvp-scoper · Ruthlessly cutting scope bloat to 5-7 core features when launch speed beats feature completeness.
WORKS 48
Launch SaaS startup end-to-endskillProductL3
saas-accelerator · Shipping an MVP from raw idea to deployment-ready when multi-agent coordination beats solo engineering.
WORKS 48
Remove roadmap phase and renumberskillProductL1
gsd:remove-phase · Cleanly deleting unstarted work from roadmap without orphaned markers cluttering context.
WORKS 48
Research implementation approach for phaseskillProductL1
gsd:research-phase · Delegating technical research to a fresh-context subagent before planning expensive work.
WORKS 45
Promote backlog items to active milestoneskillProductL1
gsd:review-backlog · Systematically triaging project tasks and surfacing critical path blockers.
WORKS 48
Package design findings into reusable skillsskillProductEngineeringL1
gsd:sketch-wrap-up · Distilling throwaway sketches into persistent design skills
WORKS 48
Sketch throwaway UI mockupsskillProductEngineeringL1
gsd:sketch · Exploring design directions with fast HTML mockup variants
WORKS 48
Lock requirements before implementationskillProductEngineeringL1
gsd:spec-phase · Clarifying phase requirements with Socratic interview before discuss-phase
WORKS 48
Preserve spike discoveries as reusable patternsskillProductEngineeringL1
gsd:spike-wrap-up · Converting research findings into reusable project-local skills
WORKS 48
Prototype and test ideas experimentallyskillProductEngineeringL1
gsd:spike · Fast exploratory research on technical unknowns before planning
WORKS 48
Display project metrics and timelineskillProductOpsL1
gsd:stats · When you need a single authoritative view of all project phases, plans, and metrics across the entire codebase.
WORKS 59
Iterate designs through red team reviewskillProductL2
red-team-review · When complex work needs independent adversarial critique before commitment, especially for architectures and research.
WORKS 48
Generate frontend UI design contractsskillProductEngineeringL1
gsd:ui-phase · When starting a frontend phase and need a design specification contract from research to verification.
WORKS 48
Validate phase completion gapsskillProductEngineeringL2
gsd:validate-phase · When a phase is complete but validation coverage is unknown and needs retroactive audit and gap-filling.
WORKS 48
Validate features through conversational testingskillProductEngineeringL1
gsd:verify-work · When you want conversational user acceptance testing with automatic diagnosis of found issues.
WORKS 48
Embed video content on pagesskillMarketingProductL1
video · When you need video pages to appear in Google search carousels and rich results.
WORKS 48
Red-team audit plugin against standardsskillEngineeringProductL3
audit-plugin-l5 · When you need uncompromising enterprise security and architecture review against a 39-point L4 matrix.
WORKS 48
Analyze KEGG pathways and drug targetsskillDataProductL3
kegg-analysis · When performing multi-step bioinformatics analysis (enrichment, drug targets, cross-species comparison).
WORKS 48
Discover missing features via code analysisskillProductEngineeringL2
human-brainstorm · Unblocking feature roadmaps by surfacing architectural gaps that current implementation could support
WORKS 48
Score skills for autonomous loop optimizationskillEngineeringProductL2
eval-autoresearch-fit · Identifying which skills are ready for autonomous improvement loops by assessing eval robustness
WORKS 48
Generate app release notesskillProductL1
app-store-changelog · When you need user-facing release notes that filter internal-only commits automatically.
WORKS 48
Set up marketplace catalogskillEngineeringProductL2
manage-marketplace · When you want to distribute plugins to multiple harnesses with version control.
WORKS 48
Generate system design plansskillEngineeringProductL1
liam · When you need architecture planning or maintenance diagnostics with human-readable output.
WORKS 48
Generate improvement recommendationsskillEngineeringProductL2
synthesize-learnings · When you want to close the loop from analysis findings into meta-skill improvements.
WORKS 48
Coordinate spec-driven workskillOpsProductL2
diatagma · When you need to model complex schemas and generate diagrams systematically.
WORKS 48
Evaluate and improve prompts with CLEARskillProductEngineeringL1
700-clear-framework_08305a60 · Rapid iterative improvement of prompts and PRD clarity
WORKS 48
Convert diagrams to high-res imagesskillProductMarketingL2
convert-mermaid · Rasterizing diagrams to images when live rendering is unavailable.
WORKS 48
Automatically fix broken documentation linksskillOpsProductL2
link-checker-agent · Validating documentation and content links before deployment.
WORKS 48
Infer missing operational details from codeskillOpsProductL1
repository-inference · Automatically detecting project type and structure without explicit config.
WORKS 48
Audit Android Room schema migrationsskillEngineeringProductL2
room-migration-audit · Verifying data preservation and schema consistency before shipping Room migrations.
WORKS 48
Capture and refine business requirementsskillProductOpsL1
business-requirements-capture · Formalizing exploration captures into auditable requirements with sourcing transparency.
WORKS 48
Generate workflow flowcharts for processesskillOpsProductL1
business-workflow-doc · Visualizing multi-step workflows and state machines from unstructured exploration captures.
WORKS 48
Guide structured discovery sessionskillProductOpsL1
discovery-planning · Hard-gating prototyping until exploration captures are formally approved.
WORKS 48
Synthesize exploration into handoff packageskillProductOpsL1
exploration-handoff · Finalizing exploration before transitioning to prototype or build phase.
WORKS 48
Optimize exploration cycle and artifactsskillOpsProductL2
exploration-optimizer · Improving exploration session methodology over time through data-driven feedback.
WORKS 48
Capture and refine exploration intentskillProductOpsL1
exploration-session-brief · Anchoring exploration scope before discovery-planning engages the SME.
WORKS 48
Orchestrate business exploration loopskillProductOpsL2
exploration-workflow · Hard-gating skill sequencing (no prototype until plan approved) in multi-phase exploration.
WORKS 48
Orchestrate prototype build cyclesskillProductL2
prototype-builder · Translating validated requirements into clickable prototypes for feedback loops.
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