cyberneticlibrary

The library

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

WORKS 59
Run weekly site health check reportworkflowOpsProductL3
weekly-checkin · Unattended weekly health checks (GSC, deploy, links, schema, CWV).
WORKS 59
Evaluate neurospatial API design comprehensivelyworkflowProductEngineeringL2
design-review · Multi-phase workflows requiring orchestrated agent handoffs and structured consensus.
WORKS 58
Resume incomplete layout test phasesworkflowEngineeringL2
layout-followups-resume · Multi-phase workflows requiring orchestrated agent handoffs and structured consensus.
WORKS 56
Build TCA domain from architectureworkflowEngineeringL3
tca-build · Multi-phase workflows requiring orchestrated agent handoffs and structured consensus.
WORKS 54
Audit user flows for blockers adversariallyworkflowProductL3
qa-flow-audit · High-stakes architectural or strategic decisions requiring adversarial pressure-testing.
WORKS 54
Design multi-agent tournament evaluationworkflowProductEngineeringL3
tournament-design · Design decisions with multiple valid approaches needing synthesis through pairwise-judged competition.
WORKS 58
Review merge request across dimensionsworkflowEngineeringL3
gogeta-review · Code/MR review across security, performance, conventions with adversarial refutation quorum gates.
WORKS 58
Implement resident agent stream processworkflowEngineeringL4
resident-agent-impl · Orchestrating multi-phase autonomous workflows where fan-out and synthesis improve outcomes.
WORKS 57
Validate spec and plan adversariallyworkflowProductEngineeringL3
superpower-validate · Spec/plan validation before build when requirements are vague or dependencies cross multiple systems.
WORKS 55
Migrate UI to ChipGroup componentsworkflowEngineeringL2
chips-badges-migration · Orchestrating multi-phase autonomous workflows where fan-out and synthesis improve outcomes.
WORKS 57
Execute feature sprint autonomouslyworkflowEngineeringL3
execute-contract · Tier 1 feature contracts (3-8 pts, mode C) needing autonomous sprint with fix loops.
WORKS 55
Analyze site structure deeplyworkflowProductOpsL3
site-deep-analyze · Deep site analysis combining Playwright crawl, static DOM/CSS inspection, and vision-based UI classification.
WORKS 54
Audit artifact strategy and scopeworkflowL2
skill-portfolio-existence-review · Code/MR review across security, performance, conventions with adversarial refutation quorum gates.
WORKS 59
Analyze user retention by cohortcommandDataL2
analyze-cohorts · Measuring product retention and engagement trends by user cohort to guide onboarding improvements and feature prioritization.
WORKS 59
Annotate specifications with structured feedbackcommandProductL2
annotate · Teams reviewing specifications, documentation, or design rationales where structured feedback (comments, deletions, image callouts) beats inline email.
WORKS 56
Generate Brazilian legal contractsskillLegalL1
contract-and-proposal-writer · Orchestrating multi-phase autonomous workflows where fan-out and synthesis improve outcomes.
WORKS 54
Orchestrate executive priorities and meetingsskillOpsL3
chief-of-staff · Early-stage startups or scale-ups with busy executives who need someone to enforce decision discipline and meeting structure.
WORKS 58
Design viral loops for product-led growthskillProductMarketingL1
gtm · Founders with product that has embedded sharing potential (calendar tools, design tools, collaborative docs) who want to design the loop smartly instead of hoping for organic viral, and need launch sequencing that maximizes early K factor.
WORKS 52
Debug low ad conversion ratesskillMarketingL2
ads-landing · When debugging low conversion rates from ads by isolating page-level factors like message match, speed, mobile UX, and form design.
WORKS 57
Write newsletters in authentic personal voiceskillMarketingL2
newsletter-writer · When newsletters must sound like the author (authentic voice) because you read personality/ICP/beliefs before writing, never making up strategy.
WORKS 58
Develop brand positioning and messagingskillMarketingL1
brand-messaging-and-positioning · Early-stage or rebranding companies who need to distill positioning before all marketing tactics (copy/campaigns/channels).
WORKS 53
Write conversion-focused landing pagesskillMarketingL1
landing-page · Quick landing page section rewrites when you need conversion-focused copy modularly, section-by-section.
WORKS 56
Check unified candidate pipeline statusskillHRL3
candidate-status · Quick pulse check: where are they in the pipeline, what's the latest communication, and is there a scheduled interview?
WORKS 56
Draft personalized cold outreach emailsskillSalesHRL3
outreach · Batch cold outreach to sourced candidates with consistent tone, proposed times, and zero accidental sends.
WORKS 59
Answer common legal questionsskillLegalL1
answer-a-legal-question · Orchestrating multi-phase autonomous workflows where fan-out and synthesis improve outcomes.
WORKS 53
Analyze competitors with battle cardsskillMarketingSalesL2
competitive-teardown · Preparing board decks, battle cards, or strategic roadmap decisions by systematically analyzing competitor strengths, weaknesses, and positioning.
WORKS 52
Audit site for technical SEO compliancecommandMarketingL1
seo-auditor · Content teams and developers launching sites who want a quick checklist for on-page SEO (meta tags, headings, images, structured data).
WORKS 59
Analyze GA4 traffic and conversionsskillMarketingDataL2
google-analytics · Identifying traffic bottlenecks and top-performing pages when you have GA4 set up and need programmatic reporting vs manual dashboard clicks
WORKS 56
Run financial review for founder clarityskillFinanceL1
financial-review · Orchestrating multi-phase autonomous workflows where fan-out and synthesis improve outcomes.
WORKS 58
Implement issues with quality auditsworkflowEngineeringL2
rss-issue-sprint · Batching issue implementations with simultaneous quality audits.
WORKS 55
Tune Codex theme iterativelyworkflowEngineeringProductL2
codex-theme-tune · Orchestrating multi-phase autonomous workflows where fan-out and synthesis improve outcomes.
WORKS 57
Tune Antigravity theme iterativelyworkflowEngineeringProductL2
antigravity-theme-tune · Orchestrating multi-phase autonomous workflows where fan-out and synthesis improve outcomes.
WORKS 55
Diagnose system issuesworkflowL2
diagnose · Orchestrating multi-phase autonomous workflows where fan-out and synthesis improve outcomes.
WORKS 55
Triage feature scope and designworkflowProductEngineeringL3
fathomdb-v05-feature-triage · Orchestrating multi-phase autonomous workflows where fan-out and synthesis improve outcomes.
WORKS 55
Review JVM code for correctnessworkflowEngineeringL3
adversarial-code-review · Code/MR review across security, performance, conventions with adversarial refutation quorum gates.
WORKS 58
Group keywords by SERP overlapskillMarketingL2
seo-cluster · Design content pillars where Google already clusters queries
WORKS 56
Port C library to Jai shardsworkflowEngineeringL3
10-port-sections · Orchestrating multi-phase autonomous workflows where fan-out and synthesis improve outcomes.
WORKS 57
Run minimal UI test demonstrationworkflowEngineeringL2
ui-test-minimal · Orchestrating multi-phase autonomous workflows where fan-out and synthesis improve outcomes.
WORKS 58
Migrate research workflow to productionworkflowEngineeringOpsL3
weekly-research-workflow-poc · Orchestrating multi-phase autonomous workflows where fan-out and synthesis improve outcomes.
WORKS 55
Audit docs for accuracy and clarityworkflowEngineeringL2
docs-audit · Orchestrating multi-phase autonomous workflows where fan-out and synthesis improve outcomes.
WORKS 60
Plan phased build for collaborative editorworkflowProductL2
notion-clone-build-plan · Workflow notion clone build plan with multi-agent verification.
WORKS 57
Audit, plan, and execute SEO strategyskillMarketingL2
content-seo-agent · Nuxt-based content sites where SEO audit + blog planning + calendar management need to happen in one integrated workflow.
WORKS 60
Hunt bugs with adversarial LLM teamworkflowEngineeringL3
nereids-bug-hunt · Broad defect sweep of the NEREIDS workspace ahead of a release / paper. RUN FROM THE MAIN REPO ROOT (not a .claude/worktrees/ session) so SAMMY primary sources resolve and subagents are not sandboxed away from them. Complements /review-pipeline (which is per-PR-diff + fix + merge gates); this workflow is whole-crate DETECTION only — it finds and locates defects, cross-verifies them across two LLM families, and reports. It does NOT fix anything.
WORKS 58
Audit and fix GA4 tracking implementationskillMarketingDataL2
analytics-tracking · Startups building analytics infrastructure correctly from scratch or teams auditing data quality before strategic decisions.
WORKS 59
Ensure GDPR compliance across operationsskillLegalL1
gdpr-compliance · Skill gdpr compliance with multi-agent verification.
WORKS 55
Get Claude Code metrics at a glanceskillOpsL2
quick-stats · Quick status check in a terminal prompt without leaving your REPL—scan cost/token/session health in 5 seconds.
WORKS 57
Unpack vague requirements before buildingskillProductL1
interview-me · Pre-spec phase where guessing wrong is still free—unpack vague asks like 'build me a dashboard' before committing to architecture.
WORKS 58
Analyze user retention by cohortskillProductL2
cohort-analysis · Understanding long-term user engagement and identifying which cohorts churn early vs. stay engaged, informing retention experiments and feature adoption strategies.
WORKS 58
Generate optimized SQL queriesskillDataL2
sql-queries · Rapid SQL generation when analysts need queries without manual syntax work, especially for schema-heavy databases or multiple dialect support.
WORKS 59
Shift roadmap from features to outcomesskillProductL2
outcome-roadmap · Shifting teams from feature-driven to impact-driven roadmaps, especially when product flexibility and strategic alignment matter more than delivery precision.
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