cyberneticlibrary

The library

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

ArtifactsCapabilitiesRecipes
kindallskillworkflowmcp_servercommandsubagentplugin|✓ proven✗ harmfulmeasured only7,788 artifacts
forSalesMarketingHRFinanceLegalOpsProductEngineeringDataProductivitySupportsetup≤ plug & play≤ + a key≤ multi-tool
WORKS 58
Analyze metrics into product decisionsskillDataL1
data-analysis-standard · Explaining unexpected metric movements before escalating to leadership; answers 'what changed, why, so what, now what' for any metric problem.
WORKS 58
Map and test product assumptionsskillProductL1
assumption-mapper · Pre-build validation when a plan has multiple untested bets and you need to decide what to test first.
WORKS 56
Track AI-driven search trafficskillMarketingDataL2
ai-traffic · Growth marketers trying to understand the new AI-driven referral channel and separate it from traditional organic/referral attribution.
WORKS 52
Review contracts and ensure legal complianceskillLegalL1
legal · Contract analysis and generation with parallel risk assessment and compliance checking.
WORKS 56
Execute multi-wave implementation plansworkflowEngineeringL3
execute-plan · Managing multi-stage product lifecycles with validation gates between phases.
WORKS 55
Generate German learning programworkflowOpsProductL3
german-program · Managing multi-stage product lifecycles with validation gates between phases.
WORKS 60
Verify merged PRs integrate cleanlyworkflowEngineeringL3
harmony · Catching union-breakage no single PR review sees after parallel merge window closes
WORKS 56
Adjudicate agent code reviewsworkflowEngineeringL3
review-council · Architecture reviews and security audits where diverse lenses + adversarial code-tracing beats single-reviewer cost/coverage tradeoff
WORKS 59
Produce validated ebooksworkflowOpsProductL3
ebook · Long-form knowledge products where source verification + adversarial claim-checking beats single-author trust
WORKS 59
Audit and fix paper digitization end-to-endworkflowOpsL3
full-pass · Quick full-pass paper review when single-agent depth sufficient
WORKS 59
Auto-improve Bun image API coverage iterativelyworkflowEngineeringL3
demo-bun-image-self-improve · Autonomous iterative improvement of small Bun apps with continuous feedback loop
WORKS 58
Build approved features with contract-first specsworkflowEngineeringL3
kmaz-build-iteration · Converting approved designs to committed code in tight design-build loops
WORKS 48
Execute single-feature pipeline end-to-endworkflowEngineeringL3
software-factory-pipeline · Fast-track single-feature delivery with parallel scout+design execution
WORKS 58
Drive code through plan-execute-verify autopilotworkflowEngineeringL3
autopilot-engine · Closed-loop plan-review-execute when agent autonomy + explicit review gates matter
WORKS 60
Fix sentence-split library with verified changesworkflowEngineeringL3
improve-sentencesplit · Targeted library fixes when comparative testing provides ground truth
WORKS 58
Define positioning and competitive strategyskillMarketingL1
marketing-strategy · Pre-launch or repositioning when you need to justify why now (macro trend) and who wins (best-fit customer).
WORKS 59
Execute full C7 hardcore review of spec and packworkflowEngineeringL3
hardcore-review-cycle-11 · Uncompromising product spec validation where C7-standard rigor + parallel review gates quality
WORKS 59
Assess release readiness with parallel risk checksworkflowOpsL2
release_check · Assessing release safety before shipping with parallel risk checks.
WORKS 60
Review PR with parallel focused reviewersworkflowEngineeringL3
pr_review · Code review when parallel diverse lenses catch issues single reviewer misses
WORKS 58
Audit landing pages for conversionskillMarketingL1
landing-page-optimizer · Rapidly identifying structural landing page problems (missing CTA, poor prop hierarchy, unoptimized forms) before A/B testing specific copy variations
WORKS 58
Map-reduce and verify entire knowledge-base domainworkflowEngineeringL3
kb-domain-runner · Best for: complex multi-phase orchestration with parallelization and adversarial gates.
WORKS 59
Apply tracked changes in isolated parallel worktreesworkflowEngineeringL3
opsx-apply-tracks · Best for: orchestrating large parallel implementation efforts with track isolation.
WORKS 57
Review-fix-validate loop until code passes gatesworkflowEngineeringL3
sisyphus-validation-loop · Best for: end-to-end feature validation with concrete evidence and fix-revalidate loops.
WORKS 54
Execute SEO optimization operationsskillMarketingL1
seo-sxo · Used in skill workflows
WORKS 57
Iterate to byte-identical with 2-vote verificationworkflowEngineeringL3
50-fix-divergences · Best for: iterative fixing of divergences with rebuild/retest until byte-identical.
WORKS 59
Build outbound sales math and email templatesskillSalesL2
slo-sales-funnel · Seed-stage founders executing outbound sales with a defined ICP and limited budget, who need concrete math linking customer goal to weekly outreach quota.
WORKS 56
Apply bulk file transformation with parallel reviewworkflowEngineeringL3
mishkan-migration-wave · Best for: applying transformations across many files with dual-reviewer gates per file.
WORKS 58
Generate daily standup from agent dataskillOpsL2
daily-standup · Team standup where you need to map Claude Code activities to business outcomes without manual log review.
WORKS 53
Route job workflows and applicationsskillHRL3
career-ops · Centralizing multi-path job search workflows (research, evaluation, application, tracking) where auto-detection of intent saves friction.
WORKS 58
Systematically improve copy through editingskillMarketingL1
afrexai-copywriting-mastery · Refining existing copy where the core message is sound but execution is weak; best when copy is already drafted and time allows multiple passes rather than full rewrites.
WORKS 55
Build complete client onboarding packagesskillOpsL1
client-onboarding · New service engagements where alignment and clear expectations prevent early-stage friction and rework—eliminates the typical 2-week ramping chaos.
WORKS 55
Audit cross-platform API parity with verificationworkflowEngineeringL3
parity-audit · Best for: systematic audits with adversarial verification against real source.
WORKS 55
Route bug through triage to commit and finalizeworkflowEngineeringL3
wfl:fix-bug · Best for: complex multi-phase orchestration with parallelization and adversarial gates.
WORKS 60
Fix review findings with test-first guardsworkflowEngineeringL3
fix-review-findings · Best for: multi-LLM parallel code review with structural context analysis.
WORKS 60
Review and verify code before pushing to mainworkflowEngineeringL3
adversarial-ship-review · Best for: multi-LLM parallel code review with structural context analysis.
WORKS 48
Run deterministic loop-until-done verifier workflowworkflowEngineeringProductL3
fierce-ralph · Best for: complex multi-phase orchestration with parallelization and adversarial gates.
WORKS 55
Reduce SaaS churn with save offersskillMarketingSalesL3
churn-prevention · Systematically reducing voluntary churn through dynamic save offers mapped to exit reasons and preventing involuntary churn via smart retries.
WORKS 48
Execute PRISM research and planning workflowworkflowProductEngineeringL3
prototype · Best for: complex multi-phase orchestration with parallelization and adversarial gates.
WORKS 58
Build deep buyer personas reps actually referenceskillSalesMarketingL1
buyer-persona · B2B sales teams that want reps to walk into calls and immediately recognize who they're talking to, what matters to them, and what will move them forward — not generic personas on a slide deck.
WORKS 58
Run parallel multi-agent document reviewworkflowEngineeringProductL3
fuyutsui-doc-review · Best for: multi-LLM parallel code review with structural context analysis.
WORKS 58
Execute approved plan with adversarial reviewworkflowEngineeringL3
ultrapowers · Best for: complex multi-phase orchestration with parallelization and adversarial gates.
WORKS 55
Coordinate release prep phases 1A and 1BworkflowEngineeringOpsL3
release-prep-phase1 · Best for: complex multi-phase orchestration with parallelization and adversarial gates.
WORKS 57
Track SEO changes against baselinesskillMarketingL2
seo-drift · Detect accidental regressions after content updates
WORKS 54
Query Google SEO APIs for real metricsskillMarketingL2
seo-google · Ground analysis in real user metrics instead of estimates
WORKS 56
Analyze business presence on MapsskillMarketingL2
seo-maps · Understand local rank variance across geography
WORKS 56
Detect and fix schema markup issuesskillMarketingEngineeringL2
seo-schema · Find missing schema opportunities and fix validation errors
WORKS 57
Audit technical SEO crawlabilityskillMarketingEngineeringL2
seo-technical · Conducting comprehensive technical SEO audits for crawlability, indexability, and security issues across large sites.
WORKS 58
Audit design across desktop and mobileskillMarketingProductL2
seo-visual · Verifying H1/CTA visibility, touch target sizing, and mobile responsiveness across multiple viewports.
WORKS 54
Execute 10-phase major release workflowworkflowEngineeringOpsL3
v5-0-full-lifecycle · Coordinating a major release with 10 phases and cross-team dependencies.
WORKS 57
Audit SPA across dimensions with verificationworkflowEngineeringProductL3
review-spa · Best for: multi-LLM parallel code review with structural context analysis.
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