cyberneticlibrary

The library

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

WORKS 53
Map competitive advantagesskillMarketingProductL1
marketing-advantages · Positioning when you need to choose 1-2 defensible advantages to own vs trying to win on 10 features.
WORKS 59
Identify technical SEO issuesskillMarketingL2
seo-audit · When you need a comprehensive technical audit before a site relaunch or troubleshooting a traffic drop.
WORKS 48
Run Competitive Code TournamentworkflowEngineeringL3
fierce-compete · Complex multi-phase orchestration where deterministic ordering and structured outputs are critical.
WORKS 56
Get candidate brief before interviewsskillHRL3
candidate-brief · Calibrating a candidate 30 seconds before an interview without opening 5 tabs of Ashby, Gmail, and notes.
WORKS 54
Build SEO strategy by keyword potentialskillMarketingL2
seo-strategist · When building a content calendar backed by keyword research where you need traffic potential × winnability ranked, not just keyword lists.
WORKS 55
Multi-Dimension Code ReviewworkflowEngineeringL3
harness-review · Complex multi-phase orchestration where deterministic ordering and structured outputs are critical.
WORKS 57
Fan-Out Adversarial ResearchworkflowEngineeringL3
research · Complex multi-phase orchestration where deterministic ordering and structured outputs are critical.
WORKS 56
Validate campaign readiness across 10 layersskillMarketingL3
campaign-launch-qa · Enterprise marketing teams launching regulated/complex multi-channel campaigns who need 70/30 AI+human QA checklist before live.
WORKS 57
Investigate Flaky Test Root CauseworkflowEngineeringL3
flaky_test_hunter · Isolating flaky test root causes by running suspected culprits in parallel with detailed logging.
WORKS 55
Upgrade Agent Fleet FrameworkworkflowEngineeringL3
upgrade-agent-fleet · Systematically modernizing agent codebase to shared framework without manual drift.
WORKS 54
Scan and Rank Tech DebtworkflowEngineeringL3
tech-debt-triage · Identifying quick wins in refactor sprints faster than manual code review.
WORKS 60
Pre-Release Validation GateworkflowEngineeringL3
release-checklist · Gating releases with multi-perspective verification before ship.
WORKS 57
Remove Unused Code IterativelyworkflowEngineeringL3
dead-code-sweep · Iteratively cleaning unused code until fixpoint without manual symbol tracking.
WORKS 56
Onboard partners to AgentCash payment systemskillOpsFinanceL2
agentcash-onboarding · Onboarding payment partners at scale with automated verification and API key issuance.
WORKS 54
Monitor competitor pricing, features, and hiringskillMarketingProductL2
competitor-monitoring · Early-stage founders tracking 3-7 competitors weekly, where rapid signal detection enables tactical response to pricing changes, feature parity threats, and hiring signals.
WORKS 55
Run Multi-Persona QA TribunalworkflowEngineeringL3
demerzel-tribunal-panel · Multi-persona QA consensus on PRs with contract-valid verdicts and blast-radius tracking.
WORKS 57
Analyze Performance BottlenecksworkflowEngineeringL3
performance-profiler · Finding optimization targets via parallel lenses (algo + memory + IO + bundle).
WORKS 57
Audit EU Framework MappingsworkflowLegalL3
eu-mapping-audit · Compliance audits requiring cited ground-truth and adversarial verify loop.
WORKS 57
Sync Remote Workflows to Local RepoworkflowEngineeringL3
mirror-sync · Keeping n8n local repo mirrored to instance without manual sync.
WORKS 53
Set up clean financial trackingskillFinanceL1
accounting · Solopreneurs avoiding accountant fees via clean DIY bookkeeping.
WORKS 56
Run internal compliance auditsskillLegalL1
afrexai-compliance-audit · Pre-audit gap analysis without hiring consultant.
WORKS 58
Transform blog posts into X threadsskillMarketingL1
blog-to-thread · Founder-led brands with regular blog output who want to multiply reach and drive readers back to full pieces via X without manual repurposing.
WORKS 57
Discover prospect company social presenceskillSalesL2
prospect-social-audit · Sales teams enriching prospect CRM records with social activity data to identify warm leads and best engagement channels before outreach.
WORKS 54
Plan and manage content production lifecycleskillMarketingL3
content-marketing · High-growth tech companies executing inbound pipeline generation at scale, delegating content strategy and execution while maintaining control of campaign themes and buyer-stage targeting.
WORKS 57
Run Whole-App Correctness AuditworkflowEngineeringL3
codebase-review · Major version boundaries requiring whole-system audit and correctness theme.
WORKS 55
Generate ABM account research and sequencesskillSalesL3
bdr-enablement-generator · B2B SaaS teams with ABM programs (Tier 1/2) who need research-grounded sequences differentiated by persona and account tier, not spray.
WORKS 57
Execute Review Pipeline CoreworkflowEngineeringL3
review-core · Detailed correctness + hardening audit of core subsystems per theme.
WORKS 52
Design Salesforce Opportunity stage laddercommandSalesOpsL2
design-sales-stages · Establishing a forecast-aligned stage ladder for a new business motion or validating an existing Salesforce Opportunity structure against best practices.
WORKS 58
Generate illustrated articles at scaleskillMarketingL2
baoyu-article-illustrator · Scaling visual content production for long-form articles where automatic position-detection saves editorial review cycles.
WORKS 55
Run five-day design sprint with customer testingskillProductOpsL3
design-sprint · When you have one critical business question, a committed team, and 5 uninterrupted days — not for iterative continuous product development or remote teams without synchronous time.
WORKS 55
Produce employee onboarding plansskillHRL1
hr-onboarding · Structured employee onboarding where a visual, milestone-based plan accelerates clarity on expectations and first-week activities.
WORKS 58
Execute 41-prompt SEO strategy frameworkskillMarketingL2
seo-flow · Strategic SEO planning where 41 evidence-backed prompts (not improvised queries) drive structured, replicable analysis across keywords, content, and conversions.
WORKS 52
Rewrite article sections for clarityskillMarketingL1
edit-article · Writers and editors who want rapid paragraph-level clarity improvements while preserving the article structure and information flow.
WORKS 58
Define AI products with full rigorskillProductL2
ai-product-canvas · Pre-build rigor check for any AI feature; prevents building technically impressive but commercially useless models; required for user-facing AI with safety implications.
WORKS 52
Brief designers before they startskillProductL1
design-handoff-brief · Kick-off conversation before designers open Figma; prevents rework by grounding design in user context, success criteria, and constraints upfront.
WORKS 57
Design statistically valid experimentsskillDataL2
experiment-designer · Any decision backed by A/B test; forces pre-commitment to success criteria, prevents peeking and goalpost movement, separates statistical from practical significance.
WORKS 58
Run data-grounded sprint retrosskillOpsL1
retro-analysis · Teams that need to stop debating what happened in retros and focus on solutions grounded in sprint data.
WORKS 58
Publish Markdown articles to X as draftsskillMarketingL3
publish-x-article · Creators publishing long-form content to X Articles without losing formatting or manually rebuilding the article in the UI.
WORKS 58
Calculate attribution and campaign ROIskillMarketingDataL1
campaign-analytics · Demand-gen and growth teams running multi-channel campaigns who need deterministic attribution without external API dependencies.
WORKS 52
Identify missing contract protectionsskillLegalL1
legal-missing · Startups avoiding legal surprises via proactive doc planning.
WORKS 53
Audit brand voice consistency across contentskillMarketingL1
brand-voice-audit · Organizations with distributed writing (multiple authors/channels) who need systematic gap identification before rewrite, not single-document review.
WORKS 57
Generate conversion-optimized landing page copyskillMarketingL1
landing-page-copy · B2B/B2C SaaS teams launching single-offer landing pages (not multi-asset campaigns) who need conversion-first copy structure without design cycles.
WORKS 53
Monitor contracts for redline exposureskillLegalL1
redline-sentry · Legal teams preventing costly vendor lock-in and liability surprises.
WORKS 52
Set up iOS attribution with SKAdNetworkskillMarketingL3
attribution-setup · Mobile teams with paid acquisition (ASA/Meta/TikTok) who need privacy-preserving attribution under iOS 14.5+ SKAdNetwork constraints.
WORKS 56
Audit Authorization and Access ControlworkflowEngineeringL3
authz-audit-and-architecture · Authorization system audit across distributed services with architecture recommendations.
WORKS 55
Audit Editorial Neutrality and SourcesworkflowOpsL3
atlas-auditoria-readonly · Read-only compliance audits against Atlas Auditoria framework.
WORKS 60
Audit Dependencies for RiskworkflowEngineeringL3
dependency-audit · Security and compatibility audit of dependency trees with CVE verification.
WORKS 55
Coordinate Multi-Repo ChangesworkflowEngineeringL3
multi-repo-edit · Applying the same change atomically across multiple repositories.
WORKS 58
Draft CloudTrail AWS Setup ScriptworkflowOpsL3
cloudtrail-setup-script · workflow automation in specialized problem domain; check artifact name and description.
WORKS 58
Auto-Research GPT ConfigurationworkflowEngineeringL3
dead-presidents-autoresearch · workflow automation in specialized problem domain; check artifact name and description.
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