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
Implement C++ AST schema upgradeworkflowEngineeringL3
cpp-mcp-v7-full-ast-schema · Structured agent orchestration with deterministic phase transitions and fault isolation.
WORKS 59
Run TDD cycle for featuresworkflowEngineeringL2
tdd · Structured agent orchestration with deterministic phase transitions and fault isolation.
WORKS 55
Audit app security and code qualityworkflowEngineeringL3
madi-full-audit · Model update audits where capability changes must be verified against confirmed facts.
WORKS 55
Author new SKILL.md filesworkflowEngineeringL3
create-skill · Structured agent orchestration with deterministic phase transitions and fault isolation.
WORKS 52
Discover web application vulnerabilitiesworkflowEngineeringL3
vuln-discovery · Structured agent orchestration with deterministic phase transitions and fault isolation.
WORKS 56
Plan build iteration with feature specsworkflowEngineeringL3
kmaz-plan-iteration · Structured agent orchestration with deterministic phase transitions and fault isolation.
WORKS 56
Execute TDD with security gatesworkflowEngineeringL3
sdd-impl-spec · Structured agent orchestration with deterministic phase transitions and fault isolation.
WORKS 53
Discover vulnerabilities with feedback loopsworkflowEngineeringL3
vuln-discovery · Structured agent orchestration with deterministic phase transitions and fault isolation.
WORKS 54
Ground project in verified researchworkflowProductL3
kmaz-research · Adversarial research workflows that gather, refute, and converge on verified claims.
WORKS 58
Generate SQL queries from natural languagecommandDataL1
write-query · Quickly drafting SQL exploratory queries without manual syntax lookup.
WORKS 58
Generate project health monitoring dashboardcommandEngineeringL2
dashboard · DevOps teams and engineering leads setting up project health dashboards for visibility on CI/CD, code quality, and infrastructure.
WORKS 59
Plan e-commerce content strategy and calendarskillMarketingL2
ecommerce-content-marketing · E-commerce brands launching on TikTok/Instagram/YouTube without prior social strategy—you get calendar + customer-voice-derived topics.
WORKS 59
Build copy-ready email automation flowsskillMarketingL3
ecommerce-email-marketing-builder · E-commerce founder or marketer with 500+ subscribers and a platform—go from zero flows to 10 production-ready sequences.
WORKS 55
Sweep dead code and unused abstractionsworkflowEngineeringL3
nihil-shiva · When artifacts may no longer earn their existence and you want evidenced deletion guidance before committing to removal.
WORKS 58
Judge architecture restructuring optionsworkflowEngineeringL3
nihil-athena · When the defect is structural (cohesion, coupling, boundaries) and you want the strongest restructuring scored by independent judges.
WORKS 58
Deep research with adversarial verificationworkflowProductL3
nihil-odin · When a transformation decision depends on external behavior, upstream docs, or evidence the repo cannot supply.
WORKS 56
Run comprehensive technical SEO auditsskillMarketingProductL2
seo-audit · When you need a 16-category, 148-rule technical SEO audit because seomator is purpose-built for LLM consumption and covers crawlability → indexation → performance.
WORKS 57
Audit repositories across multiple dimensionsworkflowEngineeringL3
audit_repo · When you need a thorough multi-dimension code review of a whole repo or major subsystem in one pass.
WORKS 59
Create implementation plans from feature requestsworkflowProductEngineeringL2
implementation_plan · When you want a technical plan before coding, especially for multi-file or unfamiliar code changes.
WORKS 58
Plan quarterly marketing growth sprintsskillMarketingL2
marketing-strategist · Planning quarterly marketing sprints when you need channel prioritization and measurable outcomes per month.
WORKS 52
Review contracts and flag negotiation risksskillLegalL1
contract-review · When you need a sharp first read on contract risks, missing clauses, and negotiation priorities before legal review.
WORKS 55
Forge and validate ideas across lensesworkflowProductOpsL3
idea-forge · When forging novel research ideas for a specific venue and you want adversarial judges to rank by feasibility and contribution.
WORKS 55
Validate designs through adversarial testingworkflowProductEngineeringL3
adversarial-validation · When you need to verify that tests actually test something and aren't vacuous before committing to green.
WORKS 55
Review pull requests from multiple perspectivesworkflowEngineeringL3
pr-review-multi-perspective · Multi-phase projects requiring parallel specialist execution and cross-stage coordination.
WORKS 58
Run neurodivergent code review arenaworkflowEngineeringL3
neurodivergent-arena · Multi-phase projects requiring parallel specialist execution and cross-stage coordination.
WORKS 54
Design topic clusters for SEO authorityskillMarketingL1
ink-cluster · Marketing teams building topical authority in a category where they need to own the full search funnel from awareness to decision.
WORKS 56
Cross-check findings with adversarial skepticsworkflowEngineeringL3
adversarial_review · Multi-phase projects requiring parallel specialist execution and cross-stage coordination.
WORKS 60
Score and route agent descriptionsworkflowEngineeringOpsL3
routing-rubric-pass · Managing multi-stage product lifecycles with validation gates between phases.
WORKS 52
Translate compliance requirementsskillLegalL1
compliance · Specialized task execution with clear input/output structure.
WORKS 59
Write high-converting ad copyskillMarketingL1
ad-creative · Teams scaling ad testing across multiple platforms and funnel stages without hiring specialist copywriters.
WORKS 59
Plan discovery interviews that validate ideasskillProductOpsL1
discovery-interview-prep · Product managers validating new markets or churn problems who need to avoid wasting customer time and research budget on misaligned interview design.
WORKS 48
Quick reference for SaaS finance metricsskillFinanceL1
finance-metrics-quickref · Executive financial reporting from QuickBooks with MoM comparisons and scenario modeling.
WORKS 53
Score landing page conversion potentialskillMarketingL2
landing · SEM teams finding where paid traffic is wasted (high CTR / low CVR) and quantifying the dollar impact of landing page fixes vs ad optimization.
WORKS 57
Generate weekly productivity reportskillOpsProductivityL2
weekly-report · Individual contributor or team lead reviewing personal/team productivity—weekly check-in on what worked and what to optimize.
WORKS 59
Build 3-statement financial modelsskillFinanceL2
3-statement-model · Financial modeling requiring auditable formulas, color-coded assumptions, and balance verification.
WORKS 54
Design keyword clusters for contentskillMarketingL2
seo-cluster · Content strategy for SaaS/publisher sites where hub-and-spoke content architecture with natural internal links outperforms flat site navigation.
WORKS 54
Run full-site SEO assessmentskillMarketingL3
seo · Full-site SEO assessment with parallel subagent coordination and prioritized action plan.
WORKS 59
Route marketing strategy by modeskillMarketingL1
marketing · Routing marketing requests to the correct workflow (SEO, campaign, content, email, competitive, brand, or performance) with guardrails.
WORKS 60
Run multi-round diagnostic fix cyclesworkflowEngineeringL3
phase-g-test-swarm-v3 · Multi-phase projects requiring parallel specialist execution and cross-stage coordination.
WORKS 55
Multi-model adversarial code reviewworkflowEngineeringL3
omo_code_review · Multi-phase projects requiring parallel specialist execution and cross-stage coordination.
WORKS 57
Run test suiteworkflowEngineeringL2
test · Testing orchestrator robustness when agent calls fail or return partial results
WORKS 58
Close deals by selling the problem firstskillSalesL2
sales · Sales reps and early-stage founders who need a no-nonsense playbook to go from lead to conversation to demo to close, without fluff or 'AI-powered' language.
WORKS 56
Run fierce debate on high-stakes decisionsworkflowOpsProductL3
fierce-debate · High-stakes architectural or strategic decisions requiring adversarial pressure-testing.
WORKS 59
Evaluate chatbot prompts with consensus panelworkflowProductEngineeringL3
ga-chatbot-qa-panel · Semantic quality assurance using a multi-lens consensus panel.
WORKS 55
Audit cross-language method parityworkflowEngineeringL3
rpy-parity-audit · High-stakes architectural or strategic decisions requiring adversarial pressure-testing.
WORKS 54
Run discovery and close dealsskillSalesL2
sales · Closing deals when you have discovery notes and need a structured proposal that echoes back their specific language.
WORKS 57
Run 15-minute weekly review for CEO clarityskillOpsProductivityL1
weekly-review · Founder-CEOs who feel unmoored without a dashboard, or whose weeks blur together, and need ONE repeatable habit that compounds toward clarity and course-correction discipline.
WORKS 59
Review code across multiple security dimensionsworkflowEngineeringL3
review-fanout · Multi-phase workflows requiring orchestrated agent handoffs and structured consensus.
WORKS 54
Conduct comprehensive SEO auditskillMarketingL2
seo-audit · Complete site assessment before major changes
WORKS 54
Query live SEO data via DataForSEOskillMarketingL2
seo-dataforseo · Real-time SERP and keyword difficulty lookup
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