cyberneticlibrary

The library

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

WORKS 57
Audit codebase maintainability and dependenciesworkflowEngineeringL3
nuclear-review · Comprehensive codebase audits where structural issues must be prioritized and mapped across modules.
WORKS 52
Decide when to hire vs use AIskillOpsHRL1
hiring · Solo founders deciding whether to invest in hiring before scaling to a team, when the line between AI-capable and human-necessary work is blurry.
WORKS 55
Structured agent orchestration with deterministic phase transitions and fault isolation.workflowEngineeringL4
workflow_harness · Structured agent orchestration with deterministic phase transitions and fault isolation.
WORKS 53
Review commercial real estate dealsskillLegalFinanceL3
cre-legal · Structured agent orchestration with deterministic phase transitions and fault isolation.
WORKS 59
Triage PRs and recommend merge decisionsworkflowEngineeringL3
pr-triage · Automating PR assessment workflows where required checks and merge eligibility criteria change per repo.
WORKS 57
Track follower growth and content correlationskillMarketingL2
audience-growth-tracker-sms · Creator or brand accounts analyzing what content drives follower acquisition, to prioritize future content production.
WORKS 58
Run smoke testsworkflowEngineeringL2
smoke · Testing workflow runtimes without consuming tokens, using injected fake executors.
WORKS 54
Run comprehensive SEO analysis and optimizationskillMarketingProductL3
SKILL · Comprehensive SEO baseline audit for new client sites or pre-launch validation when you want both LLM insights and script-backed evidence in one output.
WORKS 59
Crawl and audit websites at scaleskillMarketingL2
seo-firecrawl · Full-site SEO audits, broken link detection, and content inventory when crawl-based analysis is faster than manual review.
WORKS 59
Run comprehensive SEO auditsskillMarketingL3
seo-audit · Enterprise SEO audits of 300+ page sites where parallel subagent analysis surfaces critical issues across 15+ dimensions in one pass.
WORKS 53
Analyze or generate XML sitemapsskillMarketingL1
seo-sitemap · Large sites or programmatic page generators needing split sitemaps and crawl efficiency validation.
WORKS 59
Create event-triggered in-app messagesskillMarketingProductL2
firebase-in-app-messaging · Delivering contextual, event-triggered messages to users without interrupting payment flows or onboarding wizards.
WORKS 59
Generate customized GEO service proposalsskillSalesMarketingL1
geo-proposal · GEO agencies converting prospects where audit-to-proposal automation accelerates sales.
WORKS 59
Manage GEO agency sales pipelineskillSalesL2
geo-prospect · When you're running a GEO agency and need lightweight prospect/client tracking with integrated audit scoring.
WORKS 56
Optimize structured data for AI entity recognitionskillMarketingEngineeringL2
geo-schema · Optimizing entity recognition when schema is the bottleneck to AI citations.
WORKS 57
Generate multi-channel product launch campaignskillMarketingProductL2
product-campaign · Multi-channel product launches where coordinated visual identity is critical.
WORKS 58
Orchestrate EPIC from plan to mergeworkflowEngineeringL3
agent-orchestrator · Multi-stage task execution where parallel safety and dependency ordering reduce wall-clock time.
WORKS 54
Research SPIKE with adversarial verificationworkflowProductL3
spike · Adversarial research workflows that gather, refute, and converge on verified claims.
WORKS 55
Explore pre-commitment questionsworkflowProductL3
explore · Structured agent orchestration with deterministic phase transitions and fault isolation.
WORKS 60
Review codebase and documentation dimensionsworkflowEngineeringL3
repo-review · Comprehensive codebase audits where structural issues must be prioritized and mapped across modules.
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 59
Run autonomous software factory cyclesworkflowEngineeringL4
assetcore-factory · When you need continuous improvement cycles with role-based QA, not one-shot fixes.
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.
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