cyberneticlibrary

The library

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

WORKS 48
Calculate financial impact of pricing changesskillFinanceProductL1
finance-based-pricing-advisor · Best for: complex multi-phase orchestration with parallelization and adversarial gates.
WORKS 59
Find and enrich sales leads via ApolloskillSalesL2
apollo-lead-finder · When you need 1,000+ prospect names at zero cost to find ICP-fit leads, then selectively spend credits only on the best matches — not for one-off lookups or full-email lists.
WORKS 59
Generate sprint summary with velocity metricsskillOpsEngineeringL2
sprint-summary · Engineering/product leads presenting sprint progress to stakeholders with data-driven efficiency and cost trends.
WORKS 54
Optimize for search and AI enginesskillMarketingL2
seo-geo · Content optimization when competing in both traditional Google/Bing search AND AI search engines (ChatGPT, Perplexity, Claude), requiring dual strategy.
WORKS 54
Generate battle cards against competitorsskillSalesL2
sales-competitors · Sales teams qualifying inbound leads who want to know what vendors are already entrenched before proposing displacement
WORKS 54
Convert vague goals into testable specsworkflowProductEngineeringL2
goal-lint · Building features with test-first discipline across multiple implementation rounds.
WORKS 60
Fix prose defects across blog batchworkflowMarketingL2
blog-prose-remediation · Hardening vague agent instructions into precise, testable, falsifiable prompts.
WORKS 56
Triage open PRs for bugs before mergeworkflowEngineeringL2
pr-triage · Building workflows with structured orchestration and verification gates.
WORKS 52
Write contracts and proposalsskillLegalL1
contract-and-proposal-writer · Comprehensive systematic audits of code/UI across many files and components.
WORKS 60
Execute codex workflow runnerworkflowL2
codex_workflow_runner · Building workflows with structured orchestration and verification gates.
WORKS 58
Launch B2B campaigns on LinkedInskillMarketingSalesL2
linkedin-ads · ABM or role-targeted outreach (to VPs/C-suite at specific companies) where LinkedIn's professional targeting is the only viable channel at scale
WORKS 53
Execute placeholder workflow templateworkflowL2
${name} · Building workflows with structured orchestration and verification gates.
WORKS 59
Drive openwop changes from RFC to PRworkflowEngineeringL2
feature-dev · Hardening vague agent instructions into precise, testable, falsifiable prompts.
WORKS 54
Structured agent orchestration with deterministic phase transitions and fault isolation.workflowEngineeringL2
workflow-authoring · Structured agent orchestration with deterministic phase transitions and fault isolation.
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 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 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 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 59
Run TDD cycle for featuresworkflowEngineeringL2
tdd · Structured agent orchestration with deterministic phase transitions and fault isolation.
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 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 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 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 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 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 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 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 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
WORKS 54
Analyze single page for on-page SEOskillMarketingL1
seo-page · Quick per-page diagnosis during content review
WORKS 59
Measure page speed with real-user dataskillMarketingProductL2
seo-performance · Diagnose page speed issues with real-user field data
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