cyberneticlibrary

The library

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

WORKS 53
Identify at-risk accounts and interveneskillOpsSalesL1
keep-churn · CS and Account teams managing a cohort of accounts where some are showing clear risk signals and you need systematic interventions, not panic.
WORKS 54
Orchestrate coordinated multi-channel campaignsskillMarketingL3
campaign-orchestrator · Teams launching integrated campaigns across 3+ channels where coordination and measurement consistency determine success vs fragmentation.
WORKS 59
Monitor competitors for strategic signalsskillMarketingProductL2
competitor-monitor · Competitive intelligence teams monitoring 3-8 competitors across multiple dimensions, where early signal detection enables strategic response before competitor moves fully execute.
WORKS 56
Map online communities where target customers are activeskillSalesMarketingL2
community-discovery · Founder-led product discovery and early-stage growth where authentic community participation builds user feedback loops and early adopters before scaling to paid channels.
WORKS 53
Run weekly account review and syncskillSalesOpsL3
sales-weekly · Sales teams that need automated weekly account reviews and Salesforce sync.
WORKS 55
Synthesize architecture amendmentsworkflowEngineeringL3
skv18-t-p3-synthesis · Orchestrating multi-stage parallel reviews with schema-enforced output and iterative refinement.
WORKS 59
Test REST API endpointsworkflowEngineeringL2
api-e2e · Orchestrating multi-stage parallel reviews with schema-enforced output and iterative refinement.
WORKS 54
Plan multi-channel campaign with budget and timelinecommandMarketingL2
campaign-plan · Creating a comprehensive, ready-to-execute campaign plan when you have a clear goal, audience, and timeline but need guidance on messaging, channels, and content calendar.
WORKS 52
Craft brand narrative and founder storyskillMarketingL1
brand-storytelling · Founders and marketing teams who need a coherent narrative and proof strategy for website, pitch, and team alignment — not a full launch campaign.
WORKS 58
Create structured brand context for SEOskillMarketingL1
generate-brand-context · New SEO projects or teams setting up initial brand context before keyword research, content creation, or SEO optimization workflows.
WORKS 59
Synthesize weekly review from daily notesskillProductivityL2
weekly-review · Operators using structured weekly review as part of GTD who want automated synthesis of daily execution + blockers into a high-level weekly summary.
WORKS 57
Build custom monitoring dashboardskillOpsDataL3
create-dashboard · Assembling a quick real-time monitoring dashboard that reads from an agent's database when one exists — not for complex multi-database UX or heavy interactivity.
WORKS 52
Generate financial reports in HTMLskillFinanceL1
finance-report · Generating templated financial reports with multiple input sources consolidated.
WORKS 59
Retrieve real-time Azure pricing dataskillFinanceL2
azure-pricing · Estimating cloud costs with multi-parameter pricing calculator.
WORKS 56
Analyze categorical data with chartsskillDataL3
comparison-analysis · Quick categorical comparison analysis when data is spread across Excel sheets and visual charts (bar + pie) help identify distribution patterns.
WORKS 55
Transform pipeline report to PDFskillSalesL2
sales-report-pdf · Sales leaders sharing pipeline health with executives or board members in formatted deck format
WORKS 58
Tighten marketing copy systematicallyskillMarketingL1
copy-editing · Tightening existing copy when the core idea is solid; most effective for teams with brand guidelines already in place.
WORKS 52
Plan velocity-calibrated sprintsskillOpsL1
sprint-planning · PMs and team leads planning sprints that don't overcommit and have clear, measurable success criteria.
WORKS 57
Build SEO-optimized pages at scaleskillMarketingL3
programmatic-seo · SaaS and marketplaces with proprietary data (user profiles, product catalogs, local services) needing to scale content to 1000+ pages without manual writing.
WORKS 56
Generate comprehensive design handoffsskillEngineeringOpsL2
design-handoff · Eliminating back-and-forth design questions by specifying every interaction, state, and edge case upfront in one doc.
WORKS 57
Update SEO metadata across websiteskillMarketingL1
riligar-dev-website-seo · Reusing a single website template across multiple consultants/founders without manual JSON-LD or sitemap rewrites.
WORKS 52
Generate GDPR and CCPA privacy policiesskillLegalL1
legal-privacy · Quickly generating legally compliant privacy policies from website scanning when manual drafting is infeasible.
WORKS 55
Automate code review pipelineworkflowEngineeringL3
dev-workflow · Orchestrating end-to-end ticket-to-PR cycles with parallel code review and automated fix loops.
WORKS 55
Implement unfinished todosworkflowEngineeringL3
phase-d-todo-sweep · Mass-clearing unimplemented functions by porting real bodies from Zig specifications.
WORKS 55
Run full feature cycleworkflowEngineeringL3
phase-b2-cycle · Systematically ungating and verifying large codebases tier-by-tier with 2-vote bug detection.
WORKS 55
Refactor unsafe pointersworkflowEngineeringL3
phase-f-accessor-sweep · Eliminating unsafe pointer derefs by adding safe accessors with adversarial review cycles.
WORKS 60
Test chat mode qualityworkflowEngineeringL3
test-chat-modes · Comparing LLM retrieval strategies (KG vs vector, HyDE vs plain) with factual accuracy judges.
WORKS 55
Survey and plan migrationsworkflowEngineeringL3
phase-h-portnotes-survey · Classifying and proposing refactors for port-compatibility workarounds across large systems.
WORKS 55
Hunt Windows bugs systematicallyworkflowEngineeringL3
phase-h-windows-bughunt-wt · Finding Windows-specific bugs through adversarial 2-vote hunts against Zig spec references.
WORKS 59
Gate deployments with checksworkflowEngineeringL3
pre-deploy-sweep · Gating production deployments with parallel excellence checks (build, links, a11y, SEO, brand).
WORKS 58
Audit competitor claimsworkflowMarketingL2
comparison-audit · Automating multi-phase task execution with agents.
WORKS 55
Process snake case itemsworkflowL2
short_snake_case · Automating multi-phase task execution with agents.
WORKS 55
Remove feature gatesworkflowEngineeringL3
phase-d-recursive-ungate · Automating multi-phase task execution with agents.
WORKS 55
Discover high-leverage improvementsworkflowProductL3
auto-elevate-discover · Automating multi-phase task execution with agents.
WORKS 53
Buy or sell newsletter ad placementsskillMarketingSalesL2
sales-adlynews · Indie newsletter publishers monetizing via sponsorships who want verified metrics + easy listing vs negotiating sponsorships individually
WORKS 53
Design custom CRM data modelsskillSalesOpsL3
sales-attio · Small-to-mid-market (1-50 seat) teams exiting HubSpot/Salesforce who value flexible data modeling and API-first integration over enterprise compliance (SOC 2) requirements
WORKS 55
Execute workflow tasksworkflowL2
my-workflow · Automating multi-phase task execution with agents.
WORKS 57
Deliver clarity-first status updates that landskillEngineeringOpsL1
standup · Engineers and PMs who need to keep leadership informed without writing essays, and want their updates actually read instead of skimmed (because every sentence moves someone toward a decision or clarity).
WORKS 58
Convert meeting transcripts to actionsskillOpsL2
meeting-notes · Distributed teams with recurring 1:1s and staff meetings who need consistent follow-through tracking across hundreds of calls
WORKS 56
Rank GTM channels with rapid cheap experimentsskillMarketingSalesL1
gtm-plan · Early-stage founders who need to discover which GTM channel works for their archetype through rapid, low-cost experiments instead of guessing.
WORKS 58
Build comprehensive financial projectionsskillFinanceL1
financial-model-architect · Building dynamic financial models from natural language descriptions when templates don't fit.
WORKS 52
Maintain brand visual and voice consistencyskillMarketingL2
aba-brand-system · AI Builder Academy design work where restrained, dark, editorial aesthetic must be maintained across marketing and product surfaces—consistency becomes credibility.
WORKS 58
Compose and schedule email newslettersskillMarketingL2
newsletter-writer · Newsletter writers balancing curation with editorial voice—when you want reusable structure that ensures consistency while keeping content fresh.
WORKS 59
Draft personalized cold emailsskillSalesMarketingL2
skillboss-cold-email · Drafting high-touch, personalized cold outreach that passes opt-in compliance and achieves higher reply rates.
WORKS 48
Learn corporate finance fundamentalsskillFinanceL1
corporate-finance-basics · Teaching finance fundamentals to non-specialists through interactive, tailored instruction.
WORKS 59
Find and shortlist recruiting firmsskillHRL2
find-recruiting-firm · Business procuring an external recruiting or staffing firm (RPO, executive search, contingent staffing) to handle hiring.
WORKS 57
Find and shortlist SEO agenciesskillMarketingL2
find-seo-agency · Company hiring an external SEO agency to own search strategy—narrow scope vs. find-marketing-agency.
WORKS 58
Run data-driven sprint retrospectivescommandOpsL2
retro · Engineering teams running retrospectives who want data-driven insights from git history supplemented by team feedback.
WORKS 52
Track sprint progress with red/yellow/green signalscommandOpsL1
sprint-health · Scrum masters and engineering leads running daily standups who need a quick health check with clear red/yellow/green signals.
WORKS 53
Prepare sprint backlog and capacity plancommandOpsL1
sprint-plan · Scrum masters facilitating sprint planning who need a structured template to fill capacity, identify risks, and align the team on goals.
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