cyberneticlibrary

The library

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

WORKS 53
Generate multi-channel campaign assets from briefcommandMarketingL3
execute · Multi-channel campaign asset production where you need blog, social, email, and video scripts all generated from a single brief using specialized channel writers.
WORKS 52
Enable sales teams with AI coachingskillSalesL3
sales-allego · Sales enablement teams needing AI-driven learning (role-play, coaching) and conversation intelligence at scale vs individual tool sprawl
WORKS 53
Extract decision records from transcriptsskillOpsL1
decision-log · Creating durable accountability artifacts that explain 'why did we decide this?' months after the meeting ends.
WORKS 59
Audit content against brand guidelinesskillMarketingL2
uppababy-brand-review · Enforcing brand consistency across diverse content types (social, web, print, retail) with one scorecard.
WORKS 52
Draft legal documents without $500/hr billsskillLegalL1
legal · Quick startup legal document templates when lawyer review is planned downstream.
WORKS 59
Scrape and analyze LinkedIn post performanceskillMarketingL2
linkedin-post-analytics · Creator strategy when you need quantified per-post performance data (impressions, engagement rate, content type correlation) to identify winning patterns.
WORKS 58
Run end-to-end outreach campaignsskillSalesMarketingL3
outreach · Multi-stage prospecting campaigns where enrichment cost varies widely and user feedback refines the funnel in real-time.
WORKS 53
Audit Google Ads account healthskillMarketingL2
ads-google · When you need a systematic 74-check audit spanning conversion tracking, wasted spend, account structure, keywords, ads, and settings.
WORKS 56
Define product positioning statementskillMarketingProductL1
product-positioning · Crystallizing what you own in customer minds when you have VOC data and need ONE memorable positioning statement.
WORKS 55
Decompose PRD into verification ticketsworkflowProductL3
refine-prd · Breaking down large PRDs into atomic, testable tickets via parallel analyst team.
WORKS 58
Score customer health and churn riskskillSalesOpsL2
customer-success-manager · Quarterly business reviews and account planning by scoring customer health across usage, engagement, support, and relationship dimensions.
WORKS 55
Validate OAuth scope permissionsworkflowEngineeringL2
label-scopes · Validating that label scopes don't conflict or leave gaps.
WORKS 55
Author and refine task specificationsworkflowProductOpsL2
spec-author · Authoring task specs when codebase patterns and prior specs exist to ground decisions.
WORKS 59
Tag and discover benchmark tasksworkflowProductDataL2
enrich-task-tags · Batch tagging homogeneous content (e.g., all AL benchmark tasks) against controlled vocabulary.
WORKS 59
Write published-quality blog postsskillMarketingL3
blog-post · When you need a full blog post with published-quality cover image; the structured delegation to researchers ensures facts are current and verified before writing.
WORKS 58
Create social media with researchskillMarketingL3
social-media · When publishing thought leadership or news on LinkedIn or Twitter and want coverage-quality images; the research delegation ensures posts have cited, current sources.
WORKS 53
Benchmark media buys for commercial qualityskillMarketingL2
media-procurement-benchmark · Cost modeling and benchmarking with structured market data and grid calculations.
WORKS 54
Model promotional pricing financial impactskillFinanceL3
ppa-financial-model · Cost modeling and benchmarking with structured market data and grid calculations.
WORKS 55
Scout refactoring opportunitiesworkflowEngineeringL3
refactor-scout · Orchestrating multi-stage parallel reviews with schema-enforced output and iterative refinement.
WORKS 55
Performance review workflowworkflowHRL2
perf-review · Orchestrating multi-stage parallel reviews with schema-enforced output and iterative refinement.
WORKS 58
Define workflow type systemworkflowEngineeringL2
types · Orchestrating multi-stage parallel reviews with schema-enforced output and iterative refinement.
WORKS 55
Audit run instructions claimsworkflowEngineeringL2
run-instructions-audit · Orchestrating multi-stage parallel reviews with schema-enforced output and iterative refinement.
WORKS 59
Synthesize expert opinionsworkflowProductL2
lets-opinion · Orchestrating multi-stage parallel reviews with schema-enforced output and iterative refinement.
WORKS 54
Auto-fix on-page SEO and schemaskillMarketingEngineeringL3
seo-aeo-amplifier · Rapidly identifying and auto-fixing on-page SEO issues (titles, descriptions, heading structure, alt text, schema) for WordPress sites.
WORKS 53
Write HN posts that earn upvotesskillMarketingL1
buzz-hn · Founders shipping something real who want HN upvotes by telling the actual technical story, not because they optimized for the algorithm.
WORKS 56
Structure landing pages for conversionskillMarketingL1
pitch-landing · Founders launching a new product who need section order and CTA placement guidance before designing in Figma or Webflow.
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.
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