cyberneticlibrary

The library

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

WORKS 53
Build and analyze financial statementsskillFinanceL1
financial-statements · Building and analyzing financial statements with controller-grade discipline.
WORKS 56
Analyze channel contribution with attribution modelsskillMarketingDataL3
attribution-report · Marketing leaders defending budget allocation to executives, where multi-touch comparison reveals that last-click dramatically undercredits awareness and consideration channels.
WORKS 55
Design and prioritize content programskillMarketingL1
content-strategy · Startups deciding which content types to invest in first without guessing.
WORKS 55
Write cold emails to investorsskillFinanceL1
fundraising-email · Writing targeted investor emails with personalization and brevity discipline.
WORKS 59
Pentest image parsing for crash vulnerabilitiesworkflowEngineeringL3
60-harden-suite · Parallel penetration testing with isolated worktrees and preserved crash artifacts.
WORKS 57
Run daily system review wave pipelineworkflowOpsL3
dsr-wave1 · Applying dsr-wave1 as a specialized, reusable capability.
WORKS 58
Plan go-to-market motion sequencingskillMarketingSalesL1
gtm-planning · When you need a sequenced GTM plan because order matters: market validation → messaging → channels → team → execution.
WORKS 58
Design statistically valid A/B testsskillProductMarketingL2
ab-testing · Product and growth teams validating feature changes or messaging hypotheses before rolling out to 100% of users.
WORKS 58
Evaluate activist investor campaign thesisskillFinanceLegalL2
analyzing-activist-campaign-strategies · Public company boards or investors evaluating vulnerability to activist intervention and assessing negotiation strategy.
WORKS 55
Write landing page copy that converts readersskillMarketingL1
landing-page-copywriter · Founders who want one strong landing page (not A/B variants of uncertainty) optimized for clarity and conversion, ready to ship and measure against the one change worth testing.
WORKS 53
Build coherent messaging system for all channelsskillMarketingL1
messaging-architect · Founders who want one coherent messaging system that repeats consistently across website, outbound, ads, and sales, instead of inventing copy per channel and diluting impact.
WORKS 52
Build SEO and GEO strategy for organic growthskillMarketingL1
seo-geo-strategist · Founders who want compounding organic discovery without over-investing in content, and need a practical playbook scoped to their stage (not enterprise SEO infrastructure for seed stage).
WORKS 52
Diagnose pipeline stalls and fix conversion blocksskillSalesL1
pipeline-reviewer · Founders and sales leaders who want to stop guessing why deals die and need a crisp diagnosis of the one thing to fix first to unblock pipeline conversion.
WORKS 58
Mine call data for competitor signalsskillMarketingL3
ai-sales-intelligence-and-outreach · Marketing teams using call data to validate multi-touch attribution and identify emerging competitors + objection themes
WORKS 54
Audit and clean CRM data qualityskillOpsL2
crm-hygiene-scanner · CRM admin or marketing ops cleaning up legacy data before a migration or merge campaign—measure health, detect garbage, plan sprints.
WORKS 56
Track post-level metrics across platformsskillMarketingDataL2
metrics-track · Social media teams who need weekly measurement before generating performance reports or adjusting content strategy.
WORKS 58
Triage and draft direct message responsesskillMarketingSupportL1
dm-respond · Founders or community managers drowning in multi-platform DMs who need to ensure high-trust messages (sales/support) get human-quality responses while spam is silently ignored and press gets escalated.
WORKS 57
Review UI/UX against competitive teardownsworkflowProductL3
ui-ux-review · Applying ui-ux-review as a specialized, reusable capability.
WORKS 58
Manage compliance and regulatory obligationsskillLegalOpsL2
compliance-regulatory-response-kit · Applying compliance-regulatory-response-kit as a specialized, reusable capability.
WORKS 59
Set up brand guidelines for investor documentscommandMarketingFinanceL1
brand-config · Real estate fund managers or CRE groups producing repeated investor-facing documents who want consistent visual identity across pitch decks, memos, and LP updates.
WORKS 59
Run complete discovery cycle in 4 weeksskillProductSalesL3
discovery-process · Orgs building continuous discovery practice and teams investigating retention/churn problems systematically before committing dev resources.
WORKS 48
Structure VP onboarding as diagnostic processskillOpsHRL1
executive-onboarding-playbook · New VPs/CPOs avoiding destructive first moves and orgs hiring execs who want to ground decisions in evidence rather than gut instinct.
WORKS 52
Prepare for job interviews across all formatsskillProductivityL1
04-interview-prep · Users with 3-8 weeks before interviews who want to practice with specific, real-time feedback on STAR structure, technical fluency, and cultural fit messaging.
WORKS 54
Orchestrate multi-agent work delegationskillOpsL3
delegation-principle · Multi-agent orchestration where a coordinator routes work to specialized agents and each phase has explicit approval checkpoints.
WORKS 52
Write goal-aligned B2B newsletter editionsskillMarketingL1
newsletter-creation-curation · PMM/Founder launching a newsletter or scaling from manual to systematic—you get strategy + written copy ready for approval in one pass.
WORKS 52
Rank in local pack and boost GBP signalsskillMarketingL3
seo-local · Service area businesses where GBP completeness + review velocity + NAP consistency + AI recommendation signals determine local pack rank.
WORKS 53
Write cold outreach that reads like a peerskillSalesMarketingL1
iblai-marketing-cold-email · Growth teams and founders doing cold outreach who want human-sounding emails that reflect recipient's world, not a salesperson's template.
WORKS 58
Monitor competitors weekly for changesskillMarketingL3
competitor-monitor · Competitive intelligence teams running weekly monitoring on 5-15 competitors to surface material product, pricing, and leadership changes.
WORKS 54
Conduct weekly review and OKR syncskillProductivityL1
weekly-review · Preventing OKR drift and detecting energy/skill gaps before they accumulate into quarter-ending surprise.
WORKS 53
Generate customized NDA agreementsskillLegalL1
legal-nda · Applying legal-nda as a specialized, reusable capability.
WORKS 56
Run discovery calls that uncover decision criteriaskillSalesL1
discovery-call-framework · SaaS AEs and consultants converting cold→warm leads who need repeatable structure to uncover six essentials before demo/pitch.
WORKS 55
Sweep and classify TODO/FIXME markersworkflowEngineeringL2
phase-todo-sweep · Applying phase-todo-sweep as a specialized, reusable capability.
WORKS 55
Classify struct ownership patterns to Rust typesworkflowEngineeringL2
lifetime-classify · Applying lifetime-classify as a specialized, reusable capability.
WORKS 60
Gate releases with parallel validationworkflowOpsL3
release-checklist · Applying release-checklist as a specialized, reusable capability.
WORKS 59
Evaluate artifacts against baseline benchmarksworkflowProductL3
artifact-eval · Applying artifact-eval as a specialized, reusable capability.
WORKS 58
Review and refine CELLO story implementationsworkflowEngineeringL2
cello-review-only · Applying cello-review-only as a specialized, reusable capability.
WORKS 54
Verify missing authorization on all routesworkflowEngineeringL2
security-audit · Multi-domain code quality auditing at scale across partitions.
WORKS 55
Synthesize Vue/Nuxt ecosystem newsletterworkflowMarketingL2
vue-newsletter · Synthesizing weekly summaries across multiple heterogeneous sources (releases, blogs, social, people) with automated deduplication.
WORKS 59
Run daily multi-tier model performance arenaworkflowDataL3
model-arena-daily · Benchmarking multi-tier LLM responses against a canonical prompt with regression detection and cost-efficiency scoring.
WORKS 58
Restyle documentation to Anonymity Set designworkflowProductL2
shadowkit-redesign · Preserving complex application logic while systematically restying UI to a new design system across multiple components.
WORKS 55
Audit shaders.com vs PM One parityworkflowProductL2
shaders-parity-audit · Cross-system feature/data parity validation with section-by-section discrepancy discovery and adversarial verification.
WORKS 54
Fix Charlie harness issues and re-verifyworkflowEngineeringL2
fix-charlie-harness · Coordinating multi-agent workflows with explicit phases, budget guards, and structured JSON output schemas.
WORKS 54
Verify landing page matches Figma designworkflowProductL2
figma-landing-1to1-audit · Cross-system feature/data parity validation with section-by-section discrepancy discovery and adversarial verification.
WORKS 56
Implement, verify, fix style migrationsworkflowEngineeringL3
bun-port-style · Implementing, verifying, and fixing artifacts with multi-vote adversarial review in an Implement → Verify → Fix loop.
WORKS 58
Detect bugs across all menu pathsworkflowEngineeringL2
bug-report · Discovering regressions and feature gaps across a large navigation surface via batched, isolated agent exploration.
WORKS 59
Generate state-of-field research reportworkflowProductDataL3
fieldatlas-synth · Grounding research idea generation in corpus citations with novelty-checking and feasibility critique.
WORKS 55
Audit epic 1662 child issuesworkflowEngineeringL2
clean-epic-1662 · Coordinating multi-agent workflows with explicit phases, budget guards, and structured JSON output schemas.
WORKS 54
Verify epic 1662 subissues completionworkflowEngineeringL2
audit-epic-1662 · Cross-system feature/data parity validation with section-by-section discrepancy discovery and adversarial verification.
WORKS 54
Sweep codebase for bugs in parallelworkflowEngineeringL3
bug-sweep · Discovering regressions and feature gaps across a large navigation surface via batched, isolated agent exploration.
WORKS 55
Research Pitch Atlas Craftsmen wingworkflowMarketingSalesL3
pitch-atlas-craftsmen-research · Coordinating multi-agent workflows with explicit phases, budget guards, and structured JSON output schemas.
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