cyberneticlibrary

The library

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

ArtifactsCapabilitiesRecipes
kindallskillworkflowmcp_servercommandsubagentplugin|✓ proven✗ harmfulmeasured only7,950 artifacts
forSalesMarketingHRFinanceLegalOpsProductEngineeringDataProductivitySupportsetup≤ plug & play≤ + a key≤ multi-tool
WORKS 58
Audit plugin contract complianceworkflowEngineeringL3
plugin-contract-audit · Orchestrate multi-agent plugin contract audit across parallel branches and synthesis.
WORKS 59
Parallelize command gap closureworkflowEngineeringL3
parity-wave · Orchestrate multi-agent parity wave across parallel branches and synthesis.
WORKS 58
Auto-port static analysis copsworkflowEngineeringL3
port-rubocop-cops · Orchestrate multi-agent port rubocop cops across parallel branches and synthesis.
WORKS 58
Build integrated documentation siteworkflowMarketingL3
shadowkit-site-build · Orchestrate multi-agent shadowkit site build across parallel branches and synthesis.
WORKS 55
Multi-reviewer committee code reviewworkflowEngineeringL3
committee-review · Orchestrate multi-agent committee review across parallel branches and synthesis.
WORKS 55
Generate workflow harness from specworkflowEngineeringL3
build-charlie-harness · Orchestrate multi-agent build charlie harness across parallel branches and synthesis.
WORKS 54
Propose and verify iterative improvementsworkflowProductL2
improve · Orchestrate multi-agent improve across parallel branches and synthesis.
WORKS 53
Automate email triage with AIskillProductivityL2
sales-alfred · Solo professionals (founders, consultants, freelancers) drowning in email who want AI to triage and draft replies when cost vs time saved ($24.99/mo vs human EA at $2K-5K/mo) is favorable
WORKS 58
Manage B2B customer expansion with QBRskillSalesL2
account-manager · B2B SaaS account teams managing mid-market+ who need portfolio segmentation rules and QBR playbook, not ad-hoc relationship management.
WORKS 58
Track hiring velocity and bottlenecksskillHRL2
hiring-pipeline-report · Executive visibility into hiring velocity, bottlenecks, and stale candidates without manual Excel updates.
WORKS 56
Design content that builds buyer trustskillMarketingL1
content-strategy · Category-creating startups where positioning determines content pillar, and content-driven awareness is the only viable GTM before product is proven.
WORKS 53
Design backward-compatible courses that convertskillMarketingProductL2
course-creator · When building courses that actually transform learners because you design backward from outcomes, ruthlessly cut bloat, and align format to goal.
WORKS 57
Draft value-first cold outreachskillSalesL2
networking-outreach · Breaking into new communities or finding hiring managers when you have a specific angle that helps them, not asks them.
WORKS 55
Strategize contract redlinesskillLegalL1
plan-contract-pushback · Automate plan contract pushback reviews with structured output and validation.
WORKS 58
Check SaaS financial healthcommandFinanceL1
financial-health · Quick SaaS financial diagnosis when you need investor-ready health snapshot.
WORKS 56
Create and score quarterly OKRscommandOpsL1
okr · Engineering and product teams running quarterly planning cycles who want consistent OKR structure with clear scoring rubrics.
WORKS 56
Route email sequences across three platformsskillSalesL3
email-outreach · Service businesses (plumbing, cleaning, contractors) with mixed audience maturity needing single playbook routing to three platforms
WORKS 54
Extract brand identity from websiteskillMarketingL2
brand-dna · Rapidly bootstrapping consistent brand output (copy, design, ads) when brand guidelines don't exist or are incomplete
WORKS 56
Structure effective one-on-ones that scale trustskillOpsHRL1
one-on-ones · Founder-managers (especially first-time) who want to stop feeling reactive to team issues and build the one habit that scales: consistent 1:1s that surface problems before they're crises.
WORKS 58
Check contracts for compliance risksskillLegalL1
compliance-check · Pre-legal triage for product or marketing changes touching GDPR/CCPA/HIPAA surface.
WORKS 57
Migrate documentation to new workflow modelworkflowEngineeringL3
update-docs-defineworkflow · Large doc migration when language/API changes; preserves existing voice and structure.
WORKS 58
Multi-dimensional adversarial diff reviewworkflowEngineeringL3
review-branch-adversarial · Pre-PR review on systems with strict governance (fail-closed, policy-enforcing) where wiring gaps are critical.
WORKS 57
Auto-generate and pick winning variationworkflowProductL3
auto-forge · Rapid design iteration when human review cycles are slow and you accept self-judged direction.
WORKS 58
Multi-lens adversarial engine reviewworkflowEngineeringL3
ultra-qa-review · Pre-release audit on mature code when adversarial multi-agent review justifies token cost.
WORKS 58
Build sequenced backend tasks from contractsworkflowProductL2
todos-build · Multi-agent backend implementation when strict pinned-contract enforcement prevents scope creep.
WORKS 59
Analyze backlink profile and toxic linksskillMarketingL3
seo-backlinks · Detect link-building gaps and toxic links before penalty
WORKS 58
Audit local SEO signals on siteskillMarketingL1
seo-local · Optimize local pack rankings for location-based searches
WORKS 54
Design multi-touch attribution model end-to-endskillMarketingDataL3
attribution-model · Marketing teams trying to allocate budget based on actual channel contribution instead of last-click bias, where sales cycle complexity requires multi-touch view.
WORKS 58
Loop build-and-fix iterations until successworkflowEngineeringL3
30-build · Language port automation where one-pass fix cycles + error signature repeat detection saves manual iteration.
WORKS 57
Hunt bugs with parallel adversarial verifyworkflowEngineeringL3
bughunt-deep · Pre-release audit on signal-heavy domains (imaging, DSP, physics) where real bugs justify multi-agent search cost.
WORKS 56
Compare functions across code shardsworkflowEngineeringL3
31-checkup · Post-build sanity check to catch silent artifact corruption or incomplete linking.
WORKS 54
Execute seven-stage development pipelineworkflowEngineeringL3
dev-pipeline · Standard CI orchestration when phase interdependencies are linear and early exit on error is desired.
WORKS 55
Sync Figma designs with auto-fallbackworkflowProductL2
figma-design-sync · Design→code sync when designers commit to Figma and engineers want single source of truth.
WORKS 56
Test workflow runnerworkflowL2
test · Generic test orchestration when you need multi-runner support and output normalization.
WORKS 56
Run tracked demo agentworkflowL2
tracked_demo · Demo and educational contexts where you want to show multi-phase workflow with artifact trail.
WORKS 57
Build SEO-validated content strategyskillMarketingL2
content-marketing · SaaS and B2B companies with clear ICPs and measurable goals who want a sustainable, SEO-driven content program with founder/executive voice.
WORKS 59
Build prospect lists from ApolloskillSalesL2
apollo · Building prospect lists from scratch with email verification and company enrichment in one query.
WORKS 55
Review code across LLM familiesworkflowEngineeringL3
dual-family-review · Drift detection when you maintain parallel implementations (deprecated + new, A/B experiment, etc).
WORKS 59
Analyze Claude Code costs by modelskillFinanceOpsL2
cost-breakdown · Weekly or monthly cost review when you want to understand spending by model and identify high-cost sessions for optimization.
WORKS 53
Calculate team productivity scorecardskillOpsProductivityL2
productivity-score · Monthly review of system health and team performance when you want a single 0-100 number with component breakdown and trend comparison.
WORKS 57
Validate A/B test results statisticallyskillProductL2
ab-test-analysis · Data-driven product decisions when A/B test results need validation against statistical rigor and guardrail constraints before shipping.
WORKS 55
Plan sprints with realistic capacityskillOpsL1
sprint-plan · Realistic sprint planning when capacity constraints are tight and dependency clarity matters to avoid mid-sprint surprises.
WORKS 54
Query live SEO data at scaleskillMarketingL2
seo-dataforseo · Live SERP and backlink analysis at scale when DataForSEO's speed and credit-efficiency outweigh free tools for high-volume keyword/competitor research.
WORKS 58
Optimize image alt text and file sizesskillMarketingL2
seo-images · Image-heavy sites (ecommerce, publishing) where alt text + file size optimization unlock Core Web Vitals and AI-search citation readiness together.
WORKS 54
Diagnose single-page search ranking issuesskillMarketingL2
seo-page · Diagnosing why a specific page underperforms in search, with clear, prioritized fixes.
WORKS 55
Build founder voice on SolanaskillMarketingL1
skill · Technical founders building on Solana who want to build personal credibility before demo day or launch without sounding like a pitch deck.
WORKS 59
Execute keyword intelligence and gap analysisskillMarketingL2
seo-ops · Content teams needing quick-win keyword discovery from GSC + competitor benchmarking without expensive tools
WORKS 53
Orchestrate multi-channel marketing campaignsskillMarketingL3
marketing-swarm · Product or marketing manager coordinating multi-function campaign launch with explicit task ownership and blocking dependencies — prevents communication gaps and ensures all channels launch in sync.
WORKS 52
Compare contracts and identify risksskillLegalL1
legal-compare · Contract or policy negotiation review when you need to understand tradeoff landscape.
WORKS 54
Draft Terms of Service for digital productsskillLegalL1
legal-terms · Legal literacy for non-lawyers when you need quick term definitions before due diligence.
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