cyberneticlibrary

The library

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

ArtifactsCapabilitiesRecipes
kindallskillworkflowmcp_servercommandsubagentplugin|✓ proven✗ harmfulmeasured only7,788 artifacts
forSalesMarketingHRFinanceLegalOpsProductEngineeringDataProductivitySupportsetup≤ plug & play≤ + a key≤ multi-tool
WORKS 57
Score technical approaches with judgesworkflowProductL2
judge-panel · Orchestrate multi-agent judge panel across parallel branches and synthesis.
WORKS 55
Validate quantization determinism gatesworkflowEngineeringL3
build-q8-llama3-gates · Orchestrate multi-agent build q8 llama3 gates across parallel branches and synthesis.
WORKS 53
Create sales collateral that reps actually useskillSalesL2
abm-sales-enablement · Founders building sales infrastructure for early B2B sales teams, ensuring reps have customizable, high-trust collateral.
WORKS 53
Atomize newsletters into weekly postsskillMarketingL1
newsletter-to-posts · Newsletter publishers who want to maximize reach by turning each newsletter edition into a week's worth of social content while driving new subscriptions.
WORKS 59
Analyze competitor social strategy systematicallyskillMarketingL2
competitor-content-audit · Marketing teams entering a new niche who want to understand competitor tactics without guessing, or quarterly competitive reviews to spot strategy shifts.
WORKS 57
Parallel code and security review before mergeworkflowEngineeringL3
pre-merge-review · Orchestrate multi-agent pre merge review across parallel branches and synthesis.
WORKS 59
General workflow utilityworkflowL2
short_snake_case · Orchestrate multi-agent short_snake_case across parallel branches and synthesis.
WORKS 48
Build comprehensive company profilesskillOpsDataL1
company-research · Automate company research reviews with structured output and validation.
WORKS 54
Scan website for broken links and crawl issuesskillMarketingOpsL2
broken-link-checker · Site owners auditing technical health before major migrations or teams enforcing link quality in CI/CD.
WORKS 57
Find high-impact organic ranking opportunitiesskillMarketingL2
seo-analysis · Content teams and SEO specialists who want data-driven prioritization (not guesses) on which pages/topics to fix or create.
WORKS 59
Deep-audit page for content and ranking fitskillMarketingL2
seo-page · Content teams optimizing existing high-potential pages without full-site audit overhead.
WORKS 56
Connect CMS to SEO analysis toolsskillMarketingOpsL2
setup-cms · Teams automating content gap detection and SEO field validation in their publishing workflow.
WORKS 54
Monitor industry and competitor blog postsskillMarketingL2
blog-feed-monitor · Monitoring competitor or industry blogs for keyword mentions when the blog has a public RSS feed — not for blogs without feeds or real-time monitoring.
WORKS 58
Extract ICP leads from competitor engagementskillSalesMarketingL3
competitor-post-engagers · Finding warm ICP-fit leads in one competitor's engaged audience when you have 1-2 days and a budget of 50+ Apify credits — not for weekly monitoring (too expensive) or precise targeting (keywords too loose).
WORKS 56
Create brand tokens for apps and documentsskillMarketingEngineeringL2
brand-yml · Design system owners ensuring Shiny apps and Quarto documents use consistent brand tokens without duplicating CSS.
WORKS 57
Write incident response runbooksskillEngineeringL1
eng-runbook · Quick reference during on-call rotations when incident response must be immediate and procedures must be precise and copy-paste-ready.
WORKS 59
Create GitHub repository analytics dashboardsskillEngineeringL2
github-dashboard · Open-source project health dashboards where public GitHub data aggregation and optional refresh scheduling are needed.
WORKS 57
Run team retrospectives with action plansskillOpsL1
retro · Structured retrospectives when teams need to convert raw feedback into specific, executable improvements while maintaining psychological safety.
WORKS 55
Map buying committee and stakeholdersskillSalesL2
sales-contacts · Account executives planning land-and-expand deals needing champion identification + stakeholder mapping
WORKS 56
Create product marketing foundation docskillMarketingL1
product-marketing-context · First step in any marketing project when context files don't exist; strongly recommended to auto-draft from codebase rather than starting from scratch, then iterate with team.
WORKS 57
Spec dashboards for BI teamsskillOpsL2
dashboard-brief · Spec'd dashboards reduce back-and-forth with BI team and prevent dashboards that answer nobody's question; one document replaces three meetings.
WORKS 58
Draft personalized interview invites at scaleskillHRL3
excel-fire-recruiting · Personalizing interview invites at scale (batch of 5-20 candidates) without copy-paste and with internal scorecards visible to Justin.
WORKS 51
Generate professional business agreementsskillLegalL1
legal-agreement · Automate legal agreement reviews with structured output and validation.
WORKS 54
Translate legal language to plain EnglishskillLegalL1
legal-plain · Automate legal plain reviews with structured output and validation.
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
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