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 55
Validate patches against clean bundleworkflowEngineeringL3
patch-update · Best for: complex multi-phase orchestration with parallelization and adversarial gates.
WORKS 48
Pipeline PRD through SRS to architectureworkflowProductEngineeringL3
mishkan-init · Best for: complex multi-phase orchestration with parallelization and adversarial gates.
WORKS 48
Calculate financial impact of pricing changesskillFinanceProductL1
finance-based-pricing-advisor · Best for: complex multi-phase orchestration with parallelization and adversarial gates.
WORKS 59
Find and enrich sales leads via ApolloskillSalesL2
apollo-lead-finder · When you need 1,000+ prospect names at zero cost to find ICP-fit leads, then selectively spend credits only on the best matches — not for one-off lookups or full-email lists.
WORKS 59
Generate sprint summary with velocity metricsskillOpsEngineeringL2
sprint-summary · Engineering/product leads presenting sprint progress to stakeholders with data-driven efficiency and cost trends.
WORKS 54
Optimize for search and AI enginesskillMarketingL2
seo-geo · Content optimization when competing in both traditional Google/Bing search AND AI search engines (ChatGPT, Perplexity, Claude), requiring dual strategy.
WORKS 54
Generate battle cards against competitorsskillSalesL2
sales-competitors · Sales teams qualifying inbound leads who want to know what vendors are already entrenched before proposing displacement
WORKS 56
Run TDD pipeline from plan to commitworkflowEngineeringL3
dev-pipeline · Building features with test-first discipline across multiple implementation rounds.
WORKS 54
Perform full iOS mobile audit and redesignworkflowProductEngineeringL3
ios-mobile-audit · Comprehensive systematic audits of code/UI across many files and components.
WORKS 58
Build one module end-to-end with verificationworkflowEngineeringL3
worktrackaccounting-module · Building features with test-first discipline across multiple implementation rounds.
WORKS 59
Execute serialized phases with parallel compositionworkflowEngineeringL3
parity-chain · Building features with test-first discipline across multiple implementation rounds.
WORKS 59
Root-cause and design code exploration fixesworkflowEngineeringProductL3
world-class-code-exploration · Building features with test-first discipline across multiple implementation rounds.
WORKS 54
Convert vague goals into testable specsworkflowProductEngineeringL2
goal-lint · Building features with test-first discipline across multiple implementation rounds.
WORKS 60
Fix prose defects across blog batchworkflowMarketingL2
blog-prose-remediation · Hardening vague agent instructions into precise, testable, falsifiable prompts.
WORKS 60
Run multi-model council debate engineworkflowProductEngineeringL3
council-engine · Multi-model, multi-persona analysis of complex questions with synthesized verdicts.
WORKS 56
Autonomously build project from blueprintworkflowEngineeringL3
build-from-blueprint · Building features with test-first discipline across multiple implementation rounds.
WORKS 57
Map brownfield codebase with three scoutsworkflowEngineeringL3
kiln-mapping · Building features with test-first discipline across multiple implementation rounds.
WORKS 53
Design lead scoring and nurture workflowsskillMarketingL3
marketing-automation · Qualifying and nurturing leads at scale when you have 50+ inbound leads/month and need to route only hot leads to sales.
WORKS 56
Triage open PRs for bugs before mergeworkflowEngineeringL2
pr-triage · Building workflows with structured orchestration and verification gates.
WORKS 52
Write contracts and proposalsskillLegalL1
contract-and-proposal-writer · Comprehensive systematic audits of code/UI across many files and components.
WORKS 60
Execute codex workflow runnerworkflowL2
codex_workflow_runner · Building workflows with structured orchestration and verification gates.
WORKS 58
Launch B2B campaigns on LinkedInskillMarketingSalesL2
linkedin-ads · ABM or role-targeted outreach (to VPs/C-suite at specific companies) where LinkedIn's professional targeting is the only viable channel at scale
WORKS 53
Execute placeholder workflow templateworkflowL2
${name} · Building workflows with structured orchestration and verification gates.
WORKS 58
Deliver feature end-to-end sequentiallyworkflowProductEngineeringL3
feature-pipeline · Building features with test-first discipline across multiple implementation rounds.
WORKS 60
Lift source files to target coverageworkflowEngineeringL3
coverage-orchestrator · Building features with test-first discipline across multiple implementation rounds.
WORKS 55
Run exhaustive multi-agent quality checkworkflowEngineeringProductL3
ultracode-quality-check · Building workflows with structured orchestration and verification gates.
WORKS 59
Drive openwop changes from RFC to PRworkflowEngineeringL2
feature-dev · Hardening vague agent instructions into precise, testable, falsifiable prompts.
WORKS 57
Execute Wave 2a design redesign tasksworkflowEngineeringL3
flow-canvas-wave2a-exec · Building features with test-first discipline across multiple implementation rounds.
WORKS 55
Research standards and cluster insightsworkflowProductL3
lets-explore · Building workflows with structured orchestration and verification gates.
WORKS 55
Audit tool setup for model upgradeworkflowEngineeringL3
model-recalibration-audit · Model update audits where capability changes must be verified against confirmed facts.
WORKS 54
Structured agent orchestration with deterministic phase transitions and fault isolation.workflowEngineeringL2
workflow-authoring · Structured agent orchestration with deterministic phase transitions and fault isolation.
WORKS 57
Audit codebase maintainability and dependenciesworkflowEngineeringL3
nuclear-review · Comprehensive codebase audits where structural issues must be prioritized and mapped across modules.
WORKS 52
Decide when to hire vs use AIskillOpsHRL1
hiring · Solo founders deciding whether to invest in hiring before scaling to a team, when the line between AI-capable and human-necessary work is blurry.
WORKS 53
Review commercial real estate dealsskillLegalFinanceL3
cre-legal · Structured agent orchestration with deterministic phase transitions and fault isolation.
WORKS 59
Triage PRs and recommend merge decisionsworkflowEngineeringL3
pr-triage · Automating PR assessment workflows where required checks and merge eligibility criteria change per repo.
WORKS 57
Track follower growth and content correlationskillMarketingL2
audience-growth-tracker-sms · Creator or brand accounts analyzing what content drives follower acquisition, to prioritize future content production.
WORKS 58
Run smoke testsworkflowEngineeringL2
smoke · Testing workflow runtimes without consuming tokens, using injected fake executors.
WORKS 54
Run comprehensive SEO analysis and optimizationskillMarketingProductL3
SKILL · Comprehensive SEO baseline audit for new client sites or pre-launch validation when you want both LLM insights and script-backed evidence in one output.
WORKS 59
Crawl and audit websites at scaleskillMarketingL2
seo-firecrawl · Full-site SEO audits, broken link detection, and content inventory when crawl-based analysis is faster than manual review.
WORKS 59
Run comprehensive SEO auditsskillMarketingL3
seo-audit · Enterprise SEO audits of 300+ page sites where parallel subagent analysis surfaces critical issues across 15+ dimensions in one pass.
WORKS 53
Analyze or generate XML sitemapsskillMarketingL1
seo-sitemap · Large sites or programmatic page generators needing split sitemaps and crawl efficiency validation.
WORKS 59
Create event-triggered in-app messagesskillMarketingProductL2
firebase-in-app-messaging · Delivering contextual, event-triggered messages to users without interrupting payment flows or onboarding wizards.
WORKS 59
Generate customized GEO service proposalsskillSalesMarketingL1
geo-proposal · GEO agencies converting prospects where audit-to-proposal automation accelerates sales.
WORKS 59
Manage GEO agency sales pipelineskillSalesL2
geo-prospect · When you're running a GEO agency and need lightweight prospect/client tracking with integrated audit scoring.
WORKS 56
Optimize structured data for AI entity recognitionskillMarketingEngineeringL2
geo-schema · Optimizing entity recognition when schema is the bottleneck to AI citations.
WORKS 57
Generate multi-channel product launch campaignskillMarketingProductL2
product-campaign · Multi-channel product launches where coordinated visual identity is critical.
WORKS 58
Orchestrate EPIC from plan to mergeworkflowEngineeringL3
agent-orchestrator · Multi-stage task execution where parallel safety and dependency ordering reduce wall-clock time.
WORKS 54
Research SPIKE with adversarial verificationworkflowProductL3
spike · Adversarial research workflows that gather, refute, and converge on verified claims.
WORKS 55
Explore pre-commitment questionsworkflowProductL3
explore · Structured agent orchestration with deterministic phase transitions and fault isolation.
WORKS 60
Review codebase and documentation dimensionsworkflowEngineeringL3
repo-review · Comprehensive codebase audits where structural issues must be prioritized and mapped across modules.
←page 7 / 156→