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 52
Write scannable sprint briefsskillOpsL1
sprint-brief · Mixed teams (eng, design, PM) needing a single source of truth that every role can scan before standup.
WORKS 51
Route ASO queries to specialist skillsskillL1
aso-router · ASO platforms/agencies offering multi-domain skills who need dispatch logic to match intent to skill without overwhelming user.
WORKS 55
Stress test and refine planworkflowEngineeringL2
argus-refine-plan · Topologically sorted task execution across human-in-the-loop and agentic work layers.
WORKS 55
Fix performance issues in parallelworkflowEngineeringL3
fix-perf-issues · Complex workflows requiring parallel agents, synthesized judgment, or multi-phase triage.
WORKS 60
Draft and review implementation planworkflowEngineeringL2
codequality-gates-sliceA-plan · Multi-dimensional acceptance criteria requiring independent per-AC verification.
WORKS 59
Implement remaining PRD slicesworkflowProductL3
ship-prd · Topologically sorted task execution across human-in-the-loop and agentic work layers.
WORKS 54
Review rule adherence with skepticsworkflowEngineeringL2
gate-review · Multi-dimensional acceptance criteria requiring independent per-AC verification.
WORKS 55
Synthesize multi-source research with verificationworkflowOpsDataL3
research · Exploratory research with parallel hypothesis agents and cross-check synthesis.
WORKS 57
Audit plugins against repo conventionsworkflowEngineeringL3
audit-plugins · Triage workflows where items need independent lens-based analysis before synthesis.
WORKS 58
Rank tech debt by criticality and impactworkflowEngineeringL3
tech-debt-triage · Triage workflows where items need independent lens-based analysis before synthesis.
WORKS 58
Implement and verify pending milestonesworkflowProductEngineeringL3
argus-implement · Complex workflows requiring parallel agents, synthesized judgment, or multi-phase triage.
WORKS 59
Multi-agent QA gate for merge decisionsworkflowEngineeringL3
qa · Complex workflows requiring parallel agents, synthesized judgment, or multi-phase triage.
WORKS 57
Grade adversarial test corpus with consensusworkflowEngineeringDataL3
ix-adversarial-llm-panel · Complex workflows requiring parallel agents, synthesized judgment, or multi-phase triage.
WORKS 59
Build stealth LinkedIn scraperworkflowEngineeringSalesL3
build-linkedin-scraper · Complex workflows requiring parallel agents, synthesized judgment, or multi-phase triage.
WORKS 54
Conduct multi-agent security reviewworkflowEngineeringL3
security-review · Multi-dimensional acceptance criteria requiring independent per-AC verification.
WORKS 55
Improve game dictionaries with dual-judge validationworkflowProductEngineeringL3
dictionary-improvement · Complex workflows requiring parallel agents, synthesized judgment, or multi-phase triage.
WORKS 54
Measure software performance comprehensivelyworkflowEngineeringDataL3
measure-performance · Perf fixes where file groups are disjoint and can edit in parallel without race conditions.
WORKS 56
Lint blog posts for voice consistencyworkflowMarketingL3
voice-lint · Voice consistency verification across large artifacts where single-context review misses style drift.
WORKS 55
Audit active and parked epicsworkflowProductEngineeringL3
epic-audit · Triage workflows where items need independent lens-based analysis before synthesis.
WORKS 58
Fix code-review findings with iterationworkflowEngineeringL3
fix-findings · Finding subtle bugs or policy violations across large codebases that require consistent multi-agent consensus.
WORKS 59
Sequential product spec review workflowworkflowProductL3
autoplan · Orchestrating multi-phase agent workflows with structured handoff and consensus-driven decision gates.
WORKS 55
Analyze speech synthesis gaps per languageworkflowEngineeringDataL3
espeak-audit-all-langs · Finding subtle bugs or policy violations across large codebases that require consistent multi-agent consensus.
WORKS 55
Fix bridge module with adversarial verificationworkflowEngineeringL3
bridge-triple-insurance-fix · Orchestrating multi-phase agent workflows with structured handoff and consensus-driven decision gates.
WORKS 59
Translate and iteratively refine contentworkflowMarketingOpsL3
translation-qa · Iterative quality improvement where an analyzer-editor loop converges until no issues are found twice in a row.
WORKS 55
Build release from plan with verificationworkflowEngineeringProductL3
release-builder · Decomposing complex release plans into parallel, worktree-isolated producer agents that verify outputs against exit criteria.
WORKS 57
Build and review capability packs from researchworkflowProductOpsL3
agent-pack-factory-build · Building agent-adjacent capability packs where research findings are grounded into tested, reusable prompts.
WORKS 55
Audit app security and remediate findingsworkflowEngineeringL3
path-warden-security · Finding subtle bugs or policy violations across large codebases that require consistent multi-agent consensus.
WORKS 55
Compare TTS voice quality with human audioworkflowEngineeringDataL3
espeak-audit-tts-vs-human · Finding subtle bugs or policy violations across large codebases that require consistent multi-agent consensus.
WORKS 55
Find and rank type system escapesworkflowEngineeringL3
type-escape-sweep · Orchestrating multi-phase agent workflows with structured handoff and consensus-driven decision gates.
WORKS 54
Re-verify architecture audit decisionsworkflowEngineeringProductL3
architecture-audit-escalation · Finding subtle bugs or policy violations across large codebases that require consistent multi-agent consensus.
WORKS 58
Independent artifact review with fresh gateworkflowEngineeringL3
review-gates · Finding subtle bugs or policy violations across large codebases that require consistent multi-agent consensus.
WORKS 58
Adversarially verify code review findingsworkflowEngineeringL3
backpressured-review · Finding subtle bugs or policy violations across large codebases that require consistent multi-agent consensus.
WORKS 57
Generate and stress-test build optionsworkflowProductL3
build-options-judge-panel · Decomposing complex release plans into parallel, worktree-isolated producer agents that verify outputs against exit criteria.
WORKS 55
Debug root causes with systematic analysisworkflowEngineeringL3
investigate · Orchestrating multi-phase agent workflows with structured handoff and consensus-driven decision gates.
WORKS 55
Verify compiler optimization edge casesworkflowEngineeringL3
nvptx-verify-miscompiles · Orchestrating multi-phase agent workflows with structured handoff and consensus-driven decision gates.
WORKS 53
Coach sales reps through complex dealsskillSalesL1
ultimate-sales · Complex B2B sales where discovery quality and emotional attunement determine deal outcome, not pitch skill.
WORKS 58
Write SEO-optimized blog postsskillMarketingL2
blog-writing-specialist · Content teams building SEO-first blog strategy who need repeatable quality and linking guardrails, not freelancer management.
WORKS 56
Amplify launches across communitiesskillMarketingL2
ph-community-outreach · Multi-channel launch amplification when you have 4+ weeks to build community karma and tailor posts per platform.
WORKS 53
Audit compliance across scopeskillLegalL2
audit-compliance · Finding subtle bugs or policy violations across large codebases that require consistent multi-agent consensus.
WORKS 57
Route requests to specialist agentsworkflowOpsL2
routing · Orchestrating multi-phase agent workflows with structured handoff and consensus-driven decision gates.
WORKS 58
Fix bugs with test-driven regression gatesworkflowEngineeringL3
bugfix · Orchestrating multi-phase agent workflows with structured handoff and consensus-driven decision gates.
WORKS 56
Execute UAE/GCC bilingual campaignsskillMarketingL2
business-marketing-agent · B2B digital campaigns in UAE/Dubai market with bilingual (English + Arabic) requirement; excels at seasonal strategy and channel-specific creative adaptation.
WORKS 58
Conduct systematic project inspectionworkflowOpsL2
inspect_project · Orchestrate multi-agent inspect_project across parallel branches and synthesis.
WORKS 53
Ensure DSGVO-compliant email marketingskillMarketingLegalL2
dsgvo-email-marketing · DACH SaaS/agencies building email campaigns to DACH audiences who need precision compliance vs €5k–€30k abmahnfähig penalties.
WORKS 58
Research topics with citation verificationworkflowDataL3
investigate · Orchestrate multi-agent investigate across parallel branches and synthesis.
WORKS 59
Map entire site content via FirecrawlskillMarketingEngineeringL2
seo-firecrawl · Pre-audit discovery phase to enumerate all indexable content before running SEO analysis.
WORKS 54
Design 12-month SEO strategyskillMarketingL2
seo-plan · Create coordinated SEO plans for new projects
WORKS 53
Audit and map product messagingskillMarketingL1
pitch-recon · Founders auditing their messaging landscape before a rebrand or repositioning, to see what gaps exist and what contradicts.
WORKS 54
Merge and audit multi-shard code modulesworkflowEngineeringL3
20-merge · Orchestrate multi-agent 20 merge across parallel branches and synthesis.
WORKS 58
Run game engine QA across platformsworkflowEngineeringL3
game-qa · Orchestrate multi-agent game qa across parallel branches and synthesis.
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