cyberneticlibrary

The library

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

ArtifactsCapabilitiesRecipes
kindallskillworkflowmcp_servercommandsubagentplugin|✓ proven✗ harmfulmeasured only2,894 artifacts
forSalesMarketingHRFinanceLegalOpsProductEngineeringDataProductivitySupportsetup≤ plug & play≤ + a key≤ multi-tool
WORKS 74
Audit technical SEO for AI crawlabilityskillMarketingEngineeringL2+4pp measured
geo-technical · When GEO performance is low and you suspect technical issues like JS-rendering or AI crawler blocking in robots.txt.
WORKS 31
Analyze coding growth and patternsskillEngineeringL2-4pp measured
developer-growth-analysis · Developers who want structured, evidence-based feedback on their work growth without waiting for code reviews, using their actual recent project history as the signal.
WORKS 22
Automate code review on Bitbucketmcp_serverEngineeringL2-13pp measured
bitbucket-mcp-server · Code review and PR workflows on Bitbucket Cloud or Server.
WORKS 31
Audit code quality security in CI pipelinesmcp_serverEngineeringL2-4pp measured
codacy-mcp · Continuous integration pipelines auditing code quality and security across teams.
WORKS 55
Generate code review reportsworkflowEngineeringL2
rpt-' + taskname + ' · Converting natural task commands into verified deterministic Workflow scripts with full auditability.
WORKS 58
Contribute code features end-to-endworkflowEngineeringL2
contribute-card · Automating AI-driven Magic card implementation with full plan-implement-review-verify gating.
WORKS 57
Analyze repository structure and modulesworkflowEngineeringL2
inspect_project · Understanding project topology and dependency flows for refactoring planning.
WORKS 55
Prepare release documentationworkflowEngineeringL2
release-prep-phase2 · Executing complex multi-phase workflows with typed outputs.
WORKS 59
Event emitter workflowworkflowEngineeringL2
emitter · Compiling high-level workflow IR specifications into executable Claude Code scripts with automatic phase ordering and schema declaration emission.
WORKS 56
Detect and fix schema markup issuesskillMarketingEngineeringL2
seo-schema · Find missing schema opportunities and fix validation errors
WORKS 57
Audit technical SEO crawlabilityskillMarketingEngineeringL2
seo-technical · Conducting comprehensive technical SEO audits for crawlability, indexability, and security issues across large sites.
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
Convert vague goals into testable specsworkflowProductEngineeringL2
goal-lint · Building features with test-first discipline across multiple implementation rounds.
WORKS 56
Triage open PRs for bugs before mergeworkflowEngineeringL2
pr-triage · 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 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 58
Run smoke testsworkflowEngineeringL2
smoke · Testing workflow runtimes without consuming tokens, using injected fake executors.
WORKS 56
Optimize structured data for AI entity recognitionskillMarketingEngineeringL2
geo-schema · Optimizing entity recognition when schema is the bottleneck to AI citations.
WORKS 59
Run TDD cycle for featuresworkflowEngineeringL2
tdd · Structured agent orchestration with deterministic phase transitions and fault isolation.
WORKS 58
Generate project health monitoring dashboardcommandEngineeringL2
dashboard · DevOps teams and engineering leads setting up project health dashboards for visibility on CI/CD, code quality, and infrastructure.
WORKS 59
Create implementation plans from feature requestsworkflowProductEngineeringL2
implementation_plan · When you want a technical plan before coding, especially for multi-file or unfamiliar code changes.
WORKS 57
Run test suiteworkflowEngineeringL2
test · Testing orchestrator robustness when agent calls fail or return partial results
WORKS 59
Evaluate neurospatial API design comprehensivelyworkflowProductEngineeringL2
design-review · Multi-phase workflows requiring orchestrated agent handoffs and structured consensus.
WORKS 58
Resume incomplete layout test phasesworkflowEngineeringL2
layout-followups-resume · Multi-phase workflows requiring orchestrated agent handoffs and structured consensus.
WORKS 55
Migrate UI to ChipGroup componentsworkflowEngineeringL2
chips-badges-migration · Orchestrating multi-phase autonomous workflows where fan-out and synthesis improve outcomes.
WORKS 58
Implement issues with quality auditsworkflowEngineeringL2
rss-issue-sprint · Batching issue implementations with simultaneous quality audits.
WORKS 55
Tune Codex theme iterativelyworkflowEngineeringProductL2
codex-theme-tune · Orchestrating multi-phase autonomous workflows where fan-out and synthesis improve outcomes.
WORKS 57
Tune Antigravity theme iterativelyworkflowEngineeringProductL2
antigravity-theme-tune · Orchestrating multi-phase autonomous workflows where fan-out and synthesis improve outcomes.
WORKS 57
Run minimal UI test demonstrationworkflowEngineeringL2
ui-test-minimal · Orchestrating multi-phase autonomous workflows where fan-out and synthesis improve outcomes.
WORKS 55
Audit docs for accuracy and clarityworkflowEngineeringL2
docs-audit · Orchestrating multi-phase autonomous workflows where fan-out and synthesis improve outcomes.
WORKS 59
Audit crawlability and Core Web VitalsskillMarketingEngineeringL2
seo-technical · Ensuring crawlability, mobile-first readiness, Core Web Vitals, and selective AI crawler blocking per brand strategy.
WORKS 58
Set up analytics in Flutter appsskillEngineeringProductL2
firebase-analytics · Implementing analytics tracking for user behavior, screen views, and conversion funnels in production Flutter apps.
WORKS 53
Update GEO-SEO toolkit to latest versionskillOpsEngineeringL2
geo-update · Keeping GEO-SEO toolkit in sync with upstream without manual file management.
WORKS 58
Structure and document Claude Code skillsskillEngineeringL1
write-a-skill · Teams and individuals building reusable workflows in Claude Code who need to document skills in a format that enables agent discovery and execution.
WORKS 60
Test workflow executionworkflowEngineeringL2
workflow-slug · Workflow workflow slug with multi-agent verification.
WORKS 57
Generate project health report with metricscommandEngineeringL2
report · Tech leads and engineering managers running quarterly health reviews who want a one-page snapshot of code quality, velocity, and dependency health.
WORKS 57
Review halmos skill across dimensionsworkflowEngineeringL2
qa-halmos-review · Workflow qa halmos review with multi-agent verification.
WORKS 56
Trace dynamic workflow executionworkflowEngineeringL2
trace-dynamic-workflow · Workflow trace dynamic workflow with multi-agent verification.
WORKS 55
Stress test and refine planworkflowEngineeringL2
argus-refine-plan · Topologically sorted task execution across human-in-the-loop and agentic work layers.
WORKS 60
Draft and review implementation planworkflowEngineeringL2
codequality-gates-sliceA-plan · Multi-dimensional acceptance criteria requiring independent per-AC verification.
WORKS 54
Review rule adherence with skepticsworkflowEngineeringL2
gate-review · Multi-dimensional acceptance criteria requiring independent per-AC verification.
WORKS 59
Map entire site content via FirecrawlskillMarketingEngineeringL2
seo-firecrawl · Pre-audit discovery phase to enumerate all indexable content before running SEO analysis.
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 56
Triage app crashes by business impactskillEngineeringProductL2
crash-analytics · Mobile teams seeing >0.5% crash rate affecting App Store ranking and retention who need impact-based triage not frequency ranking.
WORKS 58
Spec-driven feature developmentworkflowProductEngineeringL2
spec-driven-dev · workflow automation in specialized problem domain; check artifact name and description.
WORKS 55
Validate OAuth scope permissionsworkflowEngineeringL2
label-scopes · Validating that label scopes don't conflict or leave gaps.
WORKS 58
Define workflow type systemworkflowEngineeringL2
types · Orchestrating multi-stage parallel reviews with schema-enforced output and iterative refinement.
WORKS 55
Audit run instructions claimsworkflowEngineeringL2
run-instructions-audit · Orchestrating multi-stage parallel reviews with schema-enforced output and iterative refinement.
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