cyberneticlibrary

The library

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

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 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 56
Optimize structured data for AI entity recognitionskillMarketingEngineeringL2
geo-schema · Optimizing entity recognition when schema is the bottleneck to AI citations.
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 58
Route and parallelize architecture workskillEngineeringL3
src · Large codebases with 5+ file changes spanning multiple domains—when parallel architecture design and implementation can run unblocked.
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 54
Auto-fix on-page SEO and schemaskillMarketingEngineeringL3
seo-aeo-amplifier · Rapidly identifying and auto-fixing on-page SEO issues (titles, descriptions, heading structure, alt text, schema) for WordPress sites.
WORKS 56
Generate comprehensive design handoffsskillEngineeringOpsL2
design-handoff · Eliminating back-and-forth design questions by specifying every interaction, state, and edge case upfront in one doc.
WORKS 57
Deliver clarity-first status updates that landskillEngineeringOpsL1
standup · Engineers and PMs who need to keep leadership informed without writing essays, and want their updates actually read instead of skimmed (because every sentence moves someone toward a decision or clarity).
WORKS 58
Analyze agent loop execution metricsskillEngineeringL2
ralph-analytics · Agent development where you need quantified evidence of loop quality improvement—when optimizing stuck detection, reflection patterns, or escalation thresholds.
WORKS 48
Run repository validation workflowskillEngineeringL3
run-repo-checks · Reporting repo health to agents in a structured, repeatable way
WORKS 48
Evaluate AI data, models, and qualityskillEngineeringDataL3
SKILL · Automated data quality gates in ML pipelines with both fast rule checks and semantic LLM scoring
WORKS 48
Manage repository operationsskillEngineeringL2
.skill · Lightweight agent-driven repo validation without external runners
WORKS 48
Populate apps with realistic test dataskillProductEngineeringL2
Skill · Rapid test-data generation for web apps when you need to respect entity relationships and field types without manual SQL.
WORKS 48
Visualize audio dataskillEngineeringProductL2
skill · Creating audio-reactive visuals when aesthetic consistency and lore injection matter more than generic animation.
WORKS 48
Build with Next.js App RouterskillEngineeringL1
skill · Building unified full-stack apps when you want to avoid external backend APIs and keep everything within Next.js.
WORKS 48
Assemble UI from base componentsskillEngineeringProductL2
skill · Building composite UIs faster and more consistently when shadcn base components exist—avoids reinventing buttons or cards.
WORKS 48
Build Teams channel scraperskillEngineeringOpsL3
Skill · Exporting Teams conversation history at scale when you need thread structure preserved—WPF UI simplifies config.
WORKS 48
Generate gRPC and Go service codeskillEngineeringL2
proto-generator.skill · Generating gRPC and HTTP stubs with validation and Swagger docs in one command—avoids manual interface coding.
WORKS 48
Configure local database stackskillEngineeringOpsL3
Use Docker Compose for repeatable local stacks · Sharing reproducible development stacks across teams when version control and one-command startup matter.
WORKS 48
Audit pages for accessibility complianceskillProductEngineeringL2
Accessibility audit · When accessibility audit is needed before shipping or in production.
WORKS 48
Ingest and deduplicate data incrementallyskillDataEngineeringL3
sqlite-incremental-reconcile · When sqlite-incremental-reconcile is needed before shipping or in production.
WORKS 48
Forge optimized agent skillsskillEngineeringL3
claude-code-skillforge · When claude-code-skillforge is needed before shipping or in production.
WORKS 48
Implement MCP in TypeScriptskillEngineeringL3
sdk · When sdk is needed before shipping or in production.
WORKS 48
Generate conventional commit messagesskillEngineeringL1
formatting-commits · When formatting-commits is needed before shipping or in production.
WORKS 48
Inspect MCP protocol messagesskillEngineeringL2
inspector · When inspector is needed before shipping or in production.
WORKS 48
Deploy MCP server packageskillEngineeringL2
server · When server is needed before shipping or in production.
WORKS 48
Enable interactive MCP client UIsskillEngineeringProductL3
ext-apps · When ext-apps is needed before shipping or in production.
WORKS 48
Safely commit code changes with approvalskillEngineeringL1
commit-workflow · When commit-workflow is needed before shipping or in production.
WORKS 48
Integrate Vercel into Next.js projectsskillEngineeringL2
mcp-handler · When mcp-handler is needed before shipping or in production.
WORKS 48
Convert Figma designs to Drupal componentsskillProductEngineeringL3
drupal-sdc-figma-parity · When drupal-sdc-figma-parity is needed before shipping or in production.
WORKS 48
Run Drupal code quality checksskillEngineeringL2
php-prebuild-quality · When php-prebuild-quality is needed before shipping or in production.
WORKS 48
Prevent infrastructure-as-code mistakesskillEngineeringOpsL3
terrashark · When terrashark is needed before shipping or in production.
WORKS 48
Auto-disable irrelevant project skillsskillEngineeringL2
skill-manager · When skill-manager is needed before shipping or in production.
WORKS 48
Build MCP client and server toolsskillEngineeringL3
mcp-tools · When mcp-tools is needed before shipping or in production.
WORKS 48
Validate technical plans against realityskillProductEngineeringL2
stress-test · When stress-test is needed before shipping or in production.
WORKS 48
Build scalable MCP servers with NestJSskillEngineeringL3
server · Scaling MCP server codebase with TypeScript decorators and DI.
WORKS 48
Proxy MCP servers over HTTP/SSEskillEngineeringL3
mcp-proxy · Exposing stdio MCP servers to HTTP/SSE clients without native stdio.
WORKS 48
Evaluate machine learning model performanceskillDataEngineeringL2
evaluate-model · Standardized model evaluation reporting post-training.
WORKS 48
Run end-to-end machine learning pipelineskillDataEngineeringL3
run-pipeline · Reproducible end-to-end execution after configuration or code changes.
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