cyberneticlibrary

The library

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

WORKS 48
Compare accessibility violations across branchesskillEngineeringL2
accesslint-diff · Proving a UI change introduces no new accessibility regressions before merging to main.
WORKS 58
Intelligently refactor codeskillEngineeringL1
refactor · Restructuring large code sections with safety guarantees via LSP, AST-Grep, and regression tests.
WORKS 48
Audit live page accessibilityskillProductEngineeringL2
accesslint-scan · Auditing a live page comprehensively for all WCAG 2.2 violations with selector-grounded fix worklist.
WORKS 48
Remove AI-generated code smellsskillEngineeringL3
remove-ai-slops · Stripping boilerplate, dead code, and defensive patterns from AI-generated code without changing behavior.
WORKS 48
Add Tauri splashscreenskillEngineeringL2
adding-tauri-splashscreen · Building desktop applications with native performance and Rust backend integrated with web UI.
WORKS 48
Implement system tray functionalityskillEngineeringL2
adding-tauri-system-tray · Building desktop applications with native performance and Rust backend integrated with web UI.
WORKS 55
Audit AI agent stackskillEngineeringL3
agent-architecture-audit · Reviewing multi-agent system design for coupling, messaging patterns, and safety boundaries.
WORKS 48
Run visual QA for UIskillProductEngineeringL2
visual-qa · Detecting visual regressions and responsive design breakpoints across multiple screen sizes.
WORKS 48
Benchmark coding agentsskillEngineeringL3
agent-eval · Measuring multi-agent system output quality, safety alignment, and hallucination rates.
WORKS 48
Automate browser interactionsskillEngineeringOpsL2
agent-browser · Automating browser interactions or debugging agent reasoning state with transparent step-by-step trace.
WORKS 48
Test and benchmark LLM agentsskillEngineeringL3
agent-evaluation · Measuring multi-agent system output quality, safety alignment, and hallucination rates.
WORKS 48
Automate browser workflowsskillEngineeringOpsL2
dev-browser · Exposing browser DevTools and debugging APIs to agent automation workflows.
WORKS 48
Debug AI agent failuresskillEngineeringL2
agent-introspection-debugging · Automating browser interactions or debugging agent reasoning state with transparent step-by-step trace.
WORKS 48
Design agent memory systemsskillEngineeringL3
agent-memory-systems · Persisting multi-layer agent memory (short-term, long-term, skill) across conversations.
WORKS 48
Master git operationsskillEngineeringL1
git-master · Maintaining clean commit history and enforcing conventional-commit discipline across branches.
WORKS 48
Configure Steam credentialsskillL2
personalhub-steam · Centralizing task, calendar, email, and memory state in a single-player productivity dashboard.
WORKS 48
Design agent tools and validationskillEngineeringL2
agent-tool-builder · Designing tools when LLM description quality matters more than implementation quality.
WORKS 48
Run security vulnerability auditskillEngineeringLegalL3
security-research · Parallel security audits that separate real exploitability from concern with dedicated hunters and PoC engineers.
WORKS 48
Configure YouTube API integrationskillEngineeringL2
personalhub-youtube · YouTube API setup, credential validation, and search/trending usage without building custom integrations.
WORKS 48
Operationalize LLM engineering with model routingskillEngineeringProductL2
agentic-engineering · Engineering workflows where AI agents perform most implementation and evals enforce quality gates.
WORKS 48
Agentic ops surface taxonomy and guardrailsskillOpsEngineeringL2
agentic-ops-core · Shared loop discipline for all live-surface operations: read state, smallest reversible action, prove it, report exact status.
WORKS 48
Pay agents to generate images, transcribe audioskillOpsEngineeringL3
swarmwage-hire · Hiring specialized agents (image generation, transcription, charting) when they beat your native capability.
WORKS 48
Route ops tasks to 16 specialist agentsskillOpsEngineeringL3
agentic-ops-orchestrator · Single entry point for operating any live surface: inbox, repo, tracker, billing, docs, alerts.
WORKS 48
Query codebase knowledge graph interactivelyskillEngineeringProductL2
understand-chat · Answering codebase questions using a pre-built knowledge graph instead of reading source directly.
WORKS 48
Monetize your agent on open hire protocolskillEngineeringOpsL3
swarmwage-publish · Publishing agent capabilities to the Swarmwage registry so other agents discover and pay you in USDC.
WORKS 48
Visualize codebase knowledge graph dashboardskillEngineeringProductL2
understand-dashboard · Visualizing knowledge graph structure as interactive architecture instead of raw JSON.
WORKS 48
Build stateful agents on Cloudflare WorkersskillEngineeringL3
agents-sdk · Building agents using standardized SDK patterns and tool composition.
WORKS 48
Analyze git diffs and PR impactskillEngineeringL1
understand-diff · Analyzing code diffs to understand what changed and its graph-based impact zone.
WORKS 48
Design autonomous agent control loopsskillEngineeringL3
ai-agents-architect · Designing agentic system architecture when multiple specialized agents are needed.
WORKS 48
Extract domain knowledge and flow graphskillEngineeringProductL2
understand-domain · Extracting domain models from source when you need semantic structure, not syntax.
WORKS 48
Convert image to print-ready retail productskillMarketingOpsL3
studiomcphub-studio · Configuring Studio in PersonalizationMCP without manual credential management.
WORKS 48
Autonomous agent eval and gate patternsskillEngineeringL2
ai-agents-meta-core · Shared reference used by ALL agents in a cluster to enforce consistent discipline.
WORKS 48
Get deep dive on code files and functionsskillEngineeringL1
understand-explain · Explaining code concepts to humans using graph-derived semantic connections.
WORKS 48
Build custom ComfyUI nodesskillEngineeringProductL2
comfy-nodes · Managing ComfyUI workflow nodes when you need programmatic graph composition.
WORKS 48
Route agent engineering to 14 meta specialistsskillEngineeringL3
ai-agents-meta-orchestrator · Routing agentic tasks to specialized experts within a meta-orchestration layer.
WORKS 48
Generate knowledge graph from wikiskillEngineeringProductL2
understand-knowledge · Mapping large codebases when architecture documentation is stale or nonexistent.
WORKS 48
Execute AI workflows and scheduled automationskillOpsEngineeringL2
ai-automation-workflows · Distributed multi-stage tasks where visibility and approval gates prevent unauthorized changes.
WORKS 48
Generate onboarding guides for new team membersskillHRL1
understand-onboard · Mapping large codebases when architecture documentation is stale or nonexistent.
WORKS 48
Generate images and videos from text descriptionsskillMarketingL2
AI Image Generator & Editor — GPT Image 2, Nanobanana, ComfyUI · Batch visual asset creation where consistent style and rapid iteration matter more than hand-crafted perfection.
WORKS 48
Run AI content pipeline and coordinate distributionskillMarketingL3
ai-content-pipeline · Distributed multi-stage tasks where visibility and approval gates prevent unauthorized changes.
WORKS 57
Analyze codebases to map architecture and componentsskillEngineeringL2
understand · Mapping large codebases when architecture documentation is stale or nonexistent.
WORKS 48
Design CLI tools safe for AI agentsskillEngineeringL1
ai-native-cli · Command-line tools that AI agents will invoke without human-in-the-loop monitoring.
WORKS 48
Create multi-angle product photography setsskillMarketingL2
Product Photoshoot Workflow · Distributed multi-stage tasks where visibility and approval gates prevent unauthorized changes.
WORKS 48
Engineer production AI-powered product featuresskillEngineeringProductL3
ai-product · Production LLM features where validation and caching prevent probabilistic failures from reaching users.
WORKS 48
Create vertical social media thumbnails and postersskillMarketingL2
Social Thumbnail Workflow · Distributed multi-stage tasks where visibility and approval gates prevent unauthorized changes.
WORKS 48
Design regression testing for AI-assisted codeskillEngineeringL2
ai-regression-testing · AI-assisted development where automated regression tests catch blind spots the same model would miss.
WORKS 48
Generate images and artwork with visual guidanceskillMarketingL2
MeiGen Visual Creative Expert · Teams automating repetitive tasks while maintaining control over execution and output quality.
WORKS 57
Optimize content for AI search enginesskillMarketingL1
ai-seo · Content creators wanting to appear in AI-generated answers without building links manually.
WORKS 48
Create AI-generated video content with character consistencyskillMarketingL2
ai-video-director · Batch visual asset creation where consistent style and rapid iteration matter more than hand-crafted perfection.
WORKS 48
Turn AI APIs into defensible paid productsskillProductL2
ai-wrapper-product · Production LLM features where validation and caching prevent probabilistic failures from reaching users.
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