cyberneticlibrary

The library

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

ArtifactsCapabilitiesRecipes
kindallskillworkflowmcp_servercommandsubagentplugin|✓ proven✗ harmfulmeasured only5,396 artifacts
forSalesMarketingHRFinanceLegalOpsProductEngineeringDataProductivitySupportsetup≤ plug & play≤ + a key≤ multi-tool
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.
WORKS 48
Validate MCP connector directory submissionsskillEngineeringL2
submission-qa · Teams automating repetitive tasks while maintaining control over execution and output quality.
WORKS 48
Build production Apache Airflow data pipelinesskillDataEngineeringL3
airflow-dag-patterns · Teams automating repetitive tasks while maintaining control over execution and output quality.
WORKS 48
Implement tdmcp tools from specificationsskillEngineeringL3
td-feature-build · Teams automating repetitive tasks while maintaining control over execution and output quality.
WORKS 48
Implement site search with AlgoliaskillEngineeringProductL2
algolia-search · Teams automating repetitive tasks while maintaining control over execution and output quality.
WORKS 48
Design TouchDesigner MCP features into specsskillEngineeringL2
td-feature-design · Teams automating repetitive tasks while maintaining control over execution and output quality.
WORKS 48
Set up event tracking and analytics measurementskillMarketingProductL2
analytics-tracking · | Triggers | When tags fire (page view, click) |
WORKS 48
Integrate TouchDesigner tools into shared registriesskillEngineeringL3
td-feature-integrate · Use for td feature integrate tasks. See artifact body for specific use cases.
WORKS 48
Structure Android apps with Clean ArchitectureskillEngineeringL2
android-clean-architecture · ## When to Activate
WORKS 48
Quality-assure integrated TouchDesigner featuresskillEngineeringL3
td-feature-qa · ## Live TD validation — when the bridge is up
WORKS 48
Build Angular apps with modern best practicesskillEngineeringL2
angular-developer · ## When to Activate
WORKS 48
Add iMessage messaging channel integrationskillEngineeringL2
add-imessage · Use for add imessage tasks. See artifact body for specific use cases.
WORKS 48
Create timeline-based animations and sequencesskillEngineeringProductL2
animejs · **When to use this skill:**
WORKS 48
Add persistent wiki knowledge base to agent groupskillEngineeringL2
add-karpathy-llm-wiki · Use for add karpathy llm wiki tasks. See artifact body for specific use cases.
WORKS 48
Survey TouchDesigner feature gaps and candidatesskillEngineeringProductL2
td-feature-survey · Use for td feature survey tasks. See artifact body for specific use cases.
WORKS 48
Aggregate and analyze security threat reportsskillLegalOpsL2
annualreports · Use for annualreports tasks. See artifact body for specific use cases.
WORKS 48
Add Linear issue tracking integrationskillEngineeringOpsL2
add-linear · - `LINEAR_BOT_USERNAME`: display name for the bot (used for self-message detection when using a Personal API Key)
WORKS 48
Prioritize and consolidate feature backlogsskillProductEngineeringL2
td-feature-synthesize · | Profile | Leads with | When the user wants… |
WORKS 48
Manage quotes and aphorisms collectionskillProductivityL1
aphorisms · description: Aphorism management. USE WHEN aphorism, quote, saying. SkillSearch('aphorisms') for docs.
WORKS 48
Add macOS menu bar status indicatorskillEngineeringL2
add-macos-statusbar · Use for add macos statusbar tasks. See artifact body for specific use cases.
WORKS 48
Execute full feature backlog release campaignsskillEngineeringProductL3
tdmcp-backlog-campaign · > **When NOT to use this:** one feature, or one small ad-hoc batch → `tdmcp-pipeline`.
WORKS 48
Build new API provider integrationsskillEngineeringL2
api-connector-builder · Use this when the job is to add a repo-native integration surface, not just a generic HTTP client.
WORKS 48
Add Matrix messaging channel integrationskillEngineeringL2
add-matrix · Use for add matrix tasks. See artifact body for specific use cases.
WORKS 48
Build TouchDesigner REST API endpoint verticalsskillEngineeringL3
tdmcp-bridge-endpoint · A bridge feature is correct only when **four layers agree on one shape**: the
WORKS 48
Design REST APIs with production patternsskillEngineeringL2
api-design · ## When to Activate
WORKS 48
Add graph-based memory system to agentsskillEngineeringL2
add-mnemon · Use for add mnemon tasks. See artifact body for specific use cases.
WORKS 48
Scrape social media and business dataskillMarketingSalesL2
apify · When you need automated lead generation or competitor intelligence from multiple social platforms.
WORKS 48
Route agents to local Ollama modelsskillEngineeringL2
add-ollama-provider · When you want to run agent inference locally to cut API costs or experiment with open models.
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