cyberneticlibrary

The library

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

Artifacts Capabilities Recipes

kindall skill workflow mcp_server command subagent plugin|✓ proven ✗ harmful measured only1,482 artifacts

forSales Marketing HR Finance Legal Ops Product Engineering Data Productivity Supportsetup≤ plug & play ≤ + a key ≤ multi-tool

Grade team quality weeklyworkflowOpsL2

qa-weekly · Running standardized QA weekly with regression detection and reporting.

Extract opportunity fields from documentsworkflowOpsL2

layer2-extract · Deep extraction and classification after layer-1 initial bucketing.

Parallel threat hunt across targetsworkflowOpsL3

hunt-workflow · Systematic multi-angle bug hunting where cross-cutting defects need skeptic verification.

Rollout standards across six teamsworkflowOpsL3

mishkan-standards-rollout · Running mishkan-standards-rollout as a multi-phase orchestrated workflow.

Audit work-order completion tracking and optimizationworkflowOpsL3

workorder-tracking-audit · Audit a compliance-critical ERP surface when dimension coverage and adversarial verification are essential.

Fix translation strings with glossary preservationworkflowOpsL2

translate-rework · Bulk game localization when idiom fidelity + formatting preservation are non-negotiable

Route heterogeneous reviewers to consensusworkflowOpsL2

stamina-dispatch · Deterministic dispatch orchestration when you need role-diverse review with a procedural verdict, not a human gate

Audit sprint retro transcripts across lensesworkflowOpsL2

retro-audit-engine · Continuous monitoring of sprint health through multi-lens transcript audit when retro findings need adversarial validation.

Build Discord-first growth execution planworkflowMarketingOpsL3

acgs-growth-plan · Pivoting a project's growth strategy while grounding decisions in actual codebase state + market data.

Run multi-stage deep research pipelineworkflowOpsDataL3

mishkan-deep-research · In-depth multi-angle research reports where contradictory sources must be reconciled by skeptic review.

Rank items by pairwise comparison tournamentworkflowOpsDataL2

tournament-sort · Ranking hundreds of items by a nuanced criterion without exhausting a single agent's context window.

Install MCP servers across coding agentsmcp_serverEngineeringOpsL2

add-mcp · Bootstrap MCP setup across multiple agents uniformly without manual JSON editing.

Route calls to cheapest available LLMmcp_serverOpsFinanceL2

tickerr-live-status · Route agent calls to cheapest/fastest available LLM model dynamically based on live pricing and failure signals.

Automate Azure infrastructure operationsmcp_serverOpsEngineeringL3

mcp · Automate Azure infrastructure tasks (deploy VMs, manage databases, configure storage) within agent workflows.

Query Malaysian transit and faresmcp_serverOpsL2

mcp-malaysiatransit · Build Malaysia-specific transit assistance (ETA, fare estimates, route planning) for multi-modal journey queries.

Query and edit Notion databasesmcp_serverOpsProductL2

notion-mcp-server · When you need notion-mcp-server capabilities in your MCP stack

Bridge hardware lab managementmcp_serverOpsL2

hlims-mcp · When you need hlims-mcp capabilities in your MCP stack

Manage Kubernetes cluster operationsmcp_serverOpsEngineeringL3

mcp-server-kubernetes · When you need mcp-server-kubernetes capabilities in your MCP stack

Sync ClickUp tasks with AI agentsmcp_serverOpsProductL3

clickup-mcp-server · When you need clickup-mcp-server capabilities in your MCP stack

Track MCP server agent usage patternsmcp_serverOpsL3

agnost · Understanding MCP server usage patterns across different agents and user roles.

Connect to commercetools for ordersmcp_serverOpsSalesL3

commerce-mcp · Agent access to commercetools product catalogs, orders, and shopping cart management.

Integrate Slack as agent messagingmcp_serverOpsL2

slack-mcp-server · Integrating Slack as a messaging and collaboration layer for agents with channel/thread support.

Query Dynatrace monitoring metricsmcp_serverEngineeringOpsL2

dynatrace-mcp-server · Real-time observability integration—querying metrics, entities, and incident data from Dynatrace.

Manage Argo CD deployments with AImcp_serverEngineeringOpsL3

argocd-mcp · Enabling AI agents to check and sync Argo CD applications without kubectl access.

Orchestrate multi-step AI agent workflowsmcp_serverEngineeringOpsL3

agentation-mcp · Orchestrating complex agentic workflows from within an MCP client.

Automate Gmail inbox triage and extractionmcp_serverOpsProductivityL2

gmail · Automating Gmail triage and message extraction for AI workflows.

Let AI agents book meetings autonomouslymcp_serverOpsProductivityL2

googlecalendar · Letting AI agents check availability and book meetings without calendar app access.

Check food safety compliance automaticallymcp_serverLegalOpsL2

panko-food-safety · Food safety compliance checking across US federal and municipal sources.

Get real-time weather for flight planningmcp_serverOpsL2

thinkzone · Flight planning and severe weather alerting for US aviation.

Manage Microsoft 365 at scale with Graph APImcp_serverOpsEngineeringL2

ms-365-mcp-server · Enterprise agents managing email, calendars, Teams, SharePoint with fine-grained control.

Enable reliable inter-agent messagingmcp_serverEngineeringOpsL3

agentdrop-mcp-server · Multi-agent systems requiring reliable inter-agent messaging.

Connect n8n automation to AI agentsmcp_serverOpsEngineeringL3

n8n-mcp · Unable to determine - artifact body truncated at 6000 chars.

Enable cross-vendor agent messagingmcp_serverEngineeringOpsL3

agentDM · Multi-agent orchestration where agents (Claude, ChatGPT, Cursor, Windsurf) need cross-vendor messaging.

Manage Kubernetes infrastructure at scalemcp_serverEngineeringOpsL4

kubernetes-mcp-server · Ops/DevOps agents managing multi-cluster Kubernetes infrastructure with pod lifecycle and resource monitoring.

Track Singapore transit and traffic real-timemcp_serverOpsL2

mcp-ltadatamallsg · Singapore-based transportation and mobility agents needing real-time bus, MRT, and traffic data.

Search privately without cloud egressmcp_serverOpsEngineeringL3

mcp-searxng · Private web search and content extraction for enterprise AI without cloud egress

Query Google Cloud logs and tracesmcp_serverEngineeringOpsL2

observability-mcp · Troubleshooting and understanding Google Cloud infrastructure from natural language queries

Add audit logging to any MCP servermcp_serverEngineeringOpsL3

mcp-wrap · Adding cryptographic auditability and tool-call gating to any MCP server without per-server code

Automate Hostinger domain and DNS managementmcp_serverOpsEngineeringL2

hostinger-api-mcp · Automating Hostinger infrastructure management and DNS updates in AI workflows

Sync AI tasks with Shortcut project managementmcp_serverOpsProductL2

mcp · Syncing AI-generated tasks and code with Shortcut project management

Automate forum content and moderationmcp_serverMarketingOpsL2

mcp · Automating forum content creation, moderation, and knowledge base updates

Orchestrate isolated code execution environmentsmcp_serverEngineeringOpsL2

api-client · Building agentic devbox orchestration systems that run code in isolated, managed environments.

Emit signed attribution for tool callsmcp_serverLegalOpsL2

mcp · Attribution tracking and accountability in tool-call chains for auditable AI agent systems.

Sync AI agents with collaborative workspacesmcp_serverOpsEngineeringL2

affine-mcp-server · Collaborative knowledge workspaces where agents read/write documents and manage teams.

Query relational data safely via agentsmcp_serverDataOpsL2

read-only-mysql-mcp-server · Safe agent access to structured relational data with query-level read-only enforcement.

Visualize and analyze geographic datamcp_serverDataOpsL2

server-map · Geospatial analysis and map-based workflows where agents need interactive map visualization.

Gate MCP tools with cost and risk metadatamcp_serverEngineeringOpsL3

adapter-mcp · When wrapping MCP tools with agent cost/risk metadata for tool selection and confirmation workflows.

Debug VoIP call flows instantlymcp_serverOpsEngineeringL2

sipflow · VoIP engineers troubleshooting call failures who want instant RFC-compliant ladder rendering without uploading sensitive traces.

Deploy stateless MCP servers on edgemcp_serverEngineeringOpsL3

mcp-http · Running an MCP server as stateless HTTP on edge infrastructure with pluggable OAuth 2.1 backends (no session storage).

Monetize MCP servers with per-tool pricingmcp_serverOpsFinanceL3

paygate-mcp · Monetizing an MCP server with fine-grained per-tool pricing, ACL, quotas, and real-time audit trail.

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