cyberneticlibrary

The library

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

ArtifactsCapabilitiesRecipes
kindallskillworkflowmcp_servercommandsubagentplugin|✓ proven✗ harmfulmeasured only1,482 artifacts
forSalesMarketingHRFinanceLegalOpsProductEngineeringDataProductivitySupportsetup≤ plug & play≤ + a key≤ multi-tool
WORKS 48
Analyze climate and emissions datasubagentFinanceOpsL3
beatriz · Specialized subagent work that requires domain expertise and isolated context.
WORKS 48
Fix database policies and indexessubagentEngineeringOpsL3
supabase-fixer · Specialized subagent work that requires domain expertise and isolated context.
WORKS 48
Generate QA test report summarysubagentEngineeringOpsL2
qa-reporter · When findings must be formatted into a professional QA report with severity levels and consolidated coverage metrics.
WORKS 48
Refine technical drafts to client narrativesubagentOpsSalesL1
fernanda · When technical drafts need structural coherence, reduced redundancy, and executive readability without changing facts.
WORKS 48
Draft privacy and compliance policiessubagentLegalOpsL2
legal-writer · When an app with real payments needs privacy policy, T&C, and compliance documents for India (DPDP Act 2023, Razorpay, Play Store).
WORKS 48
Verify phase goals were deliveredsubagentEngineeringOpsL2
gsd-verifier · When a work phase is complete and must verify that the codebase actually delivers the phase goal, not just that tasks completed.
WORKS 48
Manage GitHub team accesssubagentEngineeringOpsL2
team-manager · When GitHub team onboarding and offboarding needs orchestration across team membership, repo permissions, and access synchronization for multiple repos.
WORKS 48
Manage project task hierarchiessubagentOpsProductivityL1
todo-manager · When todos must cross-check against CURRENT state before worktree launch.
WORKS 48
Design ad-tech curriculumsubagentProductOpsL2
education-expert · When certification must survive accreditation scrutiny and protocol-triggered recertification.
WORKS 48
Coordinate teams through task decompositionsubagentOpsEngineeringL2
team-lead · When multi-agent coordination needs deadlock protection and stall detection.
WORKS 48
Review GitLab CI pipelines and scriptssubagentEngineeringOpsL2
gitlab-ci-reviewer · When CI/CD must enforce security gates and prevent job bloat.
WORKS 48
Validate CI/CD workflow integritysubagentEngineeringOpsL2
ci-agent · When CI gates must enforce coverage thresholds and prevent flaky test merges.
WORKS 51
Coordinate parallel worker executionsubagentEngineeringOpsL3
codex-coordinator · When multi-agent workflows require explicit state coordination and deadlock avoidance.
WORKS 48
Synchronize issues across GitHub and LinearsubagentOpsEngineeringL3
integration-manager · Teams using both GitHub and Linear who need bidirectional sync.
WORKS 48
Review plans for cross-functional blockerssubagentProductOpsL2
plan-review-specialist · Complex projects requiring simultaneous Product/Engineering/Design perspective.
WORKS 48
Validate and scaffold deployment scriptssubagentEngineeringOpsL2
script-framework-engine · RMM and infrastructure teams maintaining strict script compliance.
WORKS 48
Debug production errors from logssubagentEngineeringOpsL2
error-detective · DevOps teams investigating patterns across distributed system logs.
WORKS 48
Break down phases into executable taskssubagentProductOpsL2
gsd-planner · Organizations running structured planning phases with lead/explorer/builder.
WORKS 48
Control OBS Studio scenes and encodingsubagentOpsL3
obs-driver · Debugging real-time bidirectional OBS control via physical X-Touch controller with multi-camera scene switching and transform caching.
WORKS 48
Build macOS automation with ShortcutssubagentOpsL2
system-engineer · Integrating native macOS system capabilities (Spotlight search via mdfind, file metadata via mdls, Finder tags via xattr, Shortcuts automation) into Swift tools via test-driven patterns.
WORKS 48
Analyze Azure Policy compliance posturesubagentOpsL3
Azure Policy Analyzer · Continuous Azure Policy compliance monitoring and automated remediation generation when new resources violate governance rules.
WORKS 48
Debug retail replenishment rulessubagentOpsL3
rule_ars · Validating complex business logic rules against SQL Server data when refactoring allocation algorithms.
WORKS 48
Hire and pay specialized AI agentspluginOpsL3
swarmwage · Handling specialized tasks that generic agents cannot perform.
WORKS 48
Persist planning and progress across AI editorspluginOpsProductivityL2
planning-with-files · Multi-session planning where Markdown context outlives any single LLM conversation, across teams using different coding IDEs.
WORKS 48
Delegate work to Codex, Gemini, and OpenCode agentspluginOpsL2
owlex · Multi-agent workflows requiring load-balancing or task-specific agents (Codex for code, Gemini for breadth, OpenCode for spec-driven generation).
WORKS 55
Run plan-execute-validate loops with parallel work and memorypluginOpsEngineeringL2
forge · Multi-file refactors, full-stack features, or spec-driven work where parallel validation and retry beat sequential manual oversight.
WORKS 48
Execute terminal commands and manage files across formatspluginEngineeringOpsL2
desktop-commander · Local-only automation across text, code, PDFs, spreadsheets where client-side execution avoids cloud egress and latency.
WORKS 48
Run interactive shell, SSH, and serial sessions for agentspluginEngineeringOpsL3
pty-mcp · Long-lived interactive debugging, DevOps orchestration, or system administration where persistent PTY state beats stateless shell commands.
WORKS 48
Give agents real email addresses for multi-agent coordinationpluginOpsL3
agenticmail · Multi-agent workflows coordinating via email threads (human-readable audit trail) instead of internal queues or cloud APIs.
WORKS 55
Access 5 business growth skills with sales and revenue focuspluginSalesOpsL2
business-growth-skills · Startup GTM (customer success manager hiring, sales engineering processes, RevOps setup, contract/proposal templates) via 5 pre-trained skills.
WORKS 48
Map processes, manage vendors, plan capacity, lead changepluginOpsL2
business-operations-skills · BizOps teams needing BPMN→bottleneck→fix workflows, vendor risk management, call-center capacity math, and process documentation with embedded validation.
WORKS 55
Access 33 C-level advisory skills and virtual board agentspluginOpsL2
c-level-skills · Founder, CEO, or board seeking 33-skill C-suite advisory (CEO, CTO, COO, CPO, CMO, CFO, CRO, CISO, CHRO, counsel, data, AI, customer officers, VPE) with forcing-question discipline.
WORKS 48
Run 13 C-suite agents for executive decision-makingpluginOpsL2
c-level-agents · Executive team or board needing multi-role deliberation (CEO, CFO, CRO, CMO, CPO, COO, CHRO, CISO, Counsel, CDO, CAO, CCO, VPE) before major decisions.
WORKS 48
Analyze retention, design segments, size CSM hiringpluginOpsSupportL2
chief-customer-officer-advisor · Chief Customer Officer or VP Customer Success sizing the CS org and kill list when GRR is stalling and NRR delta needs targeting.
WORKS 48
Analyze delivery metrics, hiring funnel, team structurepluginEngineeringOpsL2
vpe-advisor · VP of Engineering or Director of Eng optimizing delivery throughput (DORA), hiring funnel conversion, and org structure when execution velocity stalls.
WORKS 58
Configure and operate multi-framework compliance programspluginLegalOpsL3
compliance-os · When a company must align multi-framework compliance programs without building separate audit prep tracks.
WORKS 48
Automate Gmail, Drive, Calendar, Sheets, and TaskspluginOpsProductivityL2
google-workspace-cli · When administering Google Workspace across mail, drive, calendar, docs, and tasks requires CLI automation instead of manual UI clicking.
WORKS 48
Cut communication token usage 75%pluginOpsProductivityL2
caveman · When technical writing must fit tight token budgets without sacrificing precision (e.g., API docs, complex prompts, reference material).
WORKS 48
Design and audit chaos experimentspluginEngineeringOpsL2
chaos-engineering · When improving system resilience requires controlled failure injection with documented hypothesis and error-budget impact, not guesswork.
WORKS 48
Build optimized Docker containerspluginEngineeringOpsL2
docker-development · When production containers require optimized build time, minimal image size, and security hardening rather than default Docker patterns.
WORKS 48
Interrogate plans with forcing questionspluginProductOpsL2
grill-me · When validating a plan or design requires relentless question-driven stress-testing rather than passive review.
WORKS 48
Generate conversation handoff docspluginOpsProductivityL2
handoff · Handing work from one agent session to the next without replicating artifacts already in git or project management systems
WORKS 48
Build Kubernetes Helm chartspluginEngineeringOpsL2
helm-chart-builder · Accelerating Helm chart authoring by enforcing dependency management, security patterns, and testing discipline from the start
WORKS 48
Design Kubernetes OperatorspluginEngineeringOpsL2
kubernetes-operator · Building production Operators by enforcing the Operator pattern disciplines (CRD design, reconcile loops, idempotency, error handling) rather than generic Kubernetes knowledge
WORKS 48
Reduce LLM API costs and tokenspluginOpsFinanceL2
llm-cost-optimizer · Controlling LLM spend in production systems by routing between models, implementing caching, and observing token usage per feature
WORKS 48
Build persistent interlinked knowledge wikipluginProductivityOpsL2
llm-wiki · Compounding knowledge over time by maintaining a persistent, contradiction-aware wiki instead of repeatedly querying RAG on the same sources
WORKS 48
Design SLOs and error budgetspluginOpsEngineeringL2
slo-architect · Structuring service reliability goals with defensible error budgets instead of ad-hoc alerting or targets disconnected from business risk
WORKS 48
Design and manage Terraform infrastructure at scalepluginEngineeringOpsL4
terraform-patterns · Structuring Terraform projects with reproducible module layouts, multi-environment state management, and policy enforcement instead of ad-hoc scripts
WORKS 58
Build multi-agent workflow automation scriptspluginEngineeringOpsL3
workflow-builder · Structuring multi-agent work by proposing proven orchestration topologies upfront instead of requiring users to architect their own workflows
WORKS 59
Automatically triage and organize incoming emailpluginOpsProductivityL2
email · Email-heavy users who want personalized triage (not generic filters) with automatic KB learning from new patterns.
←page 29 / 30→