cyberneticlibrary

The library

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

ArtifactsCapabilitiesRecipes
kindallskillworkflowmcp_servercommandsubagentplugin|✓ proven✗ harmfulmeasured only476 artifacts
forSalesMarketingHRFinanceLegalOpsProductEngineeringDataProductivitySupportsetup≤ plug & play≤ + a key≤ multi-tool
WORKS 48
Evaluate design against UX heuristicssubagentProductL1
ux · When validating rendered UI against design specs and accessibility standards.
WORKS 52
Validate PR review commentssubagentEngineeringL2
pr-review-analyst · When evaluating automated code review comments for correctness using full codebase context.
WORKS 48
Profile CLI latency against budgetssubagentEngineeringL3
perf-analyzer · When benchmarking CLI latency against SLA budgets and identifying hot methods.
WORKS 48
Polish visual and copy aestheticssubagentProductL1
theme-stylist · When applying visual theming and brand copy consistently across the CLI.
WORKS 54
Audit fraud dataset for qualitysubagentDataL1
fraud-quality · When detecting data quality issues and leakage patterns in fraud datasets.
WORKS 48
Validate portfolio calculationssubagentFinanceL2
finance-expert · When validating multi-currency portfolio calculations and döviz kuru conversions.
WORKS 48
Implement specific pipeline filessubagentEngineeringL2
build-agent-46 · When validating rendered UI against design specs and accessibility standards.
WORKS 48
Validate UI against design specssubagentProductL2
ux-ui-reviewer · When validating rendered UI against design specs and accessibility standards.
WORKS 48
Optimize Core Web VitalssubagentEngineeringProductL2
perf · When you need perf expertise as a specialist agent.
WORKS 48
Generate API and architecture docssubagentEngineeringL1
docs · When you need docs expertise as a specialist agent.
WORKS 48
Optimize Claude Code hook configurationssubagentOpsL2
optimizer-hooks · When you need optimizer-hooks expertise as a specialist agent.
WORKS 48
Benchmark HerdDB vector search on KubernetessubagentEngineeringDataL4
herddb-k3s-bench · When you need herddb-k3s-bench expertise as a specialist agent.
WORKS 48
Track climbing training progress and cyclessubagentProductivityL2
coach · When you need coach expertise as a specialist agent.
WORKS 48
Execute research-innovate-plan workflowsubagentProductOpsL3
fast-mode-agent · When you need fast-mode-agent expertise as a specialist agent.
WORKS 48
Build and train AI chat systemssubagentProductEngineeringL3
bmc-panelin-chat · Building domain-specific chat with trainable system prompts and live response feedback.
WORKS 48
Write API and code documentationsubagentEngineeringL1
docstring-author · Documenting intent-focused APIs where implementation is already clear.
WORKS 48
Analyze codebase patterns and standardssubagentEngineeringL1
codebase-analyst · Onboarding to unfamiliar codebases and extracting implicit team conventions.
WORKS 48
Refactor and clean codesubagentEngineeringL2
refactor-cleaner · Systematic cleanup after feature work or refactoring sprints.
WORKS 48
Audit dependencies and security compliancesubagentEngineeringOpsL2
warden · Pre-install and pre-commit gates to prevent supply-chain vulnerabilities.
WORKS 48
Challenge investment thesis with bear casesubagentDataFinanceL2
bear-analyst · Adversarial investment review before capital deployment.
WORKS 48
Normalize issue signals into contextsubagentOpsEngineeringL2
signal-normalizer · Converting messy user input into machine-friendly specs.
WORKS 48
Monitor performance and observability infrastructuresubagentEngineeringOpsL3
analytics-observability · Real-time observability of bot health, performance, and business metrics.
WORKS 48
Audit Python code for security vulnerabilitiessubagentEngineeringOpsL2
security-reviewer · Pre-deployment security hardening of LLM-powered Python tools.
WORKS 48
Review UI and copy for usabilitysubagentProductEngineeringL1
council-ux-critic · Continuous UX debt detection without designer overhead.
WORKS 48
Detect dead code and structural complexitysubagentEngineeringL2
vault-code-health · CI/CD gates to enforce vault code quality baselines.
WORKS 48
Suggest next workflow commandssubagentOpsEngineeringL2
auditor · Keeping spec and doc repositories consistent during rapid growth.
WORKS 48
Check training experiment progresssubagentEngineeringDataL1
monitor · Real-time on-call alerting with context-aware thresholds.
WORKS 48
Plan multi-expert Android implementationsubagentProductEngineeringL2
planner · Breaking down large features without middle-manager overhead.
WORKS 48
Fetch weather in MontenegrosubagentProductivityL2
Weather Montenegro Agent · Quick weather lookups without full web search.
WORKS 48
Diagnose and fix mobile build errorssubagentEngineeringL3
expo-config-resolver · Multi-platform React Native builds with config inheritance.
WORKS 48
Optimize code for legacy hardwaresubagentEngineeringL3
perf-optimizer · Turning performance insights into specific, measurable improvements.
WORKS 48
Triage CI failures and test failuressubagentEngineeringL2
ci-triage-engineer · Reducing CI toil and keeping developers in flow state.
WORKS 48
Audit code for security issuessubagentEngineeringOpsL2
security · Automated security gates that don't slow down legitimate deployments.
WORKS 49
Generate and open pull requests automaticallysubagentEngineeringL2
pr-agent · Scaling code review to multiple repos without bottlenecks.
WORKS 55
Run security audit and pattern detectionsubagentEngineeringOpsL2
security · Finding security vulnerabilities faster than manual code review.
WORKS 58
Debug errors and test failuressubagentEngineeringL2
debugger · Root-causing errors in unfamiliar codebases with structured investigation.
WORKS 48
Optimize PostgreSQL queriessubagentEngineeringL3
database · Crafting zero-downtime migrations and optimizing query patterns.
WORKS 48
Check code standards compliancesubagentEngineeringL1
overlord · Detecting cross-repo governance drift in continuous integration.
WORKS 48
Find gaps in specificationssubagentEngineeringL1
devils-advocate · Stress-testing architecture before shipping to find edge cases.
WORKS 48
Design relational and document databasessubagentEngineeringL3
database-specialist · Crafting zero-downtime migrations and optimizing query patterns.
WORKS 48
Validate Firestore naming conventionssubagentEngineeringL2
firestore-validator · Enforcing field naming consistency across Firestore and frontend.
WORKS 48
Build RAG indexing pipelinessubagentEngineeringL3
archon-rag-engineer · Building RAG context that lets agents understand large codebases.
WORKS 48
Implement code and fix bugssubagentEngineeringL2
wolverine · Shipping focused implementation tasks with TDD discipline.
WORKS 48
Run and classify test resultssubagentEngineeringL2
qa-runner · Detecting flaky tests and getting consistent multi-platform results.
WORKS 48
Write UI component specificationssubagentProductL2
design-ui · Creating reusable component specs without writing React code.
WORKS 48
Log content publication and releasessubagentOpsL3
ivo · Solving ivo-specific problems that require domain expertise.
WORKS 48
Assess v1 implementation patternssubagentEngineeringL2
v1-expert · Solving v1-expert-specific problems that require domain expertise.
WORKS 48
Verify Zendesk API specificationssubagentEngineeringL2
zendesk-help-center-researcher · Solving zendesk-help-center-researcher-specific problems that require domain expertise.
WORKS 48
Build serverless file processingsubagentEngineeringL4
lambda-builder · Creating reusable component specs without writing React code.
WORKS 48
Investigate blockchain transparency issuessubagentL3
forensics-researcher · Solving forensics-researcher-specific problems that require domain expertise.
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