cyberneticlibrary

The library

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

WORKS 49
Review domain methodology rigorsubagentDataProductL1
domain-reviewer · When a refactoring needs systematic validation that the code still compiles, passes tests, and maintains API contracts at scale across a large codebase.
WORKS 48
Implement iOS AI featuressubagentEngineeringL3
ai-ml-specialist · When specialized expertise is needed for this task type.
WORKS 48
Build .NET backend architecturesubagentEngineeringL3
dotnet-senior-developer · When a repository is missing standard files (LICENSE, .gitignore, .editorconfig) and needs bulk scaffolding with conventions.
WORKS 48
Build ASP.NET Core APIssubagentEngineeringL3
aspnet-core-expert · When enterprise API gateway configuration needs review for correctness, security, and vendor best practices (authentication, throttling, compliance).
WORKS 48
Review Rust and WebAssembly codesubagentEngineeringL2
steve-klabnik · When Rust idiom enforcement and WASM safety verification prevent production bugs.
WORKS 48
Author optimized WebGL shaderssubagentEngineeringL3
webgl-shader-specialist · When mobile-optimized shaders need mediump fallback and batching coordination.
WORKS 48
Manage project task hierarchiessubagentOpsProductivityL1
todo-manager · When todos must cross-check against CURRENT state before worktree launch.
WORKS 48
Scaffold WhatsApp bot commandssubagentEngineeringL2
slash-command · When bot commands need structured scaffolding with admin restrictions and DB integration.
WORKS 48
Find codebase patterns and examplessubagentEngineeringL1
codebase-pattern-finder · When working code examples beat documentation for learning and copy-paste reuse.
WORKS 48
Design ad-tech curriculumsubagentProductOpsL2
education-expert · When certification must survive accreditation scrutiny and protocol-triggered recertification.
WORKS 48
Enforce test coverage in developmentsubagentEngineeringL2
tdd-guide · When test-first discipline and 80%+ coverage must be enforced before merge.
WORKS 51
Validate code changes with AI modelssubagentEngineeringL2
validation-agent · When external AI second opinions pre-merge prevent groupthink and catch domain-specific risks.
WORKS 48
Design and build scalable backend systemssubagentEngineeringL3
backend-engineer · When backend API design, multi-tenant RLS, and payment integration need coordinated expertise.
WORKS 48
Coordinate teams through task decompositionsubagentOpsEngineeringL2
team-lead · When multi-agent coordination needs deadlock protection and stall detection.
WORKS 48
Define feature scope and acceptance criteriasubagentProductEngineeringL2
feature-lead · When feature boundaries must be crystal-clear across teams and changes need explicit discussion.
WORKS 48
Manage Metabase Clojure backend modulessubagentEngineeringL3
modules-backend-expert · When Clojure module boundaries need linter enforcement and depend on event decoupling.
WORKS 48
Visualize data pipeline flows with diagramssubagentEngineeringDataL2
trace-pipelines · When understanding end-to-end call chains with explicit intermediate data is critical.
WORKS 48
Generate pull request descriptions from diffssubagentEngineeringL2
pr-writer · When PR descriptions must follow exact format with test plan and Claude Code attribution.
WORKS 51
Run vulnerability scans on target systemssubagentEngineeringL3
vuln-scanner · When infrastructure-as-code must be scanned for compliance violations and CVE risks.
WORKS 48
Review GitLab CI pipelines and scriptssubagentEngineeringOpsL2
gitlab-ci-reviewer · When CI/CD must enforce security gates and prevent job bloat.
WORKS 48
Audit web application security vulnerabilitiessubagentEngineeringL3
security-audit-analyzer · When audit findings must be ranked by actual business risk, not CVSS alone.
WORKS 48
Validate CI/CD workflow integritysubagentEngineeringOpsL2
ci-agent · When CI gates must enforce coverage thresholds and prevent flaky test merges.
WORKS 51
Trace codebase architecture and data flowssubagentEngineeringL2
research · When research requires multi-source adversarial verification and cited evidence trails.
WORKS 51
Coordinate parallel worker executionsubagentEngineeringOpsL3
codex-coordinator · When multi-agent workflows require explicit state coordination and deadlock avoidance.
WORKS 48
Review academic manuscripts with peer feedbacksubagentL2
editor · Peer review pipelines where editorial judgment and referee diversity are critical.
WORKS 48
Synchronize issues across GitHub and LinearsubagentOpsEngineeringL3
integration-manager · Teams using both GitHub and Linear who need bidirectional sync.
WORKS 48
Implement game mechanics and player systemssubagentEngineeringL3
gameplay-programmer · Game teams translating design specs into data-driven mechanics.
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
Design user experience and screen flowssubagentProductEngineeringL2
studio · PRD-driven teams designing UX flows for specific user journeys.
WORKS 48
Debug production errors from logssubagentEngineeringOpsL2
error-detective · DevOps teams investigating patterns across distributed system logs.
WORKS 48
Research AI framework best practicessubagentEngineeringL2
gsd-ai-researcher · Teams building AI systems who need framework-specific best practices.
WORKS 48
Implement code changes from task planssubagentEngineeringL2
builder · Multi-agent task workflows requiring atomic implementation with full traceability.
WORKS 48
Detect smart contract rug pullssubagentFinanceL2
chainaware-rug-pull-detector · Investors screening DeFi contracts before deploying capital.
WORKS 48
Break down phases into executable taskssubagentProductOpsL2
gsd-planner · Organizations running structured planning phases with lead/explorer/builder.
WORKS 48
Generate React component scaffolds with testssubagentEngineeringL2
component-scaffold · Design systems automating component code generation from specifications.
WORKS 48
Audit repo hygiene and release readinesssubagentEngineeringL2
gitops-review · Teams enforcing GitOps discipline across infrastructure repositories.
WORKS 48
Configure OpenTelemetry tracing and metricssubagentEngineeringL3
observability · Engineering teams needing integrated metrics, logs, and traces.
WORKS 48
Debug and optimize GitHub Actions pipelinessubagentEngineeringL3
github-actions-specialist · DevOps engineers designing complex CI/CD workflows.
WORKS 51
Review code quality with adversarial scoringsubagentEngineeringL2
reviewer · Teams needing coordinated code reviews across Product/Engineering/Design.
WORKS 48
Design serverless AWS architecturessubagentEngineeringL3
backend-architect · Startups designing scalable multi-service backend systems.
WORKS 51
Route tasks to specialist development agentssubagentEngineeringL2
workflow-orchestrator · Multi-agent systems requiring deadlock prevention and task routing.
WORKS 48
Manage documentation with Diataxis systemsubagentEngineeringL2
docs · Teams automating living documentation from code and specifications.
WORKS 48
Gather AL context for Business Central planssubagentEngineeringL2
AL Planning Subagent · Strategy teams planning long-term roadmaps and initiatives.
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
Diagnose CI/CD pipeline failuressubagentEngineeringL3
cicd-stage1-example · Simultaneously discovering both failure symptoms (via failure-detector) and contextual causes (via context-analyzer) in CI/CD pipelines to handoff to Stage 2 root-cause agents.
WORKS 58
Audit Rust code for idioms and securitysubagentEngineeringL2
rust-expert · Enforcing senior Rust quality (Decimal vs f64 for money, typed AppError vs Result<_,String>, zero infra imports in domain/) and preventing latent numerical bugs in KoproGo financial computations.
WORKS 48
Build new Oclif CLI commandssubagentEngineeringL2
new-command · Creating production Oclif commands for SimpleLogin CLI that follow resource-action patterns, support --format output (plain/json/yaml), and integrate with simplelogin-client SDK with full error handling.
WORKS 48
Test spreadsheet UI with Playwright automationsubagentEngineeringL3
grid-tester · QA verification of glassGRID features (column reorder, row drag, range fill, keyboard nav, virtual scroll) against realistic data before promotion to FEATURES.md—all 36 e2e routes must stay green.
WORKS 48
Verify UI against design system and accessibilitysubagentProductL2
ui-reviewer · Independent post-design QA that verifies rendered output matches design brief, not just code—catches visual regressions, contrast/a11y gaps, and responsive breakages that code review alone misses.
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