cyberneticlibrary

The library

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

WORKS 48
Test REST APIs in DockersubagentEngineeringL2
rest-api-docker-tester · When you need to verify REST API endpoints work correctly inside Docker with custom port configuration.
WORKS 46
Implement Java code changessubagentEngineeringL2
engineer · When you have a detailed plan and need to implement code changes step-by-step with validation at each stage.
WORKS 48
Debug backend API serversubagentEngineeringL2
backend-5010-debug · When backend API is down or misbehaving and you need rapid diagnosis across logs, containers, and service state.
WORKS 53
Review code before commitssubagentEngineeringL2
code-review-expert · When you need mandatory code review before commit, catching security, type hints, and architecture violations.
WORKS 48
Implement domain modelssubagentEngineeringL2
domain-implementer · When you need to implement domain models and abstract ports in isolation from infrastructure.
WORKS 48
Run simulation pipelinessubagentEngineeringL3
simulator-operator · When you need to run signal simulations, compare firmware output against Python models, and generate diagnostic plots.
WORKS 48
Audit curriculum concept cardssubagentProductL2
curriculum-auditor · When you need to audit learning outcomes, course structure, and pedagogy against best practices.
WORKS 48
Frame change proposals clearlysubagentL1
proposer · When you need to draft ShapeUp pitches or evaluate project proposals for scope and risk.
WORKS 42
Route test failures to ownerssubagentEngineeringL3
workflow · When you need to orchestrate a multi-phase project workflow with phase gates and dependencies.
WORKS 42
Build features with test-driven designsubagentEngineeringL3
engineer · When you have a detailed plan and need to implement code changes step-by-step with validation at each stage.
WORKS 48
Run research discovery across sourcessubagentProductDataL3
research-specialist · When you need deep, multi-source research on a topic with citations and expert identification.
WORKS 48
Review code changes before commitsubagentEngineeringL2
git-change-analyzer · When you need to analyze code changes across commits for impact, risk, and refactoring opportunities.
WORKS 48
Audit Go backend code qualitysubagentEngineeringL2
go-backend-reviewer · When you need to write tests-first backend endpoints with authentication, database operations, and middleware integration.
WORKS 49
Evaluate product user experiencesubagentProductL2
product-ux-examiner · When you need to evaluate product design, UX patterns, and UI against usability and brand guidelines.
WORKS 48
Design system architecture and modulessubagentEngineeringL3
tech-lead-architect · Making cross-module architectural decisions with versioned interfaces and ADRs.
WORKS 48
Map codebase structure and concernssubagentEngineeringL3
gsd-codebase-mapper · Analyzing and documenting codebase structure without overwhelming orchestrator context.
WORKS 48
Add observability spans and metricssubagentEngineeringOpsL3
observability-wirer · Instrumenting workflows with canonical span names and correlated trace IDs.
WORKS 48
Run local test validation suitesubagentEngineeringL2
ci-runner · Running full CI validation suite in order and stopping on first failure.
WORKS 48
Implement features end-to-endsubagentEngineeringL3
dev-agent · Implementing features end-to-end with mandatory error handling and structured logging.
WORKS 48
Make architecture decisions and ADRssubagentEngineeringL3
architect · Making cross-module architectural decisions with versioned interfaces and ADRs.
WORKS 48
Optimize images for web performancesubagentEngineeringProductL2
imagemagick · Batch-optimizing images to modern formats with responsive sizing for Core Web Vitals.
WORKS 48
Coordinate complex multi-system taskssubagentOpsProductL3
fpcm-project-manager · Decomposing complex multi-domain tasks and coordinating specialist agents.
WORKS 55
Validate readiness before releasesubagentEngineeringOpsL3
dr-release-preflight · Pre-release validation of schemas, tests, changelogs, and compatibility in order.
WORKS 48
Build and sign release artifactssubagentEngineeringOpsL3
build-engineer · Managing Xcode builds, code signing, and release archives with MCP integration.
WORKS 48
Translate Dart patterns to C#subagentEngineeringL2
dart-mapping-advisor · Specialized subagent work that requires domain expertise and isolated context.
WORKS 48
Query knowledge base with citationssubagentL2
wiki-query · Specialized subagent work that requires domain expertise and isolated context.
WORKS 48
Optimize mobile user interactionssubagentProductL2
vibe-alpha · Specialized subagent work that requires domain expertise and isolated context.
WORKS 48
Control merges into main branchsubagentEngineeringOpsL2
merge-gate · Specialized subagent work that requires domain expertise and isolated context.
WORKS 48
Review operations and deploymentsubagentOpsL2
ops-review · Specialized subagent work that requires domain expertise and isolated context.
WORKS 48
Analyze climate and emissions datasubagentFinanceOpsL3
beatriz · Specialized subagent work that requires domain expertise and isolated context.
WORKS 48
Debug web content save operationssubagentEngineeringL2
web-content-bug-fixer · 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
Review Go code for best practicessubagentEngineeringL2
code-quality-reviewer · Specialized subagent work that requires domain expertise and isolated context.
WORKS 48
Manage and curate quote datasetsubagentDataProductL2
data-content-engineer · 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
Ship PRs with governed fast-pathsubagentEngineeringL3
git-shipper · When solo developers need governed PR shipping with rebase-first history and automatic main branch syncing to prevent divergence.
WORKS 48
Compose Stratum orchestration commitssubagentEngineeringL2
orch-commit · When orchestrated work requires deterministic conventional commit messages written at the right time in a multi-step workflow.
WORKS 48
Compose Liakont orchestration commitssubagentEngineeringL2
orch-commit · When orchestrated work requires deterministic conventional commit messages written at the right time in a multi-step workflow.
WORKS 48
Validate features end-to-endsubagentEngineeringProductL3
qa-engineer · When specialized expertise is needed for this task type.
WORKS 48
Review database schema changessubagentEngineeringL2
db-reviewer · When Postgres schemas change and must be validated for backward compatibility, tenant scoping, and performance before production.
WORKS 48
Validate UI across layouts and modessubagentEngineeringProductL3
qa-engineer · When specialized expertise is needed for this task type.
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
Design and review UI componentssubagentEngineeringProductL2
ui-designer · When Tailwind + Twig templates need systematic dark mode, accessibility, and responsive design without separate build step.
WORKS 48
Ensure repo standards compliancesubagentEngineeringL2
orangit_repo_generator · When technical drafts need structural coherence, reduced redundancy, and executive readability without changing facts.
WORKS 48
Lead frontend architecture reviewssubagentEngineeringProductL2
frontend-dev · When Next.js UI decisions affect multi-tenant UX, form complexity, or the critical path (approval link) and need architecture input.
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
Validate features with learner perspectivesubagentProductSupportL1
etudiant-cap · When user testing for a learning app needs honest, persona-grounded feedback from a learner perspective (mobile, stressed, budget-conscious) before shipping.
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
Design game systems and mechanicssubagentProductEngineeringL2
Game Designer · When a multi-tenant SaaS product needs input validation at scale (schema definition, type safety, cross-field rules) without manual work per endpoint.
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