The library

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

untested
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).
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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.
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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.
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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.
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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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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.
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Implement iOS AI featuressubagentEngineeringL3
ai-ml-specialist · When specialized expertise is needed for this task type.
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Build .NET backend architecturesubagentEngineeringL3
dotnet-senior-developer · When a repository is missing standard files (LICENSE, .gitignore, .editorconfig) and needs bulk scaffolding with conventions.
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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).
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Review Rust and WebAssembly codesubagentEngineeringL2
steve-klabnik · When Rust idiom enforcement and WASM safety verification prevent production bugs.
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Author optimized WebGL shaderssubagentEngineeringL3
webgl-shader-specialist · When mobile-optimized shaders need mediump fallback and batching coordination.
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Manage project task hierarchiessubagentOpsProductivityL1
todo-manager · When todos must cross-check against CURRENT state before worktree launch.
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Scaffold WhatsApp bot commandssubagentEngineeringL2
slash-command · When bot commands need structured scaffolding with admin restrictions and DB integration.
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Find codebase patterns and examplessubagentEngineeringL1
codebase-pattern-finder · When working code examples beat documentation for learning and copy-paste reuse.
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Design ad-tech curriculumsubagentProductOpsL2
education-expert · When certification must survive accreditation scrutiny and protocol-triggered recertification.
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Enforce test coverage in developmentsubagentEngineeringL2
tdd-guide · When test-first discipline and 80%+ coverage must be enforced before merge.
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Validate code changes with AI modelssubagentEngineeringL2
validation-agent · When external AI second opinions pre-merge prevent groupthink and catch domain-specific risks.
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Design and build scalable backend systemssubagentEngineeringL3
backend-engineer · When backend API design, multi-tenant RLS, and payment integration need coordinated expertise.
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Coordinate teams through task decompositionsubagentOpsEngineeringL2
team-lead · When multi-agent coordination needs deadlock protection and stall detection.
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Define feature scope and acceptance criteriasubagentProductEngineeringL2
feature-lead · When feature boundaries must be crystal-clear across teams and changes need explicit discussion.
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Manage Metabase Clojure backend modulessubagentEngineeringL3
modules-backend-expert · When Clojure module boundaries need linter enforcement and depend on event decoupling.
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Visualize data pipeline flows with diagramssubagentEngineeringDataL2
trace-pipelines · When understanding end-to-end call chains with explicit intermediate data is critical.
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Generate pull request descriptions from diffssubagentEngineeringL2
pr-writer · When PR descriptions must follow exact format with test plan and Claude Code attribution.
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Run vulnerability scans on target systemssubagentEngineeringL3
vuln-scanner · When infrastructure-as-code must be scanned for compliance violations and CVE risks.
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Review GitLab CI pipelines and scriptssubagentEngineeringOpsL2
gitlab-ci-reviewer · When CI/CD must enforce security gates and prevent job bloat.
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Audit web application security vulnerabilitiessubagentEngineeringL3
security-audit-analyzer · When audit findings must be ranked by actual business risk, not CVSS alone.
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Validate CI/CD workflow integritysubagentEngineeringOpsL2
ci-agent · When CI gates must enforce coverage thresholds and prevent flaky test merges.
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Trace codebase architecture and data flowssubagentEngineeringL2
research · When research requires multi-source adversarial verification and cited evidence trails.
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Coordinate parallel worker executionsubagentEngineeringOpsL3
codex-coordinator · When multi-agent workflows require explicit state coordination and deadlock avoidance.
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Review academic manuscripts with peer feedbacksubagentL2
editor · Peer review pipelines where editorial judgment and referee diversity are critical.
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Synchronize issues across GitHub and LinearsubagentOpsEngineeringL3
integration-manager · Teams using both GitHub and Linear who need bidirectional sync.
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Implement game mechanics and player systemssubagentEngineeringL3
gameplay-programmer · Game teams translating design specs into data-driven mechanics.
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Review plans for cross-functional blockerssubagentProductOpsL2
plan-review-specialist · Complex projects requiring simultaneous Product/Engineering/Design perspective.
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Validate and scaffold deployment scriptssubagentEngineeringOpsL2
script-framework-engine · RMM and infrastructure teams maintaining strict script compliance.
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Design user experience and screen flowssubagentProductEngineeringL2
studio · PRD-driven teams designing UX flows for specific user journeys.
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Debug production errors from logssubagentEngineeringOpsL2
error-detective · DevOps teams investigating patterns across distributed system logs.
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Research AI framework best practicessubagentEngineeringL2
gsd-ai-researcher · Teams building AI systems who need framework-specific best practices.
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Implement code changes from task planssubagentEngineeringL2
builder · Multi-agent task workflows requiring atomic implementation with full traceability.
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Detect smart contract rug pullssubagentFinanceL2
chainaware-rug-pull-detector · Investors screening DeFi contracts before deploying capital.
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Break down phases into executable taskssubagentProductOpsL2
gsd-planner · Organizations running structured planning phases with lead/explorer/builder.
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Generate React component scaffolds with testssubagentEngineeringL2
component-scaffold · Design systems automating component code generation from specifications.
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Audit repo hygiene and release readinesssubagentEngineeringL2
gitops-review · Teams enforcing GitOps discipline across infrastructure repositories.
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Configure OpenTelemetry tracing and metricssubagentEngineeringL3
observability · Engineering teams needing integrated metrics, logs, and traces.
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Debug and optimize GitHub Actions pipelinessubagentEngineeringL3
github-actions-specialist · DevOps engineers designing complex CI/CD workflows.
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Review code quality with adversarial scoringsubagentEngineeringL2
reviewer · Teams needing coordinated code reviews across Product/Engineering/Design.
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Design serverless AWS architecturessubagentEngineeringL3
backend-architect · Startups designing scalable multi-service backend systems.
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Route tasks to specialist development agentssubagentEngineeringL2
workflow-orchestrator · Multi-agent systems requiring deadlock prevention and task routing.
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Manage documentation with Diataxis systemsubagentEngineeringL2
docs · Teams automating living documentation from code and specifications.
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Gather AL context for Business Central planssubagentEngineeringL2
AL Planning Subagent · Strategy teams planning long-term roadmaps and initiatives.
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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.
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