The library
Everything we index — ranked by what works, never by stars.
forSalesMarketingHRFinanceLegalOpsProductEngineeringDataProductivitySupportsetup≤ plug & play≤ + a key≤ multi-tool
● works · ● untested / no effect · ● hurts — every rank is measured against a no-skill baseline
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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).
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.
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.
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.
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.
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.
Implement iOS AI featuressubagentEngineeringL3
ai-ml-specialist · When specialized expertise is needed for this task type.
Build .NET backend architecturesubagentEngineeringL3
dotnet-senior-developer · When a repository is missing standard files (LICENSE, .gitignore, .editorconfig) and needs bulk scaffolding with conventions.
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).
Review Rust and WebAssembly codesubagentEngineeringL2
steve-klabnik · When Rust idiom enforcement and WASM safety verification prevent production bugs.
Author optimized WebGL shaderssubagentEngineeringL3
webgl-shader-specialist · When mobile-optimized shaders need mediump fallback and batching coordination.
Manage project task hierarchiessubagentOpsProductivityL1
todo-manager · When todos must cross-check against CURRENT state before worktree launch.
Scaffold WhatsApp bot commandssubagentEngineeringL2
slash-command · When bot commands need structured scaffolding with admin restrictions and DB integration.
Find codebase patterns and examplessubagentEngineeringL1
codebase-pattern-finder · When working code examples beat documentation for learning and copy-paste reuse.
Design ad-tech curriculumsubagentProductOpsL2
education-expert · When certification must survive accreditation scrutiny and protocol-triggered recertification.
Enforce test coverage in developmentsubagentEngineeringL2
tdd-guide · When test-first discipline and 80%+ coverage must be enforced before merge.
Validate code changes with AI modelssubagentEngineeringL2
validation-agent · When external AI second opinions pre-merge prevent groupthink and catch domain-specific risks.
Design and build scalable backend systemssubagentEngineeringL3
backend-engineer · When backend API design, multi-tenant RLS, and payment integration need coordinated expertise.
Coordinate teams through task decompositionsubagentOpsEngineeringL2
team-lead · When multi-agent coordination needs deadlock protection and stall detection.
Define feature scope and acceptance criteriasubagentProductEngineeringL2
feature-lead · When feature boundaries must be crystal-clear across teams and changes need explicit discussion.
Manage Metabase Clojure backend modulessubagentEngineeringL3
modules-backend-expert · When Clojure module boundaries need linter enforcement and depend on event decoupling.
Visualize data pipeline flows with diagramssubagentEngineeringDataL2
trace-pipelines · When understanding end-to-end call chains with explicit intermediate data is critical.
Generate pull request descriptions from diffssubagentEngineeringL2
pr-writer · When PR descriptions must follow exact format with test plan and Claude Code attribution.
Run vulnerability scans on target systemssubagentEngineeringL3
vuln-scanner · When infrastructure-as-code must be scanned for compliance violations and CVE risks.
Review GitLab CI pipelines and scriptssubagentEngineeringOpsL2
gitlab-ci-reviewer · When CI/CD must enforce security gates and prevent job bloat.
Audit web application security vulnerabilitiessubagentEngineeringL3
security-audit-analyzer · When audit findings must be ranked by actual business risk, not CVSS alone.
Validate CI/CD workflow integritysubagentEngineeringOpsL2
ci-agent · When CI gates must enforce coverage thresholds and prevent flaky test merges.
Trace codebase architecture and data flowssubagentEngineeringL2
research · When research requires multi-source adversarial verification and cited evidence trails.
Coordinate parallel worker executionsubagentEngineeringOpsL3
codex-coordinator · When multi-agent workflows require explicit state coordination and deadlock avoidance.
Review academic manuscripts with peer feedbacksubagentL2
editor · Peer review pipelines where editorial judgment and referee diversity are critical.
Synchronize issues across GitHub and LinearsubagentOpsEngineeringL3
integration-manager · Teams using both GitHub and Linear who need bidirectional sync.
Implement game mechanics and player systemssubagentEngineeringL3
gameplay-programmer · Game teams translating design specs into data-driven mechanics.
Review plans for cross-functional blockerssubagentProductOpsL2
plan-review-specialist · Complex projects requiring simultaneous Product/Engineering/Design perspective.
Validate and scaffold deployment scriptssubagentEngineeringOpsL2
script-framework-engine · RMM and infrastructure teams maintaining strict script compliance.
Design user experience and screen flowssubagentProductEngineeringL2
studio · PRD-driven teams designing UX flows for specific user journeys.
Debug production errors from logssubagentEngineeringOpsL2
error-detective · DevOps teams investigating patterns across distributed system logs.
Research AI framework best practicessubagentEngineeringL2
gsd-ai-researcher · Teams building AI systems who need framework-specific best practices.
Implement code changes from task planssubagentEngineeringL2
builder · Multi-agent task workflows requiring atomic implementation with full traceability.
Detect smart contract rug pullssubagentFinanceL2
chainaware-rug-pull-detector · Investors screening DeFi contracts before deploying capital.
Break down phases into executable taskssubagentProductOpsL2
gsd-planner · Organizations running structured planning phases with lead/explorer/builder.
Generate React component scaffolds with testssubagentEngineeringL2
component-scaffold · Design systems automating component code generation from specifications.
Audit repo hygiene and release readinesssubagentEngineeringL2
gitops-review · Teams enforcing GitOps discipline across infrastructure repositories.
Configure OpenTelemetry tracing and metricssubagentEngineeringL3
observability · Engineering teams needing integrated metrics, logs, and traces.
Debug and optimize GitHub Actions pipelinessubagentEngineeringL3
github-actions-specialist · DevOps engineers designing complex CI/CD workflows.
Review code quality with adversarial scoringsubagentEngineeringL2
reviewer · Teams needing coordinated code reviews across Product/Engineering/Design.
Design serverless AWS architecturessubagentEngineeringL3
backend-architect · Startups designing scalable multi-service backend systems.
Route tasks to specialist development agentssubagentEngineeringL2
workflow-orchestrator · Multi-agent systems requiring deadlock prevention and task routing.
Manage documentation with Diataxis systemsubagentEngineeringL2
docs · Teams automating living documentation from code and specifications.
Gather AL context for Business Central planssubagentEngineeringL2
AL Planning Subagent · Strategy teams planning long-term roadmaps and initiatives.
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.