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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Debug web content save operationssubagentEngineeringL2
web-content-bug-fixer · Specialized subagent work that requires domain expertise and isolated context.
Review Go code for best practicessubagentEngineeringL2
code-quality-reviewer · Specialized subagent work that requires domain expertise and isolated context.
Manage and curate quote datasetsubagentDataProductL2
data-content-engineer · Specialized subagent work that requires domain expertise and isolated context.
Generate QA test report summarysubagentEngineeringOpsL2
qa-reporter · When findings must be formatted into a professional QA report with severity levels and consolidated coverage metrics.
Compose Stratum orchestration commitssubagentEngineeringL2
orch-commit · When orchestrated work requires deterministic conventional commit messages written at the right time in a multi-step workflow.
Compose Liakont orchestration commitssubagentEngineeringL2
orch-commit · When orchestrated work requires deterministic conventional commit messages written at the right time in a multi-step workflow.
Review database schema changessubagentEngineeringL2
db-reviewer · When Postgres schemas change and must be validated for backward compatibility, tenant scoping, and performance before production.
Refine technical drafts to client narrativesubagentOpsSalesL1
fernanda · When technical drafts need structural coherence, reduced redundancy, and executive readability without changing facts.
Design and review UI componentssubagentEngineeringProductL2
ui-designer · When Tailwind + Twig templates need systematic dark mode, accessibility, and responsive design without separate build step.
Ensure repo standards compliancesubagentEngineeringL2
orangit_repo_generator · When technical drafts need structural coherence, reduced redundancy, and executive readability without changing facts.
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.
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.
Review Rust and WebAssembly codesubagentEngineeringL2
steve-klabnik · When Rust idiom enforcement and WASM safety verification prevent production bugs.
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.
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.
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.
Review GitLab CI pipelines and scriptssubagentEngineeringOpsL2
gitlab-ci-reviewer · When CI/CD must enforce security gates and prevent job bloat.
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.
Review academic manuscripts with peer feedbacksubagentL2
editor · Peer review pipelines where editorial judgment and referee diversity are critical.
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.
Review code quality with adversarial scoringsubagentEngineeringL2
reviewer · Teams needing coordinated code reviews across Product/Engineering/Design.
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.
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.
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.
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.
Develop Drupal themes and custom CSSsubagentEngineeringL2
drupal-frontend-dev · Building Drupal theme components with PostCSS styling, proper XSS escaping in Twig, and responsive mobile-first layouts that pass accessibility and CSP checks.