The library
Everything we index — ranked by what works, never by stars.
forSalesMarketingHRFinanceLegalOpsProductEngineeringDataProductivitySupportsetup≤ plug & play≤ + a key≤ multi-tool
WORKS 49★101WORKS 48★5WORKS 48★1WORKS 48★3WORKS 48★1WORKS 48★0WORKS 48★1WORKS 48★0WORKS 48★582WORKS 48★16WORKS 48★0WORKS 51★0WORKS 48★0WORKS 48★0WORKS 48★1WORKS 48★47,612WORKS 48★4,011WORKS 48★3,510WORKS 51★1,757WORKS 48★3,342WORKS 48★547WORKS 48★35WORKS 51★428WORKS 51★741WORKS 48★1,227WORKS 48★1,284WORKS 48★52WORKS 48★62WORKS 48★27WORKS 48★211WORKS 48★2,793WORKS 48★11WORKS 48★171WORKS 48★8WORKS 48★2WORKS 48★3WORKS 48★2WORKS 48★2WORKS 48★1,412WORKS 51★92WORKS 48★2WORKS 51★11WORKS 48★13WORKS 48★80WORKS 48★0WORKS 48★3WORKS 58★1WORKS 48★0WORKS 48★0WORKS 48★1
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.
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.
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.
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.
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.