The library
Everything we index — ranked by what works, never by stars.
forSalesMarketingHRFinanceLegalOpsProductEngineeringDataProductivitySupportsetup≤ plug & play≤ + a key≤ multi-tool
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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.
Build language bindings and FFI integrationssubagentEngineeringL3
ffi-specialist · Maintaining memory-safe FFI contracts across five languages, where each binding follows opaque-handle + JSON-exchange patterns and all errors surface via last-error thread-local to caller language.
Research Bicep language feature gapssubagentEngineeringL2
bicep-researcher · Identifying undocumented Bicep features (new decorators, type system, assertions, extensions) that should be added to bicep-docs to keep documentation current with language releases.
Package and audit contest submissionssubagentL2
mathodology-submission-packager · Final contest submission quality gate—verifies that no secrets/caches exist, all figures are reproducible from source, outside users can run the package, and submission complies with all rules.
Build macOS automation with ShortcutssubagentOpsL2
system-engineer · Integrating native macOS system capabilities (Spotlight search via mdfind, file metadata via mdls, Finder tags via xattr, Shortcuts automation) into Swift tools via test-driven patterns.
Diagnose frontend build and TypeScript errorssubagentEngineeringL2
build-validator · Rapidly fixing TypeScript/ESLint/Vite build breakages in a strict React 19 + Express 5 monorepo by identifying the exact root cause (type narrowing, decorator syntax, postinstall failure) and applying minimal fixes.
Implement frontend from design specssubagentEngineeringL2
frank · Production Next.js component implementation from PRDs that faithfully follows design specs, validated in real browser across mobile/tablet/desktop viewports with zero console warnings.
Analyze Azure Policy compliance posturesubagentOpsL3
Azure Policy Analyzer · Continuous Azure Policy compliance monitoring and automated remediation generation when new resources violate governance rules.
Update project documentationsubagentEngineeringL1
writer · Producing original long-form thought leadership and explainers on emerging topics when subject-matter expertise is available and citations are verifiable.
Verify development plans achieve goalssubagentEngineeringL2
gsd-plan-checker · Catching plan incompleteness and hidden assumptions before executing a complex multi-month project that would otherwise fail due to missing coordination or unresolved dependencies.
Validate implementations against specsubagentEngineeringL2
critic · Independent quality gate after delivery that identifies whether work actually meets the brief (not self-assessed), separates critical fixes from polish, and provides actionable rework guidance.
Write and validate test coveragesubagentEngineeringL2
team-tester · Verifying that frontend, backend, and infrastructure pieces actually work together in realistic scenarios before handing off to production ops.
Build frontend with Vite and LeafletsubagentEngineeringL3
frontend-engineer · Building production Node.js backends with proper query optimization, transaction handling, authorization checks, and comprehensive error responses that match frontend API contracts.
Develop ESP32 firmware with ZigbeesubagentEngineeringL3
firmware-engineer · Implementing resource-constrained embedded code with deterministic timing, memory safety, and robust error recovery for hardware control and sensor integration.
Manage quiz questions in CSVsubagentProductL2
add-quiz-questions · Managing multi-language quiz CSV with AI generation and duplicate detection without manual scripts.
Audit code for security vulnerabilitiessubagentEngineeringL2
security · Auditing code for authorization, RLS, and authentication vulnerabilities before launch.
Debug retail replenishment rulessubagentOpsL3
rule_ars · Validating complex business logic rules against SQL Server data when refactoring allocation algorithms.
Detect accessibility patterns across pagessubagentEngineeringL2
cross-page-analyzer · Computing accessibility severity scores and cross-page patterns faster than manual auditing.
Evaluate AI behavior with LLM evalssubagentEngineeringL2
ai-eval-engineer · Validating LLM behavior against strict criteria (structure, safety, cost) that string assertions cannot verify.
Audit Astro site for SEOsubagentMarketingL2
seo-audit · Identifying crawlability and metadata issues systematically across static Astro sites.
Design system architecture and decisionssubagentEngineeringL2
architect · Auditing code for authorization, RLS, and authentication vulnerabilities before launch.
Review code and flag violationssubagentEngineeringL1
code-inline-reviewer · Validating LLM behavior against strict criteria (structure, safety, cost) that string assertions cannot verify.
Resolve build and type errorssubagentEngineeringL2
build-error-resolver · Auditing code for authorization, RLS, and authentication vulnerabilities before launch.
Document technical architecture decisionssubagentEngineeringL2
adr-author · Auditing code for authorization, RLS, and authentication vulnerabilities before launch.
Refactor code without changing behaviorsubagentEngineeringL2
refactorer · Improving code design while guaranteeing behavior preservation through automated validation.
Validate high-risk planssubagentEngineeringL2
emma-frost · Flagging specific coding-standard violations with inline docs links at scale.
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