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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Audit dependencies and licensessubagentEngineeringL2
qa-dependency-audit · Pre-deployment QA when you need a single report combining vulnerabilities, outdated packages, and strictness findings
Review Release Please version bumpssubagentEngineeringL2
release-pr-reviewer · Gate releases when version consistency across files and changelog completeness must be verified
Enforce supply chain dependency rulessubagentEngineeringL2
auditor-supplychain · Periodic supply chain reviews when vendor compliance and risk must be assessed systematically
Validate agent cell configurationsubagentEngineeringL2
cell-config-auditor · Configuration validation when cells have interdependencies and schema alone is insufficient
Design features before implementationsubagentEngineeringProductL2
architect · Major system design when scale, latency, and reliability must be balanced against cost and complexity
Evaluate technologies and frameworkssubagentEngineeringProductL2
tech-stack-evaluator · Making technology choices when multiple viable stacks exist and risk/learning time must be weighed
Find and fix stale documentationsubagentEngineeringL2
documentation · Creating maintainable documentation when API stability is high and examples must stay in sync with code
Run full pre-commit checkssubagentEngineeringL2
pre-commit · Preventing common errors (linting, format, secrets) from entering main branch when consistency is valued
Audit code performance defectssubagentEngineeringL1
performance · Catching O(n²) loops, N+1 queries, and async-blocking patterns that pass tests but fail in production
Generate new Claude Code subagentsubagentEngineeringL1
zzaia-meta-agent · Creating new specialized agents without manually writing configuration boilerplate
Validate HTTP test naming conventionssubagentEngineeringL1
spec-naming-validator · Enforcing consistent BDD-style test naming across multi-component C# test suites
Research domain evaluation criteriasubagentProductL1
gsd-domain-researcher · Surfacing what actual practitioners care about before turning eval criteria into measurable rubrics
Review industrial construction planssubagentOpsL1
industrial-specialist · Coordinating industrial MEP and material-handling design in large warehouse/manufacturing projects
Engineer prompts for Flux generationsubagentEngineeringL1
fd-prompt-engineering · Catching ambiguous instructions that will cause agents to behave unexpectedly in production
Monitor production health and errorssubagentEngineeringL2
site-keeper · Proactive nightly health checks that catch errors before incidents vs. reactive on-call firefighting
Audit code for bugs and regressionssubagentEngineeringL1
bug-auditor · Systematic bug hunt across a codebase before major releases
Review security and secrets in PRssubagentEngineeringL1
sv-security-reviewer · Pre-merge security gate for open-source projects shipping to app stores
Generate feature documentationsubagentProductL2
prd-feature · Keeping PRD documentation synchronized with active development
Observe multi-agent system behaviorsubagentEngineeringL2
heady-observer · Monitoring multi-agent workflows for drift or unexpected behavior changes
Analyze codebase implementation detailssubagentEngineeringL1
codebase-analyst · Onboarding to unfamiliar codebases or assessing code health before major refactors
Structure product requirements and scopesubagentProductL1
business-analyst · Translating technical decisions into business language for non-technical stakeholders
Review security boundaries and permissionssubagentEngineeringL2
gitnexus-security-boundary-reviewer · Enforcing security boundaries in microservice or plugin architectures
Create Agency Swarm agent modulessubagentEngineeringL2
agent-creator · Bootstrapping Agency Swarm v1.0.0 projects with standard folder layouts
Test Dingo language transpilersubagentEngineeringL2
golang-tester · Creating balanced test coverage for transpilers and language features
Form forensic investigation hypothesessubagentOpsL1
oss-hypothesis-former-agent · Analyzing collected security incident evidence to form testable hypotheses
Manage translation localessubagentMarketingL2
translator · Synchronizing gettext locale files across languages with consistency checks
Explore Beutl specification detailssubagentProductL1
beutl-spec-explorer · Extracting relevant spec sections before implementing new features
Review code for bugs and qualitysubagentEngineeringL2
code-reviewer · Senior review of PRs catching bugs, style, and architecture issues before merge
Validate ontology metadata compliancesubagentDataL2
metadata-checker · Ensuring UBERON term metadata includes proper creator attribution and citations
Audit cross-platform API consistencysubagentEngineeringL2
bridge-audit · Verifying every JS method has matching iOS and Android implementations
Find automation opportunities in workflowssubagentOpsL1
slash-command-finder · Mining conversation history to find candidate slash commands
Review blog posts for quality and reachsubagentMarketingL1
blog-post-reviewer · Ensuring UBERON term metadata includes proper creator attribution and citations
Review code quality and test coveragesubagentEngineeringL2
reviewing-current-branch · Senior review of PRs catching bugs, style, and architecture issues before merge
Verify build size and performancesubagentEngineeringL2
build-quality-guardian · Catching regressions in bundle size, performance, or test coverage
Generate changelog from build artifactssubagentEngineeringL2
changelog-generator-slim · Creating brief, technical changelog summaries from git commits
Implement UI components from specssubagentEngineeringL2
component-developer · Building standardized components following design patterns
Manage Redis queue workers and jobssubagentEngineeringL2
queue-specialist · Extracting relevant spec sections before implementing new features
Extract and analyze PR changessubagentEngineeringL2
extract-analyze-compute · Multi-stage data pipeline with extraction, transformation, and aggregation
Plan refactoring with risk mitigationsubagentEngineeringL1
refactoring-planner · Systematic refactoring with minimal behavior change and high test coverage
Generate code review documentationsubagentEngineeringL2
review-generator · After code implementation to document changes, verify tasks completed, and create reviewer checklists
Parse and manage DNG photo metadatasubagentEngineeringL2
dng-exif-expert · When debugging DNG file compatibility, parsing camera raw metadata, or implementing DNG spec compliance
Analyze code logic in pull requestssubagentEngineeringL2
pr-code-reviewer · When PRs expand tool scope or introduce significant design changes requiring design rationale
Process and export security indicatorssubagentLegalL2
ioc-processor · When managing cyber threat intelligence lifecycle from raw indicators to exportable intelligence
Review annotation state transitionssubagentEngineeringL2
annotation-model-reviewer · When validating annotation lifecycle correctness, origin tagging, and ADR-027 compliance
Audit documentation and consistencysubagentEngineeringL2
docs-reviewer · When checking changelog, handoff, tracker, and cross-document consistency for PR reviews
Write API docs and runbookssubagentEngineeringL1
coder-tech-writer · When features are complete and need clear, developer-actionable documentation
Manage shared domain logic and portssubagentEngineeringL2
core-agent · When building hexagonal architecture with domain-driven design principles
Review Flutter package codesubagentEngineeringL2
flutter-reviewer · When validating Flutter widgets use modern key passing, typedefs, and switch expressions
Validate test coverage by architecture layersubagentEngineeringL2
coverage-analyzer · When enforcing coverage targets across domain, logic, and implementation layers
Review Go code for DDD violationssubagentEngineeringL2
developer-reviewer · When verifying domain-driven design boundaries are respected in Go codebases