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
untested★0→untested★0→untested★47,612→untested★41,689→untested★13,827→untested★4,437→untested★1,885→untested★810→untested★316→untested★176→untested★621→untested★49→untested★38→untested★89→untested★135→untested★314→untested★23→untested★13→untested★26→untested★7→untested★46→untested★10→untested★2→untested★4→untested★2→untested★682→untested★3→untested★4→untested★2→untested★3→untested★1,284→untested★0→untested★35→untested★3→untested★0→untested★24→untested★1→untested★1→untested★100→untested★1→untested★2→untested★0→untested★0→untested★0→untested★1→untested★0→untested★0→untested★2→untested★0→untested★0→
Coordinate multi-agent code reviewssubagentEngineeringL3
swarm-pr · Parallel specialist reviews (security, perf, correctness) in one coordinated workflow
Analyze codebase implementation detailssubagentEngineeringL1
codebase-analyst · Onboarding to unfamiliar codebases or assessing code health before major refactors
Build Metabase platform backendsubagentEngineeringL3
platform-backend-expert · Building multi-tenant SaaS platforms with complex backend orchestration
Review security boundaries and permissionssubagentEngineeringL2
gitnexus-security-boundary-reviewer · Enforcing security boundaries in microservice or plugin architectures
Compile TensorRT-LLM from sourcesubagentEngineeringL4
exec-compile-specialist · Building large C++ projects with automatic GPU detection and incremental compilation
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
Review code for bugs and qualitysubagentEngineeringL2
code-reviewer · Senior review of PRs catching bugs, style, and architecture issues before merge
Audit cross-platform API consistencysubagentEngineeringL2
bridge-audit · Verifying every JS method has matching iOS and Android implementations
Run full build and test suitesubagentEngineeringL3
build-validator · Executing build, tests, format checks, and e2e scripts in one pass
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
Build unsigned Solana transactionssubagentEngineeringL3
orquestra-tx-builder · When all Solana program accounts and arguments are determined and final transaction bytes are needed before signing
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
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
Query SwarmKit design documentationsubagentEngineeringProductL1
design-lookup · When developers need design system documentation and component specs from Figma
Validate story file format and structuresubagentEngineeringL1
story-self-validator · When ensuring story documents meet format requirements and epic fidelity
Generate skill documentation and examplessubagentEngineeringL1
skill-documenter-agent · When skills are ready to be documented for user adoption
Write unit and E2E tests proactivelysubagentEngineeringL2
testing · When testing specialized domain functionality
Triage GitHub Copilot review suggestionssubagentEngineeringL1
copilot-triage · When managing Copilot instruction bugs and architectural concerns
Auto-fix Rails linting and security issuessubagentEngineeringL2
rails-lint · When you need Rails-specific style enforcement and security scanning faster than manual review.
Train ML models for satellite imagerysubagentEngineeringL4
ml-engineer · When designing multi-architecture ML pipelines with LoRA fine-tuning on H100 GPUs.
Update docs to match code changessubagentEngineeringL1
update-docs · When code changes require synchronized documentation updates across the codebase.
Design database schemas and queriessubagentEngineeringL2
db-architect · When designing PostgreSQL schemas with normalization trade-offs and index optimization.
Review code style and namingsubagentEngineeringL1
review-style · When evaluating code clarity and idioms before merging pull requests.
Validate PR review commentssubagentEngineeringL2
pr-review-analyst · When evaluating automated code review comments for correctness using full codebase context.
Profile CLI latency against budgetssubagentEngineeringL3
perf-analyzer · When benchmarking CLI latency against SLA budgets and identifying hot methods.
Implement specific pipeline filessubagentEngineeringL2
build-agent-46 · When validating rendered UI against design specs and accessibility standards.
Optimize Core Web VitalssubagentEngineeringProductL2
perf · When you need perf expertise as a specialist agent.
Generate API and architecture docssubagentEngineeringL1
docs · When you need docs expertise as a specialist agent.
Benchmark HerdDB vector search on KubernetessubagentEngineeringDataL4
herddb-k3s-bench · When you need herddb-k3s-bench expertise as a specialist agent.
Build and train AI chat systemssubagentProductEngineeringL3
bmc-panelin-chat · Building domain-specific chat with trainable system prompts and live response feedback.
Write API and code documentationsubagentEngineeringL1
docstring-author · Documenting intent-focused APIs where implementation is already clear.
Analyze codebase patterns and standardssubagentEngineeringL1
codebase-analyst · Onboarding to unfamiliar codebases and extracting implicit team conventions.
Refactor and clean codesubagentEngineeringL2
refactor-cleaner · Systematic cleanup after feature work or refactoring sprints.
Audit dependencies and security compliancesubagentEngineeringOpsL2
warden · Pre-install and pre-commit gates to prevent supply-chain vulnerabilities.
Normalize issue signals into contextsubagentOpsEngineeringL2
signal-normalizer · Converting messy user input into machine-friendly specs.