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★2,504→untested★2,035→untested★156→untested★611→untested★52→untested★392→untested★260→untested★0→untested★393→untested★115→untested★50→untested★6→untested★996→untested★4→untested★1→untested★2→untested★1→untested★1→untested★6→untested★1→untested★0→untested★3→untested★0→untested★0→untested★1→untested★2→untested★3→untested★0→untested★1→untested★4→untested★88→untested★1→untested★1→untested★0→untested★2→untested★1→untested★0→untested★1→untested★0→untested★62→untested★0→untested★0→untested★0→untested★0→untested★2→untested★1→untested★0→untested★0→untested★2→untested★0→
Bump tool and dependency versionssubagentEngineeringL1
version-bumper · Automating releases when version coordination across repos needed.
Apply specified code fixessubagentEngineeringL1
pr-fix-implementer · Executing code fixes when the design is locked but implementation needs care.
Create new database entity classessubagentEngineeringL1
new-entity · Creating ORM entities when schema design needs code generation.
Simplify code without changing behaviorsubagentEngineeringL1
code-simplifier · Cleaning code when reuse wins matter more than bug hunting.
Update and sync documentationsubagentEngineeringL1
docs-agent · Keeping docs fresh when code changes need user-facing explanation.
Research technical solutions onlinesubagentEngineeringL2
ark-researcher · Analyzing agent-at-scale patterns when McKinsey research needs synthesis.
Detect bugs in pull request codesubagentEngineeringL1
pr-reviewer-bugs · Catching null-check gaps and breaking changes when deep code reading and cross-file validation matter
Create new host configurationsubagentEngineeringL2
gstack-contrib-add-host · Adding agent support to gstack when a new coding assistant needs skill reuse across host ecosystems
Verify documentation accuracysubagentEngineeringL1
documentation-accuracy-reviewer · Ensuring user docs match implementation when multi-layered documentation must stay in sync
Normalize React and TypeScript codesubagentEngineeringL2
react-normalizer · Applying company standards consistently when 2-iteration cap and business-logic preservation matter
Analyze weather patterns and trendssubagentDataL2
weather-analyst · Multi-period weather analysis when hour-by-hour comparisons and extreme event detection beat simple forecasts
Explore read-only vault documentationsubagentEngineeringL2
explorer · Non-mutating intelligence gathering when read-only analysis and pattern detection matter
Manage events lifecycle and sponsorshipssubagentMarketingL2
events-agent · Full event coordination when checklist-driven lifecycle beats fragmented spreadsheets
Answer mid-session repo questionssubagentEngineeringL2
qa-agent · QA automation when systematic test execution and coverage metrics beat ad-hoc testing
Triage backlog and prioritize worksubagentProductL2
pm · Project coordination when centralized status tracking and risk visualization matter
Review Rust code for safety and idiomssubagentEngineeringL2
code-reviewer · Catching Rust safety bugs in compiler code reviews without full AST context.
Advise on SaaS tax and accountingsubagentFinanceL2
felix · Configuring entity structure and tax planning at SaaS hire-time.
Organize and triage note inboxsubagentProductivityL2
sorter · Batching daily Obsidian inbox triage to maintain project momentum.
Refactor Rails code after tests passsubagentEngineeringL2
rails-refactoring-expert · Cleaning up working Rails code while keeping tests green.
Formalize plans into specificationssubagentProductL2
architect · Turning approved plans into precise specs before dev teams start coding.
Write clear documentation and ADRssubagentEngineeringL2
documenter · Writing consistent architecture docs when live code outpaces documentation.
Review code quality and securitysubagentEngineeringL2
quality-reviewer · Universal PR quality checks when no role-specific reviewer exists.
Write and run tests for leto-rssubagentEngineeringL2
leto-tester · Applying deep expertise to a focused scope.
Create executable phase plans with task breakdownsubagentOpsL2
gsd-planner · Turning approved plans into detailed specifications.
Verify code ready for push and mergesubagentEngineeringL2
pr-preflight · Applying deep expertise to a focused scope.
Audit OAuth security in vestibulesubagentEngineeringL2
oauth-security-reviewer · Finding domain-specific issues in technical reviews.
Fix Flutter build and analyze errorssubagentEngineeringL2
flutter-build-fixer · Applying deep expertise to a focused scope.
Validate tier implementations against contractssubagentEngineeringL2
spec-reviewer · Finding domain-specific issues in technical reviews.
Review production CLI and git codesubagentEngineeringL1
code-reviewer · Catching Rust safety bugs in compiler code reviews without full AST context.
Create project roadmaps with phasessubagentProductOpsL2
gsd-roadmapper · mapping requirements into executable phases with observable success criteria
Approve and deploy code changessubagentOpsEngineeringL2
ship-agent · deploying features to staging automatically and requesting approval for production
Validate bot branch before mergesubagentEngineeringL2
integrate-gater · validating code changes before merge (TypeScript, linting, unit tests)
Review Rust code and ownership patternssubagentEngineeringL1
rust-specialist · reviewing Rust code for memory safety, ownership patterns, and async correctness
Implement generation battle mechanicssubagentEngineeringL2
gen-implementer · implementing Pokemon battle mechanics for new game generations
Evaluate and improve resumesubagentHRL1
resume-evaluator · strengthening resume impact and passing recruiter scan tests
Verify phase plans achieve goalssubagentOpsL2
gsd-plan-checker · catching plans that look complete but won't actually achieve phase goals
Build React components and UI testssubagentEngineeringL2
frontend-builder · building React UI following approved designs and locked API contracts
Research technology best practicessubagentEngineeringL1
tapps-researcher · researching framework documentation and domain best practices
Manage project-scoped subagentssubagentOpsL2
README · coordinating parallel frontend, auth, and design work on the same feature
Implement features test-firstsubagentEngineeringL2
manager-tdd · building new features incrementally with tests proving each step
Audit application security changessubagentEngineeringL2
security-reviewer · catching multi-tenant isolation bugs and credential-handling vulnerabilities
Review code against MIAGE criteriasubagentEngineeringL1
code-reviewer-ter · finding correctness bugs and design improvements before code review
Verify chart visuals across scenariossubagentEngineeringL2
chart-qa-verifier · validating dashboard visualizations match requirements and data integrity
Audit BountyStrike security defectssubagentEngineeringL2
security-reviewer · auditing security policies for credential handling and secrets rotation
Audit framework reuse opportunitiessubagentEngineeringL2
zipline-researcher · integrating Zipline data pipeline and execution framework
Classify procedural content generation queriessubagentL1
procgen-classifier · Distinguishing procedural generation questions from general graphics/ML queries before dispatching to specialized PCG agent
Review Python code style and idiomssubagentEngineeringL2
deep-review-python · Anchoring Python style findings in public PEPs (8/20/257) during code review
Verify RFC and ADR compliancesubagentEngineeringL2
compliance-checker · Catching semantic spec violations—code that references a clause but violates its intent
Generate JSON Schema definitionssubagentEngineeringL2
fd-json-schema-gen · Catching API contract bugs where generated schema rejects valid v2 payloads or accepts malformed v1
Discover and rank data sourcessubagentDataProductL2
explorer · Starting a research project when you need to know what data exists and how hard it is to access