The library
Everything we index — ranked by what works, never by stars.
forSalesMarketingHRFinanceLegalOpsProductEngineeringDataProductivitySupportsetup≤ plug & play≤ + a key≤ multi-tool
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Break down requirements into taskscommandProductL1
breakdown · Converting high-level requirements into parallel-ready tasks when work must be distributed across AI agents or developers with full context in each task prompt.
Create Documentation WorkflowscommandProductL1
docs-create · Generating high-quality docs when project has strong template/guideline infrastructure and documentation must follow established patterns.
Review Implementation PlanscommandProductL1
review-prp · Design review before implementation when architectural fit, edge cases, and code reuse must be vetted before work starts.
Analyze Template System GapscommandProductL1
template-check-use-case · Template design audit when a use case must drive new module/role creation and composition must be validated as gracefully-optimistic.
Review Product ChangescommandProductL1
review-file · Evaluating if diffs actually solve stated problems
Plan features with research and synthesiscommandProductL1
plan · Planning feature work with explicit tasks and validation gates
Auto-detect and review project planscommandProductL1
review-plan · Getting a staff engineer review of an implementation plan against project conventions before coding
Capture spec change rationale as requirementscommandProductL1
aida-doc · Documenting the intent and design rationale of specs that were just modified or shipped
Groom and add backlog taskcommandProductL1
add-task · Creating a formal backlog item with vertical slice definition when you have a new feature or bug to track
Get UI inspiration from design systemcommandProductL1
iui · Quickly generating shadcn components that match this project's design system without manual tweaking
Review feature design and append findingscommandProductL1
copilot-review-design · Getting a second review of a feature design before implementation to catch architectural or scope issues
Create new tool page with configurationcommandProductL1
create-tool · Quickly adding a new client-side tool to the toolbox without manually wiring up layout, metadata, and FAQ sections
Break intent into required behaviorscommandProductL1
tr-decompose · Breaking down a user intent into concrete taproot UseCase behaviors and documenting the decomposition
Escalate design issues to researchcommandProductEngineeringL1
speckit.revisit · Handling specification management in rshade/finfocus when you need automated spec validation and requirement capture.
Analyze and suggest roadmap dependenciescommandProductL1
gsd:analyze-dependencies · Dependency analysis and planning in sandk0/fancai to prevent merge conflicts in parallel execution.
Score and prioritize open issuescommandEngineeringProductL1
score-issues · Automating score-issues workflow in quantified-uncertainty/longterm-wiki with validation gates and structured output.
Generate product requirements for engineeringcommandProductEngineeringL1
prp · Automating prp workflow in Pierry/harness-kit with validation gates and structured output.
Run multi-model development workflowcommandEngineeringProductL2
multi-workflow · Automating multi-workflow workflow in lorenzozanee/NotchBlock with validation gates and structured output.
Clarify underspecified feature areascommandProductL1
speckit.clarify · Handling specification management in markhazleton/RequestSpark when you need automated spec validation and requirement capture.
Resume previously parked projectcommandProductL1
coltrane-resume · Automating coltrane-resume workflow in eir-dev/coltrane with validation gates and structured output.
Save reusable pattern to docscommandEngineeringProductL1
pattern · Archiving patterns and decisions in DDD-Enterprises/dopemux-mvp for team knowledge.
Capture design patterns to memorycommandEngineeringProductL1
capture · Documenting design tokens and decisions in lfades/postcards for future reference.
Specify screens like a senior designercommandProductEngineeringL1
design · Converting vague user stories into implementation-ready design specs with no designer follow-up
Report and track bugs systematicallycommandEngineeringProductL1
fix-bug · Rapidly fixing startup/tooling bugs without broad code exploration
Create and prioritize roadmapscommandProductOpsL1
doit.roadmapit · Building prioritized product roadmaps aligned with constitution principles
Initialize new specificationcommandEngineeringProductL1
spec-init · Creating language-agnostic single-source-of-truth specifications for new projects with enforced contracts and versioning.
Generate dependency-ordered taskscommandEngineeringProductL1
tasks-spec · When you have a feature design doc and need to break it into parallel-executable LLM-friendly tasks
Brainstorm and mature ideascommandProductL1
brainstorm · When you want structured criticism and risk analysis BEFORE coding anything
Execute multi-source research pipelinecommandDataProductL3
deep-research · When you need a deep, multi-source, fact-checked research report with confidence gates
Validate startup problem statementcommandProductL3
validate · When you need a quick sanity check across linting, types, and tests
Profile developer behavior patternscommandProductL2
gsd:profile-user · Teams tracking developer behaviors to personalize Claude responses across sessions.
Create test plans and validate featuressubagentEngineeringProductL2
qa · hen convenient |
Run automated regression testssubagentEngineeringProductL2
qc · the `find` Chrome MCP tool to locate elements by:
Manage backlog and acceptance criteriasubagentProductEngineeringL2
product-owner · Agile teams that need rigorous backlog discipline with testable acceptance criteria and epic-to-task traceability.
Align engineering with product roadmapsubagentProductEngineeringL2
tpo · Multi-service systems where a single change spans repos and requires coordinated rollout with rollback safety.
Build React components and UI featuressubagentEngineeringProductL2
web · Frontend teams that enforce strict TypeScript and reuse Shadcn/Radix components with React Hook Form validation.
Design and audit UI componentssubagentProductEngineeringL2
ui · Mobile UI teams building KMP apps with consistent Material3 design across Android/iOS.
Design clean, scannable interfacessubagentProductEngineeringL2
ux · Digital products that prioritize user research and design validation before engineering investment.
Define testable system behaviorsubagentEngineeringProductL1
QA · Quality assurance that validates features meet acceptance criteria before production release.
Triage backlog and prioritize worksubagentProductL2
pm · Project coordination when centralized status tracking and risk visualization matter
Formalize plans into specificationssubagentProductL2
architect · Turning approved plans into precise specs before dev teams start coding.
Create project roadmaps with phasessubagentProductOpsL2
gsd-roadmapper · mapping requirements into executable phases with observable success criteria
Build decision models and run simulationssubagentOpsProductL3
modeler · capturing and validating system architecture and design decisions
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
Conduct peer-reviewed literature surveyssubagentDataProductL3
academic-researcher · Literature assembly when you need verifiable, locally-cached citations with evidence of download success
Build 3D mapping UI with WebSocketssubagentEngineeringProductL3
frontend-3d-builder · Building browser-based 3D visualizations when performance budget is tight and delivery is web-only
Review alert rule semanticssubagentOpsProductL3
alert-engine-expert · Setting up production monitoring when alerts must minimize noise while catching real incidents
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
Research domain evaluation criteriasubagentProductL1
gsd-domain-researcher · Surfacing what actual practitioners care about before turning eval criteria into measurable rubrics