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★3→untested★3→untested★3→untested★3→untested★3→untested★4→untested★7,097→untested★1,550→untested★3,483→untested★2,091→untested★1,117→untested★439→untested★194→untested★199→untested★71→untested★35→untested★88→untested★46→untested★40→untested★56→untested★33→untested★31→untested★6→untested★12→untested★12→untested★21→untested★5→untested★48→untested★15→untested★12→untested★7→untested★10→untested★9→untested★14→untested★4→untested★6→untested★6→untested★15→untested★4→untested★4→untested★6→untested★11→untested★5→untested★5→untested★2→untested★3→untested★2→untested★3→untested★4→untested★2→
Break features into GitHub issuescommandProductL1
po · PM-style decomposition of vague features into executable, dependency-ordered tasks.
Execute git worktree operationscommandEngineeringL1
wt · Isolating task branches in separate work directories with built-in context.
Query Amazon Selling Partner APIcommandSalesL2
sp · Solving seller account operations (orders, listings, inventory, FBA, finances).
Generate actionable UX specscommandProductL1
ux · Creating detailed, implementable UX specs for solo/junior frontend developers.
Advise on lumi web clientcommandEngineeringL1
web · Building reactive views and interactive editors in modern Svelte codebases.
Query codebase contextcommandEngineeringL1
c · Fast codebase orientation using large-context language model analysis.
Find SEO content gapscommandMarketingL2
research-gaps · Finding high-opportunity SEO keywords by analyzing competitor ranking gaps.
Trace install config fieldscommandEngineeringL1
trace-config · Understanding how OpenShift install config fields flow through validation pipelines.
Force multi-provider parallel executioncommandEngineeringL2
multi · Getting comprehensive perspectives from multiple AI models on high-stakes decisions.
Clean code and find stale artifactscommandEngineeringL1
clean · Safe, intelligent removal of drifted sessions, dead code, and stale documents.
Review code for qualitycommandEngineeringL1
code-review · Reviewing compiler IR transformations, codegen, and language spec changes.
Validate API and file referencescommandEngineeringL1
audit · Validating that all API, makefile, file, and agent references in Claude Code config are current.
Generate project recap visualizationcommandProductL1
project-recap · Refreshing mental model of project state after weeks away or before planning
Quickly reference correct syntax for navigation, costmap, lifecycle, and docking commands without consulting docscommandEngineeringL1
nav2 · Quickly reference correct syntax for navigation, costmap, lifecycle, and docking commands without consulting docs
Advance papers through publicationcommandMarketingL2
pub-advance · Batching publication work across multiple papers in parallel while enforcing stage gates
Write minimal code for failing testscommandEngineeringL1
tdd-green · Enforcing discipline in TDD where code strictly matches test requirements without premature optimization
Deep-craft solutions from first principlescommandProductL1
ultrathink · Tackling ambiguous problems where you need to question everything and design from first principles
Create conventional git commitscommandEngineeringL1
commit · Enforcing conventional commit format across team projects
Predict sprint risks from historical signalscommandOpsL1
risk-predict · Surfacing sprint risk to the team early so they can replan instead of missing deadline
Review pull requests with agent teamscommandEngineeringL2
review-pr · Auditing code quality before merge, catching cross-cutting issues (errors, tests, types) that single reviewers miss
Cherry-pick commits to new branchescommandEngineeringL1
cherry_pick_pr · Extracting specific commits from feature branches to split into separate PRs or move to correct branch
Audit website legal compliance livecommandLegalL2
legal-audit-live · Discovering GDPR violations (pre-consent tracking) and cookie banner compliance gaps that static code audit misses
Migrate Polymer dialogs to LitcommandEngineeringL2
dialog-to-lit · Bulk migrating Polymer dialog-based UIs to Lit while preserving dialog-specific behavior
Scaffold task briefs from schemacommandOpsL1
h-brief · Locking in task contract at Phase 2 (Propose) before substantive work begins
Restore human voice to AI textcommandMarketingL1
de-ai · Converting AI-written or corporate-speak text to direct, conversational human voice
Build and fix Android Kotlin codecommandEngineeringL2
android-build-fix · Quickly unblocking Android builds when gradle dependency or version issues arise
Trace data store transformation logiccommandEngineeringL1
explain-store · Onboarding new developers to a database by showing what data lives where and why relationships exist
Gate image rights and licensingcommandLegalL1
photo-clear · Cleaning up large photo libraries by automating deletion based on date/size criteria
Track GitHub issues and progresscommandOpsL2
nix-check-tasks · Monitoring Nix build health in CI and catching broken derivations before merge
Validate features through UATcommandProductL1
gsd:verify-work · Ensuring quality gate before work moves to done (prevents 'done' from meaning 'not verified')
Create and update GitHub PRscommandEngineeringL2
gwt-pr · Automating PR creation workflow with conflict-aware branch syncing and merge validation.
Reset pipeline phasecommandOpsL1
reset · Resetting a development pipeline phase while preserving invariant rules and base templates.
Approve and deploy releasescommandOpsL2
ship · Gating production deployment on test/review gates, docker validation, and infrastructure checks.
Audit release readinesscommandEngineeringL2
release-check · Validating version sync, CHANGELOG entry, and API documentation parity before tagging.
Assign next prioritized taskcommandOpsL1
pickup · Surfacing next prioritized work with availability categorization (available vs. inactive).
Audit 3D graphics performancecommandEngineeringL2
graphics-check · Detecting z-fighting, shadow issues, and transparent-material anti-patterns in 3D code.
Search skill indexcommandL1
skill-search · Rapid skill discovery from an indexed catalog.
Check conflict dataset updatescommandDataL2
check-updates-gemini · Updating conflict dataset with web-grounded search and automated data gap filling with source validation.
Manage pipeline phases interactivelycommandOpsL2
gsd:manager · Parallelizing work across pipeline phases with visual status and background task dispatch.
Merge reviewed PRs sequentiallycommandEngineeringL2
batch-merge · Batch-merging PRs with strict-mode branch protection by auto-updating and handling CI queues.
Auto-review code with structured feedback loopscommandEngineeringL2
loopwise · Iterative review-and-revise cycles for plans or code with persistent approval tracking.
Create isolated project workspacescommandEngineeringL2
gsd:new-workspace · Multi-repo orchestration and feature-branch isolation with independent GSD state.
Monitor conductor project progresscommandOpsL1
conductor-status · Summarizing multi-track project progress with blocker identification.
Document assembly procedures automaticallycommandEngineeringL2
document · Bulk-renaming assembly routines with pattern-based categorization and human-friendly naming.
Run and fix code quality checkscommandEngineeringL1
check · Full-pipeline code validation with automatic style and format fixes.
Debug Zigbee smart home devicescommandOpsL2
zigbee-debug · Diagnosing Zigbee connectivity and battery issues with network topology inspection and log analysis.
Record research papers in knowledge graphcommandL2
wh:add · Ingesting research artifacts into a structured knowledge graph with bidirectional linking.
Read repository operating constitutioncommandEngineeringL1
master-adrs-001 · Analyzing architectural decision patterns and identifying gaps in documentation.
Close code coverage gaps with testscommandEngineeringL2
coverage_gap · Identifying test coverage gaps and prioritizing missing test scenarios.
Bootstrap repository with harnesscommandEngineeringL2
harness-init · Onboarding new projects with established coding protocols and harness conventions.