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★35→untested★88→untested★46→untested★40→untested★56→untested★33→untested★31→untested★6→untested★12→untested★12→untested★21→untested★12→untested★5→untested★48→untested★15→untested★8→untested★12→untested★7→untested★10→untested★9→untested★14→untested★4→untested★6→untested★6→untested★15→untested★4→untested★4→untested★4→untested★6→untested★11→untested★5→untested★5→untested★2→untested★3→untested★2→untested★3→untested★4→untested★2→untested★2→untested★0→untested★0→untested★0→untested★0→untested★5→untested★1→untested★0→untested★0→untested★0→untested★0→untested★3→
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
Audit CLI parity across versionscommandEngineeringL3
cli-audit · Ensuring CLI consistency before release: all commands have help, flag syntax matches, completion works
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
Release with pre-flight checkscommandEngineeringL3
release · Automating release process to ensure consistent versioning and changelog
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.
Spawn agent team for featurescommandEngineeringL3
feature-team · Parallelizing multi-module feature work with non-overlapping ownership and quality gates.
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.
Review, commit and push changescommandEngineeringL1
gc · Standard git workflow when you need a single command to review, stage (by name), commit, and push safely.
Write session handoff documentationcommandOpsL1
uadf-handoff · Transitioning between sessions when the next agent needs to resume without reading full conversation history.
Execute build prompt for featurecommandEngineeringL1
build · Building Python features with automatic type and style validation as a Stop hook.
Build extension for productioncommandEngineeringL2
build · Packaging a Chrome extension for Store submission when you need minification, bundling, and validation in one step.
Run Codex orchestration loopcommandEngineeringL2
codex · Multi-agent implementation workflows where codex plans, Claude codes, and codex reviews — better signal than single-model planning for complex refactors.
Draft automated case studycommandMarketingL2
draft-case-study · Sales collateral development when you need a specific customer story to test messaging before full pitch deck.
Release gem version with changelogcommandEngineeringL2
release · Ruby gem release workflow when you need pre-flight validation, automated version management, and GitHub release creation.
Track session for decision trailcommandOpsL1
marmite · Post-session reflection when you want a training log of YOUR patterns (not the codebase), capturing when you steer vs coast.
Build test commit tag and pushcommandEngineeringL2
release · Go CLI release when you need automated build, smoke test, semver bumping, CI polling, and asset verification before announcing.
Implement features test-drivencommandEngineeringL1
tdd · Feature implementation with clear input/output contracts when you want tests to drive design and catch regressions.
Create architecture decision recordcommandEngineeringL1
new-adr · Documenting architectural choices when you need a standardized decision log that future developers can reference.
Scaffold new Lit web componentcommandEngineeringL2
new-component · Design System component development when you need scaffolded Lit patterns (formAssociated, delegatesFocus, token CSS, ARIA) and mandatory documentation.