The library

Everything we index — ranked by what works, never by stars.

works · untested / no effect · hurts — every rank is measured against a no-skill baseline
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Restore previous checkpointcommandEngineeringL1
restore-checkpoint · Emergency rollback of a phase when new work has taken a wrong direction
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Review staged files against best practicescommandEngineeringL1
review-staged · Automated gate for Electron projects when architectural boundaries (main/preload/renderer, IPC contracts, security constraints) must be enforced before commits land.
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Create page with SEO and testscommandEngineeringL1
new-page · Rapid page scaffold for marketing/landing page sites when composition rules (grid, spacing, title style) must be consistent across all pages.
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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.
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Generate pull request descriptioncommandEngineeringL1
pr-description · Pre-PR documentation when commit messages are thin and reviewers need executive summary of what changed, why, and what breaks.
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Integrate Google Apps Script with ClaspcommandEngineeringL1
module-18-gas.en · Educational context (Module 18 course) when teaching GAS automation incrementally with clasp deployment and trigger configuration.
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Preview PR Action TemplatescommandEngineeringL1
action-preview-templates · PR workflows where human reviewers must see exactly what will post/merge before clicking 'approve', and can selectively suppress nits without re-navigating menus.
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Create Documentation WorkflowscommandProductL1
docs-create · Generating high-quality docs when project has strong template/guideline infrastructure and documentation must follow established patterns.
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Convert EDN Proofs to LeancommandEngineeringL1
edn-to-lean · Formalizing proofs from symbolic logic systems into Lean when step-by-step mapping of justifications to tactics is needed.
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Benchmark ATOM vLLM PerformancecommandEngineeringL1
atom-vllm-benchmark-guide · Performance A/B testing of ATOM vLLM plugin when precise, reproducible metrics across concurrency levels and throughput profiles are required.
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Verify Claims Against SourcescommandL1
witness · Building evidence graphs when individual claims must be corroborated with independent sources and conflicts must be discovered before synthesis.
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Verify QGIS CompatibilitycommandEngineeringL1
qgis-compat · Pre-submission QGIS plugin store audit when version compatibility must be verified and all violations must be visible in a single report.
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Health Check Wiki IntegritycommandOpsL1
wiki-lint · Maintaining wiki coherence when contradictions and orphan pages must be discovered systematically before they compound.
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Generate Software ReleasecommandEngineeringL1
create-release · Automating releases when version bumping, tag creation, and comprehensive release notes must be coordinated in single operation.
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Review Implementation PlanscommandProductL1
review-prp · Design review before implementation when architectural fit, edge cases, and code reuse must be vetted before work starts.
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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.
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Audit Obsidian Plugin CompliancecommandEngineeringL1
compliance · Pre-submission compliance gate for Obsidian Community Plugin store when all violations must be caught before publication.
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Centralize Type DefinitionscommandEngineeringL1
typings · Type-safe systems with strict indexed access guards when runtime errors from undefined array access must be eliminated at compile time.
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Bootstrap Agent Session ContextcommandEngineeringL1
lunar-prime · Onboarding new agents with project structure and README
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Review Product ChangescommandProductL1
review-file · Evaluating if diffs actually solve stated problems
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Structure Planning into PhasescommandOpsL1
plan · Planning feature work with explicit tasks and validation gates
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Orchestrate CLI commands in spec-driven workflowscommandEngineeringL1
command-orchestration · Automating spec-driven workflow with correct tool sequencing
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Run harness PR review automationcommandEngineeringL1
jira-orchestrator:harness-review · Evaluating if diffs actually solve stated problems
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Audit project cohesion and consistencycommandEngineeringL1
audit · Detecting inconsistencies in tool counts and config across docs
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Scaffold new Remotion templatecommandEngineeringL1
template · Bootstrapping new projects with proven patterns
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Plan features with research and synthesiscommandProductL1
plan · Planning feature work with explicit tasks and validation gates
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Guide complete package releasecommandEngineeringL1
release · Publishing macOS apps with GitHub releases and package managers
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Commit, review, and create pull requestcommandEngineeringL1
commit-and-pr · Automating git workflow and PR creation
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Perform pre-PR code self-reviewcommandEngineeringL1
self-review · Evaluating if diffs actually solve stated problems
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Load team directives and guidancecommandOpsL1
team · Setting up multi-agent team structure
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Read project specs and architecturecommandEngineeringL1
read-specs · Onboarding to a new codebase by reading immutable truths and environment metadata before starting work
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Monitor CI/CD workflows and actionscommandEngineeringL1
actions · Monitoring build failures and checking PR checks without opening the GitHub web UI
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Auto-detect and review project planscommandProductL1
review-plan · Getting a staff engineer review of an implementation plan against project conventions before coding
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Capture spec change rationale as requirementscommandProductL1
aida-doc · Documenting the intent and design rationale of specs that were just modified or shipped
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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
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Write architecture decision recordcommandEngineeringL1
arch-adr · Recording and justifying a major technical decision (framework, database, architecture) for future maintainers
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Get UI inspiration from design systemcommandProductL1
iui · Quickly generating shadcn components that match this project's design system without manual tweaking
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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
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Health-check wiki for inconsistenciescommandOpsL1
lint · Periodic health check of a wiki to surface decay (orphans, broken links, stubs) without auto-fixing
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Track and create workflow branchescommandOpsL1
n8n-branch · Tracking multiple n8n workflow versions locally and switching between branches during active development
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Generate multi-AI collaboration documentcommandEngineeringL1
collaborate · Asking an external AI (ChatGPT, Gemini) for help on a tricky issue by giving it full project context in one document
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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
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Review implementation against plancommandEngineeringL1
review · Verifying that coded changes match the documented implementation plan before committing
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Migrate code between frameworkscommandEngineeringL1
code-migrate · Planning a major framework upgrade or language migration when you need to minimize risk and document the path
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Guide new project releasecommandEngineeringL1
release · Creating a release tag and version bump with a full audit trail and zero-trust approval gates
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Repair Unison type definitionscommandEngineeringL1
unison-update · Fixing type errors that appear after updating Unison definitions to use new library versions
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Prepare and release new software versioncommandEngineeringL1
release · Releasing a Squiggy project with automated changelog generation and zero-trust approval gates
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Get quick second opinion on planscommandL1
second-opinion · Quick 30-second sanity check before implementing a medium-complexity plan (1-4 files)
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Break intent into required behaviorscommandProductL1
tr-decompose · Breaking down a user intent into concrete taproot UseCase behaviors and documenting the decomposition
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Backup database configuration safelycommandOpsL1
db-backup · Safely experimenting with different database providers while preserving the current proven configuration
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