cyberneticlibrary

The library

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

WORKS 48
Scaffold progressive web appcommandEngineeringL2
create-pwa · Onboarding new Progressive Web Apps to this Jekyll portfolio without manual manifest/icon boilerplate
WORKS 55
Execute catalog command workflowcommandL1
quality · Pre-review quality checks that catch accidental hardcoded secrets, missing error handling, and structural debt before review
WORKS 48
Reject task with review feedbackcommandOpsL1
reject-task · Quality gates on task submission where non-conforming work must be sent back
WORKS 48
Bump version and create releasecommandEngineeringL1
release · Atomic production releases with changelog automation and version auto-detection
WORKS 48
Restore previous checkpointcommandEngineeringL1
restore-checkpoint · Emergency rollback of a phase when new work has taken a wrong direction
WORKS 48
Update model configuration across vendorscommandEngineeringL3
multi-update-models · Managing model registry updates across many models to avoid manual per-model edits and ensure consistency
WORKS 48
Configure code formatting toolscommandEngineeringL2
setup-formatting · Enforcing consistent code formatting across teams when IDE-level enforcement and git hooks are required, beyond manual reviewer comments.
WORKS 55
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.
WORKS 48
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.
WORKS 48
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.
WORKS 48
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.
WORKS 48
Simplify code without behavior changecommandEngineeringL2
zen-simplifier · Reducing nesting and improving readability when AI guidance on project-specific naming conventions and idioms is required.
WORKS 48
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.
WORKS 48
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.
WORKS 48
Create Documentation WorkflowscommandProductL1
docs-create · Generating high-quality docs when project has strong template/guideline infrastructure and documentation must follow established patterns.
WORKS 48
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.
WORKS 48
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.
WORKS 48
Verify Claims Against SourcescommandL1
witness · Building evidence graphs when individual claims must be corroborated with independent sources and conflicts must be discovered before synthesis.
WORKS 48
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.
WORKS 48
Health Check Wiki IntegritycommandOpsL1
wiki-lint · Maintaining wiki coherence when contradictions and orphan pages must be discovered systematically before they compound.
WORKS 58
Generate Software ReleasecommandEngineeringL1
create-release · Automating releases when version bumping, tag creation, and comprehensive release notes must be coordinated in single operation.
WORKS 57
Review Implementation PlanscommandProductL1
review-prp · Design review before implementation when architectural fit, edge cases, and code reuse must be vetted before work starts.
WORKS 48
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.
WORKS 48
Execute Parallel Task GraphcommandEngineeringL2
rush · Distributing implementation work across parallel AI agents when task dependencies are known and file ownership prevents collisions.
WORKS 48
Audit Obsidian Plugin CompliancecommandEngineeringL1
compliance · Pre-submission compliance gate for Obsidian Community Plugin store when all violations must be caught before publication.
WORKS 48
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.
WORKS 48
Design Odylith ArchitecturecommandEngineeringL2
odylith-plan · Planning feature work with explicit tasks and validation gates
WORKS 48
Release QwenWhisper VersioncommandEngineeringL2
release · Publishing macOS apps with GitHub releases and package managers
WORKS 48
Orchestrate Multi-Agent TaskscommandEngineeringL3
orchestrate · Multi-file changes, cross-module features, and complex refactoring
WORKS 48
Bootstrap Agent Session ContextcommandEngineeringL1
lunar-prime · Onboarding new agents with project structure and README
WORKS 48
Fix Features with SDD WorkflowcommandEngineeringL2
specre-sdd-fix · Evolving feature specs while maintaining implementation sync
WORKS 48
Review Product ChangescommandProductL1
review-file · Evaluating if diffs actually solve stated problems
WORKS 48
Build Gmail Integration RecipescommandMarketingL2
gmail-recipes · Building email workflows without low-code platform learning
WORKS 48
Bootstrap Venture OperationscommandOpsL2
bootstrap · Rapid venture initialization with template-driven structure
WORKS 48
Structure Planning into PhasescommandOpsL1
plan · Planning feature work with explicit tasks and validation gates
WORKS 48
Tune SQL Server PerformancecommandEngineeringL2
performance · Systematic tuning using wait stats and DMV baselines
WORKS 48
Coordinate Project AnalysiscommandOpsL3
claudio · Comprehensive project discovery and actionable task breakdown
WORKS 48
Orchestrate CLI commands in spec-driven workflowscommandEngineeringL1
command-orchestration · Automating spec-driven workflow with correct tool sequencing
WORKS 48
Run harness PR review automationcommandEngineeringL1
jira-orchestrator:harness-review · Evaluating if diffs actually solve stated problems
WORKS 48
Audit project cohesion and consistencycommandEngineeringL1
audit · Detecting inconsistencies in tool counts and config across docs
WORKS 48
Scaffold new Remotion templatecommandEngineeringL1
template · Bootstrapping new projects with proven patterns
WORKS 48
Plan features with research and synthesiscommandProductL1
plan · Planning feature work with explicit tasks and validation gates
WORKS 48
Guide complete package releasecommandEngineeringL1
release · Publishing macOS apps with GitHub releases and package managers
WORKS 48
Commit, review, and create pull requestcommandEngineeringL1
commit-and-pr · Automating git workflow and PR creation
WORKS 48
Perform pre-PR code self-reviewcommandEngineeringL1
self-review · Evaluating if diffs actually solve stated problems
WORKS 48
Load team directives and guidancecommandOpsL1
team · Setting up multi-agent team structure
WORKS 48
Read project specs and architecturecommandEngineeringL1
read-specs · Onboarding to a new codebase by reading immutable truths and environment metadata before starting work
WORKS 54
Monitor CI/CD workflows and actionscommandEngineeringL1
actions · Monitoring build failures and checking PR checks without opening the GitHub web UI
WORKS 57
Auto-detect and review project planscommandProductL1
review-plan · Getting a staff engineer review of an implementation plan against project conventions before coding
WORKS 48
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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