cyberneticlibrary

The library

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

WORKS 51
Find SEO content gapscommandMarketingL2
research-gaps · Finding high-opportunity SEO keywords by analyzing competitor ranking gaps.
WORKS 48
Trace install config fieldscommandEngineeringL1
trace-config · Understanding how OpenShift install config fields flow through validation pipelines.
WORKS 48
Force multi-provider parallel executioncommandEngineeringL2
multi · Getting comprehensive perspectives from multiple AI models on high-stakes decisions.
WORKS 48
Clean code and find stale artifactscommandEngineeringL1
clean · Safe, intelligent removal of drifted sessions, dead code, and stale documents.
WORKS 48
Review code for qualitycommandEngineeringL1
code-review · Reviewing compiler IR transformations, codegen, and language spec changes.
WORKS 48
Validate API and file referencescommandEngineeringL1
audit · Validating that all API, makefile, file, and agent references in Claude Code config are current.
WORKS 48
Generate project recap visualizationcommandProductL1
project-recap · Refreshing mental model of project state after weeks away or before planning
WORKS 48
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
WORKS 48
Advance papers through publicationcommandMarketingL2
pub-advance · Batching publication work across multiple papers in parallel while enforcing stage gates
WORKS 54
Write minimal code for failing testscommandEngineeringL1
tdd-green · Enforcing discipline in TDD where code strictly matches test requirements without premature optimization
WORKS 48
Deep-craft solutions from first principlescommandProductL1
ultrathink · Tackling ambiguous problems where you need to question everything and design from first principles
WORKS 48
Create conventional git commitscommandEngineeringL1
commit · Enforcing conventional commit format across team projects
WORKS 55
Predict sprint risks from historical signalscommandOpsL1
risk-predict · Surfacing sprint risk to the team early so they can replan instead of missing deadline
WORKS 53
Review pull requests with agent teamscommandEngineeringL2
review-pr · Auditing code quality before merge, catching cross-cutting issues (errors, tests, types) that single reviewers miss
WORKS 48
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
WORKS 48
Audit website legal compliance livecommandLegalL2
legal-audit-live · Discovering GDPR violations (pre-consent tracking) and cookie banner compliance gaps that static code audit misses
WORKS 48
Migrate Polymer dialogs to LitcommandEngineeringL2
dialog-to-lit · Bulk migrating Polymer dialog-based UIs to Lit while preserving dialog-specific behavior
WORKS 48
Scaffold task briefs from schemacommandOpsL1
h-brief · Locking in task contract at Phase 2 (Propose) before substantive work begins
WORKS 48
Restore human voice to AI textcommandMarketingL1
de-ai · Converting AI-written or corporate-speak text to direct, conversational human voice
WORKS 48
Build and fix Android Kotlin codecommandEngineeringL2
android-build-fix · Quickly unblocking Android builds when gradle dependency or version issues arise
WORKS 50
Audit CLI parity across versionscommandEngineeringL3
cli-audit · Ensuring CLI consistency before release: all commands have help, flag syntax matches, completion works
WORKS 48
Trace data store transformation logiccommandEngineeringL1
explain-store · Onboarding new developers to a database by showing what data lives where and why relationships exist
WORKS 48
Gate image rights and licensingcommandLegalL1
photo-clear · Cleaning up large photo libraries by automating deletion based on date/size criteria
WORKS 48
Track GitHub issues and progresscommandOpsL2
nix-check-tasks · Monitoring Nix build health in CI and catching broken derivations before merge
WORKS 50
Release with pre-flight checkscommandEngineeringL3
release · Automating release process to ensure consistent versioning and changelog
WORKS 48
Validate features through UATcommandProductL1
gsd:verify-work · Ensuring quality gate before work moves to done (prevents 'done' from meaning 'not verified')
WORKS 48
Create and update GitHub PRscommandEngineeringL2
gwt-pr · Automating PR creation workflow with conflict-aware branch syncing and merge validation.
WORKS 48
Reset pipeline phasecommandOpsL1
reset · Resetting a development pipeline phase while preserving invariant rules and base templates.
WORKS 57
Approve and deploy releasescommandOpsL2
ship · Gating production deployment on test/review gates, docker validation, and infrastructure checks.
WORKS 49
Audit release readinesscommandEngineeringL2
release-check · Validating version sync, CHANGELOG entry, and API documentation parity before tagging.
WORKS 48
Assign next prioritized taskcommandOpsL1
pickup · Surfacing next prioritized work with availability categorization (available vs. inactive).
WORKS 48
Audit 3D graphics performancecommandEngineeringL2
graphics-check · Detecting z-fighting, shadow issues, and transparent-material anti-patterns in 3D code.
WORKS 48
Search skill indexcommandL1
skill-search · Rapid skill discovery from an indexed catalog.
WORKS 48
Check conflict dataset updatescommandDataL2
check-updates-gemini · Updating conflict dataset with web-grounded search and automated data gap filling with source validation.
WORKS 48
Manage pipeline phases interactivelycommandOpsL2
gsd:manager · Parallelizing work across pipeline phases with visual status and background task dispatch.
WORKS 56
Merge reviewed PRs sequentiallycommandEngineeringL2
batch-merge · Batch-merging PRs with strict-mode branch protection by auto-updating and handling CI queues.
WORKS 48
Spawn agent team for featurescommandEngineeringL3
feature-team · Parallelizing multi-module feature work with non-overlapping ownership and quality gates.
WORKS 57
Auto-review code with structured feedback loopscommandEngineeringL2
loopwise · Iterative review-and-revise cycles for plans or code with persistent approval tracking.
WORKS 48
Create isolated project workspacescommandEngineeringL2
gsd:new-workspace · Multi-repo orchestration and feature-branch isolation with independent GSD state.
WORKS 48
Monitor conductor project progresscommandOpsL1
conductor-status · Summarizing multi-track project progress with blocker identification.
WORKS 48
Document assembly procedures automaticallycommandEngineeringL2
document · Bulk-renaming assembly routines with pattern-based categorization and human-friendly naming.
WORKS 51
Run and fix code quality checkscommandEngineeringL1
check · Full-pipeline code validation with automatic style and format fixes.
WORKS 48
Debug Zigbee smart home devicescommandOpsL2
zigbee-debug · Diagnosing Zigbee connectivity and battery issues with network topology inspection and log analysis.
WORKS 48
Record research papers in knowledge graphcommandL2
wh:add · Ingesting research artifacts into a structured knowledge graph with bidirectional linking.
WORKS 48
Read repository operating constitutioncommandEngineeringL1
master-adrs-001 · Analyzing architectural decision patterns and identifying gaps in documentation.
WORKS 49
Close code coverage gaps with testscommandEngineeringL2
coverage_gap · Identifying test coverage gaps and prioritizing missing test scenarios.
WORKS 48
Bootstrap repository with harnesscommandEngineeringL2
harness-init · Onboarding new projects with established coding protocols and harness conventions.
WORKS 48
Review, commit and push changescommandEngineeringL1
gc · Standard git workflow when you need a single command to review, stage (by name), commit, and push safely.
WORKS 48
Write session handoff documentationcommandOpsL1
uadf-handoff · Transitioning between sessions when the next agent needs to resume without reading full conversation history.
WORKS 48
Execute build prompt for featurecommandEngineeringL1
build · Building Python features with automatic type and style validation as a Stop hook.
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