cyberneticlibrary

The library

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

ArtifactsCapabilitiesRecipes
kindallskillworkflowmcp_servercommandsubagentplugin|✓ proven✗ harmfulmeasured only1,180 artifacts
forSalesMarketingHRFinanceLegalOpsProductEngineeringDataProductivitySupportsetup≤ plug & play≤ + a key≤ multi-tool
WORKS 58
Drive TDD pipeline from plan to commitworkflowEngineeringL2
dev-pipeline · Workflow for dev-pipeline
WORKS 48
Audit model manifest and schemaworkflowEngineeringL2
mlx-movie-director-models-assistant · Workflow for mlx-movie-director-models-assistant
WORKS 60
Analyze codebase and auto-improveworkflowEngineeringL3
analyze-codebase · Workflow for analyze-codebase
WORKS 48
Reconcile lockfiles across repositoriesworkflowEngineeringL3
reconcile-fleet-lockfiles · Multi-workspace projects where lockfile merges must be deterministic and conflict-free
WORKS 58
Review Circuit pull request holisticallyworkflowEngineeringL3
circuit-pr-review · Critical PRs where circuit breaker behavior must block unsafe deployments
WORKS 57
Polish desktop app to shipping stateworkflowEngineeringL3
finalize-lyrebird-desktop · Desktop app releases where signature and integrity verification are mandatory
WORKS 57
Merge isolated work into main branchworkflowEngineeringL3
bead-crank · When bead-crank transformation is the appropriate tool for the workflow
WORKS 60
Compare image quality at different precisionsworkflowEngineeringL2
flux2-klein-character-profile-bench · Performance-sensitive character profile operations where latency matters
WORKS 48
Generate full radio episode end-to-endworkflowMarketingL3
generate-radio-episode · Radio content creation when end-to-end script-to-audio pipeline is needed
WORKS 48
Deploy game clan assets and unlockworkflowEngineeringL2
embed-clan-assets · Game/app packaging where clan-specific assets must be embedded at build time
WORKS 57
Autonomous development build and shipworkflowEngineeringL3
dev-build-and-ship · End-to-end build-to-deploy automation with safety gates per environment
WORKS 60
Plan capability roadmap against market SOTAworkflowProductEngineeringL3
level-up · Feature promotion workflows where maturity gates and dependency checks are critical
WORKS 59
Design and build landing pagesworkflowMarketingProductL3
blau-landing · Marketing landing pages where rapid iteration and reliable deployment matter
WORKS 48
Parallel fix and review agent swarmworkflowEngineeringL3
phase-g-mega-swarm · Massive parallel task execution where coordination and fault tolerance are essential
WORKS 55
Drive decompilation to completionworkflowEngineeringL4
finish-decomp · Matching large decompilation backlogs safely across Sonnet→Opus→Codex with test integration.
WORKS 48
Fix core messaging and collaboration featuresworkflowEngineeringProductL2
fix-high-priority · Coordinating simultaneous backend (persistence, auth, upload) + frontend (UI, listeners) fixes.
WORKS 48
Implement and ship backlog itemsworkflowEngineeringL2
loom-backlog-drain · Converting vague feature backlogs into shipped code with adversarial CR loop.
WORKS 53
Plan npm dependency upgradesworkflowEngineeringL2
upgrade-deps · Safely evaluating major npm upgrades with risk tier classification and research.
WORKS 54
Implement iOS mobile design audit findingsworkflowEngineeringProductL3
ios-mobile-implement · Bulk mobile UI fixes without cross-file conflicts via parallel non-overlapping clusters.
WORKS 57
Run verification test suite with continuous gatesworkflowEngineeringL3
verify-beds · Parallel-safe full test execution with intelligent prereq skipping (no silent drops).
WORKS 48
Audit audio plugin signal path and correctnessworkflowEngineeringL3
membrum-signal-path · Finding DSP bugs and verifying physical models against acoustic/signal-processing literature.
WORKS 51
Drive full development and review cycleworkflowEngineeringL3
dispatch-cycle · Automating the full developer→CR→ship cycle with structured gating and audit trail.
WORKS 56
Audit cache coverage and invalidationworkflowEngineeringL2
responsecache-audit · Verifying spatie/laravel-responsecache correctness across routes.
WORKS 48
Triage and plan bug remediationworkflowEngineeringL2
recover-verify · Resuming interrupted multi-phase workflows safely.
WORKS 55
Security and infrastructure audit with go/no-goworkflowEngineeringOpsL3
infra-review · Automated code review with structured feedback loops.
WORKS 55
Review and fix code until cleanworkflowEngineeringL2
review-fix-loop · Automated code review with structured feedback loops.
WORKS 48
Audit release pre-flight and shipped docsworkflowEngineeringProductL2
arc-release-audit · Multi-phase workflow execution with structured dispatch.
WORKS 60
Propose semantic names for call clustersworkflowEngineeringL3
name-cluster · Multi-phase workflow execution with structured dispatch.
WORKS 48
Review and clean Kotlin idiomsworkflowEngineeringL2
kotlin-idiom-review · Automated code review with structured feedback loops.
WORKS 48
Implement public timeline read interfaceworkflowEngineeringProductL2
global-index-read-render · Multi-phase workflow execution with structured dispatch.
WORKS 48
Semantic naming from call graph analysisworkflowEngineeringL3
name-from-callgraph · Multi-phase workflow execution with structured dispatch.
WORKS 48
Merge and synthesize parallel audit resultsworkflowEngineeringL2
deep-audit-merge · Multi-phase workflow execution with structured dispatch.
WORKS 48
Multi-lens code review with verificationworkflowEngineeringL3
multi-review · Automated code review with structured feedback loops.
WORKS 48
Audit and remediate code quality and bloatworkflowEngineeringL2
code-quality-audit · Multi-phase workflow execution with structured dispatch.
WORKS 48
Ship product with continuous PR drainageworkflowEngineeringL3
drive-lyrebird-desktop · Shipping production-quality desktop apps by draining backlogs through adversarial review waves with continuous regression audits.
WORKS 56
Test-driven feature branch to mergeworkflowEngineeringL3
dev-loop · Implementing single features completely autonomously with deterministic TDD, review, and merge — reducing human context-switching.
WORKS 48
Research market and draft marketing planworkflowMarketingL2
marketing-brainstorm · Deep marketing research on niche products by parallelizing domain-specific investigations (Reddit, competitors, content, influencers, crypto channels).
WORKS 48
Expand Spanish dictionary with colloquial wordsworkflowProductL2
dictionary-improvement-es-targeted · Growing word-game language coverage by systematically targeting known morphology gaps and colloquial vocabulary with dual-judge validation.
WORKS 58
Parallel adversarial code review automationworkflowEngineeringL3
nacl-review-panel · Catching both bugs and false positives in code review by using a parallel critic panel with adversarial skeptic veto on every finding.
WORKS 58
Verify deployment across all substratesworkflowEngineeringOpsL3
verify-status · Proving unified status reporting works across all deployment substrates by running isolated beds in parallel on shared infrastructure.
WORKS 55
Execute accounting module roadmap sequentiallyworkflowEngineeringL3
worktrackaccounting-roadmap · Shipping accounting features sequentially while respecting shared-schema locks and mandatory sign-off gates.
WORKS 57
Implement and merge sprint tickets in parallelworkflowEngineeringL3
sprint-execute-parallel · Running complete product sprints autonomously by clustering work into areas, implementing in parallel, and shipping to main automatically.
WORKS 55
Generate and evaluate dashboard design optionsworkflowProductEngineeringL3
dashboard-design-iteration · Automating dashboard design iteration workflows.
WORKS 48
Design cache coherence strategyworkflowEngineeringL2
consolidate-stale-cache-readers · Automating consolidate stale cache readers workflows.
WORKS 58
Convert PRD into dependency-linked backlogworkflowProductEngineeringL3
generate-beads · Automating generate beads workflows.
WORKS 57
Drain contract batch with dual reviewworkflowEngineeringL3
drain-one-batch · Automating drain one batch workflows.
WORKS 48
Advance product through maturity levelsworkflowProductEngineeringL4
hephaestus · Automating hephaestus workflows.
WORKS 53
Audit codebase for bugs and optimizationsworkflowEngineeringL3
codebase-audit · Automating codebase audit workflows.
WORKS 48
Create and judge crossword cluesworkflowProductL2
crossword-clue-craft · Automating crossword clue craft workflows.
WORKS 48
Adversarially audit and deepen case studiesworkflowMarketingProductL3
world-studio · Automating world studio workflows.
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