cyberneticlibrary

The library

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

ArtifactsCapabilitiesRecipes
kindallskillworkflowmcp_servercommandsubagentplugin|✓ proven✗ harmfulmeasured only4,285 artifacts
forSalesMarketingHRFinanceLegalOpsProductEngineeringDataProductivitySupportsetup≤ plug & play≤ + a key≤ multi-tool
WORKS 54
Re-verify architecture audit decisionsworkflowEngineeringProductL3
architecture-audit-escalation · Finding subtle bugs or policy violations across large codebases that require consistent multi-agent consensus.
WORKS 58
Independent artifact review with fresh gateworkflowEngineeringL3
review-gates · Finding subtle bugs or policy violations across large codebases that require consistent multi-agent consensus.
WORKS 58
Adversarially verify code review findingsworkflowEngineeringL3
backpressured-review · Finding subtle bugs or policy violations across large codebases that require consistent multi-agent consensus.
WORKS 55
Debug root causes with systematic analysisworkflowEngineeringL3
investigate · Orchestrating multi-phase agent workflows with structured handoff and consensus-driven decision gates.
WORKS 55
Verify compiler optimization edge casesworkflowEngineeringL3
nvptx-verify-miscompiles · Orchestrating multi-phase agent workflows with structured handoff and consensus-driven decision gates.
WORKS 58
Fix bugs with test-driven regression gatesworkflowEngineeringL3
bugfix · Orchestrating multi-phase agent workflows with structured handoff and consensus-driven decision gates.
WORKS 59
Map entire site content via FirecrawlskillMarketingEngineeringL2
seo-firecrawl · Pre-audit discovery phase to enumerate all indexable content before running SEO analysis.
WORKS 54
Merge and audit multi-shard code modulesworkflowEngineeringL3
20-merge · Orchestrate multi-agent 20 merge across parallel branches and synthesis.
WORKS 58
Run game engine QA across platformsworkflowEngineeringL3
game-qa · Orchestrate multi-agent game qa across parallel branches and synthesis.
WORKS 55
Validate quantization determinism gatesworkflowEngineeringL3
build-q8-llama3-gates · Orchestrate multi-agent build q8 llama3 gates across parallel branches and synthesis.
WORKS 57
Parallel code and security review before mergeworkflowEngineeringL3
pre-merge-review · Orchestrate multi-agent pre merge review across parallel branches and synthesis.
WORKS 56
Create brand tokens for apps and documentsskillMarketingEngineeringL2
brand-yml · Design system owners ensuring Shiny apps and Quarto documents use consistent brand tokens without duplicating CSS.
WORKS 57
Write incident response runbooksskillEngineeringL1
eng-runbook · Quick reference during on-call rotations when incident response must be immediate and procedures must be precise and copy-paste-ready.
WORKS 59
Create GitHub repository analytics dashboardsskillEngineeringL2
github-dashboard · Open-source project health dashboards where public GitHub data aggregation and optional refresh scheduling are needed.
WORKS 58
Audit plugin contract complianceworkflowEngineeringL3
plugin-contract-audit · Orchestrate multi-agent plugin contract audit across parallel branches and synthesis.
WORKS 59
Parallelize command gap closureworkflowEngineeringL3
parity-wave · Orchestrate multi-agent parity wave across parallel branches and synthesis.
WORKS 58
Auto-port static analysis copsworkflowEngineeringL3
port-rubocop-cops · Orchestrate multi-agent port rubocop cops across parallel branches and synthesis.
WORKS 55
Multi-reviewer committee code reviewworkflowEngineeringL3
committee-review · Orchestrate multi-agent committee review across parallel branches and synthesis.
WORKS 55
Generate workflow harness from specworkflowEngineeringL3
build-charlie-harness · Orchestrate multi-agent build charlie harness across parallel branches and synthesis.
WORKS 57
Migrate documentation to new workflow modelworkflowEngineeringL3
update-docs-defineworkflow · Large doc migration when language/API changes; preserves existing voice and structure.
WORKS 58
Multi-dimensional adversarial diff reviewworkflowEngineeringL3
review-branch-adversarial · Pre-PR review on systems with strict governance (fail-closed, policy-enforcing) where wiring gaps are critical.
WORKS 58
Multi-lens adversarial engine reviewworkflowEngineeringL3
ultra-qa-review · Pre-release audit on mature code when adversarial multi-agent review justifies token cost.
WORKS 58
Loop build-and-fix iterations until successworkflowEngineeringL3
30-build · Language port automation where one-pass fix cycles + error signature repeat detection saves manual iteration.
WORKS 57
Hunt bugs with parallel adversarial verifyworkflowEngineeringL3
bughunt-deep · Pre-release audit on signal-heavy domains (imaging, DSP, physics) where real bugs justify multi-agent search cost.
WORKS 56
Compare functions across code shardsworkflowEngineeringL3
31-checkup · Post-build sanity check to catch silent artifact corruption or incomplete linking.
WORKS 54
Execute seven-stage development pipelineworkflowEngineeringL3
dev-pipeline · Standard CI orchestration when phase interdependencies are linear and early exit on error is desired.
WORKS 55
Review code across LLM familiesworkflowEngineeringL3
dual-family-review · Drift detection when you maintain parallel implementations (deprecated + new, A/B experiment, etc).
WORKS 56
Triage app crashes by business impactskillEngineeringProductL2
crash-analytics · Mobile teams seeing >0.5% crash rate affecting App Store ranking and retention who need impact-based triage not frequency ranking.
WORKS 60
Audit surfaces and frame findingsworkflowEngineeringL3
audit-sweep · Continuous or pre-release audit when you have specific compliance gates beyond linting.
WORKS 58
Orchestrate device QA testing seriallyworkflowEngineeringL3
device-qa-orchestrate · Serial hardware-constrained QA (single emulator/sim lease) that blocks release until all platforms pass.
WORKS 55
Reconcile backlog into tracker issuesworkflowEngineeringL3
phase2-reconcile · Folding standing technical debt into per-module tracker issues without hand-rolled deduplication.
WORKS 60
Apply architect review findings sequentiallyworkflowEngineeringL3
architect-fix · Complex multi-phase orchestration where deterministic ordering and structured outputs are critical.
WORKS 58
Implement Dynamic Workflow Runtime StagesworkflowEngineeringL3
dynamic-workflow-impl · Complex multi-phase orchestration where deterministic ordering and structured outputs are critical.
WORKS 48
Run Competitive Code TournamentworkflowEngineeringL3
fierce-compete · Complex multi-phase orchestration where deterministic ordering and structured outputs are critical.
WORKS 55
Multi-Dimension Code ReviewworkflowEngineeringL3
harness-review · Complex multi-phase orchestration where deterministic ordering and structured outputs are critical.
WORKS 57
Fan-Out Adversarial ResearchworkflowEngineeringL3
research · Complex multi-phase orchestration where deterministic ordering and structured outputs are critical.
WORKS 57
Investigate Flaky Test Root CauseworkflowEngineeringL3
flaky_test_hunter · Isolating flaky test root causes by running suspected culprits in parallel with detailed logging.
WORKS 55
Upgrade Agent Fleet FrameworkworkflowEngineeringL3
upgrade-agent-fleet · Systematically modernizing agent codebase to shared framework without manual drift.
WORKS 54
Scan and Rank Tech DebtworkflowEngineeringL3
tech-debt-triage · Identifying quick wins in refactor sprints faster than manual code review.
WORKS 60
Pre-Release Validation GateworkflowEngineeringL3
release-checklist · Gating releases with multi-perspective verification before ship.
WORKS 57
Remove Unused Code IterativelyworkflowEngineeringL3
dead-code-sweep · Iteratively cleaning unused code until fixpoint without manual symbol tracking.
WORKS 55
Run Multi-Persona QA TribunalworkflowEngineeringL3
demerzel-tribunal-panel · Multi-persona QA consensus on PRs with contract-valid verdicts and blast-radius tracking.
WORKS 57
Analyze Performance BottlenecksworkflowEngineeringL3
performance-profiler · Finding optimization targets via parallel lenses (algo + memory + IO + bundle).
WORKS 57
Sync Remote Workflows to Local RepoworkflowEngineeringL3
mirror-sync · Keeping n8n local repo mirrored to instance without manual sync.
WORKS 57
Run Whole-App Correctness AuditworkflowEngineeringL3
codebase-review · Major version boundaries requiring whole-system audit and correctness theme.
WORKS 57
Execute Review Pipeline CoreworkflowEngineeringL3
review-core · Detailed correctness + hardening audit of core subsystems per theme.
WORKS 56
Audit Authorization and Access ControlworkflowEngineeringL3
authz-audit-and-architecture · Authorization system audit across distributed services with architecture recommendations.
WORKS 60
Audit Dependencies for RiskworkflowEngineeringL3
dependency-audit · Security and compatibility audit of dependency trees with CVE verification.
WORKS 55
Coordinate Multi-Repo ChangesworkflowEngineeringL3
multi-repo-edit · Applying the same change atomically across multiple repositories.
WORKS 58
Auto-Research GPT ConfigurationworkflowEngineeringL3
dead-presidents-autoresearch · workflow automation in specialized problem domain; check artifact name and description.
←page 5 / 86→