cyberneticlibrary

The library

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

Artifacts Capabilities Recipes

kindall skill workflow mcp_server command subagent plugin|✓ proven ✗ harmful measured only7,788 artifacts

forSales Marketing HR Finance Legal Ops Product Engineering Data Productivity Supportsetup≤ plug & play ≤ + a key ≤ multi-tool

Resolve all parity findingsworkflowEngineeringL3

parity-fix · Iterative multi-phase workflows with safeguards.

Audit entire codebase for bugsworkflowEngineeringL3

compass-audit · A deep audit of an area or the whole repo — more coverage than one review pass. Scope it with args.path (e.g.

Evaluate sprint contract dynamicallyworkflowEngineeringProductL3

harness-eval · Iterative multi-phase workflows with safeguards.

Audit dependencies for securityworkflowEngineeringOpsL3

dependency-audit · Monthly per repo, before major releases, or when adding a significant new dependency. Surface critical security findings

Compare AI models dailyworkflowDataProductL3

model-arena-daily · Daily intelligence on which Claude tier is best for each task type. Cost-disciplined by design: 3 generators + 1 judge =

Verified swarm executionworkflowL2

verified-swarm.workflow · Catching error-suppression in automated fixes via voting.

Decompose issue into sub-issuesworkflowEngineeringProductL2

decompose-issue · When a task is too large for one ticket and should become a parent + several sub-issues on phaabe/live.moafunk.de

Review code diff for conventionsworkflowEngineeringL3

review-diff · Catching error-suppression in automated fixes via voting.

Prepare dispatch scaffoldingworkflowEngineeringProductL2

dispatch-prep · When Leader wants to dispatch the Developer subagent manually in main chat but still benefit from the preflight + scaffo

Sweep for untested business logicworkflowEngineeringFinanceL3

coverage-sweep · Iterative multi-phase workflows with safeguards.

Verify commit claims before pushworkflowEngineeringL2

pre-push-verify · Before git push of a feature branch, before gh pr create, before gh pr merge. Especially after rebase / amend / worktree

Draft feature flags in parallelworkflowEngineeringL3

ws-bf-fanout · Catching error-suppression in automated fixes via voting.

Discover targets through iterative deduplicationworkflowSalesMarketingL3

loop-discover · When the amount of work is unknown upfront — bugs, proposals, patterns. Spawns finder agents until K consecutive rounds

Generate verified science curriculum questionsworkflowProductEngineeringL3

author-content · Generating science curriculum MCQ items with guaranteed content accuracy and grade-fit validation through adversarial verification.

Batch-process design chapter rewritesworkflowProductL3

author-rework-batch · Iterative multi-phase workflows with safeguards.

Audit AI game engine capability gapsworkflowEngineeringL3

p6-complete-dm-gap-audit · Iterative multi-phase workflows with safeguards.

Polish workflow visualization mapsworkflowEngineeringL3

polish-ascii-map · Iterative multi-phase workflows with safeguards.

Improve workflow GUI usabilityworkflowProductEngineeringL3

polish-gui · Iterative multi-phase workflows with safeguards.

Multi-agent Go code review pipelineworkflowEngineeringL3

verify-go-review · Catching error-suppression in automated fixes via voting.

Parallelize sprint story implementationworkflowEngineeringL3

harness-implement-group · Iterative multi-phase workflows with safeguards.

Diagnose agent evaluation failuresworkflowEngineeringL3

wave-analysis · Root-cause analysis across multi-scenario runs with dedup and regression detection.

Run security scans across OWASP Top 10workflowEngineeringLegalL3

forge-check-security · OWASP parallel scanning (6 dimensions) with risk aggregation and gate enforcement.

Audit research findings for completenessworkflowDataL3

grounding-audit · Parallel read-only audits against design claims with completeness criticism.

Fix and test path traversal vulnerabilityworkflowEngineeringL3

fix-harvest-security · OWASP parallel scanning (6 dimensions) with risk aggregation and gate enforcement.

Generate daily research briefworkflowDataMarketingL3

research-pulse-daily · Daily lightweight research pulse: 3 parallel domain scans + synthesis.

Harden committer resource injectionworkflowEngineeringL3

fix-committer-harvest · Security hardening: fixer → test-writer → adversarial reviewer loop.

Implement feature with review loopworkflowEngineeringL2

implement-and-review · Iterative code review → fix loops up to 3 rounds, hard-capped.

Compare options with scored tableworkflowProductOpsL2

compare-options · Head-to-head option comparison: parallel research + impartial scoring.

Compose parallel review verificationworkflowEngineeringL3

trace-compose · Test multi-stage pipeline with nested parallel (canonical review→verify shape).

Workflow orchestration toolworkflowL2

WorkflowTool · JavaScript workflow orchestration engine with resume/caching support.

Certify specification complianceworkflowEngineeringL3

skv18-s-p3-certify · Multi-lens schema certification with falsifiability and sequencing audits.

Deep Python file security reviewworkflowEngineeringL3

file-review · Code review over file set: parallel analysis + consensus.

Parallelize panic diagnosisworkflowEngineeringL3

phase-c-panic-swarm · Crisis response: parallel threat detection + rapid escalation.

Implement and verify keystoneworkflowEngineeringL3

phase-b2-keystone · Critical path validation: parallel checks on load-bearing components.

Parallelize complex coding slicesworkflowEngineeringL3

coding · Code generation: prompt → parallel agents → merge.

Validate skill documentation driftworkflowEngineeringOpsL3

audit-skill-consistency · Skill consistency audit across agents/dimensions.

Classify memory safety issuesworkflowEngineeringL2

phase-h-classify-issues · Prioritizing crash/memory-safety issues in a Zig→Rust migration by classifying GitHub issues at scale with Rust-port impact assessment.

Run code review debates until consensusworkflowEngineeringL3

codex-debate · Adversarial debate to uncover contradictions in claims/code.

Build company research source catalogworkflowDataL3

driver-menu-build · Interactive menu-driven workflows with dynamic branching.

Gate releases with automated quality checksworkflowEngineeringL3

release-gate · Release gating with multi-criteria pass/fail verdicts.

Implement and test single issuesworkflowEngineeringL2

close-issue · Issue closure with verification and state logging.

Deploy hotfixes with minimal reviewworkflowEngineeringL2

hotfix · Orchestrate multi-phase hotfix tasks with structured verification and recovery.

Build MoE-aware model distillationworkflowEngineeringL3

frontier-tail-build-w2-moe · Orchestrate multi-phase frontier-tail-build-w2-moe tasks with structured verification and recovery.

Verify findings across parallel reviewersworkflowEngineeringL3

review-changes · Orchestrate multi-phase review-changes tasks with structured verification and recovery.

Generate DSP reference documentationworkflowEngineeringL3

ugen-dsp-notes · Orchestrate multi-phase ugen-dsp-notes tasks with structured verification and recovery.

Assign game palettes to level stagesworkflowProductL2

rpg-stages · Orchestrate multi-phase rpg-stages tasks with structured verification and recovery.

Explore RPG redesign directionsworkflowProductL2

rpg-design · Orchestrate multi-phase rpg-design tasks with structured verification and recovery.

Optimize command descriptions for reliabilityworkflowEngineeringL3

description-optimize · Orchestrate multi-phase description-optimize tasks with structured verification and recovery.

Scale model training with grid searchworkflowEngineeringL3

dead-presidents-resweep-scale · Orchestrate multi-phase dead-presidents-resweep-scale tasks with structured verification and recovery.

Autopilot feature requests to executionworkflowProductEngineeringL3

auto-feature · Orchestrate multi-phase auto-feature tasks with structured verification and recovery.

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