cyberneticlibrary

The library

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

ArtifactsCapabilitiesRecipes
kindallskillworkflowmcp_servercommandsubagentplugin|✓ proven✗ harmfulmeasured only160 artifacts
forSalesMarketingHRFinanceLegalOpsProductEngineeringDataProductivitySupportsetup≤ plug & play≤ + a key≤ multi-tool
WORKS 56
Audit milestones with adversarial reviewworkflowOpsEngineeringL3
wf-milestone-audit · Accelerating milestone validation with parallel dimension checks and adversarial bias detection.
WORKS 60
Audit codebases for security and performanceworkflowEngineeringOpsL3
code_audit · Parallel 3-phase security/style/synthesis audit with cross-file pattern detection.
WORKS 57
Score items with adversarial votingworkflowDataOpsL3
wf-swarm-score · Verifying adversarial score spreads and detecting hallucinating ants via 3-role consensus.
WORKS 58
Scan and fix AI patterns deterministicallyworkflowEngineeringOpsL4
de-ai-pipeline · Data-driven de-AI fix loop where detection is deterministic and fixing is AI-driven and bounded.
WORKS 53
Route ticket through verification gatesworkflowOpsL3
forge-run-ticket · Executing complex multi-phase workflows with typed outputs.
WORKS 59
Extract and aggregate sprint lessonsworkflowOpsL3
sprint-lessons · Executing complex multi-phase workflows with typed outputs.
WORKS 57
Generate workshop slides and notesworkflowEngineeringOpsL3
workshop-generate · Generating workshop slides in phases: per-SECTION fan-out enforces intra-section flow and composability; assembly gate catches compile errors before marking success.
WORKS 55
Run parallel area auditsworkflowEngineeringOpsL3
area-audit · Fast multi-perspective code audits with adversarial filtering of false positives; HIGH findings must be independently verified before inclusion in report.
WORKS 58
Cluster feedback into themesworkflowProductOpsL2
feedback-themes · Digesting user feedback batches without manual labeling.
WORKS 55
Generate German learning programworkflowOpsProductL3
german-program · Managing multi-stage product lifecycles with validation gates between phases.
WORKS 57
Scaffold eight-role dev pipelineworkflowEngineeringOpsL4
dev-team-pipeline · End-to-end feature delivery when structured handoff-by-file-path and invariant gates matter more than ad-hoc coordination
WORKS 59
Produce validated ebooksworkflowOpsProductL3
ebook · Long-form knowledge products where source verification + adversarial claim-checking beats single-author trust
WORKS 59
Audit and fix paper digitization end-to-endworkflowOpsL3
full-pass · Quick full-pass paper review when single-agent depth sufficient
WORKS 59
Assess release readiness with parallel risk checksworkflowOpsL2
release_check · Assessing release safety before shipping with parallel risk checks.
WORKS 55
Coordinate release prep phases 1A and 1BworkflowEngineeringOpsL3
release-prep-phase1 · Best for: complex multi-phase orchestration with parallelization and adversarial gates.
WORKS 54
Execute 10-phase major release workflowworkflowEngineeringOpsL3
v5-0-full-lifecycle · Coordinating a major release with 10 phases and cross-team dependencies.
WORKS 55
Forge and validate ideas across lensesworkflowProductOpsL3
idea-forge · When forging novel research ideas for a specific venue and you want adversarial judges to rank by feasibility and contribution.
WORKS 60
Score and route agent descriptionsworkflowEngineeringOpsL3
routing-rubric-pass · Managing multi-stage product lifecycles with validation gates between phases.
WORKS 56
Run fierce debate on high-stakes decisionsworkflowOpsProductL3
fierce-debate · High-stakes architectural or strategic decisions requiring adversarial pressure-testing.
WORKS 55
Archive completed project plansworkflowOpsL2
organize-completed-plans · Bulk file reorganization tasks with frontmatter-based categorization.
WORKS 55
Conduct deep research with verified sourcesworkflowProductOpsL3
deep_research · Multi-source research with synthesis and adversarial fact-checking.
WORKS 59
Run weekly site health check reportworkflowOpsProductL3
weekly-checkin · Unattended weekly health checks (GSC, deploy, links, schema, CWV).
WORKS 55
Analyze site structure deeplyworkflowProductOpsL3
site-deep-analyze · Deep site analysis combining Playwright crawl, static DOM/CSS inspection, and vision-based UI classification.
WORKS 58
Migrate research workflow to productionworkflowEngineeringOpsL3
weekly-research-workflow-poc · Orchestrating multi-phase autonomous workflows where fan-out and synthesis improve outcomes.
WORKS 43
Audit system health and deviationsworkflowOpsL3
audit-loop · Run on the recurring /loop audit fire to deterministically check gm + rs-* for drift from the paper MO
WORKS 55
Conduct blameless incident postmortemworkflowOpsL2
incident-postmortem · After any production incident or near-miss. Output is a blameless postmortem ready for team review and action-item tracking.
WORKS 55
Synthesize multi-source research with verificationworkflowOpsDataL3
research · Exploratory research with parallel hypothesis agents and cross-check synthesis.
WORKS 59
Translate and iteratively refine contentworkflowMarketingOpsL3
translation-qa · Iterative quality improvement where an analyzer-editor loop converges until no issues are found twice in a row.
WORKS 57
Build and review capability packs from researchworkflowProductOpsL3
agent-pack-factory-build · Building agent-adjacent capability packs where research findings are grounded into tested, reusable prompts.
WORKS 57
Route requests to specialist agentsworkflowOpsL2
routing · Orchestrating multi-phase agent workflows with structured handoff and consensus-driven decision gates.
WORKS 58
Conduct systematic project inspectionworkflowOpsL2
inspect_project · Orchestrate multi-agent inspect_project across parallel branches and synthesis.
WORKS 59
Coordinate tickets across phasesworkflowOpsL3
coordinate-phase · Parallel feature development where file ownership, worktree freshness, and quality gates are structural.
WORKS 54
Classify and patch session learningsworkflowOpsL3
fold-learnings · Routing session learnings to the right home (skill/workflow/CLAUDE.md/memory) with adversarial redundancy check.
WORKS 55
Audit Editorial Neutrality and SourcesworkflowOpsL3
atlas-auditoria-readonly · Read-only compliance audits against Atlas Auditoria framework.
WORKS 58
Draft CloudTrail AWS Setup ScriptworkflowOpsL3
cloudtrail-setup-script · workflow automation in specialized problem domain; check artifact name and description.
WORKS 48
Review Terraform Security and CostworkflowOpsL3
infra-review · workflow automation in specialized problem domain; check artifact name and description.
WORKS 57
Audit service packages in parallelworkflowOpsL3
audit-services · workflow automation in specialized problem domain; check artifact name and description.
WORKS 55
Author and refine task specificationsworkflowProductOpsL2
spec-author · Authoring task specs when codebase patterns and prior specs exist to ground decisions.
WORKS 55
Validate operations and reference documentationworkflowOpsL2
vet-docs-phaseB · Phase-gated documentation validation across a large codebase.
WORKS 57
Run daily system review wave pipelineworkflowOpsL3
dsr-wave1 · Applying dsr-wave1 as a specialized, reusable capability.
WORKS 60
Gate releases with parallel validationworkflowOpsL3
release-checklist · Applying release-checklist as a specialized, reusable capability.
WORKS 55
Audit dependencies for securityworkflowEngineeringOpsL3
dependency-audit · Monthly per repo, before major releases, or when adding a significant new dependency. Surface critical security findings
WORKS 55
Compare options with scored tableworkflowProductOpsL2
compare-options · Head-to-head option comparison: parallel research + impartial scoring.
WORKS 55
Validate skill documentation driftworkflowEngineeringOpsL3
audit-skill-consistency · Skill consistency audit across agents/dimensions.
WORKS 57
Build verified project understandingworkflowOpsL3
recon · Orchestrate multi-phase recon tasks with structured verification and recovery.
WORKS 59
Triage and route work itemsworkflowOpsL2
triage · Orchestrate multi-phase triage tasks with structured verification and recovery.
WORKS 57
Execute lightweight go/no-go decisionsworkflowOpsL2
go · Orchestrate multi-phase go tasks with structured verification and recovery.
WORKS 57
Deep-review translations for qualityworkflowOpsProductL2
opus-deep-review · Parallel review and triage workflows across multiple criteria or models.
WORKS 57
Triage and dispatch issuesworkflowOpsEngineeringL2
triage-loop · Parallel review and triage workflows across multiple criteria or models.
WORKS 55
Validate standards as playable dungeonsworkflowProductOpsL3
build-dungeons · Automated test repair and quality assurance loops.
page 1 / 4→