cyberneticlibrary

The library

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

ArtifactsCapabilitiesRecipes
kindallskillworkflowmcp_servercommandsubagentplugin|✓ proven✗ harmfulmeasured only1,125 artifacts
forSalesMarketingHRFinanceLegalOpsProductEngineeringDataProductivitySupportsetup≤ plug & play≤ + a key≤ multi-tool
WORKS 27
Build verified prospect lists from customer poolsworkflowSalesMarketingL3-8pp measured
outreach-fanout-research · When you need to build a prospect list from a look-alike pool of a known customer and you need both email AND phone verified from official sources, not brokers.
WORKS 56
Audit milestones with adversarial reviewworkflowOpsEngineeringL3
wf-milestone-audit · Accelerating milestone validation with parallel dimension checks and adversarial bias detection.
WORKS 55
Generate code review reportsworkflowEngineeringL2
rpt-' + taskname + ' · Converting natural task commands into verified deterministic Workflow scripts with full auditability.
WORKS 58
Contribute code features end-to-endworkflowEngineeringL2
contribute-card · Automating AI-driven Magic card implementation with full plan-implement-review-verify gating.
WORKS 60
Audit codebases for security and performanceworkflowEngineeringOpsL3
code_audit · Parallel 3-phase security/style/synthesis audit with cross-file pattern detection.
WORKS 59
Review code via distributed councilworkflowEngineeringL3
council-round · Multi-perspective code review over complex PRs using adversarial 11-category dimension framework.
WORKS 57
Score items with adversarial votingworkflowDataOpsL3
wf-swarm-score · Verifying adversarial score spreads and detecting hallucinating ants via 3-role consensus.
WORKS 57
Analyze repository structure and modulesworkflowEngineeringL2
inspect_project · Understanding project topology and dependency flows for refactoring planning.
WORKS 55
Fix documentation and API drift weeklyworkflowEngineeringL3
doc-drift-fix · Keeping docs synchronized with code via automated drift detection and repair.
WORKS 59
Process with short snake caseworkflowL2
short_snake_case · Bulk renaming codebase to snake_case convention with cross-file consistency.
WORKS 55
Research topics and synthesize findingsworkflowProductL3
kiln-research · Deep research investigations with parallel multi-perspective evidence gathering.
WORKS 55
Engineer portable OSS harness workflowworkflowEngineeringL3
oss-harness-engineering-workflow · Setting up comprehensive OSS testing infrastructure with reproducible CI.
WORKS 55
Audit patch health and robustnessworkflowEngineeringL3
patch-audit · Validating patches pre-merge against security, style, and breaking-change criteria.
WORKS 55
Dispatch and synthesize specialist teamsworkflowEngineeringL3
fan-out-workflow · Parallelizing independent specialist reviews where final synthesis is budget-aware.
WORKS 55
Score homepage quality metricsworkflowProductL2
eval-access-fn · Executing complex multi-phase workflows with typed outputs.
WORKS 54
Audit workflow architecture and patternsworkflowEngineeringL3
wc-audit · Discovering quality gaps across multiple architecture and compliance dimensions.
WORKS 57
Generate prose from section outlinesworkflowMarketingL3
writing-draft · Converting detailed outlines to publishable prose while maintaining spec fidelity.
WORKS 55
Implement and review rulebook backlogworkflowEngineeringL3
rulebook-driver · Implementing backlog items with enforced SDD+TDD gates and auto-commit.
WORKS 57
Verify answers with adversarial reviewworkflowL3
consult-with-adversarial-review · Catching wrong-but-plausible council answers before use.
WORKS 59
Run complete QA cycle phasesworkflowEngineeringL3
qa · Discovering and fixing bugs before ship with parallel test orchestration.
WORKS 55
Validate legacy to modern stack migrationworkflowEngineeringL3
migration-audit · Discovering quality gaps across multiple architecture and compliance dimensions.
WORKS 58
Document package API and extensibilityworkflowEngineeringL3
understand-package-api · Executing complex multi-phase workflows with typed outputs.
WORKS 55
Execute release checkpoint phasesworkflowEngineeringL3
release-checkpoint · Executing complex multi-phase workflows with typed outputs.
WORKS 54
Verify spec citations and sourcesworkflowEngineeringL3
bier-spec-audit · Discovering quality gaps across multiple architecture and compliance dimensions.
WORKS 53
Route ticket through verification gatesworkflowOpsL3
forge-run-ticket · Executing complex multi-phase workflows with typed outputs.
WORKS 55
Audit view and edit block parityworkflowEngineeringL3
view-edit-parity · Executing complex multi-phase workflows with typed outputs.
WORKS 55
Run parallel sprint agentsworkflowEngineeringL3
daily-improvement-v4-sprint · Executing complex multi-phase workflows with typed outputs.
WORKS 59
Benchmark harness on capability questionsworkflowEngineeringL3
hle-15-ablation · Executing complex multi-phase workflows with typed outputs.
WORKS 54
Benchmark capability across hardwareworkflowEngineeringL3
bench-capability-sprint-23 · Executing complex multi-phase workflows with typed outputs.
WORKS 55
Prepare release documentationworkflowEngineeringL2
release-prep-phase2 · Executing complex multi-phase workflows with typed outputs.
WORKS 55
Research topics with web sourcesworkflowProductL2
deep_research · 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 55
Multi-agent code review workflowworkflowEngineeringL3
triptych · Blocking unsafe SceneView merges with enforced multi-lens coverage (correctness, API, parity, UX, safety) and a serial visual QA gate that prevents device-contention race conditions.
WORKS 57
Parallel adversarial code reviewworkflowEngineeringL3
review-fanout · Autonomous merge gates for SceneView PRs: reviewers catch issues, adversarial verify filters false positives, breaking-API change blocks auto-merge with traceback.
WORKS 55
Verify live artifact stateworkflowEngineeringL3
store-status · Verifying real live artifact availability after CI passes; CI-green is never proof of live for app stores, CDN, and package registries.
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 56
Reconstructing workflow execution DAGs from recorded results for visualization, audit, and re-execution without re-running agents; handles data-dependent fan-out and sub-workflows.workflowL2
r · Reconstructing workflow execution DAGs from recorded results for visualization, audit, and re-execution without re-running agents; handles data-dependent fan-out and sub-workflows.
WORKS 59
Event emitter workflowworkflowEngineeringL2
emitter · Compiling high-level workflow IR specifications into executable Claude Code scripts with automatic phase ordering and schema declaration emission.
WORKS 55
Drive OpenSpec lifecycleworkflowEngineeringL3
openspec-lifecycle · Managing multi-stage product lifecycles with validation gates between phases.
WORKS 59
Monitor upstream documentation changesworkflowEngineeringL3
forge-watch · Multi-phase projects requiring parallel specialist execution and cross-stage coordination.
WORKS 58
Cluster feedback into themesworkflowProductOpsL2
feedback-themes · Digesting user feedback batches without manual labeling.
WORKS 57
Implement boilerplate hardening planworkflowEngineeringL3
boilerplate-hardening · Multi-phase projects requiring parallel specialist execution and cross-stage coordination.
WORKS 56
Execute multi-wave implementation plansworkflowEngineeringL3
execute-plan · Managing multi-stage product lifecycles with validation gates between phases.
WORKS 55
Generate German learning programworkflowOpsProductL3
german-program · Managing multi-stage product lifecycles with validation gates between phases.
WORKS 60
Verify merged PRs integrate cleanlyworkflowEngineeringL3
harmony · Catching union-breakage no single PR review sees after parallel merge window closes
WORKS 56
Adjudicate agent code reviewsworkflowEngineeringL3
review-council · Architecture reviews and security audits where diverse lenses + adversarial code-tracing beats single-reviewer cost/coverage tradeoff
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
Auto-improve Bun image API coverage iterativelyworkflowEngineeringL3
demo-bun-image-self-improve · Autonomous iterative improvement of small Bun apps with continuous feedback loop
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