cyberneticlibrary

The library

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

ArtifactsCapabilitiesRecipes
kindallskillworkflowmcp_servercommandsubagentplugin|✓ proven✗ harmfulmeasured only388 artifacts
forSalesMarketingHRFinanceLegalOpsProductEngineeringDataProductivitySupportsetup≤ plug & play≤ + a key≤ multi-tool
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 57
Analyze repository structure and modulesworkflowEngineeringL2
inspect_project · Understanding project topology and dependency flows for refactoring planning.
WORKS 59
Process with short snake caseworkflowL2
short_snake_case · Bulk renaming codebase to snake_case convention with cross-file consistency.
WORKS 55
Score homepage quality metricsworkflowProductL2
eval-access-fn · 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 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 58
Cluster feedback into themesworkflowProductOpsL2
feedback-themes · Digesting user feedback batches without manual labeling.
WORKS 59
Assess release readiness with parallel risk checksworkflowOpsL2
release_check · Assessing release safety before shipping with parallel risk checks.
WORKS 54
Convert vague goals into testable specsworkflowProductEngineeringL2
goal-lint · Building features with test-first discipline across multiple implementation rounds.
WORKS 60
Fix prose defects across blog batchworkflowMarketingL2
blog-prose-remediation · Hardening vague agent instructions into precise, testable, falsifiable prompts.
WORKS 56
Triage open PRs for bugs before mergeworkflowEngineeringL2
pr-triage · Building workflows with structured orchestration and verification gates.
WORKS 60
Execute codex workflow runnerworkflowL2
codex_workflow_runner · Building workflows with structured orchestration and verification gates.
WORKS 53
Execute placeholder workflow templateworkflowL2
${name} · Building workflows with structured orchestration and verification gates.
WORKS 59
Drive openwop changes from RFC to PRworkflowEngineeringL2
feature-dev · Hardening vague agent instructions into precise, testable, falsifiable prompts.
WORKS 54
Structured agent orchestration with deterministic phase transitions and fault isolation.workflowEngineeringL2
workflow-authoring · Structured agent orchestration with deterministic phase transitions and fault isolation.
WORKS 58
Run smoke testsworkflowEngineeringL2
smoke · Testing workflow runtimes without consuming tokens, using injected fake executors.
WORKS 59
Run TDD cycle for featuresworkflowEngineeringL2
tdd · Structured agent orchestration with deterministic phase transitions and fault isolation.
WORKS 59
Create implementation plans from feature requestsworkflowProductEngineeringL2
implementation_plan · When you want a technical plan before coding, especially for multi-file or unfamiliar code changes.
WORKS 57
Run test suiteworkflowEngineeringL2
test · Testing orchestrator robustness when agent calls fail or return partial results
WORKS 55
Archive completed project plansworkflowOpsL2
organize-completed-plans · Bulk file reorganization tasks with frontmatter-based categorization.
WORKS 59
Evaluate neurospatial API design comprehensivelyworkflowProductEngineeringL2
design-review · Multi-phase workflows requiring orchestrated agent handoffs and structured consensus.
WORKS 58
Resume incomplete layout test phasesworkflowEngineeringL2
layout-followups-resume · Multi-phase workflows requiring orchestrated agent handoffs and structured consensus.
WORKS 55
Migrate UI to ChipGroup componentsworkflowEngineeringL2
chips-badges-migration · Orchestrating multi-phase autonomous workflows where fan-out and synthesis improve outcomes.
WORKS 54
Audit artifact strategy and scopeworkflowL2
skill-portfolio-existence-review · Code/MR review across security, performance, conventions with adversarial refutation quorum gates.
WORKS 58
Implement issues with quality auditsworkflowEngineeringL2
rss-issue-sprint · Batching issue implementations with simultaneous quality audits.
WORKS 55
Tune Codex theme iterativelyworkflowEngineeringProductL2
codex-theme-tune · Orchestrating multi-phase autonomous workflows where fan-out and synthesis improve outcomes.
WORKS 57
Tune Antigravity theme iterativelyworkflowEngineeringProductL2
antigravity-theme-tune · Orchestrating multi-phase autonomous workflows where fan-out and synthesis improve outcomes.
WORKS 55
Diagnose system issuesworkflowL2
diagnose · Orchestrating multi-phase autonomous workflows where fan-out and synthesis improve outcomes.
WORKS 57
Run minimal UI test demonstrationworkflowEngineeringL2
ui-test-minimal · Orchestrating multi-phase autonomous workflows where fan-out and synthesis improve outcomes.
WORKS 55
Audit docs for accuracy and clarityworkflowEngineeringL2
docs-audit · Orchestrating multi-phase autonomous workflows where fan-out and synthesis improve outcomes.
WORKS 60
Plan phased build for collaborative editorworkflowProductL2
notion-clone-build-plan · Workflow notion clone build plan with multi-agent verification.
WORKS 58
Redesign UI with Tailwind and shadcnworkflowProductL2
ui-redesign · Workflow ui redesign with multi-agent verification.
WORKS 60
Test workflow executionworkflowEngineeringL2
workflow-slug · Workflow workflow slug with multi-agent verification.
WORKS 57
Review halmos skill across dimensionsworkflowEngineeringL2
qa-halmos-review · Workflow qa halmos review with multi-agent verification.
WORKS 59
Generate ideas, dedupe, filter by rubricworkflowProductL2
generate-and-filter · Brainstorming where you want breadth first, then only the highest-quality, non-duplicate, rubric-passing ideas. Pass a bare topic string, or {topic, generators?, rubric?, threshold?, keep?} as args.
WORKS 56
Trace dynamic workflow executionworkflowEngineeringL2
trace-dynamic-workflow · Workflow trace dynamic workflow with multi-agent verification.
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 53
Sweep GUI surfaces for jank and issuesworkflowProductL2
gui-audit · Triage workflows where items need independent lens-based analysis before synthesis.
WORKS 55
Stress test and refine planworkflowEngineeringL2
argus-refine-plan · Topologically sorted task execution across human-in-the-loop and agentic work layers.
WORKS 60
Draft and review implementation planworkflowEngineeringL2
codequality-gates-sliceA-plan · Multi-dimensional acceptance criteria requiring independent per-AC verification.
WORKS 54
Review rule adherence with skepticsworkflowEngineeringL2
gate-review · Multi-dimensional acceptance criteria requiring independent per-AC verification.
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 57
Score technical approaches with judgesworkflowProductL2
judge-panel · Orchestrate multi-agent judge panel across parallel branches and synthesis.
WORKS 59
General workflow utilityworkflowL2
short_snake_case · Orchestrate multi-agent short_snake_case across parallel branches and synthesis.
WORKS 54
Propose and verify iterative improvementsworkflowProductL2
improve · Orchestrate multi-agent improve across parallel branches and synthesis.
WORKS 58
Build sequenced backend tasks from contractsworkflowProductL2
todos-build · Multi-agent backend implementation when strict pinned-contract enforcement prevents scope creep.
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