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 55
Audit tool setup for model upgradeworkflowEngineeringL3
model-recalibration-audit · Model update audits where capability changes must be verified against confirmed facts.
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 57
Audit codebase maintainability and dependenciesworkflowEngineeringL3
nuclear-review · Comprehensive codebase audits where structural issues must be prioritized and mapped across modules.
WORKS 55
Structured agent orchestration with deterministic phase transitions and fault isolation.workflowEngineeringL4
workflow_harness · Structured agent orchestration with deterministic phase transitions and fault isolation.
WORKS 59
Triage PRs and recommend merge decisionsworkflowEngineeringL3
pr-triage · Automating PR assessment workflows where required checks and merge eligibility criteria change per repo.
WORKS 58
Run smoke testsworkflowEngineeringL2
smoke · Testing workflow runtimes without consuming tokens, using injected fake executors.
WORKS 56
Optimize structured data for AI entity recognitionskillMarketingEngineeringL2
geo-schema · Optimizing entity recognition when schema is the bottleneck to AI citations.
WORKS 58
Orchestrate EPIC from plan to mergeworkflowEngineeringL3
agent-orchestrator · Multi-stage task execution where parallel safety and dependency ordering reduce wall-clock time.
WORKS 60
Review codebase and documentation dimensionsworkflowEngineeringL3
repo-review · Comprehensive codebase audits where structural issues must be prioritized and mapped across modules.
WORKS 58
Implement C++ AST schema upgradeworkflowEngineeringL3
cpp-mcp-v7-full-ast-schema · Structured agent orchestration with deterministic phase transitions and fault isolation.
WORKS 59
Run TDD cycle for featuresworkflowEngineeringL2
tdd · Structured agent orchestration with deterministic phase transitions and fault isolation.
WORKS 55
Audit app security and code qualityworkflowEngineeringL3
madi-full-audit · Model update audits where capability changes must be verified against confirmed facts.
WORKS 55
Author new SKILL.md filesworkflowEngineeringL3
create-skill · Structured agent orchestration with deterministic phase transitions and fault isolation.
WORKS 52
Discover web application vulnerabilitiesworkflowEngineeringL3
vuln-discovery · Structured agent orchestration with deterministic phase transitions and fault isolation.
WORKS 56
Plan build iteration with feature specsworkflowEngineeringL3
kmaz-plan-iteration · Structured agent orchestration with deterministic phase transitions and fault isolation.
WORKS 56
Execute TDD with security gatesworkflowEngineeringL3
sdd-impl-spec · Structured agent orchestration with deterministic phase transitions and fault isolation.
WORKS 53
Discover vulnerabilities with feedback loopsworkflowEngineeringL3
vuln-discovery · Structured agent orchestration with deterministic phase transitions and fault isolation.
WORKS 58
Generate project health monitoring dashboardcommandEngineeringL2
dashboard · DevOps teams and engineering leads setting up project health dashboards for visibility on CI/CD, code quality, and infrastructure.
WORKS 55
Sweep dead code and unused abstractionsworkflowEngineeringL3
nihil-shiva · When artifacts may no longer earn their existence and you want evidenced deletion guidance before committing to removal.
WORKS 58
Judge architecture restructuring optionsworkflowEngineeringL3
nihil-athena · When the defect is structural (cohesion, coupling, boundaries) and you want the strongest restructuring scored by independent judges.
WORKS 57
Audit repositories across multiple dimensionsworkflowEngineeringL3
audit_repo · When you need a thorough multi-dimension code review of a whole repo or major subsystem in one pass.
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 59
Run autonomous software factory cyclesworkflowEngineeringL4
assetcore-factory · When you need continuous improvement cycles with role-based QA, not one-shot fixes.
WORKS 55
Validate designs through adversarial testingworkflowProductEngineeringL3
adversarial-validation · When you need to verify that tests actually test something and aren't vacuous before committing to green.
WORKS 55
Review pull requests from multiple perspectivesworkflowEngineeringL3
pr-review-multi-perspective · Multi-phase projects requiring parallel specialist execution and cross-stage coordination.
WORKS 58
Run neurodivergent code review arenaworkflowEngineeringL3
neurodivergent-arena · Multi-phase projects requiring parallel specialist execution and cross-stage coordination.
WORKS 56
Cross-check findings with adversarial skepticsworkflowEngineeringL3
adversarial_review · Multi-phase projects requiring parallel specialist execution and cross-stage coordination.
WORKS 60
Score and route agent descriptionsworkflowEngineeringOpsL3
routing-rubric-pass · Managing multi-stage product lifecycles with validation gates between phases.
WORKS 60
Run multi-round diagnostic fix cyclesworkflowEngineeringL3
phase-g-test-swarm-v3 · Multi-phase projects requiring parallel specialist execution and cross-stage coordination.
WORKS 55
Multi-model adversarial code reviewworkflowEngineeringL3
omo_code_review · Multi-phase projects requiring parallel specialist execution and cross-stage coordination.
WORKS 57
Run test suiteworkflowEngineeringL2
test · Testing orchestrator robustness when agent calls fail or return partial results
WORKS 59
Build and verify MCP server foundationsworkflowEngineeringL4
reg-suit-mcp-build · Building production MCP servers with strict type contracts and AWS integration
WORKS 59
Evaluate chatbot prompts with consensus panelworkflowProductEngineeringL3
ga-chatbot-qa-panel · Semantic quality assurance using a multi-lens consensus panel.
WORKS 55
Audit cross-language method parityworkflowEngineeringL3
rpy-parity-audit · High-stakes architectural or strategic decisions requiring adversarial pressure-testing.
WORKS 59
Review code across multiple security dimensionsworkflowEngineeringL3
review-fanout · Multi-phase workflows requiring orchestrated agent handoffs and structured consensus.
WORKS 55
Triage and fix high-impact Sentry issuesworkflowEngineeringL3
triage-sentry · Filtering high-impact issues by user-count thresholds to focus fix effort.
WORKS 55
Multi-perspective pull request reviewworkflowEngineeringL3
code-review-parallel · High-stakes architectural or strategic decisions requiring adversarial pressure-testing.
WORKS 56
Extract and gate training recipesworkflowEngineeringL4
finish-l4-from-scratch-recipe · Validating refactors against frozen reference behavior (loss curves, outputs).
WORKS 57
Execute large-scale refactoring pipelinesworkflowEngineeringL4
refactor-at-scale · Large codebase refactors where understanding scope before execution prevents rework.
WORKS 60
Build deterministic model round-trip gatesworkflowEngineeringL4
build-gguf-roundtrip-gate · Validating refactors against frozen reference behavior (loss curves, outputs).
WORKS 59
Complete full issue-to-production cycleworkflowEngineeringL3
process-item · Batch processing with schema validation and error tracking.
WORKS 55
Execute code review gate workflowworkflowEngineeringL3
lsb-pipeline · Multi-phase workflows requiring orchestrated agent handoffs and structured consensus.
WORKS 59
Batch migrate RuboCop cops to test-drivenworkflowEngineeringL3
cop-port-batch · Multi-phase workflows requiring orchestrated agent handoffs and structured consensus.
WORKS 54
Audit game engine for production readinessworkflowEngineeringL3
odin-prod-audit · High-stakes architectural or strategic decisions requiring adversarial pressure-testing.
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 56
Build TCA domain from architectureworkflowEngineeringL3
tca-build · Multi-phase workflows requiring orchestrated agent handoffs and structured consensus.
WORKS 54
Design multi-agent tournament evaluationworkflowProductEngineeringL3
tournament-design · Design decisions with multiple valid approaches needing synthesis through pairwise-judged competition.
WORKS 58
Review merge request across dimensionsworkflowEngineeringL3
gogeta-review · Code/MR review across security, performance, conventions with adversarial refutation quorum gates.
WORKS 58
Implement resident agent stream processworkflowEngineeringL4
resident-agent-impl · Orchestrating multi-phase autonomous workflows where fan-out and synthesis improve outcomes.
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