cyberneticlibrary

The library

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

ArtifactsCapabilitiesRecipes
kindallskillworkflowmcp_servercommandsubagentplugin|✓ proven✗ harmfulmeasured only1,180 artifacts
forSalesMarketingHRFinanceLegalOpsProductEngineeringDataProductivitySupportsetup≤ plug & play≤ + a key≤ multi-tool
WORKS 60
Fix prose defects across blog batchworkflowMarketingL2
blog-prose-remediation · Hardening vague agent instructions into precise, testable, falsifiable prompts.
WORKS 60
Run multi-model council debate engineworkflowProductEngineeringL3
council-engine · Multi-model, multi-persona analysis of complex questions with synthesized verdicts.
WORKS 56
Autonomously build project from blueprintworkflowEngineeringL3
build-from-blueprint · Building features with test-first discipline across multiple implementation rounds.
WORKS 57
Map brownfield codebase with three scoutsworkflowEngineeringL3
kiln-mapping · Building features with test-first discipline across multiple implementation rounds.
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 58
Deliver feature end-to-end sequentiallyworkflowProductEngineeringL3
feature-pipeline · Building features with test-first discipline across multiple implementation rounds.
WORKS 60
Lift source files to target coverageworkflowEngineeringL3
coverage-orchestrator · Building features with test-first discipline across multiple implementation rounds.
WORKS 55
Run exhaustive multi-agent quality checkworkflowEngineeringProductL3
ultracode-quality-check · 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 57
Execute Wave 2a design redesign tasksworkflowEngineeringL3
flow-canvas-wave2a-exec · Building features with test-first discipline across multiple implementation rounds.
WORKS 55
Research standards and cluster insightsworkflowProductL3
lets-explore · Building workflows with structured orchestration and verification gates.
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 58
Orchestrate EPIC from plan to mergeworkflowEngineeringL3
agent-orchestrator · Multi-stage task execution where parallel safety and dependency ordering reduce wall-clock time.
WORKS 54
Research SPIKE with adversarial verificationworkflowProductL3
spike · Adversarial research workflows that gather, refute, and converge on verified claims.
WORKS 55
Explore pre-commitment questionsworkflowProductL3
explore · Structured agent orchestration with deterministic phase transitions and fault isolation.
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 54
Ground project in verified researchworkflowProductL3
kmaz-research · Adversarial research workflows that gather, refute, and converge on verified claims.
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 58
Deep research with adversarial verificationworkflowProductL3
nihil-odin · When a transformation decision depends on external behavior, upstream docs, or evidence the repo cannot supply.
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
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 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 56
Run fierce debate on high-stakes decisionsworkflowOpsProductL3
fierce-debate · High-stakes architectural or strategic decisions requiring adversarial pressure-testing.
WORKS 59
Evaluate chatbot prompts with consensus panelworkflowProductEngineeringL3
ga-chatbot-qa-panel · Semantic quality assurance using a multi-lens consensus panel.
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