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 57
Implement PCM module support in C++ indexerworkflowEngineeringL4
pcm-support · Feature extension of large codebases where verified facts + structured handoff prevent re-discovery
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
WORKS 58
Build approved features with contract-first specsworkflowEngineeringL3
kmaz-build-iteration · Converting approved designs to committed code in tight design-build loops
WORKS 53
Build Sparkle intelligent operator with verificationworkflowEngineeringL4
sparkle-build-intelligent-operator · Structured build of complex AI platform with explicit phase targets
WORKS 48
Execute single-feature pipeline end-to-endworkflowEngineeringL3
software-factory-pipeline · Fast-track single-feature delivery with parallel scout+design execution
WORKS 55
Run Kuhn poker prompt co-evolution experimentworkflowEngineeringL4
kuhn-coevolution · Exploring prompt co-evolution dynamics in multi-round adversarial settings
WORKS 58
Drive code through plan-execute-verify autopilotworkflowEngineeringL3
autopilot-engine · Closed-loop plan-review-execute when agent autonomy + explicit review gates matter
WORKS 55
Onboard model to NxD Inference with runbookworkflowEngineeringL4
nxdi-onboard-model · Automating ML ops onboarding where multi-step optimization + verification beats manual configuration
WORKS 60
Fix sentence-split library with verified changesworkflowEngineeringL3
improve-sentencesplit · Targeted library fixes when comparative testing provides ground truth
WORKS 59
Execute full C7 hardcore review of spec and packworkflowEngineeringL3
hardcore-review-cycle-11 · Uncompromising product spec validation where C7-standard rigor + parallel review gates quality
WORKS 60
Review PR with parallel focused reviewersworkflowEngineeringL3
pr_review · Code review when parallel diverse lenses catch issues single reviewer misses
WORKS 60
Audit AssetCore in 50-round continuous fix loopworkflowEngineeringL4
assetcore-factory-run50 · Batch asset generation where factory pattern + automated quality gates beat manual creation
WORKS 60
Audit AssetCore in 20-round continuous fix loopworkflowEngineeringL4
assetcore-factory-run20 · Best for: complex multi-phase orchestration with parallelization and adversarial gates.
WORKS 58
Map-reduce and verify entire knowledge-base domainworkflowEngineeringL3
kb-domain-runner · Best for: complex multi-phase orchestration with parallelization and adversarial gates.
WORKS 59
Apply tracked changes in isolated parallel worktreesworkflowEngineeringL3
opsx-apply-tracks · Best for: orchestrating large parallel implementation efforts with track isolation.
WORKS 57
Review-fix-validate loop until code passes gatesworkflowEngineeringL3
sisyphus-validation-loop · Best for: end-to-end feature validation with concrete evidence and fix-revalidate loops.
WORKS 57
Iterate to byte-identical with 2-vote verificationworkflowEngineeringL3
50-fix-divergences · Best for: iterative fixing of divergences with rebuild/retest until byte-identical.
WORKS 55
Run 3-LLM parallel code review with GitNexusworkflowEngineeringL4
cr-multi · Best for: multi-LLM parallel code review with structural context analysis.
WORKS 56
Apply bulk file transformation with parallel reviewworkflowEngineeringL3
mishkan-migration-wave · Best for: applying transformations across many files with dual-reviewer gates per file.
WORKS 55
Audit cross-platform API parity with verificationworkflowEngineeringL3
parity-audit · Best for: systematic audits with adversarial verification against real source.
WORKS 55
Route bug through triage to commit and finalizeworkflowEngineeringL3
wfl:fix-bug · Best for: complex multi-phase orchestration with parallelization and adversarial gates.
WORKS 60
Fix review findings with test-first guardsworkflowEngineeringL3
fix-review-findings · Best for: multi-LLM parallel code review with structural context analysis.
WORKS 60
Review and verify code before pushing to mainworkflowEngineeringL3
adversarial-ship-review · Best for: multi-LLM parallel code review with structural context analysis.
WORKS 48
Run deterministic loop-until-done verifier workflowworkflowEngineeringProductL3
fierce-ralph · Best for: complex multi-phase orchestration with parallelization and adversarial gates.
WORKS 48
Execute PRISM research and planning workflowworkflowProductEngineeringL3
prototype · Best for: complex multi-phase orchestration with parallelization and adversarial gates.
WORKS 58
Run parallel multi-agent document reviewworkflowEngineeringProductL3
fuyutsui-doc-review · Best for: multi-LLM parallel code review with structural context analysis.
WORKS 58
Execute approved plan with adversarial reviewworkflowEngineeringL3
ultrapowers · Best for: complex multi-phase orchestration with parallelization and adversarial gates.
WORKS 55
Coordinate release prep phases 1A and 1BworkflowEngineeringOpsL3
release-prep-phase1 · Best for: complex multi-phase orchestration with parallelization and adversarial gates.
WORKS 56
Detect and fix schema markup issuesskillMarketingEngineeringL2
seo-schema · Find missing schema opportunities and fix validation errors
WORKS 57
Audit technical SEO crawlabilityskillMarketingEngineeringL2
seo-technical · Conducting comprehensive technical SEO audits for crawlability, indexability, and security issues across large sites.
WORKS 54
Execute 10-phase major release workflowworkflowEngineeringOpsL3
v5-0-full-lifecycle · Coordinating a major release with 10 phases and cross-team dependencies.
WORKS 57
Audit SPA across dimensions with verificationworkflowEngineeringProductL3
review-spa · Best for: multi-LLM parallel code review with structural context analysis.
WORKS 55
Validate patches against clean bundleworkflowEngineeringL3
patch-update · Best for: complex multi-phase orchestration with parallelization and adversarial gates.
WORKS 48
Pipeline PRD through SRS to architectureworkflowProductEngineeringL3
mishkan-init · Best for: complex multi-phase orchestration with parallelization and adversarial gates.
WORKS 59
Generate sprint summary with velocity metricsskillOpsEngineeringL2
sprint-summary · Engineering/product leads presenting sprint progress to stakeholders with data-driven efficiency and cost trends.
WORKS 56
Run TDD pipeline from plan to commitworkflowEngineeringL3
dev-pipeline · Building features with test-first discipline across multiple implementation rounds.
WORKS 54
Perform full iOS mobile audit and redesignworkflowProductEngineeringL3
ios-mobile-audit · Comprehensive systematic audits of code/UI across many files and components.
WORKS 58
Build one module end-to-end with verificationworkflowEngineeringL3
worktrackaccounting-module · Building features with test-first discipline across multiple implementation rounds.
WORKS 59
Execute serialized phases with parallel compositionworkflowEngineeringL3
parity-chain · Building features with test-first discipline across multiple implementation rounds.
WORKS 59
Root-cause and design code exploration fixesworkflowEngineeringProductL3
world-class-code-exploration · Building features with test-first discipline across multiple implementation rounds.
WORKS 54
Convert vague goals into testable specsworkflowProductEngineeringL2
goal-lint · Building features with test-first discipline across multiple implementation rounds.
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 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.
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