cyberneticlibrary

The library

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

ArtifactsCapabilitiesRecipes
kindallskillworkflowmcp_servercommandsubagentplugin|✓ proven✗ harmfulmeasured only4,138 artifacts
forSalesMarketingHRFinanceLegalOpsProductEngineeringDataProductivitySupportsetup≤ plug & play≤ + a key≤ multi-tool
WORKS 74
Audit technical SEO for AI crawlabilityskillMarketingEngineeringL2+4pp measured
geo-technical · When GEO performance is low and you suspect technical issues like JS-rendering or AI crawler blocking in robots.txt.
WORKS 31
Analyze coding growth and patternsskillEngineeringL2-4pp measured
developer-growth-analysis · Developers who want structured, evidence-based feedback on their work growth without waiting for code reviews, using their actual recent project history as the signal.
WORKS 22
Automate code review on Bitbucketmcp_serverEngineeringL2-13pp measured
bitbucket-mcp-server · Code review and PR workflows on Bitbucket Cloud or Server.
WORKS 31
Audit code quality security in CI pipelinesmcp_serverEngineeringL2-4pp measured
codacy-mcp · Continuous integration pipelines auditing code quality and security across teams.
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
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 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 54
Audit workflow architecture and patternsworkflowEngineeringL3
wc-audit · Discovering quality gaps across multiple architecture and compliance dimensions.
WORKS 55
Implement and review rulebook backlogworkflowEngineeringL3
rulebook-driver · Implementing backlog items with enforced SDD+TDD gates and auto-commit.
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 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
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 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 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 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
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 48
Execute single-feature pipeline end-to-endworkflowEngineeringL3
software-factory-pipeline · Fast-track single-feature delivery with parallel scout+design execution
WORKS 58
Drive code through plan-execute-verify autopilotworkflowEngineeringL3
autopilot-engine · Closed-loop plan-review-execute when agent autonomy + explicit review gates matter
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 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 56
Apply bulk file transformation with parallel reviewworkflowEngineeringL3
mishkan-migration-wave · Best for: applying transformations across many files with dual-reviewer gates per file.
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