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 59
Onboard to unfamiliar codebase in parallelworkflowEngineeringL3
repo-onboarding · Complex multi-phase orchestrated workflows requiring coordination across role-specialized agents.
WORKS 55
Track smolagents branch-review remediationworkflowEngineeringL2
smolagents-fix-assessment · Complex multi-phase orchestrated workflows requiring coordination across role-specialized agents.
WORKS 55
Review pipeline changes across schema boundariesworkflowEngineeringL3
cross-component-review · Multi-perspective code review with adversarial voting and automated fix application.
WORKS 54
Review Rust/Python/tooling changes in parallelworkflowEngineeringL3
review-changes · Multi-perspective code review with adversarial voting and automated fix application.
WORKS 60
Audit Gemini-generated content for complianceworkflowEngineeringL2
claude-verify-gemini-batch · Environment or artifact verification with mechanical pass/fail detection against ground truth.
WORKS 57
Conduct multi-perspective code reviewworkflowEngineeringL3
review · Best for code review when multi-perspective consensus ensures quality.
WORKS 59
Execute route testsworkflowEngineeringL2
routes.test · Best for test ladder progression via panic-driven repair.
WORKS 55
Validate guild panel across fixturesworkflowEngineeringL3
guild-validate-demo · Best for orchestrating parallel multi-phase work.
WORKS 59
Debug high-failure test files to root causeworkflowEngineeringL3
phase-h-deep-dive · Best for root-cause analysis when linear debugging fails.
WORKS 55
Realign failing source-build recipesworkflowEngineeringL3
recipe-grind · Best for orchestrating parallel multi-phase work.
WORKS 57
Ladder single → multi → parallel testsworkflowEngineeringL2
phase-e-test-bringup · Best for test ladder progression via panic-driven repair.
WORKS 55
Adversarially review spec generator planworkflowEngineeringProductL2
review-spec-generator-plan · Best for code review when multi-perspective consensus ensures quality.
WORKS 55
Iteratively harden contributing guidelinesworkflowEngineeringL2
plan-review-harden-loop · Best for code review when multi-perspective consensus ensures quality.
WORKS 57
Audit pipeline lockstep across sourcesworkflowEngineeringOpsL3
audit-pipeline-lockstep · Best for orchestrating parallel multi-phase work.
WORKS 54
Verify B2 modules against siblingsworkflowEngineeringL2
phase-b2-verify · Best for hierarchical build verification with pass/fail gates.
WORKS 55
Judge audio variants with multi-lens panelworkflowProductEngineeringL3
audio-shootout · Best for orchestrating parallel multi-phase work.
WORKS 60
Map brownfield codebase dynamicallyworkflowEngineeringOpsL3
harness-brownfield-map · Best for orchestrating parallel multi-phase work.
WORKS 55
Sweep screenspot parameters single-variableworkflowEngineeringDataL3
screenspot-param-sweep · Best for adversarial evaluation across agent personas.
WORKS 55
Probe MoltOS surfaces red-team styleworkflowEngineeringOpsL3
redteam-sweep · Best for adversarial evaluation across agent personas.
WORKS 55
Explore FitAI Analyzer architectureworkflowEngineeringProductL3
explore-fitai-analyzer · Best for orchestrating parallel multi-phase work.
WORKS 55
Match PSP functions serially byte-exactworkflowEngineeringL3
overnight-match-engine · serial decompilation of functions requiring deep research per target
WORKS 55
Match PSP functions parallel byte-exactworkflowEngineeringL3
overnight-match-parallel · high-compute concurrent matching when targets are independent
WORKS 55
Active-learn classification prompt rulesworkflowDataEngineeringL3
classify-improve · improving classifiers via data-driven signal mining from real failures
WORKS 55
Probe workflow edge cases parallelworkflowEngineeringL2
trace-boundaries · stress-testing workflow runtime edge cases and error recovery
WORKS 58
Probe commands dedup panics parallelworkflowEngineeringL2
phase-f-probe-swarm · systematic panic elimination via dedup and root-cause fixing
WORKS 58
Implement format parser end-to-endworkflowEngineeringL3
add-format · implementing new data parsers with 0-mutation hardening
WORKS 54
Fan-out verify standards per agentworkflowOpsEngineeringL2
standards-verify · fan-out parallel research with synthesized results
WORKS 54
Remove gates fix errors per-crateworkflowEngineeringL2
phase-e-mass-ungate · fan-out parallel research with synthesized results
WORKS 56
Root-cause test failures verdictworkflowEngineeringL2
pathfinder-v2-verdict-pass · fan-out parallel research with synthesized results
WORKS 55
Compose script OpenRouter Claude workflowsworkflowEngineeringL3
node-strategies-demo · Demonstrating workflow-kit multi-strategy nodes (script, external LLM, Claude) with payload passing via files.
WORKS 59
Run quality gates with mutation testingworkflowEngineeringL3
gate · fan-out parallel research with synthesized results
WORKS 57
Run engine quality battery testsworkflowEngineeringL3
engine-quality-battery · fan-out parallel research with synthesized results
WORKS 57
Find and test untested modulesworkflowEngineeringL3
test-coverage · fan-out parallel research with synthesized results
WORKS 55
Safely upgrade outdated dependenciesworkflowEngineeringL3
dependency-upgrade · fan-out parallel research with synthesized results
WORKS 58
Generate tool test scenariosworkflowEngineeringL3
tooltuner-gen · Multi-phase tooltuner-gen orchestration with structured phase control and receipts.
WORKS 55
Verify crate refactoring integrityworkflowEngineeringL3
phase-b0-verify · Adversarial pre-commit validation across multiple crates with structured findings.
WORKS 57
Dispatch parallel modality workflowworkflowEngineeringL3
orchestrate-dispatch-wave · Fanned dispatch of isolated sub-tasks with worktree isolation and receipts.
WORKS 58
Audit server list smoke testworkflowEngineeringL2
UI Audit · Comprehensive multi-phase scan across heterogeneous source corpus with parallel validation.
WORKS 55
Validate Lean code generationworkflowEngineeringL3
lean4-cpg-validation · Adversarial pre-commit validation across multiple crates with structured findings.
WORKS 54
Fix errors across crate filesworkflowEngineeringL3
phase-d-crate-shard · Multi-phase phase-d-crate-shard orchestration with structured phase control and receipts.
WORKS 57
Apply CLAUDE.md fixes in parallelworkflowEngineeringL2
claude-md-audit-remediate · Comprehensive multi-phase scan across heterogeneous source corpus with parallel validation.
WORKS 55
Fuzz cross-app integration testsworkflowEngineeringL3
fuzz · Multi-phase fuzz orchestration with structured phase control and receipts.
WORKS 58
Scan sibling projects for quality issuesworkflowEngineeringL3
xproject · Multi-phase xproject orchestration with structured phase control and receipts.
WORKS 59
Run iOS app QA suiteworkflowEngineeringL3
qa-run · Multi-phase qa-run orchestration with structured phase control and receipts.
WORKS 58
Rewrite GPU kernels across frameworksworkflowEngineeringL3
metal-candle-free-flip · Mechanical candle-core → kt-native GPU kernel substrate swaps where logic must be preserved byte-for-byte (#1082).
WORKS 54
Fix Windows compilation errorsworkflowEngineeringL3
phase-h-windows-errors · Cross-platform Rust projects where Windows compilation is gated and errors must be fixed in parallel per file.
WORKS 59
Generate and review QA test planworkflowEngineeringL2
implement-test-plan-reviewer · Building QA tools where the plan must be the authoritative spec and implementation is adversarially validated.
WORKS 55
Fix failing recipe buildsworkflowEngineeringL2
recipe-grind-r2 · Automated recipe repair where root cause must be diagnosed from real CI failure output.
WORKS 55
Gate and stub crate dependenciesworkflowEngineeringL3
phase-b1-tier · Cross-crate compilation where gating must preserve Phase-A drafts and later tiers depend on stubs.
WORKS 60
Run lightweight code QAworkflowEngineeringL2
qa · Budget-gated QA where lite testing is the gate before heavier runs.
←page 9 / 86→