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 54
Fix Charlie harness issues and re-verifyworkflowEngineeringL2
fix-charlie-harness · Coordinating multi-agent workflows with explicit phases, budget guards, and structured JSON output schemas.
WORKS 56
Implement, verify, fix style migrationsworkflowEngineeringL3
bun-port-style · Implementing, verifying, and fixing artifacts with multi-vote adversarial review in an Implement → Verify → Fix loop.
WORKS 58
Detect bugs across all menu pathsworkflowEngineeringL2
bug-report · Discovering regressions and feature gaps across a large navigation surface via batched, isolated agent exploration.
WORKS 55
Audit epic 1662 child issuesworkflowEngineeringL2
clean-epic-1662 · Coordinating multi-agent workflows with explicit phases, budget guards, and structured JSON output schemas.
WORKS 54
Verify epic 1662 subissues completionworkflowEngineeringL2
audit-epic-1662 · Cross-system feature/data parity validation with section-by-section discrepancy discovery and adversarial verification.
WORKS 54
Sweep codebase for bugs in parallelworkflowEngineeringL3
bug-sweep · Discovering regressions and feature gaps across a large navigation surface via batched, isolated agent exploration.
WORKS 55
Execute dev pipeline Execute-Implement-ReviewworkflowEngineeringL3
dev-pipeline-continue · Implementing, verifying, and fixing artifacts with multi-vote adversarial review in an Implement → Verify → Fix loop.
WORKS 60
Benchmark feature vs develop performanceworkflowEngineeringL3
benchmark · Measuring performance across configuration variants with automated iteration and winner ranking.
WORKS 54
Audit spec-implementation traceabilityworkflowEngineeringL3
spec-compliance-checker · Checking specification conformance against a canonical contract with phrase-based verification.
WORKS 57
Compare pipeline vs parallel approachesworkflowEngineeringL2
pipeline-vs-parallel · Implementing, verifying, and fixing artifacts with multi-vote adversarial review in an Implement → Verify → Fix loop.
WORKS 54
Replace scopeguard defer calls with RAIIworkflowEngineeringL3
phase-e-scopeguard-sweep · Coordinating multi-agent workflows with explicit phases, budget guards, and structured JSON output schemas.
WORKS 56
Process CI failures with 2-vote reviewworkflowEngineeringL3
phase-h-ci-tasks · Coordinating multi-agent workflows with explicit phases, budget guards, and structured JSON output schemas.
WORKS 54
Port unimplemented stubs to ZigworkflowEngineeringL4
phase-e-body-port · Transitive porting of stub implementations with 2-vote verification per file.
WORKS 54
Audit codebase idioms and anti-patternsworkflowEngineeringL3
phase-h-idioms-audit · Cataloging anti-patterns across a codebase in a single pass with enforced coverage.
WORKS 54
Hunt and fix Windows-specific bugsworkflowEngineeringL3
phase-h-windows-bughunt · Detecting platform-specific bugs (HANDLE leaks, UTF-16 bounds, error code mapping) statically.
WORKS 54
Fix failing tests with root cause analysisworkflowEngineeringL3
phase-g-test-swarm · Massively parallel test crash categorization across shards without reimplement runners.
WORKS 54
Survey and batch-fix build errors by subtreeworkflowEngineeringL3
phase-d-subtree-batch · Staged multi-agent compilation loops with spec-grounded verification.
WORKS 54
Resolve cargo build errors iterativelyworkflowEngineeringL3
phase-d-build-queue · Staged multi-agent compilation loops with spec-grounded verification.
WORKS 54
Audit unsafe pointer and cast patternsworkflowEngineeringL3
phase-d-unsafe-audit · Exposing raw-pointer aliasing bugs that rust-clippy misses and require semantic analysis.
WORKS 54
Apply refactors with 2-vote reviewworkflowEngineeringL3
phase-f-reviewed-refactor · Staged multi-agent compilation loops with spec-grounded verification.
WORKS 57
Adversarially review and fix code plansworkflowEngineeringL3
review-and-fix-plan · Staged multi-agent compilation loops with spec-grounded verification.
WORKS 57
Test isolated code shards with resourcesworkflowEngineeringL3
phase-g-test-swarm-isolated · Massively parallel test crash categorization across shards without reimplement runners.
WORKS 54
Verify ported code matches mainworkflowEngineeringL3
phase-h-main-parity · Staged multi-agent compilation loops with spec-grounded verification.
WORKS 54
Fix Windows test failures in parallelworkflowEngineeringL3
phase-h-windows-testfix · Detecting platform-specific bugs (HANDLE leaks, UTF-16 bounds, error code mapping) statically.
WORKS 59
Audit libuv integration for memory bugsworkflowEngineeringL3
phase-h-libuv-audit · Verifying uv_* handle lifecycle rules and double-free detection without integration tests.
WORKS 53
Find unnecessary Zig idioms in portworkflowEngineeringL2
porting-md-zigleakage · Staged multi-agent compilation loops with spec-grounded verification.
WORKS 59
Build functional vault with encryptionworkflowEngineeringL3
env-ctl-phase1b-vault · Staged multi-agent compilation loops with spec-grounded verification.
WORKS 55
Plan object model migration strategyworkflowEngineeringProductL3
generic-harness-object-model-research · Adversarial deep research with multi-source verification and ranked evidence synthesis.
WORKS 59
Implement Meridian modules in parallelworkflowEngineeringL3
meridian-impl · Staged multi-agent compilation loops with spec-grounded verification.
WORKS 60
Fix documentation and code driftworkflowEngineeringL3
doc-drift-fix · Iterative multi-phase workflows with safeguards.
WORKS 55
Resolve all parity findingsworkflowEngineeringL3
parity-fix · Iterative multi-phase workflows with safeguards.
WORKS 56
Audit entire codebase for bugsworkflowEngineeringL3
compass-audit · A deep audit of an area or the whole repo — more coverage than one review pass. Scope it with args.path (e.g.
WORKS 55
Evaluate sprint contract dynamicallyworkflowEngineeringProductL3
harness-eval · Iterative multi-phase workflows with safeguards.
WORKS 55
Audit dependencies for securityworkflowEngineeringOpsL3
dependency-audit · Monthly per repo, before major releases, or when adding a significant new dependency. Surface critical security findings
WORKS 60
Decompose issue into sub-issuesworkflowEngineeringProductL2
decompose-issue · When a task is too large for one ticket and should become a parent + several sub-issues on phaabe/live.moafunk.de
WORKS 58
Review code diff for conventionsworkflowEngineeringL3
review-diff · Catching error-suppression in automated fixes via voting.
WORKS 55
Prepare dispatch scaffoldingworkflowEngineeringProductL2
dispatch-prep · When Leader wants to dispatch the Developer subagent manually in main chat but still benefit from the preflight + scaffo
WORKS 55
Sweep for untested business logicworkflowEngineeringFinanceL3
coverage-sweep · Iterative multi-phase workflows with safeguards.
WORKS 55
Verify commit claims before pushworkflowEngineeringL2
pre-push-verify · Before git push of a feature branch, before gh pr create, before gh pr merge. Especially after rebase / amend / worktree
WORKS 55
Draft feature flags in parallelworkflowEngineeringL3
ws-bf-fanout · Catching error-suppression in automated fixes via voting.
WORKS 55
Generate verified science curriculum questionsworkflowProductEngineeringL3
author-content · Generating science curriculum MCQ items with guaranteed content accuracy and grade-fit validation through adversarial verification.
WORKS 54
Audit AI game engine capability gapsworkflowEngineeringL3
p6-complete-dm-gap-audit · Iterative multi-phase workflows with safeguards.
WORKS 58
Polish workflow visualization mapsworkflowEngineeringL3
polish-ascii-map · Iterative multi-phase workflows with safeguards.
WORKS 56
Improve workflow GUI usabilityworkflowProductEngineeringL3
polish-gui · Iterative multi-phase workflows with safeguards.
WORKS 55
Multi-agent Go code review pipelineworkflowEngineeringL3
verify-go-review · Catching error-suppression in automated fixes via voting.
WORKS 57
Parallelize sprint story implementationworkflowEngineeringL3
harness-implement-group · Iterative multi-phase workflows with safeguards.
WORKS 55
Diagnose agent evaluation failuresworkflowEngineeringL3
wave-analysis · Root-cause analysis across multi-scenario runs with dedup and regression detection.
WORKS 57
Run security scans across OWASP Top 10workflowEngineeringLegalL3
forge-check-security · OWASP parallel scanning (6 dimensions) with risk aggregation and gate enforcement.
WORKS 60
Fix and test path traversal vulnerabilityworkflowEngineeringL3
fix-harvest-security · OWASP parallel scanning (6 dimensions) with risk aggregation and gate enforcement.
WORKS 58
Harden committer resource injectionworkflowEngineeringL3
fix-committer-harvest · Security hardening: fixer → test-writer → adversarial reviewer loop.
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