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 58
Synthesize market news brief dailyworkflowFinanceOpsL2
market-news · daily market briefing synthesis from multiple news angles with citations
WORKS 55
Verify Qiskit platform accuracyworkflowOpsProductL2
qiskit-platform-research · accuracy-critical resource curation for public learning platforms
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 54
Merge duplicate memory entriesworkflowOpsProductivityL2
consolidate-memory · unifying distributed agent state into a single source of truth
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 57
Run demo workflowworkflowL2
demo · fan-out parallel research with synthesized results
WORKS 55
Compare design vs implementation visualsworkflowProductL3
visual-loop · fan-out parallel research with synthesized results
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Safely upgrade outdated dependenciesworkflowEngineeringL3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 60
Scout and combine research algorithmsworkflowDataL3
scout-and-combine · fan-out parallel research with synthesized results
WORKS 55
Survey binary behavior across reposworkflowDataL3
rebench-binary-survey · Comprehensive multi-phase scan across heterogeneous source corpus with parallel validation.
WORKS 55
Download and caption video playlistworkflowMarketingL3
playlist-subs-full · Chunked batch download with parallel agents and sequential within-chunk ordering.
WORKS 60
Source royalty-free images for articlesworkflowMarketingL2
fetch-images · Chunked batch download with parallel agents and sequential within-chunk ordering.
WORKS 58
Generate tool test scenariosworkflowEngineeringL3
tooltuner-gen · Multi-phase tooltuner-gen orchestration with structured phase control and receipts.
WORKS 59
Benchmark model conversion performanceworkflowDataL3
model-convert-benchmark · Multi-phase model-convert-benchmark 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 60
Research and cite web sourcesworkflowOpsL2
loom-research · Multi-angle research with parallel search, aggregation, and adversarial contradiction resolution.
WORKS 58
Audit server list smoke testworkflowEngineeringL2
UI Audit · Comprehensive multi-phase scan across heterogeneous source corpus with parallel validation.
WORKS 53
Localize privacy policy into 24 languagesworkflowLegalL2
translate-miru-privacy · Localizing privacy policies and UI text into 24 languages with strict JSON validation and placeholder preservation.
WORKS 57
Localize UI to tenant localeworkflowProductL3
i18n-rollout · Bulk text localization across codebase with consistent dictionary structure.
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 56
Classify reference taxonomyworkflowDataL2
references-audit-classify · 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 54
Audit team scaffold consistencyworkflowOpsL2
scaffold-team · Multi-phase scaffold-team orchestration with structured phase control and receipts.
WORKS 60
Detect vault health decay earlyworkflowOpsL2
health-audit · Comprehensive multi-phase scan across heterogeneous source corpus with parallel validation.
WORKS 54
Run discovery until completeworkflowOpsL2
loop-until-dry · Multi-phase loop-until-dry orchestration with structured phase control and receipts.
WORKS 54
Load bulk contract data into BigQueryworkflowDataL3
cf-parallel-harvester-rawload · Append-loading UK Contracts Finder historical data (2016-2026) into BigQuery in resumable 2-month shards.
WORKS 59
Run iOS app QA suiteworkflowEngineeringL3
qa-run · Multi-phase qa-run orchestration with structured phase control and receipts.
WORKS 57
Extract entities from news articlesworkflowDataL2
news-graph-extract · Building knowledge graphs from news corpora where entities and relationships must be structured for Neo4j ingestion.
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 55
Run anonymous peer review panelworkflowOpsL2
boardroom-blind-review · High-stakes decisions where reviewer independence must be enforced structurally via separate agent contexts.
WORKS 60
Run lightweight code QAworkflowEngineeringL2
qa · Budget-gated QA where lite testing is the gate before heavier runs.
WORKS 53
Run parallel agent swarmworkflowOpsL2
parallel-swarm.workflow · Batch operations where each item can be independently processed in parallel.
WORKS 58
Wait for PR review completionworkflowEngineeringL2
wait-for-pr-review · CI pipelines where Claude-generated reviews must complete before merging.
WORKS 55
Judge sprite restyling candidatesworkflowProductL2
sprite-restyle-judge · Game asset QA where visual consistency to canon must be both scored and gated per character.
←page 12 / 24→