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 48
Update and verify monitoring dashboardworkflowOpsL2
dashboard · Use when you need a structured dashboard workflow.
WORKS 48
Verify claims with skeptic panelworkflowL2
adversarial-verify · Use when you need a structured adversarial verify workflow.
WORKS 48
Audit dependencies for vulnerabilitiesworkflowEngineeringL2
dependency-audit · Use when you need a structured dependency audit workflow.
WORKS 48
Iterate ML research until convergenceworkflowEngineeringL4
autoresearch-loop · Use when you need a structured autoresearch loop workflow.
WORKS 48
Test file units for bugs and gapsworkflowEngineeringL3
df-ula-file-pass · Use when you need a structured df ula file pass workflow.
WORKS 48
Review and fix Path Warden appworkflowEngineeringL3
path-warden-review-fix · Use when you need a structured path warden review fix workflow.
WORKS 48
Investigate question with diverse expertsworkflowL3
why-investigate · Use when you need a structured why investigate workflow.
WORKS 48
Audit document structure and proseworkflowOpsL3
writing-review · Use when you need a structured writing review workflow.
WORKS 48
Review agent layout UI designworkflowProductL2
multica-layout-review · Use when you need a structured multica layout review workflow.
WORKS 48
Run three-phase multi-loop review workflowsworkflowOpsL3
l3-phase · Use when you need a structured l3 phase workflow.
WORKS 48
Verify integration correctness across dimensionsworkflowEngineeringL3
fih-review · Use when you need a structured fih review workflow.
WORKS 48
Refactor filesystem paths to modern standardsworkflowEngineeringL3
pathlib-refactor · Use when you need a structured pathlib refactor workflow.
WORKS 48
Research gaps and synthesize cited reportsworkflowOpsL2
research · Use when you need a structured research workflow.
WORKS 48
Fix failing CI checks in parallelworkflowEngineeringL3
ci-fixer · Use when you need a structured ci fixer workflow.
WORKS 56
Pre-release verification and security sweepworkflowEngineeringL3
dashclaw-preship-sweep · Running go/no-go pre-deployment checks in parallel with cost-optimized model routing (cheap + expensive gates).
WORKS 48
Run and fold Phase 3.5 test verdictsworkflowEngineeringL3
verify-phase35 · Composing advisory testing targets conditionally based on change scope, feeding into deterministic ship/hold verdicts.
WORKS 48
Generate diverse minimal script implementationsworkflowEngineeringL2
snake-script-bestofn-r1 · Minimizing compiled Svelte component size while maintaining correctness across diverse implementation strategies.
WORKS 48
Review and approve translated contentworkflowMarketingL2
validate-translations · Fleet-reviewing translations at scale with consistent criteria and rework categorization.
WORKS 48
Extract translation termbase from pairsworkflowOpsL2
glossary-extract · Extracting domain terminology from curated pairs while normalizing and deduplicating.
WORKS 60
Audit repository quality and fix documentationworkflowEngineeringL3
repo-qa-and-doc-correctness · Auditing a repo across multiple dimensions (frontend, CI, scripts, docs) and applying doc corrections.
WORKS 48
Compile technical report with visualsworkflowOpsL3
cadence-report · Self-compiling LaTeX sections with visual verification and fixing before assembly.
WORKS 48
Map current state across dimensionsworkflowOpsL2
evolve-understand · Mapping current state of a codebase across multiple facets before design decisions.
WORKS 56
Inventory existing codebase architectureworkflowEngineeringL3
sdlc-brownfield-inventory · Inventorying legacy repos across standardized dimensions without claiming maturity.
WORKS 55
Identify compiler miscompiles across backendworkflowEngineeringL3
nvptx-find-miscompiles · Hunting for LLVM backend miscompiles through multi-agent code-reading.
WORKS 48
Verify tickets against source and testsworkflowEngineeringL3
verify-cs · Composing advisory testing targets conditionally based on change scope, feeding into deterministic ship/hold verdicts.
WORKS 48
Generate and verify linter edge casesworkflowEngineeringL3
evloop-adversarial-break · Adversarial stress-testing through evolution and mutation loops.
WORKS 49
Classify documents by type at scaleworkflowOpsL2
layer1-classify · Initial categorical bucketing of items before detailed processing.
WORKS 48
Run A/B benchmark sweep across testsworkflowDataL3
gimle-ab-sweep · Running A/B experiments with parallel variant evaluation and statistical reporting.
WORKS 48
Close sprint with parallel team reportsworkflowOpsL2
mishkan-sprint-close · Closing sprints with task completion audit and next-phase handoff.
WORKS 48
Reuse catalog items or create new onesworkflowOpsL2
driver-catalog-first-g1 · First-pass cataloging of driver entities with schema conformance.
WORKS 48
Download videos and extract subtitlesworkflowMarketingL2
playlist-subs-batch · Batch subscription management with parallel confirmation and state sync.
WORKS 48
Draft and peer-review research paper sectionsworkflowOpsL2
ccgp-paper · Synthesizing research papers from sourced content with citations.
WORKS 51
Grade team quality weeklyworkflowOpsL2
qa-weekly · Running standardized QA weekly with regression detection and reporting.
WORKS 45
Extract opportunity fields from documentsworkflowOpsL2
layer2-extract · Deep extraction and classification after layer-1 initial bucketing.
WORKS 57
Aggregate parallel code review findings adversariallyworkflowEngineeringL3
lets-review · Getting high-confidence review feedback when multiple reviewers agreeing matters more than speed.
WORKS 57
Parallel threat hunt across targetsworkflowOpsL3
hunt-workflow · Systematic multi-angle bug hunting where cross-cutting defects need skeptic verification.
WORKS 48
Verify acceptance criteria in parallelworkflowEngineeringL3
sdlc-qa-sweep · Verifying mandatory invariant acceptance criteria in parallel when hard gates matter.
WORKS 55
Post-feature multi-reviewer sync workflowworkflowEngineeringL3
sharp-review · Merging feedback from 3+ reviewers with dedup when you want convergent high-confidence findings.
WORKS 48
Verify docs match changed source codeworkflowEngineeringL3
docaudit-impact-verify · Checking whether docs still match source after changes without re-reading entire files.
WORKS 48
Refute claims with independent skepticsworkflowL3
adversarial-verify · Testing if a claim stands up to multiple independent refutation attempts.
WORKS 48
Find items iteratively until dryworkflowL3
loop-until-dry · Exhausting paginated or incremental sources without manual pagination logic.
WORKS 55
Explore space with parallel ant swarmworkflowL3
wf-swarm-explore · Exploring large task spaces where pheromone-guided parallel paths find good solutions.
WORKS 57
Review, triage, fix until sign-offworkflowEngineeringL3
review-loop · Applying fixes in a loop until an independent verifier signs off on final diff.
WORKS 48
Translate strings to 37 localesworkflowMarketingL3
translate-keys · Translating 37+ locales in parallel without hallucination via schema validation.
WORKS 48
Score personas across key flowsworkflowProductL3
qa-persona-score · Running qa-persona-score as a multi-phase orchestrated workflow.
WORKS 57
Generate low-cost monograph HTMLworkflowMarketingL3
frugalmonograph · Running frugalmonograph as a multi-phase orchestrated workflow.
WORKS 54
Build domain harness deterministicallyworkflowEngineeringL4
build-harness · Running build-harness as a multi-phase orchestrated workflow.
WORKS 48
Evaluate VCS skill integration cellsworkflowEngineeringL3
vcs-eval-round · Running vcs-eval-round as a multi-phase orchestrated workflow.
WORKS 48
Design regression tests for bugsworkflowEngineeringL3
nvptx-author-tests · Running nvptx-author-tests as a multi-phase orchestrated workflow.
WORKS 48
Cut viral shorts from podcast transcriptsworkflowMarketingL3
yt-shorts-production · Running yt-shorts-production as a multi-phase orchestrated workflow.
←page 22 / 24→