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
Plan discharge for all axiomsworkflowEngineeringL3
jc-axiom-discharge-plans · Generating clinical discharge plans using axiom-driven logic.
WORKS 48
Prepare feature handoff packageworkflowEngineeringProductL3
chosheb-feature-ship · Shipping features with automated checklists and verification gates.
WORKS 48
Generate multi-zoom architecture documentationworkflowEngineeringL2
architecture-docs · Generating architecture documentation from code analysis and design specs.
WORKS 48
Audit cross-tenant access vulnerabilitiesworkflowEngineeringL3
qa-tenancy · Running tenancy-aware QA tests across isolated environments.
WORKS 48
Expand skills in parallel wavesworkflowEngineeringL3
p1-wave-light · Sequence complex CAD modeling tasks with phase gates and registry reconciliation.
WORKS 48
Synthesize winning design perspectivesworkflowProductL3
evolve-design · Evolve design through competing perspectives, critique, and synthesis.
WORKS 48
Judge platform answer quality with KB onworkflowProductL3
analyze-platform-faithfulness · Verify knowledge-base integration does not degrade platform-FAQ answers.
WORKS 48
Execute canvas animation wave 2b tasksworkflowEngineeringProductL3
flow-canvas-wave2b-exec · Execute sequential UI feature implementation with per-task verification.
WORKS 48
Port and verify crypto field-encryptionworkflowEngineeringL3
task-0-8-crypto-parity · Prove crypto implementations are byte-identical and secure across languages.
WORKS 48
Iteratively validate dating app specsworkflowProductEngineeringL4
spec-critique-e2e-dating-app · Validate product specs over multiple cycles, catching intent drift and gold-plating.
WORKS 55
Fan-out research with adversarial fact-checkworkflowOpsDataL3
research · Fan-out web research, dedup sources, synthesize with citations, and fact-check claims.
WORKS 48
Multi-panel refute findings with consensusworkflowDataOpsL3
verify-findings · Verify code audit findings using 3 independent skeptic lenses.
WORKS 52
Execute implementation plan sequentiallyworkflowEngineeringProductL3
dev-implement · Execute coded development tasks against a spec with verification gates.
WORKS 48
Rank and fix React code violationsworkflowEngineeringL3
react-refactor-tournament · Rank competing React/Next.js implementations against skill guidelines.
WORKS 52
Diagnose and fix reported bugsworkflowEngineeringL2
debug · Isolate root cause of flaky tests through hypothesis-driven test mutation.
WORKS 48
Re-baseline all user personasworkflowProductMarketingL3
phase0-rebaseline-journey · Rebuild persona understanding from scratch combining interviews and metrics.
WORKS 48
Execute deterministic research pipelineworkflowOpsDataL3
research-pipeline · Execute research through fan-out collection, dedup, and analysis phases.
WORKS 47
Audit codebase for quality issuesworkflowEngineeringL3
audit · Audit entire codebase for untested code and cyclomatic-complexity violations.
WORKS 49
Adversarial code review across dimensionsworkflowEngineeringL3
fierce-review · Review code across competing quality dimensions with adversarial framing.
WORKS 48
Port cost-cap enforcer integrationworkflowEngineeringFinanceL3
phase1-cost · Port transaction cost enforcement from Go/Postgres to TypeScript.
WORKS 48
Parallelize work on cheap modelsworkflowEngineeringOpsL2
cheap-fanout-synthesis · Fan-out cheap research when no single synthesizer can hold the full pool.
WORKS 51
Extract and verify factual claimsworkflowOpsDataL2
claim_verifier · Verify document claims are grounded in cited sources.
WORKS 55
Refactor Llama architecture componentsworkflowEngineeringL3
finish-l3-llama-arch · Build out LLM embedding/inference/attention forward passes end-to-end.
WORKS 48
Regenerate spec critiques across voice levelsworkflowProductEngineeringL3
spec-critique-voice-ladder-9-regen · Regenerate critique across all 9 voice levels for multi-audience appeal.
WORKS 48
Map project API surfaceworkflowEngineeringProductL2
api-surface-map · Discovering and documenting REST/RPC/GraphQL APIs automatically by grouping endpoints across large codebases.
WORKS 57
Run ForgeGate ticket through workflowworkflowEngineeringProductL3
forge-run-ticket · Enforcing typed schemas and governance gates across autonomous commit workflows with verifiable audit trails.
WORKS 48
Classify commits into feature bucketsworkflowEngineeringOpsL2
reclassify-commits · Batch-labeling hundreds of commits into coherent features without manual triage.
WORKS 48
Scan conformal prediction literatureworkflowDataEngineeringL3
cp-lit-scan · Systematically surveying a research frontier across multiple sub-topics to identify novel research gaps.
WORKS 48
Convert plan to buildable blueprintworkflowProductEngineeringL3
plan-to-blueprint · Distilling a plan into executable design by researching dependencies and designing subsystems in parallel.
WORKS 48
Auto-execute epic through quality gatesworkflowEngineeringProductL4
ikkikasei · Running full epic-to-release pipelines with spec refinement, design, ticket split, and quality gates auto-executing.
WORKS 48
Curate tech community research digestworkflowOpsDataL2
research-digest · Aggregating research signals from 7 heterogeneous sources with real-time relevance ranking and dedup.
WORKS 48
Inventory and catalog all DAGsworkflowEngineeringOpsL2
dag-inventory · Cataloging and classifying large numbers of DAGs for safe migration or archival decisions.
WORKS 48
Fix markup translations in stringsworkflowEngineeringL2
markup-repair-sonnet · Preserving localization quality while fixing structural markup mismatches token-by-token.
WORKS 51
Adversarial review with severity rankingworkflowEngineeringOpsL3
review · Multi-stage code review with parallel verification agents and structured decision gates.
WORKS 41
Execute SEO pipeline with Jira integrationworkflowMarketingL3
orion-seo-pipeline · Orchestrating SEO analysis workflows with parallel data collection and synthesis.
WORKS 48
Verify code changes against invariantsworkflowEngineeringL3
rule-adherence · Verifying rule compliance across datasets with multi-agent parallel audit.
WORKS 48
Detect configuration schema driftworkflowEngineeringL2
sync-settings-options · Keeping plugin configuration synchronized across instances without manual sync.
WORKS 48
Analyze screenshots with vision AIworkflowEngineeringL2
screenshot-analyze · Extracting semantic meaning and anomalies from screenshots via agent interpretation.
WORKS 48
Implement PRD requirements across worktreesworkflowEngineeringL3
prd241-afk-implementation · Executing PRDs asynchronously with fork-join parallelism and progress tracking.
WORKS 48
Audit agent machinery for defectsworkflowEngineeringL3
magpie-pipeline-audit-round · Auditing pipeline output with staged verification and result aggregation.
WORKS 48
Port redaction subsystem with parity gatingworkflowEngineeringL3
task-1-1-redact · Removing sensitive fields from tasks using multi-pass agent filtering with confidence scores.
WORKS 48
Run distributed test suite across worktreesworkflowEngineeringL3
phase-f-test-swarm · Running test suites in parallel with automatic fault isolation and result rollup.
WORKS 48
Validate schema error handlingworkflowEngineeringL2
mock-schema-failure · Simulating schema failures to test error handling paths without live breaking changes.
WORKS 48
Test immutable workflow globalsworkflowEngineeringL2
protected-globals · Restricting variable scope in workflows to prevent unintended cross-phase mutations.
WORKS 55
Build software via milestone-driven slicesworkflowEngineeringL4
kiln-build · Multi-model builds where vertical slices rotate through cross-family reviewers before integration.
WORKS 48
Execute Scout-Builder-Verifier workflowworkflowEngineeringL3
embedded-vibe · Non-competition embedded tasks needing deterministic read-implement-verify without user input gates.
WORKS 48
Compose nested workflowsworkflowEngineeringL2
nested-workflow · Decomposing large orchestrations into reusable sub-workflows without duplicate concurrency budgets.
WORKS 48
Review code with mock providerworkflowEngineeringL2
mock-review · Testing workflow structure and StructuredOutput schemas without cloud API costs.
WORKS 56
Update n8n workflow with drift protectionworkflowEngineeringL3
build-workflow-v2-edit · Editing live n8n instances without breaking existing node parameters or introducing drift.
WORKS 48
Run ablation study on hardest problemsworkflowDataL3
mhpp-10-ablation · Ablation studies where solver agents invoke external tools themselves (agentic-tool pattern, not pre-generation).
←page 19 / 24→