cyberneticlibrary

The library

Everything we index — ranked by what works, never by stars.

WORKS 58
Monitor competitors weekly for changesskillMarketingL3
competitor-monitor · Competitive intelligence teams running weekly monitoring on 5-15 competitors to surface material product, pricing, and leadership changes.
WORKS 54
Conduct weekly review and OKR syncskillProductivityL1
weekly-review · Preventing OKR drift and detecting energy/skill gaps before they accumulate into quarter-ending surprise.
WORKS 53
Generate customized NDA agreementsskillLegalL1
legal-nda · Applying legal-nda as a specialized, reusable capability.
WORKS 56
Run discovery calls that uncover decision criteriaskillSalesL1
discovery-call-framework · SaaS AEs and consultants converting cold→warm leads who need repeatable structure to uncover six essentials before demo/pitch.
WORKS 55
Sweep and classify TODO/FIXME markersworkflowEngineeringL2
phase-todo-sweep · Applying phase-todo-sweep as a specialized, reusable capability.
WORKS 55
Classify struct ownership patterns to Rust typesworkflowEngineeringL2
lifetime-classify · Applying lifetime-classify as a specialized, reusable capability.
WORKS 60
Gate releases with parallel validationworkflowOpsL3
release-checklist · Applying release-checklist as a specialized, reusable capability.
WORKS 59
Evaluate artifacts against baseline benchmarksworkflowProductL3
artifact-eval · Applying artifact-eval as a specialized, reusable capability.
WORKS 58
Review and refine CELLO story implementationsworkflowEngineeringL2
cello-review-only · Applying cello-review-only as a specialized, reusable capability.
WORKS 54
Verify missing authorization on all routesworkflowEngineeringL2
security-audit · Multi-domain code quality auditing at scale across partitions.
WORKS 55
Synthesize Vue/Nuxt ecosystem newsletterworkflowMarketingL2
vue-newsletter · Synthesizing weekly summaries across multiple heterogeneous sources (releases, blogs, social, people) with automated deduplication.
WORKS 59
Run daily multi-tier model performance arenaworkflowDataL3
model-arena-daily · Benchmarking multi-tier LLM responses against a canonical prompt with regression detection and cost-efficiency scoring.
WORKS 58
Restyle documentation to Anonymity Set designworkflowProductL2
shadowkit-redesign · Preserving complex application logic while systematically restying UI to a new design system across multiple components.
WORKS 55
Audit shaders.com vs PM One parityworkflowProductL2
shaders-parity-audit · Cross-system feature/data parity validation with section-by-section discrepancy discovery and adversarial verification.
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 54
Verify landing page matches Figma designworkflowProductL2
figma-landing-1to1-audit · Cross-system feature/data parity validation with section-by-section discrepancy discovery and adversarial verification.
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 59
Generate state-of-field research reportworkflowProductDataL3
fieldatlas-synth · Grounding research idea generation in corpus citations with novelty-checking and feasibility critique.
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
Research Pitch Atlas Craftsmen wingworkflowMarketingSalesL3
pitch-atlas-craftsmen-research · Coordinating multi-agent workflows with explicit phases, budget guards, and structured JSON output schemas.
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
Complete product polish checklistworkflowProductL3
sessionvault-product-polish · Coordinating multi-agent workflows with explicit phases, budget guards, and structured JSON output schemas.
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 58
Conduct deep research with citationsworkflowL2
deep-research · Adversarial deep research with multi-source verification and ranked evidence synthesis.
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 55
Manage tools workflowworkflowL2
tools · Staged multi-agent compilation loops with spec-grounded verification.
WORKS 59
Execute workflow taskworkflowL2
short_snake_case · 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.
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