cyberneticlibrary

The library

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

WORKS 57
Verify answers with adversarial reviewworkflowL3
consult-with-adversarial-review · Catching wrong-but-plausible council answers before use.
WORKS 59
Run complete QA cycle phasesworkflowEngineeringL3
qa · Discovering and fixing bugs before ship with parallel test orchestration.
WORKS 55
Validate legacy to modern stack migrationworkflowEngineeringL3
migration-audit · Discovering quality gaps across multiple architecture and compliance dimensions.
WORKS 58
Write product copy and microcopyskillMarketingProductL1
copywriting · Founders and product designers who want copy patterns and formulas they can use across the entire product without hiring a copywriter.
WORKS 57
Design product-led growth mechanicsskillProductMarketingL1
growth · Solo founders and growth PMs designing product-led acquisition where the product itself drives growth, not sales team.
WORKS 58
Document package API and extensibilityworkflowEngineeringL3
understand-package-api · Executing complex multi-phase workflows with typed outputs.
WORKS 52
Diagnose landing page conversion gapsskillMarketingL2
ads-landing · PPC campaign optimization: diagnose why landing pages don't convert despite ad traffic volume.
WORKS 58
Design statistically rigorous ad testsskillMarketingL1
ads-test · Ad teams avoiding "winner calling" errors and ensuring statistical rigor in creative testing.
WORKS 56
Analyze multi-channel trafficskillMarketingDataL2
traffic · Growth leads doing monthly channel performance reviews and trying to understand where unattributed Direct traffic actually comes from.
WORKS 55
Execute release checkpoint phasesworkflowEngineeringL3
release-checkpoint · Executing complex multi-phase workflows with typed outputs.
WORKS 54
Verify spec citations and sourcesworkflowEngineeringL3
bier-spec-audit · Discovering quality gaps across multiple architecture and compliance dimensions.
WORKS 57
Generate SEO-optimized pages at scaleskillMarketingProductL3
programmatic-seo · When you have 50+ landing pages to create because programmatic SEO scales with quality checks (unique value, proper data sourcing, intent match).
WORKS 58
Write benefit-led landing page copyskillMarketingL1
copywriting-core · Landing page copy that needs to stop scrolls by leading with customer outcomes, not feature lists.
WORKS 53
Route ticket through verification gatesworkflowOpsL3
forge-run-ticket · Executing complex multi-phase workflows with typed outputs.
WORKS 55
Audit view and edit block parityworkflowEngineeringL3
view-edit-parity · Executing complex multi-phase workflows with typed outputs.
WORKS 55
Run parallel sprint agentsworkflowEngineeringL3
daily-improvement-v4-sprint · Executing complex multi-phase workflows with typed outputs.
WORKS 59
Benchmark harness on capability questionsworkflowEngineeringL3
hle-15-ablation · Executing complex multi-phase workflows with typed outputs.
WORKS 54
Benchmark capability across hardwareworkflowEngineeringL3
bench-capability-sprint-23 · Executing complex multi-phase workflows with typed outputs.
WORKS 55
Prepare release documentationworkflowEngineeringL2
release-prep-phase2 · Executing complex multi-phase workflows with typed outputs.
WORKS 55
Research topics with web sourcesworkflowProductL2
deep_research · Executing complex multi-phase workflows with typed outputs.
WORKS 59
Extract and aggregate sprint lessonsworkflowOpsL3
sprint-lessons · Executing complex multi-phase workflows with typed outputs.
WORKS 54
Match page type to search intentskillMarketingL2
seo-sxo · Diagnosing why a well-optimized page doesn't rank: wrong page type for the keyword intent.
WORKS 55
Support in-house legal analysisskillLegalL1
legal · Fast initial triage of contracts, compliance scope, and legal risk for in-house teams who then consult qualified counsel; mode detection routes to right framework without manual routing.
WORKS 59
Monitor Google Search Console performanceskillMarketingDataL2
google-search-console · SEO managers doing monthly monitoring of search visibility and title/meta optimization, who need to prioritize which pages to optimize first.
WORKS 56
Build SEO data analysis systemskillMarketingL2
seo-monitoring · Content marketers and SEO leads who own 50+ articles and need to identify high/low performers and guide future topic selection.
WORKS 58
Design affiliate marketing program for SaaSskillMarketingSalesL2
affiliate-marketing · B2B/B2C SaaS founders adding a partner channel while maintaining control of brand positioning and affiliate quality.
WORKS 57
Optimize newsletter signup forms for conversionskillMarketingL2
newsletter-signup · Content/growth teams optimizing email signup forms for conversion without overwhelming visitors with field requests.
WORKS 53
Document processes with verification checkpointsskillOpsL1
sop-builder · Critical repeatable processes (deployments, migrations, incident response) where precise step order and verification prevent outages and tribal knowledge loss.
WORKS 55
Multi-agent code review workflowworkflowEngineeringL3
triptych · Blocking unsafe SceneView merges with enforced multi-lens coverage (correctness, API, parity, UX, safety) and a serial visual QA gate that prevents device-contention race conditions.
WORKS 57
Parallel adversarial code reviewworkflowEngineeringL3
review-fanout · Autonomous merge gates for SceneView PRs: reviewers catch issues, adversarial verify filters false positives, breaking-API change blocks auto-merge with traceback.
WORKS 55
Verify live artifact stateworkflowEngineeringL3
store-status · Verifying real live artifact availability after CI passes; CI-green is never proof of live for app stores, CDN, and package registries.
WORKS 57
Generate workshop slides and notesworkflowEngineeringOpsL3
workshop-generate · Generating workshop slides in phases: per-SECTION fan-out enforces intra-section flow and composability; assembly gate catches compile errors before marking success.
WORKS 55
Run parallel area auditsworkflowEngineeringOpsL3
area-audit · Fast multi-perspective code audits with adversarial filtering of false positives; HIGH findings must be independently verified before inclusion in report.
WORKS 55
Architect hiring decisions from role to offerskillHRL1
hiring · Early-stage founders ($0-$5M) who want to stop hiring on gut feeling and need a framework to define roles tightly, interview efficiently, and avoid the costly mistakes of 'at least we tried hiring'.
WORKS 56
Reconstructing workflow execution DAGs from recorded results for visualization, audit, and re-execution without re-running agents; handles data-dependent fan-out and sub-workflows.workflowL2
r · Reconstructing workflow execution DAGs from recorded results for visualization, audit, and re-execution without re-running agents; handles data-dependent fan-out and sub-workflows.
WORKS 59
Event emitter workflowworkflowEngineeringL2
emitter · Compiling high-level workflow IR specifications into executable Claude Code scripts with automatic phase ordering and schema declaration emission.
WORKS 55
Drive OpenSpec lifecycleworkflowEngineeringL3
openspec-lifecycle · Managing multi-stage product lifecycles with validation gates between phases.
WORKS 59
Monitor upstream documentation changesworkflowEngineeringL3
forge-watch · Multi-phase projects requiring parallel specialist execution and cross-stage coordination.
WORKS 58
Cluster feedback into themesworkflowProductOpsL2
feedback-themes · Digesting user feedback batches without manual labeling.
WORKS 57
Implement boilerplate hardening planworkflowEngineeringL3
boilerplate-hardening · Multi-phase projects requiring parallel specialist execution and cross-stage coordination.
WORKS 58
Optimize content for AI-generated answersskillMarketingL1
geo-content-optimizer · Publishers capturing share of AI-generated answer traffic by making content more quotable and factual.
WORKS 52
Write long-form editorial blog postsskillMarketingL2
blog-post · Design-system-first content sites where each blog post is a mini-editorial product with consistent type hierarchy and brand voice.
WORKS 59
Author auditable Excel modelsskillFinanceL2
excel-author · Financial modeling requiring auditable formulas, color-coded assumptions, and balance verification.
WORKS 58
Detect SEO regressions across site changesskillMarketingL2
seo-drift · Catching SEO regressions during site migrations, rewrites, or CMS updates where before/after diffs with triggered rules save investigation time.
WORKS 53
Track business presence across maps platformsskillMarketingL3
seo-maps · Local businesses needing cross-platform review aggregation and rank tracking across geographic grids.
WORKS 57
Validate Schema.org markup and rich resultsskillMarketingL1
seo-schema · Publishers, e-commerce, or service sites needing to claim rich result eligibility and semantic markup validation.
WORKS 58
Calculate PPC metrics and budget modelsskillMarketingL1
ads-math · Ad ops and marketers modeling budget allocation, scaling decisions, and financial sustainability of campaigns.
WORKS 52
Aggregate GEO audits into executive reportsskillMarketingL2
geo-report · GEO audit aggregation where a single report is required for executive sign-off.
WORKS 59
Manage finance operationsskillFinanceL1
finance-ops · Financial modeling requiring auditable formulas, color-coded assumptions, and balance verification.
WORKS 54
Automate sales pipeline end-to-endskillSalesL3
sales-pipeline · Mid-market B2B with warm inbound (website visitors) needing automated nurture routing + resurrection of known accounts
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