cyberneticlibrary

The library

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

WORKS 27
Build verified prospect lists from customer poolsworkflowSalesMarketingL3-8pp measured
outreach-fanout-research · When you need to build a prospect list from a look-alike pool of a known customer and you need both email AND phone verified from official sources, not brokers.
WORKS 57
Generate prose from section outlinesworkflowMarketingL3
writing-draft · Converting detailed outlines to publishable prose while maintaining spec fidelity.
WORKS 60
Fix prose defects across blog batchworkflowMarketingL2
blog-prose-remediation · Hardening vague agent instructions into precise, testable, falsifiable prompts.
WORKS 56
Lint blog posts for voice consistencyworkflowMarketingL3
voice-lint · Voice consistency verification across large artifacts where single-context review misses style drift.
WORKS 55
Validate product demand with sourced evidenceworkflowProductMarketingL3
market-validation-research · Gathering and adversarially verifying market or technical evidence from multiple sources with cited claims.
WORKS 59
Translate and iteratively refine contentworkflowMarketingOpsL3
translation-qa · Iterative quality improvement where an analyzer-editor loop converges until no issues are found twice in a row.
WORKS 58
Build integrated documentation siteworkflowMarketingL3
shadowkit-site-build · Orchestrate multi-agent shadowkit site build across parallel branches and synthesis.
WORKS 58
Generate Spot Illustrations for PostsworkflowMarketingL3
ambient-art · workflow automation in specialized problem domain; check artifact name and description.
WORKS 58
Audit competitor claimsworkflowMarketingL2
comparison-audit · Automating multi-phase task execution with agents.
WORKS 55
Synthesize Vue/Nuxt ecosystem newsletterworkflowMarketingL2
vue-newsletter · Synthesizing weekly summaries across multiple heterogeneous sources (releases, blogs, social, people) with automated deduplication.
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 53
Discover targets through iterative deduplicationworkflowSalesMarketingL3
loop-discover · When the amount of work is unknown upfront — bugs, proposals, patterns. Spawns finder agents until K consecutive rounds
WORKS 55
Generate daily research briefworkflowDataMarketingL3
research-pulse-daily · Daily lightweight research pulse: 3 parallel domain scans + synthesis.
WORKS 55
Compile release notes from commitsworkflowProductMarketingL2
release-notes · Parallel review and triage workflows across multiple criteria or models.
WORKS 56
Generate daily research brief from domain scansworkflowOpsMarketingL3
research-pulse-daily · Multi-dimensional research workflows with parallel specialist agents per dimension.
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 55
Build interactive data visualizationworkflowMarketingL3
build-viz · Use when implementing build-viz patterns.
WORKS 54
Localize UI text to 37 languagesworkflowProductMarketingL2
translate-keys · Localizing customer-facing UI (like ordering combos) into 37 languages with strict JSON schema + placeholder + markup preservation.
WORKS 48
Generate parody radio ads at scaleworkflowMarketingL2
generate-radio-ads · Rapidly iterating radio ad variants when you need fast copy-to-voice turnaround.
WORKS 48
Generate radio episode continuationsworkflowMarketingL2
generate-radio-part2 · Workflow for generate-radio-part2
WORKS 48
Generate full radio episode end-to-endworkflowMarketingL3
generate-radio-episode · Radio content creation when end-to-end script-to-audio pipeline is needed
WORKS 59
Design and build landing pagesworkflowMarketingProductL3
blau-landing · Marketing landing pages where rapid iteration and reliable deployment matter
WORKS 48
Research market and draft marketing planworkflowMarketingL2
marketing-brainstorm · Deep marketing research on niche products by parallelizing domain-specific investigations (Reddit, competitors, content, influencers, crypto channels).
WORKS 48
Adversarially audit and deepen case studiesworkflowMarketingProductL3
world-studio · Automating world studio workflows.
WORKS 56
Author and validate blog contentworkflowMarketingL3
double-blog · Publishing complementary blog posts simultaneously across multiple platforms with coordinated messaging.
WORKS 48
Polish articles through iterative reviewworkflowMarketingL3
article-review-improve-loop · Running article-review-improve-loop workflow with multi-phase verification and structured output.
WORKS 48
Generate radio episode batchworkflowMarketingL3
generate-radio-episodes-batch · When you need batch content generation with multi-agent curation to avoid repetition.
WORKS 48
Verify Google Ads schemaworkflowMarketingL3
optimization-loop-smoke · When you need multi-phase orchestration with parallel agents across a complex workflow.
WORKS 48
Curate subjects for image generationworkflowMarketingProductL2
hiraia-curate-images · Filtering subject clusters into drawable, single-subject image concepts.
WORKS 48
Find and fill content gapsworkflowProductMarketingL2
completeness-critic · Identifying gaps in initial coverage then filling them iteratively.
WORKS 48
Verify workshop slides and diagramsworkflowMarketingOpsL3
workshop-verify · Called by the workshop skill at the Phase 3->4 boundary (artifact review gate) and as Phase 4 verification, and by workshop-revise after edits.
WORKS 48
Fan-out deep research with citationsworkflowDataMarketingL3
deep-research · Use when workflow operations need deep research.
WORKS 48
Re-baseline all user personasworkflowProductMarketingL3
phase0-rebaseline-journey · Rebuild persona understanding from scratch combining interviews and metrics.
WORKS 41
Execute SEO pipeline with Jira integrationworkflowMarketingL3
orion-seo-pipeline · Orchestrating SEO analysis workflows with parallel data collection and synthesis.
WORKS 48
Generate how-to stories at scaleworkflowMarketingL2
howto-planning · Creating detailed instructional content with clear step progressions.
WORKS 48
Redesign landing page with alternativesworkflowMarketingL2
nimbus-landing-redesign · Design iteration cycles with rapid validation via A/B testing.
WORKS 48
Generate multilingual course vocabularyworkflowMarketingL2
lang-content-generate · Content localization when translating a spec into multiple languages (often with cultural/regional variants).
WORKS 48
Optimize Google Ads campaigns automaticallyworkflowMarketingL3
optimization-loop · Improving performance when you need goal-driven iteration (profile → hypothesis → implement → measure).
WORKS 48
Review and approve translated contentworkflowMarketingL2
validate-translations · Fleet-reviewing translations at scale with consistent criteria and rework categorization.
WORKS 48
Download videos and extract subtitlesworkflowMarketingL2
playlist-subs-batch · Batch subscription management with parallel confirmation and state sync.
WORKS 48
Translate strings to 37 localesworkflowMarketingL3
translate-keys · Translating 37+ locales in parallel without hallucination via schema validation.
WORKS 57
Generate low-cost monograph HTMLworkflowMarketingL3
frugalmonograph · Running frugalmonograph 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.
WORKS 48
Rewrite Tagalog chunks conciselyworkflowMarketingL3
shorten-rerun · Rewrite tutoring dialogue in bulk when all chunks need the same brevity + socratic tone rules.
WORKS 48
Localize UI to Simplified ChineseworkflowMarketingL3
meridian-l10n-ui · Localize a modular iOS app when glossary consistency and build verification are required.
WORKS 57
Generate verified reference monograph from researchworkflowMarketingL2
monograph · Write a long-form technical document when depth, consistency, and multi-phase writing are required.
WORKS 48
Fix visual defects in report sectionsworkflowMarketingL2
cadence-report-repair · Report synthesis when logs are noisy + visual defects must be auto-repaired
WORKS 48
Repair translation edge cases for localizationworkflowMarketingL2
translate-round2 · Translation refinement when round-1 coverage is ~95% but edge cases need manual TLC
WORKS 48
Complete partially-written content tracksworkflowMarketingL2
finish-track · Graduate-level monographs on statistical/mathematical topics where step-by-step derivations and honest real-world examples are mandatory.
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