cyberneticlibrary

The library

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

WORKS 55
Build release from plan with verificationworkflowEngineeringProductL3
release-builder · Decomposing complex release plans into parallel, worktree-isolated producer agents that verify outputs against exit criteria.
WORKS 57
Build and review capability packs from researchworkflowProductOpsL3
agent-pack-factory-build · Building agent-adjacent capability packs where research findings are grounded into tested, reusable prompts.
WORKS 55
Audit app security and remediate findingsworkflowEngineeringL3
path-warden-security · Finding subtle bugs or policy violations across large codebases that require consistent multi-agent consensus.
WORKS 55
Compare TTS voice quality with human audioworkflowEngineeringDataL3
espeak-audit-tts-vs-human · Finding subtle bugs or policy violations across large codebases that require consistent multi-agent consensus.
WORKS 55
Find and rank type system escapesworkflowEngineeringL3
type-escape-sweep · Orchestrating multi-phase agent workflows with structured handoff and consensus-driven decision gates.
WORKS 54
Re-verify architecture audit decisionsworkflowEngineeringProductL3
architecture-audit-escalation · Finding subtle bugs or policy violations across large codebases that require consistent multi-agent consensus.
WORKS 58
Independent artifact review with fresh gateworkflowEngineeringL3
review-gates · Finding subtle bugs or policy violations across large codebases that require consistent multi-agent consensus.
WORKS 58
Adversarially verify code review findingsworkflowEngineeringL3
backpressured-review · Finding subtle bugs or policy violations across large codebases that require consistent multi-agent consensus.
WORKS 57
Generate and stress-test build optionsworkflowProductL3
build-options-judge-panel · Decomposing complex release plans into parallel, worktree-isolated producer agents that verify outputs against exit criteria.
WORKS 55
Debug root causes with systematic analysisworkflowEngineeringL3
investigate · Orchestrating multi-phase agent workflows with structured handoff and consensus-driven decision gates.
WORKS 55
Verify compiler optimization edge casesworkflowEngineeringL3
nvptx-verify-miscompiles · Orchestrating multi-phase agent workflows with structured handoff and consensus-driven decision gates.
WORKS 53
Coach sales reps through complex dealsskillSalesL1
ultimate-sales · Complex B2B sales where discovery quality and emotional attunement determine deal outcome, not pitch skill.
WORKS 58
Write SEO-optimized blog postsskillMarketingL2
blog-writing-specialist · Content teams building SEO-first blog strategy who need repeatable quality and linking guardrails, not freelancer management.
WORKS 56
Amplify launches across communitiesskillMarketingL2
ph-community-outreach · Multi-channel launch amplification when you have 4+ weeks to build community karma and tailor posts per platform.
WORKS 53
Audit compliance across scopeskillLegalL2
audit-compliance · Finding subtle bugs or policy violations across large codebases that require consistent multi-agent consensus.
WORKS 57
Route requests to specialist agentsworkflowOpsL2
routing · Orchestrating multi-phase agent workflows with structured handoff and consensus-driven decision gates.
WORKS 58
Fix bugs with test-driven regression gatesworkflowEngineeringL3
bugfix · Orchestrating multi-phase agent workflows with structured handoff and consensus-driven decision gates.
WORKS 56
Execute UAE/GCC bilingual campaignsskillMarketingL2
business-marketing-agent · B2B digital campaigns in UAE/Dubai market with bilingual (English + Arabic) requirement; excels at seasonal strategy and channel-specific creative adaptation.
WORKS 58
Conduct systematic project inspectionworkflowOpsL2
inspect_project · Orchestrate multi-agent inspect_project across parallel branches and synthesis.
WORKS 53
Ensure DSGVO-compliant email marketingskillMarketingLegalL2
dsgvo-email-marketing · DACH SaaS/agencies building email campaigns to DACH audiences who need precision compliance vs €5k–€30k abmahnfähig penalties.
WORKS 58
Research topics with citation verificationworkflowDataL3
investigate · Orchestrate multi-agent investigate across parallel branches and synthesis.
WORKS 59
Map entire site content via FirecrawlskillMarketingEngineeringL2
seo-firecrawl · Pre-audit discovery phase to enumerate all indexable content before running SEO analysis.
WORKS 54
Design 12-month SEO strategyskillMarketingL2
seo-plan · Create coordinated SEO plans for new projects
WORKS 53
Audit and map product messagingskillMarketingL1
pitch-recon · Founders auditing their messaging landscape before a rebrand or repositioning, to see what gaps exist and what contradicts.
WORKS 54
Merge and audit multi-shard code modulesworkflowEngineeringL3
20-merge · Orchestrate multi-agent 20 merge across parallel branches and synthesis.
WORKS 58
Run game engine QA across platformsworkflowEngineeringL3
game-qa · Orchestrate multi-agent game qa across parallel branches and synthesis.
WORKS 57
Score technical approaches with judgesworkflowProductL2
judge-panel · Orchestrate multi-agent judge panel across parallel branches and synthesis.
WORKS 55
Validate quantization determinism gatesworkflowEngineeringL3
build-q8-llama3-gates · Orchestrate multi-agent build q8 llama3 gates across parallel branches and synthesis.
WORKS 53
Create sales collateral that reps actually useskillSalesL2
abm-sales-enablement · Founders building sales infrastructure for early B2B sales teams, ensuring reps have customizable, high-trust collateral.
WORKS 53
Atomize newsletters into weekly postsskillMarketingL1
newsletter-to-posts · Newsletter publishers who want to maximize reach by turning each newsletter edition into a week's worth of social content while driving new subscriptions.
WORKS 59
Analyze competitor social strategy systematicallyskillMarketingL2
competitor-content-audit · Marketing teams entering a new niche who want to understand competitor tactics without guessing, or quarterly competitive reviews to spot strategy shifts.
WORKS 57
Parallel code and security review before mergeworkflowEngineeringL3
pre-merge-review · Orchestrate multi-agent pre merge review across parallel branches and synthesis.
WORKS 59
General workflow utilityworkflowL2
short_snake_case · Orchestrate multi-agent short_snake_case across parallel branches and synthesis.
WORKS 48
Build comprehensive company profilesskillOpsDataL1
company-research · Automate company research reviews with structured output and validation.
WORKS 54
Scan website for broken links and crawl issuesskillMarketingOpsL2
broken-link-checker · Site owners auditing technical health before major migrations or teams enforcing link quality in CI/CD.
WORKS 57
Find high-impact organic ranking opportunitiesskillMarketingL2
seo-analysis · Content teams and SEO specialists who want data-driven prioritization (not guesses) on which pages/topics to fix or create.
WORKS 59
Deep-audit page for content and ranking fitskillMarketingL2
seo-page · Content teams optimizing existing high-potential pages without full-site audit overhead.
WORKS 56
Connect CMS to SEO analysis toolsskillMarketingOpsL2
setup-cms · Teams automating content gap detection and SEO field validation in their publishing workflow.
WORKS 54
Monitor industry and competitor blog postsskillMarketingL2
blog-feed-monitor · Monitoring competitor or industry blogs for keyword mentions when the blog has a public RSS feed — not for blogs without feeds or real-time monitoring.
WORKS 58
Extract ICP leads from competitor engagementskillSalesMarketingL3
competitor-post-engagers · Finding warm ICP-fit leads in one competitor's engaged audience when you have 1-2 days and a budget of 50+ Apify credits — not for weekly monitoring (too expensive) or precise targeting (keywords too loose).
WORKS 56
Create brand tokens for apps and documentsskillMarketingEngineeringL2
brand-yml · Design system owners ensuring Shiny apps and Quarto documents use consistent brand tokens without duplicating CSS.
WORKS 57
Write incident response runbooksskillEngineeringL1
eng-runbook · Quick reference during on-call rotations when incident response must be immediate and procedures must be precise and copy-paste-ready.
WORKS 59
Create GitHub repository analytics dashboardsskillEngineeringL2
github-dashboard · Open-source project health dashboards where public GitHub data aggregation and optional refresh scheduling are needed.
WORKS 57
Run team retrospectives with action plansskillOpsL1
retro · Structured retrospectives when teams need to convert raw feedback into specific, executable improvements while maintaining psychological safety.
WORKS 55
Map buying committee and stakeholdersskillSalesL2
sales-contacts · Account executives planning land-and-expand deals needing champion identification + stakeholder mapping
WORKS 56
Create product marketing foundation docskillMarketingL1
product-marketing-context · First step in any marketing project when context files don't exist; strongly recommended to auto-draft from codebase rather than starting from scratch, then iterate with team.
WORKS 57
Spec dashboards for BI teamsskillOpsL2
dashboard-brief · Spec'd dashboards reduce back-and-forth with BI team and prevent dashboards that answer nobody's question; one document replaces three meetings.
WORKS 58
Draft personalized interview invites at scaleskillHRL3
excel-fire-recruiting · Personalizing interview invites at scale (batch of 5-20 candidates) without copy-paste and with internal scorecards visible to Justin.
WORKS 51
Generate professional business agreementsskillLegalL1
legal-agreement · Automate legal agreement reviews with structured output and validation.
WORKS 54
Translate legal language to plain EnglishskillLegalL1
legal-plain · Automate legal plain reviews with structured output and validation.
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