The library

seo-content-writer · Writing 1-3 new articles per month where the user has keywords, intent, and a brief — not for refreshing decaying content (use content-refresher) or ranking existing pages (use geo-content-optimizer).

rpt-' + taskname + ' · Converting natural task commands into verified deterministic Workflow scripts with full auditability.

financial-model · Rapid financial modeling for startups combining SaaS/e-commerce/service revenue paths.

contribute-card · Automating AI-driven Magic card implementation with full plan-implement-review-verify gating.

code_audit · Parallel 3-phase security/style/synthesis audit with cross-file pattern detection.

council-round · Multi-perspective code review over complex PRs using adversarial 11-category dimension framework.

sales-playbook · Sales teams selling high-touch $40K-100K+ deals needing pre-call value anchors and post-call coaching on pricing discipline

wf-swarm-score · Verifying adversarial score spreads and detecting hallucinating ants via 3-role consensus.

de-ai-pipeline · Data-driven de-AI fix loop where detection is deterministic and fixing is AI-driven and bounded.

role-pipeline · Landing specialized sub-agents on specific models (opus/composer/codex) without turn-by-turn driving.

spec-driven-dev · Driving code generation from formal specs ensuring spec-code correspondence.

inspect_project · Understanding project topology and dependency flows for refactoring planning.

churn-prevention · SaaS products where involuntary churn exceeds 20% or voluntary churn lacks targeting.

doc-drift-fix · Keeping docs synchronized with code via automated drift detection and repair.

short_snake_case · Bulk renaming codebase to snake_case convention with cross-file consistency.

kiln-research · Deep research investigations with parallel multi-perspective evidence gathering.

oss-harness-engineering-workflow · Setting up comprehensive OSS testing infrastructure with reproducible CI.

patch-audit · Validating patches pre-merge against security, style, and breaking-change criteria.

hipaa-compliance · Healthcare tech compliance planning with concrete checklist and remediation mapping.

blog-draft · Publishing blog posts where research, outline approval, and step-by-step execution prevent half-finished drafts and unstructured writing.

finance · Quick financial analysis and scenario modeling.

investor-update · Structuring investor updates with consistent metrics and narrative flow.

contract-template · Rapid contract generation with legal consistency from battle-tested templates.

landing-page-copy · Landing pages where every sentence must earn conversion—when you need clear, benefit-driven copy that doesn't waste visitor attention.

newsletter · Email newsletters where subject line and format consistency drive both open rates and habit—when you want predictable engagement metrics.

fan-out-workflow · Parallelizing independent specialist reviews where final synthesis is budget-aware.

eval-access-fn · Executing complex multi-phase workflows with typed outputs.

wc-audit · Discovering quality gaps across multiple architecture and compliance dimensions.

writing-draft · Converting detailed outlines to publishable prose while maintaining spec fidelity.

rulebook-driver · Implementing backlog items with enforced SDD+TDD gates and auto-commit.

consult-with-adversarial-review · Catching wrong-but-plausible council answers before use.

qa · Discovering and fixing bugs before ship with parallel test orchestration.

migration-audit · Discovering quality gaps across multiple architecture and compliance dimensions.

copywriting · Founders and product designers who want copy patterns and formulas they can use across the entire product without hiring a copywriter.

growth · Solo founders and growth PMs designing product-led acquisition where the product itself drives growth, not sales team.

understand-package-api · Executing complex multi-phase workflows with typed outputs.

ads-landing · PPC campaign optimization: diagnose why landing pages don't convert despite ad traffic volume.

ads-test · Ad teams avoiding "winner calling" errors and ensuring statistical rigor in creative testing.

traffic · Growth leads doing monthly channel performance reviews and trying to understand where unattributed Direct traffic actually comes from.

release-checkpoint · Executing complex multi-phase workflows with typed outputs.

bier-spec-audit · Discovering quality gaps across multiple architecture and compliance dimensions.

programmatic-seo · When you have 50+ landing pages to create because programmatic SEO scales with quality checks (unique value, proper data sourcing, intent match).

copywriting-core · Landing page copy that needs to stop scrolls by leading with customer outcomes, not feature lists.

forge-run-ticket · Executing complex multi-phase workflows with typed outputs.

view-edit-parity · Executing complex multi-phase workflows with typed outputs.

daily-improvement-v4-sprint · Executing complex multi-phase workflows with typed outputs.

hle-15-ablation · Executing complex multi-phase workflows with typed outputs.

bench-capability-sprint-23 · Executing complex multi-phase workflows with typed outputs.

release-prep-phase2 · Executing complex multi-phase workflows with typed outputs.

deep_research · Executing complex multi-phase workflows with typed outputs.