The library

analytics-tracking · Finding why metrics don't match between platforms (GA4 vs ad account) before rebuilding reporting

contracts-and-business-law · Non-lawyers evaluating commercial risk and preparing briefs for counsel.

brand-monitoring · Catching brand reputation issues in real time when a competitor launches or your product has a quality issue

ecommerce-email-marketing-builder · E-commerce marketers automating cart recovery, upsells, and post-purchase sequences without template coding.

meeting · When you need multi-perspective debate on a topic with a synthesized final position.

geo-content-optimizer · When your content needs visibility in ChatGPT/Perplexity/Gemini answers and you want to compete with AI Overview fragments rather than generic SEO.

seo-content-writer · When you need a brand-new article that ranks for a specific keyword AND reads naturally for humans, not just search engines.

bitbucket-mcp-server · Code review and PR workflows on Bitbucket Cloud or Server.

codacy-mcp · Continuous integration pipelines auditing code quality and security across teams.

finance · Building a complete financial picture with variance analysis and runway projection for founders

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.

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

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.

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

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.

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

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.

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.

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

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

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

seo-sxo · Diagnosing why a well-optimized page doesn't rank: wrong page type for the keyword intent.

google-search-console · SEO managers doing monthly monitoring of search visibility and title/meta optimization, who need to prioritize which pages to optimize first.

seo-monitoring · Content marketers and SEO leads who own 50+ articles and need to identify high/low performers and guide future topic selection.

affiliate-marketing · B2B/B2C SaaS founders adding a partner channel while maintaining control of brand positioning and affiliate quality.

newsletter-signup · Content/growth teams optimizing email signup forms for conversion without overwhelming visitors with field requests.

sop-builder · Critical repeatable processes (deployments, migrations, incident response) where precise step order and verification prevent outages and tribal knowledge loss.

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'.

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.

emitter · Compiling high-level workflow IR specifications into executable Claude Code scripts with automatic phase ordering and schema declaration emission.

feedback-themes · Digesting user feedback batches without manual labeling.

geo-content-optimizer · Publishers capturing share of AI-generated answer traffic by making content more quotable and factual.

blog-post · Design-system-first content sites where each blog post is a mini-editorial product with consistent type hierarchy and brand voice.

excel-author · Financial modeling requiring auditable formulas, color-coded assumptions, and balance verification.

seo-drift · Catching SEO regressions during site migrations, rewrites, or CMS updates where before/after diffs with triggered rules save investigation time.

seo-schema · Publishers, e-commerce, or service sites needing to claim rich result eligibility and semantic markup validation.

ads-math · Ad ops and marketers modeling budget allocation, scaling decisions, and financial sustainability of campaigns.