The library

sales-attention · Sales managers and enablement teams looking to automate coaching feedback and CRM updates from call recordings when insight generation speed and scorecard customization are less critical than workflow automation

ad-creative · Agencies and performance marketing teams when you need rapid ad copy variation generation for multi-platform testing with a vault protocol for handoff.

product-launch-gtm · Product teams when you need a launch sizing matrix to avoid oversized GTM for minor features while ensuring major innovations get full activation.

surge-experiment · Growth PMs designing experiments where you need clarity on mechanism, sample size, and decision criteria before engineering starts building.

orthogonal-competitor-research · Competitive intelligence on established SaaS/tech competitors where pricing, product features, and leadership changes are public signals.

ad-campaign-optimization · When you need to structure campaigns by funnel stage (cold/warm/hot) and run creative testing to find winners.

geo-content-optimizer · When you want existing content to be quoted by AI-generated responses (vs. just ranking in Google search).

blog-writer · SaaS and service brands that need articles to generate signups/applications/consultations (not just traffic) and want to rank across Google, ChatGPT, Perplexity, and LinkedIn simultaneously.

developer-growth-analysis · Developers who want structured, evidence-based feedback on their work growth without waiting for code reviews, using their actual recent project history as the signal.

apollo-lead-prospector · When you need a daily automated prospect search that dedupes against your CRM and surfaces only net-new, high-fit leads.

icp-definition-and-validation · Pre-outreach work when spray-and-pray would burn reputation; tightens messaging for months of saved wasted effort.

linkedin-outbound-workflow · Relationship-first sales where acceptance + engagement matters more than volume; manual approach gives 3x higher engagement than templates.

ad-creative · Producing fresh creative variations at scale when one ad is winning and you need 5-7 more to test similar hooks

ai-seo · Rewriting your most important content to rank in AI Overviews and Claude citations when organic traffic has plateaued

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

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

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.

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.

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.

wf-milestone-audit · Accelerating milestone validation with parallel dimension checks and adversarial bias detection.

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.

email-marketing · Product marketing or growth teams launching a newsletter while managing both retention (existing users) and conversion (leads) goals.

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.