The library

outbound-pipeline · Sales and founder-led sourcing when you have a clear ICP and want to batch-generate cold email drafts without manual research per prospect.

gtm-planning · When you need a sequenced GTM plan because order matters: market validation → messaging → channels → team → execution.

pipeline-reviewer · Founders and sales leaders who want to stop guessing why deals die and need a crisp diagnosis of the one thing to fix first to unblock pipeline conversion.

discovery-process · Orgs building continuous discovery practice and teams investigating retention/churn problems systematically before committing dev resources.

iblai-marketing-cold-email · Growth teams and founders doing cold outreach who want human-sounding emails that reflect recipient's world, not a salesperson's template.

discovery-call-framework · SaaS AEs and consultants converting cold→warm leads who need repeatable structure to uncover six essentials before demo/pitch.

pitch-atlas-craftsmen-research · Coordinating multi-agent workflows with explicit phases, budget guards, and structured JSON output schemas.

loop-discover · When the amount of work is unknown upfront — bugs, proposals, patterns. Spawns finder agents until K consecutive rounds

competitive-intel · When competitive-intel is needed before shipping or in production.

sdk · When building multi-step conversational workflows embedded in MCP.

phone · Verifying phone fraud and automating outbound confirmation calls

ent-cold-email · When applying ent-cold-email patterns to specialized interface challenges.

ent-customer-discovery · Synthesizing signal from 20-80 interviews to identify desperate customers, surface recurring patterns, and detect when you have enough evidence to graduate.

ent-design-partners · Structuring early B2B customer relationships that are committed, paid, and co-creative—avoiding big-logo traps and tire-kickers.

customer-status · When managers need a real-time health view of all active customer accounts.

apify · When you need automated lead generation or competitor intelligence from multiple social platforms.

avoid-ai-writing · When scrubbing AI-isms from published prose before releasing to avoid machine-generated tell-signs.

bird-cli · Ensuring markdown consistency across documentation when team style rules need enforcement.

business-content-orchestrator · When routing GTM writing tasks (articles, decks, outreach) to the right specialist without knowing which one upfront.

churn-prevention · Reducing voluntary churn through targeted save offers matched to exit reasons.

exa-search · Finding technical references, research papers, and blog posts when keyword search is too literal.

competitor-teardown · Structured competitive analysis comparing positioning, messaging, and channel behavior.

connect-apps · Automating one-off integrations with external services (Gmail, Slack, GitHub) without building custom auth.

copywriting · Homepage, landing page, or pricing-page rewrites with conversion metrics to track

deep-research · User wants thorough, cited research on any topic beating single web search with multi-source verification.

webshop-search-executor · Finding products across multiple online retailers with structured search

snaprender · Capturing pixel-perfect screenshots or extracting page content as markdown from live URLs.

baoyu-article-illustrator · Batch-illustrating long-form content with type/style/palette consistency without manual layout

frontend-slides · the user wants to build a presentation, convert a PPT/PPTX to web, or create slides for a talk/pitch. Helps non-designers discover their aesthetic through visual exploration rather than abstract choic

growth-content-core · Content teams needing consistent buyer-stage routing without campaign contradictions.

growth-content-orchestrator · Growth campaigns requiring coordinated content across research/copywriting/ads spokes.

growth-sales-cro-core · Sales/CRO teams needing disciplined testing without conflicting experiments.

growth-sales-cro-orchestrator · Complex sales funnels requiring multi-stage CRO coordination.

cco-review · When customer retention/segmentation/CS hiring decisions need pressure-tested against hard metrics

investor-outreach · Writing cold emails and warm intros to VCs when the ask is explicit and proof points are concrete, not adjective-heavy.

channel-economics · Quarterly channel reviews when pipeline is split 50/50 direct-vs-partner and nobody knows which channel actually clears the loaded-cost bar.

chief-customer-officer-advisor · Using this artifact when the standard alternative doesn't fit your constraints.

churn-prevention · Reduce voluntary and involuntary churn through cancel flow design, save offers, exit surveys, and dunning sequences.

lead-intelligence · When building targeted outreach lists with warm intro paths.

cold-email · When writing B2B prospecting sequences that sound genuinely human.

commercial-policy · When the structured workflow saves time vs ad-hoc execution.

commercial-skills · Commercial decisions (pricing, deals, partnerships, RFPs, forecasts) route faster when a dispatcher matches the inquiry signal to the right sub-skill rather than requiring the user to pick.

competitor-alternatives · Sales and marketing align faster when they acknowledge that your real competition is not just direct competitors but also build-in-house, incumbents, and the status quo.

marketing-campaign · "End-to-end marketing campaign planning and execution: audience research, positioning, campaign angl

messages-ops · Live message retrieval when you need exact thread context before drafting a follow-up or recovering a code.

cro-advisor · CRO role when designing revenue engines and forecasting board scenarios across ARR growth and NRR stability.

cro-review · Before quarterly board reporting when you need structured interrogation of revenue strategy assumptions.

cs-demand-gen-specialist · Growth teams optimizing acquisition funnels and cross-channel campaign ROI

cs-growth-strategist · Full revenue lifecycle management (pipeline → churn → expansion) in mid-market B2B SaaS where GTM efficiency and NRR >120% are success metrics.

customer-success-manager · Scoring customer health and churn risk deterministically using weighted multi-dimension models without external ML.