The library

kb-article · Support teams creating evergreen documentation from recurring customer questions or newly resolved issues.

churn-risk · SaaS companies with recurring revenue and predictable churn patterns, where early intervention on at-risk segments preserves more revenue than win-back campaigns after churn.

dm-respond · Founders or community managers drowning in multi-platform DMs who need to ensure high-trust messages (sales/support) get human-quality responses while spam is silently ignored and press gets escalated.

nav-backtrack · When nav-backtrack is needed before shipping or in production.

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

slack-formatting · Extracting and reshaping structured data when declarative SQL is clearer than imperative transformation code.

welcome · Validating API contracts before integration when declarative assertions are clearer than manual curl testing.

whatsapp-formatting · Real-time group messaging where tagged recipients need push notifications

openai-whisper-api · Transcribing user-provided or recorded audio where Whisper multilingual accuracy avoids language-specific codec complexity.

openai-whisper · Converting speech to text without API costs or latency when privacy matters

notification_system · Sending multi-channel alerts (WhatsApp/Telegram/email/push) in French-localized format.

freshdesk-triage · High-volume support queues where manual triage is the bottleneck.

triage-support · Support teams handling how-to and bug report triage where evidence-based replies reduce back-and-forth

xiaoyue-companion · When you want to add warm, scene-aware AI companion messages with optional static images via OpenClaw.

freshdesk-automation · Batch-create support tickets, search by status/priority/agent, and reply/note workflows when Freshdesk UI is too slow.

freshservice-automation · Bulk-update ITSM tickets, submit service requests, and create incident-email notifications outside the Freshservice UI.

helpdesk-automation · Reduce support queue by auto-routing tickets to KB articles and automatically creating tickets from unstructured messages.

intercom-automation · Teams needing to automate support conversation routing, contact tagging, and state management at scale.

microsoft-teams-automation · Teams automating channel creation, message routing, and notification workflows in Microsoft Teams.

troubleshoot-a-now-assist-skill · ServiceNow admins debugging skill configuration when manual setup attempts have failed.

lagoon-customer-support · Scaling consistent support responses across a team when vault transaction context is available.

clinical-note-summarization · Standardizing unstructured medical documentation into queryable SOAP format with explicit gap surfacing.

retell-sdk · Building conversational AI agents that handle phone calls end-to-end.

discourse-forum-mcp · Community knowledge extraction and moderation from Discourse forums.

nutribalance-mcp · Health/fitness agents providing quick nutrition coaching and meal planning.

mcp-server · Querying Retell voice call transcripts when Retell is your voice AI platform.

ai-mcp-server · Managing member records and CRM data through MemberJunction integration.

etudiant-cap · When user testing for a learning app needs honest, persona-grounded feedback from a learner perspective (mobile, stressed, budget-conscious) before shipping.

chief-customer-officer-advisor · Chief Customer Officer or VP Customer Success sizing the CS org and kill list when GRR is stalling and NRR delta needs targeting.

msapps-whatsapp · Automating WhatsApp customer service or outreach without manual app interaction.

msapps-zoho-mail-health · Diagnosing mail delivery issues before escalating to Zoho support