mrlynn

Generate conference talk proposals (CFPs), abstracts, and presentation outlines with slide structure and timing guidance

Generate workshop agendas and hands-on curriculum for customer developer days, technical training sessions, and field engagements

MongoDB schema design advisor focusing on embed vs reference decisions, relationship modeling, and performance optimization patterns

Generate scoring rubrics and constructive feedback for hackathon submissions with fair evaluation frameworks and actionable improvement suggestions

Generate Model Context Protocol (MCP) tool servers from API descriptions, enabling AI assistants to connect to external services

Add AI capabilities to a MongoDB app including LLM summarization, structured generation, RAG pipeline with Atlas Vector Search, Voyage AI embeddings, and usage tracking with cost estimation

Self-service Atlas cluster provisioning with HTTP Digest auth, Admin API v2 client, 9-step orchestration with rollback, status polling, and DevRel attribution tracking

Always-on conventions advisor for MongoDB DevRel projects providing architecture guidance, branding rules, naming conventions, database patterns, and security best practices

Scaffold a bring-your-own-repo loop task: find a failing verifier, write tasks/<id>.yaml, and run the loop in the user's codebase. Use when applying Loop Engineering outside atlas-oms or when the user says BYO or "my own repo."

Run a disciplined agentic loop on a verifiable task: goal → act → verify → correct → repeat until green or blocked. Use when executing a loop task with a machine-checkable verifier, or when the user asks to "run the loop."

Run prompt-only vs agent-loop vs background-agent comparison on the same task and log structured metrics. Use for workshop demos, A/B evidence, or cohort measurement.

Design a machine-checkable verifier for an agentic loop task. Use when defining definition-of-done, writing a new loop task, or when a loop fails because the success criterion is ambiguous.

Weekly stock price regression forecasts (linear/polynomial) with PNG/HTML charts. For ticker-based projections and trend charts—not fundamentals, earnings, or options.