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Master SurrealDB 2.3.x with Python for multi-model database operations including CRUD, graph relationships, vector search, and real-time queries. Use when working with SurrealDB databases, implementing graph traversal, semantic search with embeddings, or building RAG applications.

Manage Supabase projects, databases, migrations, Edge Functions, and storage using the `supabase` CLI.

Query STRING API for protein-protein interactions (59M proteins, 20B interactions). Network analysis, GO/KEGG enrichment, interaction discovery, 5000+ species, for systems biology.

Implement real-time data streaming with Server-Sent Events (SSE), WebSockets, and ReadableStream APIs. Master backpressure handling, reconnection strategies, and LLM streaming for 2025+ real-time applications.

Use when users want Excalidraw diagrams, flowcharts, architecture diagrams, sequence diagrams, data-flow diagrams, mind maps, concept maps, or Obsidian `.excalidraw.md` files, especially when they want the diagram reviewed against an exported PNG and refined for layout, connections, and readability.

When the user wants to add or optimize Open Graph metadata for social sharing. Also use when the user mentions "Open Graph," "og:tags," "og:title," "og:image," "og:description," "Facebook preview," "LinkedIn preview," or "social share preview." For X (Twitter) link previews, use twitter-cards. For SERP title/description, use title-tag and meta-description.

Use when doing ANY task involving Supabase. Triggers: Supabase products (Database, Auth, Edge Functions, Realtime, Storage, Vectors, Cron, Queues); client libraries and SSR integrations (supabase-js, @supabase/ssr) in Next.js, React, SvelteKit, Astro, Remix; auth issues (login, logout, sessions, JWT, cookies, getSession, getUser, getClaims, RLS); Supabase CLI or MCP server; schema changes, migrati

Consulte programáticamente el CELLxGENE Census (más de 61 millones de células) para obtener datos de expresión en tejidos, enfermedades o tipos de células del atlas de célula única curado más grande. Es ideal para consultas a escala poblacional y comparaciones de atlas de referencia.

Automate Supabase database queries, table management, project administration, storage, edge functions, and SQL execution via Rube MCP (Composio). Always search tools first for current schemas.

Add comprehensive debugging and observability tooling for backend storage layers (PostgreSQL, ChromaDB) and startup metrics. Includes storage drift detection, raw data inspection endpoints, and a Next.js admin dashboard.

Stream-JSON chaining for multi-agent pipelines, data transformation, and sequential workflows

Patrones de arquitectura backend, diseño de API, optimización de bases de datos y mejores prácticas del lado del servidor para Node.js, Express y rutas de API de Next.js.